Validation data

ML and Fitting prediction

import os
import time
from datetime import datetime
from pprint import pprint

import pandas as pd
from pandas import Series, DataFrame

import scipy as sp
from scipy.optimize import leastsq
import numpy as np

import matplotlib.pyplot as plt
import seaborn as sns
sns.set_style('whitegrid')
%matplotlib inline

#高解像度の設定（きれいな図が出力されますがファイルサイズが大きくなります）
# %config InlineBackend.figure_formats = {'png', 'retina'}

#うまく自作モジュールが読み込めないとき
import sys
sys.path.append('./pysfunclib')
sys.path.append('./autoreglib')

#　自作モジュールを変更したとき
%load_ext autoreload
%autoreload
%autoreload 2

#自作モジュールの読み込み
from pysfunclib import fowler_func as ff
from pysfunclib import fowler_func_opti as ffo
from pysfunclib import fit_prediction_lib as fpl
from pysfunclib import ml_prediction_lib as mpl
from pysfunclib import data_read as dr
from pysfunclib import validation_func as vf

#機械学習の自動化とプロットのモジュール
from autoreglib import gridreg as gs

df= pd.read_excel('./data/validation_data_MDR.xlsx')

df

df_val = vf.DfFrame(df)

df_val.df_column_set()

df_val.df_return()

df_val.df_ml(path_name='./spys_reg_20200623/')

Start time:  20200623 10:29:02
xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 5.13
predict_GB: 5.040364783732917
difference_GB: -0.08963521626708282
predict_RF: 5.050500000000008
difference_RF: -0.07949999999999147

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.98
predict_GB: 4.923191567143511
difference_GB: -0.05680843285648951
predict_RF: 4.934499999999994
difference_RF: -0.04550000000000676

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.98
predict_GB: 4.918535081125828
difference_GB: -0.06146491887417227
predict_RF: 5.000500000000005
difference_RF: 0.020500000000004626

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.93
predict_GB: 4.748525782632532
difference_GB: -0.18147421736746772
predict_RF: 4.866999999999987
difference_RF: -0.06300000000001305

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.95
predict_GB: 4.840514885433558
difference_GB: -0.10948511456644194
predict_RF: 4.883999999999988
difference_RF: -0.06600000000001227

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 5.02
predict_GB: 4.912471445093591
difference_GB: -0.10752855490640822
predict_RF: 5.009500000000005
difference_RF: -0.01049999999999418

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 5.21
predict_GB: 5.079477105665455
difference_GB: -0.13052289433454511
predict_RF: 5.050000000000005
difference_RF: -0.1599999999999948

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.88
predict_GB: 4.78171453045943
difference_GB: -0.09828546954056971
predict_RF: 4.820999999999986
difference_RF: -0.059000000000013486

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.88
predict_GB: 4.7981619110804505
difference_GB: -0.08183808891954936
predict_RF: 4.847999999999986
difference_RF: -0.03200000000001424

xl4262_005
Time:  20200623 10:29:02
sample nmae: Au_100
renge: (4.2, 6.2, 0.05)
wf: 4.96
predict_GB: 4.810658859516605
difference_GB: -0.1493411404833953
predict_RF: 4.840999999999985
difference_RF: -0.11900000000001487

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au_100
renge: (4.2, 6.2, 0.1)
wf: 4.95
predict_GB: 4.890882961066161
difference_GB: -0.059117038933838906
predict_RF: 4.890999999999988
difference_RF: -0.0590000000000126

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au_100
renge: (4.2, 6.2, 0.1)
wf: 4.98
predict_GB: 4.860066010583224
difference_GB: -0.11993398941677658
predict_RF: 4.9019999999999895
difference_RF: -0.07800000000001095

xl4262_005
Time:  20200623 10:29:02
sample nmae: Au_100
renge: (4.2, 6.2, 0.05)
wf: 4.74
predict_GB: 4.825015455607075
difference_GB: 0.08501545560707502
predict_RF: 4.8134999999999835
difference_RF: 0.07349999999998325

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.97
predict_GB: 4.841922302597821
difference_GB: -0.1280776974021789
predict_RF: 4.892499999999988
difference_RF: -0.07750000000001211

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.96
predict_GB: 4.871240637842635
difference_GB: -0.08875936215736502
predict_RF: 4.912499999999986
difference_RF: -0.04750000000001364

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.95
predict_GB: 4.955982967062415
difference_GB: 0.005982967062414524
predict_RF: 4.935999999999993
difference_RF: -0.01400000000000734

xl4262_010

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']

Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.96
predict_GB: 4.9486460960148175
difference_GB: -0.011353903985182434
predict_RF: 4.952999999999992
difference_RF: -0.007000000000007667

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.97
predict_GB: 4.991815301622729
difference_GB: 0.0218153016227296
predict_RF: 4.967499999999995
difference_RF: -0.0025000000000048317

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.96
predict_GB: 4.82086859943835
difference_GB: -0.13913140056164952
predict_RF: 4.878499999999985
difference_RF: -0.08150000000001523

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.98
predict_GB: 4.871120974702913
difference_GB: -0.10887902529708704
predict_RF: 4.913999999999987
difference_RF: -0.06600000000001316

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.91
predict_GB: 4.849277770353891
difference_GB: -0.060722229646109405
predict_RF: 4.856499999999985
difference_RF: -0.05350000000001476

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.89
predict_GB: 4.839616558019436
difference_GB: -0.050383441980563326
predict_RF: 4.842999999999983
difference_RF: -0.047000000000016584

xl4070_010
Time:  20200623 10:29:02
sample nmae: Au_50
renge: (4, 7, 0.1)
wf: 4.83
predict_GB: 5.082322167085076
difference_GB: 0.25232216708507593
predict_RF: 5.175500000000008
difference_RF: 0.34550000000000836

xl4070_005
Time:  20200623 10:29:02
sample nmae: Au_50
renge: (4, 7, 0.05)
wf: 4.81
predict_GB: 5.06266670873689
difference_GB: 0.2526667087368901
predict_RF: 5.143500000000013
difference_RF: 0.33350000000001323

xl4262_010
Time:  20200623 10:29:02
sample nmae: Au
renge: (4.2, 6.2, 0.1)
wf: 4.79
predict_GB: 4.848571295457389
difference_GB: 0.05857129545738893
predict_RF: 4.9159999999999915
difference_RF: 0.12599999999999145

xl4262_005
Time:  20200623 10:29:02
sample nmae: Au_50
renge: (4.2, 6.2, 0.05)
wf: 4.75
predict_GB: 4.769622214207821
difference_GB: 0.019622214207821287
predict_RF: 4.800999999999983
difference_RF: 0.05099999999998328

xl4262_005
Time:  20200623 10:29:02
sample nmae: Au_50
renge: (4.2, 6.2, 0.05)
wf: 4.78
predict_GB: 4.792088854333889
difference_GB: 0.0120888543338884
predict_RF: 4.804499999999983
difference_RF: 0.02449999999998287

xl4262_005
Time:  20200623 10:29:02
sample nmae: Au_100
renge: (4.2, 6.2, 0.05)
wf: 4.76
predict_GB: 4.740561485927939
difference_GB: -0.019438514072060542
predict_RF: 4.797999999999983
difference_RF: 0.03799999999998338

xl4262_005
Time:  20200623 10:29:02
sample nmae: Au_100
renge: (4.2, 6.2, 0.05)
wf: 4.77
predict_GB: 4.777818564470933
difference_GB: 0.007818564470933431
predict_RF: 4.805999999999984
difference_RF: 0.03599999999998449

xl4262_005
Time:  20200623 10:29:02
sample nmae: Au_500
renge: (4.2, 6.2, 0.05)
wf: 4.67
predict_GB: 4.6972701982468354
difference_GB: 0.02727019824683552
predict_RF: 4.721999999999997
difference_RF: 0.05199999999999694

xl4262_005
Time:  20200623 10:29:02
sample nmae: Au_500
renge: (4.2, 6.2, 0.05)
wf: 4.68
predict_GB: 4.70291332835938
difference_GB: 0.022913328359380536
predict_RF: 4.7559999999999905
difference_RF: 0.07599999999999074

xl5070_010
Time:  20200623 10:29:02
sample nmae: Al_50
renge: (5, 7, 0.1)
wf: 5.82
predict_GB: 6.077842662349467
difference_GB: 0.25784266234946696
predict_RF: 6.138
difference_RF: 0.3179999999999996

xl5070_010
Time:  20200623 10:29:02
sample nmae: Al_50
renge: (5, 7, 0.1)
wf: 5.79
predict_GB: 5.951532891185745
difference_GB: 0.161532891185745
predict_RF: 6.0850000000000115
difference_RF: 0.2950000000000115

xl5070_010

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]

Time:  20200623 10:29:02
sample nmae: Al_50
renge: (5, 7, 0.1)
wf: 5.85
predict_GB: 6.070918872416616
difference_GB: 0.22091887241661645
predict_RF: 6.0570000000000075
difference_RF: 0.20700000000000784

xl5070_010
Time:  20200623 10:29:02
sample nmae: Ag
renge: (5, 7, 0.1)
wf: 5.87
predict_GB: 5.884577999869012
difference_GB: 0.014577999869011649
predict_RF: 5.9655
difference_RF: 0.09549999999999947

xl4070_010
Time:  20200623 10:29:02
sample nmae: Cu
renge: (4, 7, 0.1)
wf: 5.34
predict_GB: 5.456028111958397
difference_GB: 0.11602811195839724
predict_RF: 5.550500000000003
difference_RF: 0.21050000000000324

xl4070_010
Time:  20200623 10:29:02
sample nmae: Cu
renge: (4, 7, 0.1)
wf: 5.65
predict_GB: 5.934697269982942
difference_GB: 0.2846972699829413
predict_RF: 5.970499999999999
difference_RF: 0.32049999999999823

xl4070_010
Time:  20200623 10:29:02
sample nmae: Cu
renge: (4, 7, 0.1)
wf: 5.66
predict_GB: 5.846777729894975
difference_GB: 0.18677772989497488
predict_RF: 5.993999999999999
difference_RF: 0.33399999999999874

xl4070_010
Time:  20200623 10:29:02
sample nmae: Cu
renge: (4, 7, 0.1)
wf: 5.62
predict_GB: 5.809301733518294
difference_GB: 0.1893017335182936
predict_RF: 5.950999999999999
difference_RF: 0.33099999999999863

xl4070_010
Time:  20200623 10:29:02
sample nmae: Cu
renge: (4, 7, 0.1)
wf: 5.44
predict_GB: 5.803528196933121
difference_GB: 0.363528196933121
predict_RF: 5.852499999999997
difference_RF: 0.412499999999997

xl4070_010
Time:  20200623 10:29:02
sample nmae: Al
renge: (4, 7, 0.1)
wf: 4.95
predict_GB: 5.338827130990269
difference_GB: 0.38882713099026844
predict_RF: 5.388999999999997
difference_RF: 0.4389999999999965

xl4070_010
Time:  20200623 10:29:02
sample nmae: Al
renge: (4, 7, 0.1)
wf: 4.49
predict_GB: 4.99427618561207
difference_GB: 0.5042761856120697
predict_RF: 5.066500000000005
difference_RF: 0.5765000000000047

xl4070_010
Time:  20200623 10:29:02
sample nmae: Al
renge: (4, 7, 0.1)
wf: 4.56
predict_GB: 5.027694945633066
difference_GB: 0.4676949456330668
predict_RF: 5.109000000000008
difference_RF: 0.5490000000000084

xl4070_010
Time:  20200623 10:29:02
sample nmae: Al
renge: (4, 7, 0.1)
wf: 4.66
predict_GB: 4.8536805471746485
difference_GB: 0.19368054717464833
predict_RF: 4.8279999999999905
difference_RF: 0.16799999999999038

xl4070_010
Time:  20200623 10:29:02
sample nmae: Al
renge: (4, 7, 0.1)
wf: 5.88
predict_GB: 5.85577365128277
difference_GB: -0.02422634871722984
predict_RF: 5.963000000000001
difference_RF: 0.08300000000000107

xl4060_010
Time:  20200623 10:29:02
sample nmae: Ni
renge: (4, 6, 0.1)
wf: 4.66
predict_GB: 4.578475285186495
difference_GB: -0.0815247148135052
predict_RF: 4.602000000000012
difference_RF: -0.05799999999998828

xl4270_010
Time:  20200623 10:29:02
sample nmae: sus
renge: (4.2, 7, 0.1)
wf: 5.93
predict_GB: 5.813958319322281
difference_GB: -0.1160416806777187
predict_RF: 5.967500000000001
difference_RF: 0.03750000000000142

xl4070_005
Time:  20200623 10:29:02
sample nmae: ITO_50
renge: (4, 7, 0.05)
wf: 5.32
predict_GB: 5.5431807695595
difference_GB: 0.22318076955949984
predict_RF: 5.823499999999995
difference_RF: 0.5034999999999945

xl4070_005
Time:  20200623 10:29:02
sample nmae: ITO_100
renge: (4, 7, 0.05)
wf: 5.02
predict_GB: 5.497109377213963
difference_GB: 0.4771093772139636
predict_RF: 5.624500000000011
difference_RF: 0.6045000000000114

xl4070_005
Time:  20200623 10:29:02

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']

sample nmae: ITO_100
renge: (4, 7, 0.05)
wf: 5.19
predict_GB: 5.399772261406219
difference_GB: 0.20977226140621852
predict_RF: 5.625500000000003
difference_RF: 0.4355000000000029

xl4070_005
Time:  20200623 10:29:02
sample nmae: ITO_300
renge: (4, 7, 0.05)
wf: 4.97
predict_GB: 5.3275012948574165
difference_GB: 0.3575012948574168
predict_RF: 5.3554999999999975
difference_RF: 0.38549999999999773

xl4070_005
Time:  20200623 10:29:02
sample nmae: ITO_300
renge: (4, 7, 0.05)
wf: 5.17
predict_GB: 5.310821850287335
difference_GB: 0.14082185028733551
predict_RF: 5.345499999999996
difference_RF: 0.175499999999996

xl4262_010
Time:  20200623 10:29:02
sample nmae: MgO
renge: (4.2, 6.2, 0.1)
wf: 5.44
predict_GB: 5.3330119003710355
difference_GB: -0.10698809962896494
predict_RF: 5.332999999999991
difference_RF: -0.10700000000000909

xl4262_010
Time:  20200623 10:29:02
sample nmae: MgO
renge: (4.2, 6.2, 0.1)
wf: 5.54
predict_GB: 5.378392735810109
difference_GB: -0.16160726418989135
predict_RF: 5.345999999999995
difference_RF: -0.19400000000000528

xl4262_010
Time:  20200623 10:29:02
sample nmae: a_Al2O3
renge: (4.2, 6.2, 0.1)
wf: 5.49
predict_GB: 5.292263345146647
difference_GB: -0.1977366548533528
predict_RF: 5.313499999999985
difference_RF: -0.17650000000001498

xl5070_010
Time:  20200623 10:29:02
sample nmae: a_Al2O3
renge: (5, 7, 0.1)
wf: 6.04
predict_GB: 6.0700954541659655
difference_GB: 0.030095454165965485
predict_RF: 6.069000000000005
difference_RF: 0.029000000000005244

xl5070_010
Time:  20200623 10:29:02
sample nmae: g_Al2O3
renge: (5, 7, 0.1)
wf: 6.05
predict_GB: 6.079618677939699
difference_GB: 0.02961867793969919
predict_RF: 6.070500000000005
difference_RF: 0.020500000000005514

xl5070_010
Time:  20200623 10:29:02
sample nmae: ZnO
renge: (5, 7, 0.1)
wf: 5.7
predict_GB: 6.003034518210248
difference_GB: 0.3030345182102474
predict_RF: 6.050500000000004
difference_RF: 0.3505000000000038

xl5070_005
Time:  20200623 10:29:02
sample nmae: NiO
renge: (5, 7, 0.05)
wf: 5.69
predict_GB: 5.635957704178499
difference_GB: -0.05404229582150144
predict_RF: 5.709000000000011
difference_RF: 0.019000000000010786

xl5070_005
Time:  20200623 10:29:02
sample nmae: NiO
renge: (5, 7, 0.05)
wf: 5.58
predict_GB: 5.693444067172953
difference_GB: 0.11344406717295286
predict_RF: 5.730500000000003
difference_RF: 0.15050000000000274

xl4262_010
Time:  20200623 10:29:02
sample nmae: LiF
renge: (4.2, 6.2, 0.1)
wf: 5.58
predict_GB: 5.480124741670365
difference_GB: -0.09987525832963495
predict_RF: 5.446999999999994
difference_RF: -0.13300000000000622

xl4262_010
Time:  20200623 10:29:02
sample nmae: MoS2
renge: (4.2, 6.2, 0.1)
wf: 5.49
predict_GB: 5.320159314041574
difference_GB: -0.16984068595842583
predict_RF: 5.402499999999991
difference_RF: -0.08750000000000924

xl4262_005
Time:  20200623 10:29:02
sample nmae: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.41
predict_GB: 5.356889322186184
difference_GB: -0.053110677813815954
predict_RF: 5.403499999999989
difference_RF: -0.006500000000011497

xl4262_005
Time:  20200623 10:29:02
sample nmae: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.39
predict_GB: 5.321012911564558
difference_GB: -0.06898708843544199
predict_RF: 5.316999999999983
difference_RF: -0.07300000000001639

xl4262_005
Time:  20200623 10:29:03
sample nmae: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.48
predict_GB: 5.4381130651432645
difference_GB: -0.04188693485673589
predict_RF: 5.5435
difference_RF: 0.06349999999999945

xl4262_005
Time:  20200623 10:29:03
sample nmae: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.2
predict_GB: 5.115347474425879
difference_GB: -0.08465252557412128
predict_RF: 5.115000000000014
difference_RF: -0.08499999999998575

xl4262_005
Time:  20200623 10:29:03
sample nmae: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.26
predict_GB: 5.2348786426002665
difference_GB: -0.025121357399733313
predict_RF: 5.307499999999985
difference_RF: 0.04749999999998522

xl4262_005
Time:  20200623 10:29:03

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]

sample nmae: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.32
predict_GB: 5.2348786426002665
difference_GB: -0.08512135739973381
predict_RF: 5.307499999999985
difference_RF: -0.012500000000015277

xl4262_010
Time:  20200623 10:29:03
sample nmae: NPD
renge: (4.2, 6.2, 0.1)
wf: 5.5
predict_GB: 5.1818559510233975
difference_GB: -0.31814404897660253
predict_RF: 5.058999999999996
difference_RF: -0.4410000000000043

xl4262_010
Time:  20200623 10:29:03
sample nmae: NPD
renge: (4.2, 6.2, 0.1)
wf: 5.56
predict_GB: 5.156244486544398
difference_GB: -0.4037555134556019
predict_RF: 5.329499999999991
difference_RF: -0.23050000000000903

xl4070_005
Time:  20200623 10:29:03
sample nmae: NPD
renge: (4, 7, 0.05)
wf: 5.49
predict_GB: 5.508098111911746
difference_GB: 0.018098111911745818
predict_RF: 5.601000000000006
difference_RF: 0.11100000000000598

xl4262_005
Time:  20200623 10:29:03
sample nmae: CuPc
renge: (4.2, 6.2, 0.05)
wf: 5.03
predict_GB: 4.963384820171339
difference_GB: -0.06661517982866094
predict_RF: 4.973999999999995
difference_RF: -0.05600000000000538

xl5070_010
Time:  20200623 10:29:03
sample nmae: CuPc
renge: (5, 7, 0.1)
wf: 6.63
predict_GB: 6.511871614058197
difference_GB: -0.11812838594180253
predict_RF: 6.562499999999993
difference_RF: -0.067500000000007

xl5070_010
Time:  20200623 10:29:03
sample nmae: CuPc
renge: (5, 7, 0.1)
wf: 6.58
predict_GB: 6.495703580012055
difference_GB: -0.08429641998794501
predict_RF: 6.495999999999999
difference_RF: -0.0840000000000014

xl4262_005
Time:  20200623 10:29:03
sample nmae: Alq3
renge: (4.2, 6.2, 0.05)
wf: 5.9
predict_GB: 5.856251811015276
difference_GB: -0.043748188984724656
predict_RF: 5.880999999999995
difference_RF: -0.019000000000005457

xl5070_010
Time:  20200623 10:29:03
sample nmae: Alq3
renge: (5, 7, 0.1)
wf: 6.01
predict_GB: 5.912161052978025
difference_GB: -0.09783894702197493
predict_RF: 5.990499999999998
difference_RF: -0.019500000000001627

xl5070_010
Time:  20200623 10:29:03
sample nmae: Alq3
renge: (5, 7, 0.1)
wf: 6.04
predict_GB: 6.049903517298391
difference_GB: 0.009903517298391229
predict_RF: 6.086000000000009
difference_RF: 0.046000000000009145

xl4262_005
Time:  20200623 10:29:03
sample nmae: Rubren
renge: (4.2, 6.2, 0.05)
wf: 5.19
predict_GB: 5.144507993095485
difference_GB: -0.04549200690451549
predict_RF: 5.268999999999988
difference_RF: 0.0789999999999873

xl4262_005
Time:  20200623 10:29:03
sample nmae: Tetracene
renge: (4.2, 6.2, 0.05)
wf: 5.37
predict_GB: 5.2317471540381035
difference_GB: -0.13825284596189658
predict_RF: 5.313999999999986
difference_RF: -0.05600000000001426

xl4262_005
Time:  20200623 10:29:03
sample nmae: Pentacene
renge: (4.2, 6.2, 0.05)
wf: 5.17
predict_GB: 5.088193410979505
difference_GB: -0.08180658902049487
predict_RF: 5.102000000000014
difference_RF: -0.0679999999999863

xl4262_010
Time:  20200623 10:29:03
sample nmae: PhPO3H
renge: (4.2, 6.2, 0.1)
wf: 5.73
predict_GB: 5.6702012166515425
difference_GB: -0.059798783348457896
predict_RF: 5.685500000000006
difference_RF: -0.04449999999999399

xl4070_010
Time:  20200623 10:29:03
sample nmae: PhPO3H
renge: (4, 7, 0.1)
wf: 5.78
predict_GB: 5.956586197148833
difference_GB: 0.17658619714883272
predict_RF: 6.060500000000003
difference_RF: 0.28050000000000264

xl5070_010
Time:  20200623 10:29:03
sample nmae: PhPO3H
renge: (5, 7, 0.1)
wf: 6.02
predict_GB: 6.054849563074022
difference_GB: 0.03484956307402243
predict_RF: 6.058500000000005
difference_RF: 0.03850000000000531

xl5070_010
Time:  20200623 10:29:03
sample nmae: Glycine
renge: (5, 7, 0.1)
wf: 6.25
predict_GB: 6.248284761920156
difference_GB: -0.0017152380798437505
predict_RF: 6.258499999999995
difference_RF: 0.008499999999995289

xl5070_010
Time:  20200623 10:29:03
sample nmae: Acetylglycine
renge: (5, 7, 0.1)
wf: 6.26
predict_GB: 6.127167906687017
difference_GB: -0.13283209331298274
predict_RF: 6.144000000000008
difference_RF: -0.11599999999999167

xl5070_010
Time:  20200623 10:29:03
sample nmae: SuccinicAcid
renge: (5, 7, 0.1)
wf: 6.27
predict_GB: 6.274976018111531
difference_GB: 0.004976018111531033
predict_RF: 6.311999999999979
difference_RF: 0.04199999999997939

xl5070_010
Time:  20200623 10:29:03
sample nmae: AdipicAcid
renge: (5, 7, 0.1)
wf: 6.28
predict_GB: 6.455839155064503
difference_GB: 0.17583915506450243
predict_RF: 6.5229999999999935
difference_RF: 0.24299999999999322

elapsed_time:1.0170190334320068[sec]
Finished time:  20200623 10:29:03

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:76: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_gb"][i]=ml_values['gb']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:77: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_gb"][i]=self.df["predict_gb"][i]-self.df['estimate_wf'][i]
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:78: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["predict_rf"][i]=ml_values['rf']
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\validation_func.py:79: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.df["diff_rf"][i]=self.df["predict_rf"][i]-self.df['estimate_wf'][i]

df_val.df_fitting2()

Start time:  20200623 10:29:08

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:09
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 5.13
lsq
predict_fit: 5.173525423215325 <class 'numpy.float64'>
difference_fit: 0.04352542321532482
r2: 0.9993496237432101
abs
predict_fit: 5.032560279204841 <class 'numpy.float64'>
difference_fit: -0.09743972079515917
r2: 0.9953540273254172

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:10
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.98
lsq
predict_fit: 5.045042766047738 <class 'numpy.float64'>
difference_fit: 0.06504276604773729
r2: 0.9907546382459832
abs
predict_fit: 4.952741612241246 <class 'numpy.float64'>
difference_fit: -0.027258387758754665
r2: 0.9897195357561959

Time:  20200623 10:29:10
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.98
lsq
predict_fit: 5.077524360068642 <class 'numpy.float64'>
difference_fit: 0.09752436006864151
r2: 0.9888982165278066
abs
predict_fit: 5.348946982627634 <class 'numpy.float64'>
difference_fit: 0.3689469826276337
r2: 0.9861939897434879

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:11
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.93
lsq
predict_fit: 4.910695190366951 <class 'numpy.float64'>
difference_fit: -0.019304809633048592
r2: 0.9982503765198258
abs
predict_fit: 4.847366315033457 <class 'numpy.float64'>
difference_fit: -0.08263368496654255
r2: 0.9973129058387161

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:12
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.95
lsq
predict_fit: 4.931971357898607 <class 'numpy.float64'>
difference_fit: -0.018028642101393544
r2: 0.99765289065818
abs
predict_fit: 4.8755753128425905 <class 'numpy.float64'>
difference_fit: -0.07442468715740969
r2: 0.9968333851369957

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:12
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 5.02
lsq
predict_fit: 5.299999965849469 <class 'numpy.float64'>
difference_fit: 0.27999996584946985
r2: 0.9940814427039583
abs
predict_fit: 4.889038780450903 <class 'numpy.float64'>
difference_fit: -0.13096121954909634
r2: 0.9842868025711999

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:13
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 5.21
lsq
predict_fit: 5.811018290955374 <class 'numpy.float64'>
difference_fit: 0.6010182909553743
r2: 0.9914342554869384
abs
predict_fit: 5.062641828704647 <class 'numpy.float64'>
difference_fit: -0.14735817129535267
r2: 0.9808880300990661

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:13
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.88
lsq
predict_fit: 4.8445490737043215 <class 'numpy.float64'>
difference_fit: -0.035450926295678364
r2: 0.9974244934978127
abs
predict_fit: 4.822657256822422 <class 'numpy.float64'>
difference_fit: -0.05734274317757748
r2: 0.9971016764251355

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:14
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.88
lsq
predict_fit: 4.859904924484511 <class 'numpy.float64'>
difference_fit: -0.020095075515488503
r2: 0.9985169108105147
abs
predict_fit: 4.833122103145801 <class 'numpy.float64'>
difference_fit: -0.046877896854199186
r2: 0.9980858864640424

Time:  20200623 10:29:14
sample name: Au_100
renge: (4.2, 6.2, 0.05)
wf: 4.96
lsq
predict_fit: 4.98516259138213 <class 'numpy.float64'>
difference_fit: 0.02516259138212984
r2: 0.9989959273953061
abs
predict_fit: 4.886536850556675 <class 'numpy.float64'>
difference_fit: -0.07346314944332466
r2: 0.9975306304172057

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:15
sample name: Au_100
renge: (4.2, 6.2, 0.1)
wf: 4.95
lsq
predict_fit: 5.052277939352098 <class 'numpy.float64'>
difference_fit: 0.10227793935209739
r2: 0.9976067765644531
abs
predict_fit: 4.911333046805629 <class 'numpy.float64'>
difference_fit: -0.03866695319437152
r2: 0.9939579340527213

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:16
sample name: Au_100
renge: (4.2, 6.2, 0.1)
wf: 4.98
lsq
predict_fit: 5.099999932850279 <class 'numpy.float64'>
difference_fit: 0.11999993285027877
r2: 0.9976223221134963
abs
predict_fit: 4.8292014169985915 <class 'numpy.float64'>
difference_fit: -0.15079858300140891
r2: 0.9898986162863233

Time:  20200623 10:29:17
sample name: Au_100
renge: (4.2, 6.2, 0.05)
wf: 4.74
lsq
predict_fit: 4.906941890146748 <class 'numpy.float64'>
difference_fit: 0.16694189014674787
r2: 0.9984740177313871
abs
predict_fit: 4.8165355504813805 <class 'numpy.float64'>
difference_fit: 0.07653555048138028
r2: 0.9965501176749073

Time:  20200623 10:29:18
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.97
lsq
predict_fit: 5.030163389806781 <class 'numpy.float64'>
difference_fit: 0.06016338980678082
r2: 0.9980569602022995
abs
predict_fit: 4.893739161811194 <class 'numpy.float64'>
difference_fit: -0.07626083818880591
r2: 0.9954930890005381

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:18
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.96
lsq
predict_fit: 5.010366307313996 <class 'numpy.float64'>
difference_fit: 0.05036630731399594
r2: 0.9981362205589553
abs
predict_fit: 4.907449438089279 <class 'numpy.float64'>
difference_fit: -0.05255056191072072
r2: 0.9968251634154889

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:19
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.95
lsq
predict_fit: 4.989861193152395 <class 'numpy.float64'>
difference_fit: 0.03986119315239467
r2: 0.9985237763213932
abs
predict_fit: 4.923855677784621 <class 'numpy.float64'>
difference_fit: -0.026144322215379212
r2: 0.9975054713782442

Time:  20200623 10:29:19
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.96
lsq
predict_fit: 5.104009383702174 <class 'numpy.float64'>
difference_fit: 0.14400938370217364
r2: 0.998073590714128
abs
predict_fit: 4.949758566541469 <class 'numpy.float64'>
difference_fit: -0.010241433458531013
r2: 0.9954267851270241

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:20
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.97
lsq
predict_fit: 5.060078321953378 <class 'numpy.float64'>
difference_fit: 0.09007832195337784
r2: 0.9989774248980161
abs
predict_fit: 4.977408241329205 <class 'numpy.float64'>
difference_fit: 0.007408241329205367
r2: 0.9970899990745241

Time:  20200623 10:29:20
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.96
lsq
predict_fit: 5.006581355438801 <class 'numpy.float64'>
difference_fit: 0.04658135543880082
r2: 0.9984950663536467
abs
predict_fit: 4.898642776382273 <class 'numpy.float64'>
difference_fit: -0.06135722361772711
r2: 0.9958180509658194

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:21
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.98
lsq
predict_fit: 4.991222566391577 <class 'numpy.float64'>
difference_fit: 0.011222566391576372
r2: 0.998889103925099
abs
predict_fit: 4.901025863508313 <class 'numpy.float64'>
difference_fit: -0.07897413649168783
r2: 0.9978939820194764

Time:  20200623 10:29:21
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.91
lsq
predict_fit: 4.887380069250757 <class 'numpy.float64'>
difference_fit: -0.022619930749242734
r2: 0.9980341359270489
abs
predict_fit: 4.841561911108983 <class 'numpy.float64'>
difference_fit: -0.06843808889101677
r2: 0.9974451664598974

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:21
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.89
lsq
predict_fit: 4.92201627110635 <class 'numpy.float64'>
difference_fit: 0.0320162711063503
r2: 0.9976820576048872
abs
predict_fit: 4.840733565271835 <class 'numpy.float64'>
difference_fit: -0.04926643472816483
r2: 0.9959154985483286

Time:  20200623 10:29:22
sample name: Au_50
renge: (4, 7, 0.1)
wf: 4.83
lsq
predict_fit: 5.760763708982031 <class 'numpy.float64'>
difference_fit: 0.9307637089820311
r2: 0.9985160185610648
abs
predict_fit: 5.307747078122812 <class 'numpy.float64'>
difference_fit: 0.47774707812281214
r2: 0.9870901124271731

Time:  20200623 10:29:23
sample name: Au_50
renge: (4, 7, 0.05)
wf: 4.81
lsq
predict_fit: 5.66507414702541 <class 'numpy.float64'>
difference_fit: 0.8550741470254106
r2: 0.9983536484306275
abs
predict_fit: 5.221601738016779 <class 'numpy.float64'>
difference_fit: 0.41160173801677935
r2: 0.9904610186017013

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:24
sample name: Au
renge: (4.2, 6.2, 0.1)
wf: 4.79
lsq
predict_fit: 5.187723648111344 <class 'numpy.float64'>
difference_fit: 0.3977236481113442
r2: 0.9980819293650627
abs
predict_fit: 4.92865739813567 <class 'numpy.float64'>
difference_fit: 0.13865739813566957
r2: 0.9912287060337837

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:25
sample name: Au_50
renge: (4.2, 6.2, 0.05)
wf: 4.75
lsq
predict_fit: 4.787862890313136 <class 'numpy.float64'>
difference_fit: 0.03786289031313572
r2: 0.9988219296377876
abs
predict_fit: 4.7395336492257165 <class 'numpy.float64'>
difference_fit: -0.010466350774283484
r2: 0.9982871032004185

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:26
sample name: Au_50
renge: (4.2, 6.2, 0.05)
wf: 4.78
lsq
predict_fit: 4.8332194165149716 <class 'numpy.float64'>
difference_fit: 0.05321941651497131
r2: 0.9974747299382911
abs
predict_fit: 4.769264731723992 <class 'numpy.float64'>
difference_fit: -0.010735268276008014
r2: 0.9961609818644293

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:26
sample name: Au_100
renge: (4.2, 6.2, 0.05)
wf: 4.76
lsq
predict_fit: 4.832745447464233 <class 'numpy.float64'>
difference_fit: 0.07274544746423306
r2: 0.9988329533350787
abs
predict_fit: 4.788416253385153 <class 'numpy.float64'>
difference_fit: 0.028416253385152856
r2: 0.993425071994782

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:28
sample name: Au_100
renge: (4.2, 6.2, 0.05)
wf: 4.77
lsq
predict_fit: 4.8489487566281735 <class 'numpy.float64'>
difference_fit: 0.07894875662817391
r2: 0.9982726500472726
abs
predict_fit: 4.754109276512485 <class 'numpy.float64'>
difference_fit: -0.01589072348751497
r2: 0.9963349369542901

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

RuntimeError
Time:  20200623 10:29:30
sample name: Au_500
renge: (4.2, 6.2, 0.05)
wf: 4.67
lsq
predict_fit: 7.0 <class 'numpy.float64'>
difference_fit: 2.33
r2: -1.0822829952903423
abs
predict_fit: 4.880617409922804 <class 'numpy.float64'>
difference_fit: 0.2106174099228042
r2: 0.989935869472766

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

RuntimeError
Time:  20200623 10:29:33
sample name: Au_500
renge: (4.2, 6.2, 0.05)
wf: 4.68
lsq
predict_fit: 7.0 <class 'numpy.float64'>
difference_fit: 2.3200000000000003
r2: -1.0738681548218327
abs
predict_fit: 4.846313918589498 <class 'numpy.float64'>
difference_fit: 0.1663139185894984
r2: 0.9869609466393966

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:33
sample name: Al_50
renge: (5, 7, 0.1)
wf: 5.82
lsq
predict_fit: 6.999999966823054 <class 'numpy.float64'>
difference_fit: 1.179999966823054
r2: 0.998559913040055
abs
predict_fit: 6.297574685864451 <class 'numpy.float64'>
difference_fit: 0.4775746858644503
r2: 0.9671787765074642

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:34
sample name: Al_50
renge: (5, 7, 0.1)
wf: 5.79
lsq
predict_fit: 6.999999901270589 <class 'numpy.float64'>
difference_fit: 1.2099999012705887
r2: 0.9989174254123463
abs
predict_fit: 6.118206086742067 <class 'numpy.float64'>
difference_fit: 0.32820608674206664
r2: 0.9592600062752726

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:35
sample name: Al_50
renge: (5, 7, 0.1)
wf: 5.85
lsq
predict_fit: 6.999999944411443 <class 'numpy.float64'>
difference_fit: 1.1499999444114435
r2: 0.9961215600151255
abs
predict_fit: 6.099999707797035 <class 'numpy.float64'>
difference_fit: 0.24999970779703506
r2: 0.9502651743218589

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:35
sample name: Ag
renge: (5, 7, 0.1)
wf: 5.87
lsq
predict_fit: 6.499999708404788 <class 'numpy.float64'>
difference_fit: 0.6299997084047879
r2: 0.9847094394746402
abs
predict_fit: 5.932295164336567 <class 'numpy.float64'>
difference_fit: 0.06229516433656723
r2: 0.9752803558012914

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:36
sample name: Cu
renge: (4, 7, 0.1)
wf: 5.34
lsq
predict_fit: 6.600000206006211 <class 'numpy.float64'>
difference_fit: 1.260000206006211
r2: 0.9918016887940871
abs
predict_fit: 5.484141838659902 <class 'numpy.float64'>
difference_fit: 0.14414183865990182
r2: 0.9632862640367917

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:37
sample name: Cu
renge: (4, 7, 0.1)
wf: 5.65
lsq
predict_fit: 6.999999896573416 <class 'numpy.float64'>
difference_fit: 1.349999896573416
r2: 0.993707028301731
abs
predict_fit: 6.047115919484945 <class 'numpy.float64'>
difference_fit: 0.3971159194849445
r2: 0.9496911560066864

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:38
sample name: Cu
renge: (4, 7, 0.1)
wf: 5.66
lsq
predict_fit: 6.9999999698349695 <class 'numpy.float64'>
difference_fit: 1.3399999698349694
r2: 0.9958078988596316
abs
predict_fit: 6.1378978942346425 <class 'numpy.float64'>
difference_fit: 0.47789789423464235
r2: 0.9463652690235668

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:38
sample name: Cu
renge: (4, 7, 0.1)
wf: 5.62
lsq
predict_fit: 6.775047546440826 <class 'numpy.float64'>
difference_fit: 1.1550475464408256
r2: 0.9958355999489661
abs
predict_fit: 5.9896405166900335 <class 'numpy.float64'>
difference_fit: 0.3696405166900334
r2: 0.9695632928992012

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:40
sample name: Cu
renge: (4, 7, 0.1)
wf: 5.44
lsq
predict_fit: 6.999998672147825 <class 'numpy.float64'>
difference_fit: 1.5599986721478247
r2: 0.9888138085307684
abs
predict_fit: 5.9570398077660265 <class 'numpy.float64'>
difference_fit: 0.5170398077660261
r2: 0.9404394337461325

Time:  20200623 10:29:41
sample name: Al
renge: (4, 7, 0.1)
wf: 4.95
lsq
predict_fit: 6.684404494585371 <class 'numpy.float64'>
difference_fit: 1.7344044945853705
r2: 0.9929660800048898
abs
predict_fit: 5.466815939030652 <class 'numpy.float64'>
difference_fit: 0.5168159390306517
r2: 0.9493887721622831

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:41
sample name: Al
renge: (4, 7, 0.1)
wf: 4.49
lsq
predict_fit: 6.719747102001629 <class 'numpy.float64'>
difference_fit: 2.229747102001629
r2: 0.9873665716056225
abs
predict_fit: 5.133155049556654 <class 'numpy.float64'>
difference_fit: 0.643155049556654
r2: 0.9386397957002728

Time:  20200623 10:29:42
sample name: Al
renge: (4, 7, 0.1)
wf: 4.56
lsq
predict_fit: 6.999993573041918 <class 'numpy.float64'>
difference_fit: 2.439993573041918
r2: 0.9850071972578994
abs
predict_fit: 5.148190370349684 <class 'numpy.float64'>
difference_fit: 0.5881903703496842
r2: 0.9016421365764374

Time:  20200623 10:29:43
sample name: Al
renge: (4, 7, 0.1)
wf: 4.66
lsq
predict_fit: 6.999983461032679 <class 'numpy.float64'>
difference_fit: 2.339983461032679
r2: 0.9836113162278943
abs
predict_fit: 4.9026765820713525 <class 'numpy.float64'>
difference_fit: 0.24267658207135234
r2: 0.9046387638498848

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:44
sample name: Al
renge: (4, 7, 0.1)
wf: 5.88
lsq
predict_fit: 6.593244696512894 <class 'numpy.float64'>
difference_fit: 0.713244696512894
r2: 0.9892956250012722
abs
predict_fit: 6.0050974926549605 <class 'numpy.float64'>
difference_fit: 0.12509749265496062
r2: 0.9727971099294042

Time:  20200623 10:29:44
sample name: Ni
renge: (4, 6, 0.1)
wf: 4.66
lsq
predict_fit: 4.800000078280961 <class 'numpy.float64'>
difference_fit: 0.14000007828096095
r2: 0.9929808556788906
abs
predict_fit: 4.599999867635846 <class 'numpy.float64'>
difference_fit: -0.06000013236415391
r2: 0.9890706824053018

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:45
sample name: sus
renge: (4.2, 7, 0.1)
wf: 5.93
lsq
predict_fit: 6.999999972527081 <class 'numpy.float64'>
difference_fit: 1.0699999725270812
r2: 0.9935478843518064
abs
predict_fit: 6.0117930573026825 <class 'numpy.float64'>
difference_fit: 0.08179305730268283
r2: 0.9426662808716396

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:47
sample name: ITO_50
renge: (4, 7, 0.05)
wf: 5.32
lsq
predict_fit: 6.99999991767448 <class 'numpy.float64'>
difference_fit: 1.67999991767448
r2: 0.9902525812505073
abs
predict_fit: 5.7307854668341545 <class 'numpy.float64'>
difference_fit: 0.4107854668341542
r2: 0.9441124963863896

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:49
sample name: ITO_100
renge: (4, 7, 0.05)
wf: 5.02
lsq
predict_fit: 6.99999998186956 <class 'numpy.float64'>
difference_fit: 1.9799999818695602
r2: 0.9967044998857123
abs
predict_fit: 5.661920467042506 <class 'numpy.float64'>
difference_fit: 0.6419204670425067
r2: 0.9643412810418452

Time:  20200623 10:29:50
sample name: ITO_100
renge: (4, 7, 0.05)
wf: 5.19
lsq
predict_fit: 6.649999961917441 <class 'numpy.float64'>
difference_fit: 1.4599999619174406
r2: 0.9898103303861454
abs
predict_fit: 5.661501571064845 <class 'numpy.float64'>
difference_fit: 0.47150157106484425
r2: 0.9704847055164617

Time:  20200623 10:29:53
sample name: ITO_300
renge: (4, 7, 0.05)
wf: 4.97
lsq
predict_fit: 6.80600371021157 <class 'numpy.float64'>
difference_fit: 1.8360037102115703
r2: 0.9955042710251644
abs
predict_fit: 5.463299194898244 <class 'numpy.float64'>
difference_fit: 0.4932991948982446
r2: 0.9617394913305577

Time:  20200623 10:29:54
sample name: ITO_300
renge: (4, 7, 0.05)
wf: 5.17
lsq
predict_fit: 6.563330363709645 <class 'numpy.float64'>
difference_fit: 1.3933303637096452
r2: 0.9909765224101689
abs
predict_fit: 5.476027287322957 <class 'numpy.float64'>
difference_fit: 0.3060272873229568
r2: 0.9674151418775412

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:55
sample name: MgO
renge: (4.2, 6.2, 0.1)
wf: 5.44
lsq
predict_fit: 5.899999928515478 <class 'numpy.float64'>
difference_fit: 0.45999992851547766
r2: 0.9980041356662185
abs
predict_fit: 5.469249437034353 <class 'numpy.float64'>
difference_fit: 0.029249437034352788
r2: 0.9852408112504523

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:55
sample name: MgO
renge: (4.2, 6.2, 0.1)
wf: 5.54
lsq
predict_fit: 6.055244538212695 <class 'numpy.float64'>
difference_fit: 0.5152445382126949
r2: 0.9981247261154084
abs
predict_fit: 5.475892972115968 <class 'numpy.float64'>
difference_fit: -0.06410702788403189
r2: 0.9798416254338341

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:56
sample name: a_Al2O3
renge: (4.2, 6.2, 0.1)
wf: 5.49
lsq
predict_fit: 5.622107132791697 <class 'numpy.float64'>
difference_fit: 0.13210713279169717
r2: 0.9883693023306204
abs
predict_fit: 5.40614562914149 <class 'numpy.float64'>
difference_fit: -0.08385437085850977
r2: 0.982925319159487

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:56
sample name: a_Al2O3
renge: (5, 7, 0.1)
wf: 6.04
lsq
predict_fit: 6.999999965977446 <class 'numpy.float64'>
difference_fit: 0.9599999659774463
r2: 0.9962738753904841
abs
predict_fit: 6.038052097442644 <class 'numpy.float64'>
difference_fit: -0.0019479025573563291
r2: 0.9454812516844678

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:57
sample name: g_Al2O3
renge: (5, 7, 0.1)
wf: 6.05
lsq
predict_fit: 6.77572868448516 <class 'numpy.float64'>
difference_fit: 0.7257286844851603
r2: 0.993436062794363
abs
predict_fit: 6.121763657816153 <class 'numpy.float64'>
difference_fit: 0.07176365781615335
r2: 0.9640126428693907

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:29:57
sample name: ZnO
renge: (5, 7, 0.1)
wf: 5.7
lsq
predict_fit: 6.999999930259217 <class 'numpy.float64'>
difference_fit: 1.299999930259217
r2: 0.9932936733917399
abs
predict_fit: 6.2519915588523105 <class 'numpy.float64'>
difference_fit: 0.5519915588523103
r2: 0.956880789379678

Time:  20200623 10:29:58
sample name: NiO
renge: (5, 7, 0.05)
wf: 5.69
lsq
predict_fit: 6.1999997185398525 <class 'numpy.float64'>
difference_fit: 0.5099997185398522
r2: 0.9828613535547538
abs
predict_fit: 5.644639212282746 <class 'numpy.float64'>
difference_fit: -0.0453607877172546
r2: 0.9637907132431839

Time:  20200623 10:29:59
sample name: NiO
renge: (5, 7, 0.05)
wf: 5.58
lsq
predict_fit: 6.9999999212373565 <class 'numpy.float64'>
difference_fit: 1.4199999212373564
r2: 0.9675754862560475
abs
predict_fit: 5.543973436098432 <class 'numpy.float64'>
difference_fit: -0.036026563901567776
r2: 0.8940901733706406

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:00
sample name: LiF
renge: (4.2, 6.2, 0.1)
wf: 5.58
lsq
predict_fit: 5.852029470256515 <class 'numpy.float64'>
difference_fit: 0.27202947025651536
r2: 0.9944791496917756
abs
predict_fit: 5.528218525823366 <class 'numpy.float64'>
difference_fit: -0.051781474176634035
r2: 0.9848233047884041

Time:  20200623 10:30:00
sample name: MoS2
renge: (4.2, 6.2, 0.1)
wf: 5.49
lsq
predict_fit: 6.199999974852292 <class 'numpy.float64'>
difference_fit: 0.709999974852292
r2: 0.9979587624042789
abs
predict_fit: 5.668748124516135 <class 'numpy.float64'>
difference_fit: 0.17874812451613487
r2: 0.9475295301327833

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

RuntimeError
Time:  20200623 10:30:03
sample name: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.41
lsq
predict_fit: 7.0 <class 'numpy.float64'>
difference_fit: 1.5899999999999999
r2: -0.47581456554507007
abs
predict_fit: 5.388164329035536 <class 'numpy.float64'>
difference_fit: -0.021835670964463816
r2: 0.9927176689099327

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:03
sample name: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.39
lsq
predict_fit: 5.5078555630468475 <class 'numpy.float64'>
difference_fit: 0.11785556304684786
r2: 0.9989557586928278
abs
predict_fit: 5.382742711282271 <class 'numpy.float64'>
difference_fit: -0.007257288717728905
r2: 0.9929302726204577

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:05
sample name: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.48
lsq
predict_fit: 5.622265448365569 <class 'numpy.float64'>
difference_fit: 0.14226544836556876
r2: 0.9959370050721272
abs
predict_fit: 5.499489820954269 <class 'numpy.float64'>
difference_fit: 0.01948982095426821
r2: 0.9918432298191461

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:06
sample name: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.2
lsq
predict_fit: 5.390158864616251 <class 'numpy.float64'>
difference_fit: 0.19015886461625087
r2: 0.9986827582959102
abs
predict_fit: 5.297171538748646 <class 'numpy.float64'>
difference_fit: 0.09717153874864604
r2: 0.9942629897035353

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:07
sample name: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.26
lsq
predict_fit: 5.267737882165679 <class 'numpy.float64'>
difference_fit: 0.007737882165678833
r2: 0.9964719429524345
abs
predict_fit: 5.270702601885718 <class 'numpy.float64'>
difference_fit: 0.010702601885718366
r2: 0.9910628358670613

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:09
sample name: TPD
renge: (4.2, 6.2, 0.05)
wf: 5.32
lsq
predict_fit: 5.267739718340091 <class 'numpy.float64'>
difference_fit: -0.05226028165990915
r2: 0.9964719429522685
abs
predict_fit: 5.27528708076971 <class 'numpy.float64'>
difference_fit: -0.04471291923029064
r2: 0.9963479777481173

Time:  20200623 10:30:09
sample name: NPD
renge: (4.2, 6.2, 0.1)
wf: 5.5
lsq
predict_fit: 6.077921148628781 <class 'numpy.float64'>
difference_fit: 0.5779211486287812
r2: 0.993088528618235
abs
predict_fit: 5.566956120447748 <class 'numpy.float64'>
difference_fit: 0.06695612044774801
r2: 0.9518681244747123

Time:  20200623 10:30:10
sample name: NPD
renge: (4.2, 6.2, 0.1)
wf: 5.56
lsq
predict_fit: 6.199999911157897 <class 'numpy.float64'>
difference_fit: 0.6399999111578971
r2: 0.9956163925622852
abs
predict_fit: 5.635855803027884 <class 'numpy.float64'>
difference_fit: 0.07585580302788397
r2: 0.9372319264857496

Time:  20200623 10:30:11
sample name: NPD
renge: (4, 7, 0.05)
wf: 5.49
lsq
predict_fit: 6.096786954912012 <class 'numpy.float64'>
difference_fit: 0.6067869549120122
r2: 0.997431369566797
abs
predict_fit: 5.813566105446192 <class 'numpy.float64'>
difference_fit: 0.3235661054461918
r2: 0.989030771430771

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Anaconda3\lib\site-packages\numpy\lib\function_base.py:2167: RuntimeWarning: invalid value encountered in ? (vectorized)
  outputs = ufunc(*inputs)

RuntimeError
Time:  20200623 10:30:13
sample name: CuPc
renge: (4.2, 6.2, 0.05)
wf: 5.03
lsq
predict_fit: 7.0 <class 'numpy.float64'>
difference_fit: 1.9699999999999998
r2: -0.9359265337753873
abs
predict_fit: 4.9602114955152405 <class 'numpy.float64'>
difference_fit: -0.0697885044847597
r2: 0.970986634483732

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:13
sample name: CuPc
renge: (5, 7, 0.1)
wf: 6.63
lsq
predict_fit: 6.999999927708613 <class 'numpy.float64'>
difference_fit: 0.369999927708613
r2: 0.9807497152532177
abs
predict_fit: 6.517230795942004 <class 'numpy.float64'>
difference_fit: -0.11276920405799551
r2: 0.9208816413026444

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:14
sample name: CuPc
renge: (5, 7, 0.1)
wf: 6.58
lsq
predict_fit: 6.884157762261364 <class 'numpy.float64'>
difference_fit: 0.30415776226136426
r2: 0.9953783048919288
abs
predict_fit: 6.500565885140098 <class 'numpy.float64'>
difference_fit: -0.07943411485990204
r2: 0.9742371170847601

Time:  20200623 10:30:14
sample name: Alq3
renge: (4.2, 6.2, 0.05)
wf: 5.9
lsq
predict_fit: 5.876573103733461 <class 'numpy.float64'>
difference_fit: -0.023426896266538932
r2: 0.5173349330537937
abs
predict_fit: 7.0 <class 'numpy.float64'>
difference_fit: 1.0999999999999996
r2: -0.07646669426602037

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Anaconda3\lib\site-packages\numpy\lib\function_base.py:2167: RuntimeWarning: invalid value encountered in ? (vectorized)
  outputs = ufunc(*inputs)
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Anaconda3\lib\site-packages\numpy\lib\function_base.py:2167: RuntimeWarning: invalid value encountered in ? (vectorized)
  outputs = ufunc(*inputs)
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:15
sample name: Alq3
renge: (5, 7, 0.1)
wf: 6.01
lsq
predict_fit: 6.02744324658829 <class 'numpy.float64'>
difference_fit: 0.01744324658829033
r2: 0.9979716164517985
abs
predict_fit: 5.995520319761701 <class 'numpy.float64'>
difference_fit: -0.014479680238299153
r2: 0.9964465117335527

Time:  20200623 10:30:15
sample name: Alq3
renge: (5, 7, 0.1)
wf: 6.04
lsq
predict_fit: 6.358705151077468 <class 'numpy.float64'>
difference_fit: 0.31870515107746833
r2: 0.9960718710152883
abs
predict_fit: 6.217500176390059 <class 'numpy.float64'>
difference_fit: 0.17750017639005922
r2: 0.9910616610038031

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:16
sample name: Rubren
renge: (4.2, 6.2, 0.05)
wf: 5.19
lsq
predict_fit: 5.204230330588823 <class 'numpy.float64'>
difference_fit: 0.014230330588822504
r2: 0.9984708445412057
abs
predict_fit: 5.152988958486485 <class 'numpy.float64'>
difference_fit: -0.037011041513514975
r2: 0.9973983480892807

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:18
sample name: Tetracene
renge: (4.2, 6.2, 0.05)
wf: 5.37
lsq
predict_fit: 5.322919092653193 <class 'numpy.float64'>
difference_fit: -0.04708090734680681
r2: 0.9956121500058965
abs
predict_fit: 5.269534699949727 <class 'numpy.float64'>
difference_fit: -0.10046530005027332
r2: 0.9881818304694991

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Anaconda3\lib\site-packages\numpy\lib\function_base.py:2167: RuntimeWarning: invalid value encountered in ? (vectorized)
  outputs = ufunc(*inputs)
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:18
sample name: Pentacene
renge: (4.2, 6.2, 0.05)
wf: 5.17
lsq
predict_fit: 5.064021327171426 <class 'numpy.float64'>
difference_fit: -0.10597867282857365
r2: 0.987405778871666
abs
predict_fit: 5.07864691942161 <class 'numpy.float64'>
difference_fit: -0.09135308057838998
r2: 0.9865592940619029

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:19
sample name: PhPO3H
renge: (4.2, 6.2, 0.1)
wf: 5.73
lsq
predict_fit: 5.899999987803203 <class 'numpy.float64'>
difference_fit: 0.16999998780320258
r2: 0.9745474426683621
abs
predict_fit: 5.6566979044236945 <class 'numpy.float64'>
difference_fit: -0.07330209557630596
r2: 0.9665142965040774

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:20
sample name: PhPO3H
renge: (4, 7, 0.1)
wf: 5.78
lsq
predict_fit: 6.9999999357582245 <class 'numpy.float64'>
difference_fit: 1.2199999357582243
r2: 0.9758809698001455
abs
predict_fit: 6.382684269835699 <class 'numpy.float64'>
difference_fit: 0.6026842698356987
r2: 0.9117009967836931

Time:  20200623 10:30:21
sample name: PhPO3H
renge: (5, 7, 0.1)
wf: 6.02
lsq
predict_fit: 6.599999995401784 <class 'numpy.float64'>
difference_fit: 0.579999995401784
r2: 0.9860883302521893
abs
predict_fit: 6.066577962268093 <class 'numpy.float64'>
difference_fit: 0.04657796226809374
r2: 0.973641282648546

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:21
sample name: Glycine
renge: (5, 7, 0.1)
wf: 6.25
lsq
predict_fit: 6.599999838204941 <class 'numpy.float64'>
difference_fit: 0.3499998382049414
r2: 0.9576930003730143
abs
predict_fit: 6.199999948661743 <class 'numpy.float64'>
difference_fit: -0.05000005133825702
r2: 0.9473736112377785

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

Time:  20200623 10:30:22
sample name: Acetylglycine
renge: (5, 7, 0.1)
wf: 6.26
lsq
predict_fit: 6.299999423069323 <class 'numpy.float64'>
difference_fit: 0.03999942306932347
r2: 0.9752512554110525
abs
predict_fit: 6.254282458380086 <class 'numpy.float64'>
difference_fit: -0.005717541619914002
r2: 0.9746108545050666

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))
C:\Users\yagyu\Anaconda3\lib\site-packages\numpy\lib\function_base.py:2167: RuntimeWarning: invalid value encountered in ? (vectorized)
  outputs = ufunc(*inputs)

Time:  20200623 10:30:23
sample name: SuccinicAcid
renge: (5, 7, 0.1)
wf: 6.27
lsq
predict_fit: 6.357720456395807 <class 'numpy.float64'>
difference_fit: 0.08772045639580739
r2: 0.959373225565868
abs
predict_fit: 6.149260228173727 <class 'numpy.float64'>
difference_fit: -0.1207397718262726
r2: 0.9530934952575078

Time:  20200623 10:30:23
sample name: AdipicAcid
renge: (5, 7, 0.1)
wf: 6.28
lsq
predict_fit: 6.6999986991970415 <class 'numpy.float64'>
difference_fit: 0.41999869919704125
r2: 0.8951585679632899
abs
predict_fit: 7.0 <class 'numpy.float64'>
difference_fit: 0.7199999999999998
r2: -0.140682339634153

elapsed_time:74.3930172920227[sec]
Finished time:  20200623 10:30:23

C:\Users\yagyu\Desktop\Code_temp\pys_mdr\pysfunclib\fowler_func.py:136: RuntimeWarning: invalid value encountered in sqrt
  spys = np.sqrt(pys(x, Ip, T, Nor, Bg))

_ = vf.yy_plot(df_val.df_return(),xyrange=(4.5,7.0), gb=True, rf=True, fit=True, dabsfit=False, mark_name=True, abs_fit=False)

vf.class_separation(df_val.df_return(),comment='', gb=True, rf=True, fit=True, dabsfit=False, dlsqfit=False, abs_fit=True)

diff_gb
Comment: 
----------------------
total 87
0<=0.1: 45 /total: 0.5172413793103449
0.1<=0.2: 26 /total: 0.2988505747126437
0.2<=0.3: 7 /total: 0.08045977011494253
0.3<=0.4: 5 /total: 0.05747126436781609
0.4<=0.5: 3 /total: 0.034482758620689655
0.5>: 1 /total: 0.011494252873563218
1.0>: 0 /total: 0.0

0.3<: 78 /total: 0.896551724137931
----------------------

diff_rf
Comment: 
----------------------
total 87
0<=0.1: 53 /total: 0.6091954022988506
0.1<=0.2: 12 /total: 0.13793103448275862
0.2<=0.3: 6 /total: 0.06896551724137931
0.3<=0.4: 8 /total: 0.09195402298850575
0.4<=0.5: 4 /total: 0.04597701149425287
0.5>: 4 /total: 0.04597701149425287
1.0>: 0 /total: 0.0

0.3<: 71 /total: 0.8160919540229885
----------------------

diff_fit
Comment: 
----------------------
total 87
0<=0.1: 28 /total: 0.3218390804597701
0.1<=0.2: 11 /total: 0.12643678160919541
0.2<=0.3: 2 /total: 0.022988505747126436
0.3<=0.4: 5 /total: 0.05747126436781609
0.4<=0.5: 2 /total: 0.022988505747126436
0.5>: 39 /total: 0.4482758620689655
1.0>: 25 /total: 0.28735632183908044

0.3<: 41 /total: 0.47126436781609193
----------------------

diff_fit_abs
Comment: 
----------------------
total 87
0<=0.1: 50 /total: 0.5747126436781609
0.1<=0.2: 12 /total: 0.13793103448275862
0.2<=0.3: 3 /total: 0.034482758620689655
0.3<=0.4: 6 /total: 0.06896551724137931
0.4<=0.5: 7 /total: 0.08045977011494253
0.5>: 9 /total: 0.10344827586206896
1.0>: 1 /total: 0.011494252873563218

0.3<: 65 /total: 0.7471264367816092
----------------------

df_result = df_val.df_return()

#結果をExcelに保存する。
df_result.to_excel('./data/validation_data_MDR_results.xlsx',index=False)