%matplotlib inline
import pandas as pd
pd.options.display.max_columns = 100
from matplotlib import pyplot as plt
import matplotlib
import numpy as np
from scipy import stats
matplotlib.style.use('ggplot')
def combine_data(train_data, test_data):
combined_data = train_data.append(test_data)
combined_data.reset_index(inplace=True)
combined_data.drop('index', axis=1, inplace=True)
return combined_data
train_data = pd.read_csv('./train.csv')
test_data = pd.read_csv('./test.csv')
combined_data = combine_data(train_data.drop('SalePrice', axis=1), test_data)
先分析缺失值
null_rank = combined_data.isnull().sum().sort_values(ascending=False) / float(len(combined_data))
print '总缺失数：', len(null_rank[null_rank > 0])
null_rank.head(34)
总缺失数： 34
PoolQC 0.996574
MiscFeature 0.964029
Alley 0.932169
Fence 0.804385
FireplaceQu 0.486468
LotFrontage 0.166495
GarageCond 0.054471
GarageYrBlt 0.054471
GarageFinish 0.054471
GarageQual 0.054471
GarageType 0.053786
BsmtExposure 0.028092
BsmtCond 0.028092
BsmtQual 0.027749
BsmtFinType2 0.027407
BsmtFinType1 0.027064
MasVnrType 0.008222
MasVnrArea 0.007879
MSZoning 0.001370
Utilities 0.000685
BsmtHalfBath 0.000685
BsmtFullBath 0.000685
Functional 0.000685
BsmtUnfSF 0.000343
TotalBsmtSF 0.000343
SaleType 0.000343
BsmtFinSF2 0.000343
GarageCars 0.000343
KitchenQual 0.000343
BsmtFinSF1 0.000343
Electrical 0.000343
GarageArea 0.000343
Exterior1st 0.000343
Exterior2nd 0.000343
dtype: float64
根据给出的含义进行分析
- PoolQC： No pool的意思 补None
- MiscFeature： 没有misc的意思 补None
- Alley: 没有Alley 补None
- Fence： No Fence None
- FireplaceQu： No Fireplace None
- GarageCond：No Garage
- GarageYrBlt： No Garage 补0
- GarageFinish: 0
- GarageQual： No Garage
- GarageType： No Garage
- BsmtExposure: No Basement
- BsmtCond: No Basement
- BsmtQual: No Basement
- BsmtFinType2: No Basement
- BsmtFinType1: No Basement
- MasVnrType: None
- MasVnrArea: 0
- MSZoning: 众数
- LotFrontage： 上网说这个可能跟地区有关，应该用neighborhood 的众数来做：
all_data["LotFrontage"] = all_data.groupby("Neighborhood")["LotFrontage"].transform(lambda x: x.fillna(x.median())) - Utilities：没有用的特征，观察数据可知基本一个值，丢了
下面这些都缺一个或者两个 如果补missing的话太浪费了
- BsmtHalfBath，BsmtFullBath： 0
- Functional： ‘Typ’
- TotalBsmtSF:0
- SaleType: 大众数
- BsmtFinSF2: 0
- BsmtUnfSF: 0
- GarageCars: 0
- GarageArea: 0
- KitchenQual 大众数
- BsmtFinSF1 0
- Electrical 大众数
- GarageArea 0
- Exterior1st 大众数
- Exterior2nd 同上
for col in ['PoolQC','MiscFeature','Alley','Fence','FireplaceQu','GarageCond','GarageQual','GarageType',
'BsmtExposure','BsmtCond','BsmtQual', 'BsmtFinType2','BsmtFinType1','MasVnrType']:
combined_data[col] = combined_data[col].fillna('None')
for col in ['GarageYrBlt', 'BsmtHalfBath', 'BsmtFullBath', 'TotalBsmtSF', 'BsmtUnfSF',
'BsmtFinSF2', 'GarageArea', 'GarageCars', 'BsmtFinSF1', 'GarageArea', 'MasVnrArea', 'GarageFinish']:
combined_data[col] = combined_data[col].fillna(0)
for col in ['MSZoning', 'SaleType', 'KitchenQual', 'Electrical', 'Exterior1st', 'Exterior2nd', 'MSSubClass']:
combined_data[col] = combined_data[col].fillna(combined_data[col].mode()[0])
combined_data["LotFrontage"] = combined_data.groupby("Neighborhood")["LotFrontage"].transform(lambda x: x.fillna(x.median()))
combined_data.drop('Utilities', axis=1, inplace=True)
combined_data.Functional = combined_data.Functional.fillna('Typ')
检查是否补充完毕
null_rank = combined_data.isnull().sum().sort_values(ascending=False) / float(len(combined_data))
print '总缺失数：', len(null_rank[null_rank > 0])
总缺失数： 0
SalePrice = train_data.SalePrice
train_data = combined_data[:1459]
test_data = combined_data[1460:]
train_data['SalePrice'] = SalePrice
C:\Anaconda2\lib\site-packages\ipykernel\__main__.py:1: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
if __name__ == '__main__':
- 网上找的 进行一元方差分析
import seaborn as sns
# 一元方差分析（类型变量）
def anova(frame, qualitative):
anv = pd.DataFrame()
anv['feature'] = qualitative
pvals = []
for c in qualitative:
samples = []
for cls in frame[c].unique():
s = frame[frame[c] == cls]['SalePrice'].values
samples.append(s) # 某特征下不同取值对应的房价组合形成二维列表
pval = stats.f_oneway(*samples)[1] # 一元方差分析得到 F，P，要的是 P，P越小，对方差的影响越大。
pvals.append(pval)
anv['pval'] = pvals
return anv.sort_values('pval')
quantity = [attr for attr in train_data.columns if train_data.dtypes[attr] != 'object'] # 数值变量集合
quality = [attr for attr in train_data.columns if train_data.dtypes[attr] == 'object'] # 类型变量集合
a = anova(train_data,quality)
a['disparity'] = np.log(1./a['pval'].values) # 悬殊度
fig, ax = plt.subplots(figsize=(16,8))
sns.barplot(data=a, x='feature', y='disparity')
x=plt.xticks(rotation=90)
plt.show()
encode 函数：
- 对所有类型变量，依照各个类型变量的不同取值对应的样本集内房价的均值，按照房价均值高低
- 对此变量的当前取值确定其相对数值1,2,3,4等等，相当于对类型变量赋值使其成为连续变量。
- 此方法采用了与One-Hot编码不同的方法来处理离散数据，值得学习
- 注意：此函数会直接在原来特征下存放feature编码后的值。
def encode(frame, feature):
ordering = pd.DataFrame()
ordering['val'] = frame[feature].unique()
ordering.index = ordering.val
ordering['price_mean'] = frame[[feature, 'SalePrice']].groupby(feature).mean()['SalePrice']
# 上述 groupby()操作可以将某一feature下同一取值的数据整个到一起，结合mean()可以直接得到该特征不同取值的房价均值
ordering = ordering.sort_values('price_mean')
ordering['order'] = range(1, ordering.shape[0]+1)
ordering = ordering['order'].to_dict()
# for attr_v, score in ordering.items():
# # e.g. qualitative[2]: {'Grvl': 1, 'MISSING': 3, 'Pave': 2}
# frame.loc[frame[feature] == attr_v, feature+'_E'] = score
# frame[feature] = frame[feature].map(ordering)
return ordering
下面这些特征是从特征的解释和取值来看，有明显的优先级的特征
cols = ['FireplaceQu', 'BsmtQual', 'BsmtCond', 'GarageQual', 'GarageCond',
'ExterQual', 'ExterCond','HeatingQC', 'PoolQC', 'KitchenQual', 'BsmtFinType1',
'BsmtFinType2', 'Functional', 'Fence', 'BsmtExposure', 'GarageFinish', 'LandSlope',
'LotShape', 'PavedDrive', 'Street', 'Alley', 'CentralAir', 'MSSubClass', 'OverallCond',
'YrSold', 'MoSold']
for feature in cols:
map_d = encode(train_data, feature)
combined_data[feature] = combined_data[feature].map(map_d)
combined_data.shape
(2919, 80)
train_data = combined_data[:1459]
test_data = combined_data[1460:]
train_data['SalePrice'] = SalePrice
C:\Anaconda2\lib\site-packages\ipykernel\__main__.py:3: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
app.launch_new_instance()
quantity = [attr for attr in train_data.columns if train_data.dtypes[attr] != 'object'] # 数值变量集合
def spearman(frame, features):
‘’’
采用“斯皮尔曼等级相关”来计算变量与房价的相关性(可查阅百科)
此相关系数简单来说，可以对上述encoder()处理后的等级变量及其它与房价的相关性进行更好的评价（特别是对于非线性关系）
‘’’
spr = pd.DataFrame()
spr[‘feature’] = features
spr[‘corr’] = [frame[f].corr(frame[‘SalePrice’], ‘spearman’) for f in features]
spr = spr.sort_values(‘corr’)
plt.figure(figsize=(6, 0.25*len(features)))
sns.barplot(data=spr, y=’feature’, x=’corr’, orient=’h’)
features = quantity + quality
spearman(train_data, features)
从常识来说 总面积大小总是跟房价息息相关的 从上面的相关性分析来看 1stFlrSF 2ndFlrSF TotalBsmtSF 的相关性都很高 我们尝试合成一个新特征
train_data['TotalSF'] = train_data['1stFlrSF'] + train_data['2ndFlrSF'] + train_data['TotalBsmtSF']
test_data['TotalSF'] = test_data['1stFlrSF'] + test_data['2ndFlrSF'] + test_data['TotalBsmtSF']
C:\Anaconda2\lib\site-packages\ipykernel\__main__.py:1: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
if __name__ == '__main__':
C:\Anaconda2\lib\site-packages\ipykernel\__main__.py:2: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
from ipykernel import kernelapp as app
接下来用heatmap分析相关性
plt.figure(figsize=(16,12))
corr = train_data.corr()
sns.heatmap(corr, cmap ='bwr', vmin=-1, vmax=1)
<matplotlib.axes._subplots.AxesSubplot at 0xae8a860>
看看一些相关性强的特征的分布情况
plt.figure(figsize=(12,4))
plt.style.use('ggplot')
ax = plt.subplot(1,2,1)
plt.scatter(x=train_data.OverallQual.values,y= train_data.SalePrice.values)
plt.xlabel('OverallQual')
plt.ylabel('SalePrice')
plt.subplot(1,2,2)
plt.scatter(x=train_data.LotFrontage.values,y= train_data.SalePrice.values)
plt.xlabel('LotFrontage')
plt.ylabel('SalePrice')
plt.figure(figsize=(12,4))
plt.subplot(1,2,1)
plt.scatter(x=train_data.GrLivArea.values,y= train_data.SalePrice.values)
plt.xlabel('GrLivArea')
plt.ylabel('SalePrice')
plt.subplot(1,2,2)
plt.scatter(x=train_data.GarageCars.values,y= train_data.SalePrice.values)
plt.xlabel('GarageCars')
plt.ylabel('SalePrice')
plt.figure(figsize=(12,4))
plt.subplot(1,2,1)
plt.scatter(x=train_data.TotalSF.values,y= train_data.SalePrice.values)
plt.xlabel('TotalSF')
plt.ylabel('SalePrice')
plt.subplot(1,2,2)
plt.scatter(x=train_data.ExterQual.values,y= train_data.SalePrice.values)
plt.xlabel('ExterQual')
plt.ylabel('SalePrice')
<matplotlib.text.Text at 0xdfe4be0>
找到几个离群点，找出来删掉
train_data.sort_values('LotFrontage', ascending=False)[:2]
| index | Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | SalePrice | TotalSF | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1298 | 1298 | 1299 | 15.0 | RL | 313.0 | 63887 | 2 | 3 | 3 | Bnk | Corner | 1 | Edwards | Feedr | Norm | 1Fam | 2Story | 10 | 8 | 2008 | 2008 | Hip | ClyTile | Stucco | Stucco | Stone | 796.0 | 4 | 4 | PConc | 5 | 4 | 5 | 7 | 5644.0 | 6 | 0.0 | 466.0 | 6110.0 | GasA | 5 | 2 | SBrkr | 4692 | 950 | 0 | 5642 | 2.0 | 0.0 | 2 | 1 | 3 | 1 | 4 | 12 | 7 | 3 | 5 | Attchd | 2008.0 | 4 | 2.0 | 1418.0 | 4 | 6 | 3 | 214 | 292 | 0 | 0 | 0 | 480 | 2 | 5 | None | 0 | 7 | 2 | New | Partial | 160000 | 11752.0 |
| 934 | 934 | 935 | 12.0 | RL | 313.0 | 27650 | 2 | 3 | 4 | HLS | Inside | 2 | NAmes | PosA | Norm | 1Fam | 1Story | 7 | 7 | 1960 | 2007 | Flat | Tar&Grv | Wd Sdng | Wd Sdng | None | 0.0 | 2 | 4 | CBlock | 4 | 4 | 5 | 7 | 425.0 | 6 | 0.0 | 160.0 | 585.0 | GasA | 5 | 2 | SBrkr | 2069 | 0 | 0 | 2069 | 1.0 | 0.0 | 2 | 0 | 4 | 1 | 3 | 9 | 7 | 1 | 5 | Attchd | 1960.0 | 3 | 2.0 | 505.0 | 4 | 6 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 | None | 0 | 11 | 2 | WD | Normal | 242000 | 2654.0 |
train_data.sort_values('GrLivArea', ascending=False)[:2]
| index | Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | SalePrice | TotalSF | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1298 | 1298 | 1299 | 15.0 | RL | 313.0 | 63887 | 2 | 3 | 3 | Bnk | Corner | 1 | Edwards | Feedr | Norm | 1Fam | 2Story | 10 | 8 | 2008 | 2008 | Hip | ClyTile | Stucco | Stucco | Stone | 796.0 | 4 | 4 | PConc | 5 | 4 | 5 | 7 | 5644.0 | 6 | 0.0 | 466.0 | 6110.0 | GasA | 5 | 2 | SBrkr | 4692 | 950 | 0 | 5642 | 2.0 | 0.0 | 2 | 1 | 3 | 1 | 4 | 12 | 7 | 3 | 5 | Attchd | 2008.0 | 4 | 2.0 | 1418.0 | 4 | 6 | 3 | 214 | 292 | 0 | 0 | 0 | 480 | 2 | 5 | None | 0 | 7 | 2 | New | Partial | 160000 | 11752.0 |
| 523 | 523 | 524 | 15.0 | RL | 130.0 | 40094 | 2 | 3 | 2 | Bnk | Inside | 1 | Edwards | PosN | PosN | 1Fam | 2Story | 10 | 8 | 2007 | 2008 | Hip | CompShg | CemntBd | CmentBd | Stone | 762.0 | 4 | 4 | PConc | 5 | 4 | 5 | 7 | 2260.0 | 6 | 0.0 | 878.0 | 3138.0 | GasA | 5 | 2 | SBrkr | 3138 | 1538 | 0 | 4676 | 1.0 | 0.0 | 3 | 1 | 3 | 1 | 4 | 11 | 7 | 1 | 5 | BuiltIn | 2007.0 | 4 | 3.0 | 884.0 | 4 | 6 | 3 | 208 | 406 | 0 | 0 | 0 | 0 | 1 | 5 | None | 0 | 5 | 5 | New | Partial | 184750 | 7814.0 |
train_data.sort_values('TotalSF', ascending=False)[:2]
| index | Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | SalePrice | TotalSF | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1298 | 1298 | 1299 | 15.0 | RL | 313.0 | 63887 | 2 | 3 | 3 | Bnk | Corner | 1 | Edwards | Feedr | Norm | 1Fam | 2Story | 10 | 8 | 2008 | 2008 | Hip | ClyTile | Stucco | Stucco | Stone | 796.0 | 4 | 4 | PConc | 5 | 4 | 5 | 7 | 5644.0 | 6 | 0.0 | 466.0 | 6110.0 | GasA | 5 | 2 | SBrkr | 4692 | 950 | 0 | 5642 | 2.0 | 0.0 | 2 | 1 | 3 | 1 | 4 | 12 | 7 | 3 | 5 | Attchd | 2008.0 | 4 | 2.0 | 1418.0 | 4 | 6 | 3 | 214 | 292 | 0 | 0 | 0 | 480 | 2 | 5 | None | 0 | 7 | 2 | New | Partial | 160000 | 11752.0 |
| 523 | 523 | 524 | 15.0 | RL | 130.0 | 40094 | 2 | 3 | 2 | Bnk | Inside | 1 | Edwards | PosN | PosN | 1Fam | 2Story | 10 | 8 | 2007 | 2008 | Hip | CompShg | CemntBd | CmentBd | Stone | 762.0 | 4 | 4 | PConc | 5 | 4 | 5 | 7 | 2260.0 | 6 | 0.0 | 878.0 | 3138.0 | GasA | 5 | 2 | SBrkr | 3138 | 1538 | 0 | 4676 | 1.0 | 0.0 | 3 | 1 | 3 | 1 | 4 | 11 | 7 | 1 | 5 | BuiltIn | 2007.0 | 4 | 3.0 | 884.0 | 4 | 6 | 3 | 208 | 406 | 0 | 0 | 0 | 0 | 1 | 5 | None | 0 | 5 | 5 | New | Partial | 184750 | 7814.0 |
train_data.drop([523, 1298, 934], inplace=True)
C:\Anaconda2\lib\site-packages\ipykernel\__main__.py:1: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
if __name__ == '__main__':
combined_data.drop([523, 1298, 934], inplace=True)
SalePrice.drop([523, 1298, 934], inplace=True)
接下来看一下要预测的值的分布 和各个特征的分布
- 网上说这样的数据是明显正偏性，可以用对数来缓解
- 正态概率图用于检查一组数据是否服从正态分布。是实数与正态分布数据之间函数关系的散点图。如果这组实数服从正态分布正态概率图将是一条直线。
fig = plt.figure(figsize=(12,5))
plt.subplot(121)
sns.distplot(train_data.SalePrice, fit=stats.norm)
plt.subplot(122)
res = stats.probplot(train_data.SalePrice, plot=plt)
plt.show()
fig = plt.figure(figsize=(12,5))
plt.subplot(121)
sns.distplot(np.log(SalePrice), fit=stats.norm)
plt.subplot(122)
res = stats.probplot(np.log(SalePrice), plot=plt)
plt.show()
找出偏移的特征skewed feature
numeric_feats = combined_data.dtypes[combined_data.dtypes != "object"].index
# Check the skew of all numerical features
skewed_feats = combined_data[numeric_feats].apply(lambda x: stats.skew(x.dropna())).sort_values(ascending=False)
print("\nSkew in numerical features: \n")
skewness = pd.DataFrame({'Skew' :skewed_feats})
skewness.head(10)
Skew in numerical features:
| Skew | |
|---|---|
| MiscVal | 21.935910 |
| PoolQC | 21.213939 |
| PoolArea | 17.685603 |
| LotArea | 13.139681 |
| LowQualFinSF | 12.082427 |
| 3SsnPorch | 11.370087 |
| LandSlope | 4.994554 |
| KitchenAbvGr | 4.299698 |
| BsmtFinSF2 | 4.143683 |
| EnclosedPorch | 4.001570 |
接下来利用 Box Cox 对那些非常偏移的特征进行纠正？
skewness = skewness[abs(skewness) > 0.75]
print("There are {} skewed numerical features to Box Cox transform".format(skewness.shape[0]))
from scipy.special import boxcox1p
skewed_features = skewness.index
lam = 0.15
for feat in skewed_features:
combined_data[feat] = boxcox1p(combined_data[feat], lam)
combined_data[feat] += 1
#all_data[skewed_features] = np.log1p(all_data[skewed_features])
There are 60 skewed numerical features to Box Cox transform
对剩下的那些取值只代表某一类的特征进行独热编码
combined_data = pd.get_dummies(combined_data)
combined_data.shape
(2916, 221)
我。。。忘记drop掉index和id了。。。
combined_data.drop('index', axis=1, inplace=True)
combined_data.drop('Id', axis=1, inplace=True)
train_data = combined_data[:1457]
test_data = combined_data[1457:]
# train_data['SalePrice'] = np.log(SalePrice)
from sklearn.linear_model import ElasticNet, Lasso, BayesianRidge, LassoLarsIC
from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor
from sklearn.kernel_ridge import KernelRidge
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import RobustScaler
from sklearn.base import BaseEstimator, TransformerMixin, RegressorMixin, clone
from sklearn.cross_validation import KFold, cross_val_score, train_test_split
from sklearn.metrics import mean_squared_error
# import lightgbm as lgb
import os
mingw_path = 'C:\Program Files\mingw-w64\x86_64-6.3.0-posix-seh-rt_v5-rev1\mingw64\bin'
os.environ['PATH'] = mingw_path + ';' + os.environ['PATH']
import xgboost as xgb
直接抄网上的教程 用stacking堆积模型
- Lasso may be very sensitive to outliers. So we need to made it more robust on them. For that we use the sklearn’s Robustscaler() method on pipeline
lasso = make_pipeline(RobustScaler(), Lasso(alpha =0.0005, random_state=1))
ENet = make_pipeline(RobustScaler(), ElasticNet(alpha=0.0005, l1_ratio=.9, random_state=3))
KRR = KernelRidge(alpha=0.6, kernel='polynomial', degree=2, coef0=2.5)
GBoost = GradientBoostingRegressor(n_estimators=2000, learning_rate=0.05,
max_depth=4, max_features='sqrt',
min_samples_leaf=15, min_samples_split=10,
loss='huber', random_state =5)
model_xgb = xgb.XGBRegressor(colsample_bytree=0.2, gamma=0.0,
learning_rate=0.05, max_depth=6,
min_child_weight=1.5, n_estimators=5000,
reg_alpha=0.9, reg_lambda=0.6,
subsample=0.2, silent=1,
random_state =7)
先定义得分函数
from sklearn.cross_validation import cross_val_score, train_test_split
from sklearn.metrics import mean_squared_error
def compute_score(model, X, y, scoring='mean_squared_error'):
kford = KFold(X.shape[0], shuffle=True, random_state=123, n_folds=5)
scores = []
for train_index, test_index in kford:
# X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)
model.fit(X[train_index], y[train_index])
predictions = model.predict(X[test_index])
scores.append(np.sqrt(mean_squared_error(predictions, y[test_index])))
# print scores
return np.mean(scores), np.std(scores)
它们的得分
SalePrice.shape
(1457L,)
compute_score(lasso, train_data, np.log(SalePrice))
(0.11835244644570317, 0.01287478608715727)
compute_score(ENet, train_data, np.log(SalePrice))
(0.124188330916982, 0.0093600264793566035)
compute_score(KRR, train_data, np.log(SalePrice))
(0.11658986692673334, 0.0032649652645105566)
compute_score(GBoost, train_data, np.log(SalePrice))
(0.11306407832863619, 0.0092951027612675728)
compute_score(model_xgb, train_data, np.log(SalePrice))
(0.11596337876004829, 0.0031693560440681735)
class AveragingModels(BaseEstimator, RegressorMixin, TransformerMixin):
def __init__(self, models):
self.models = models
# we define clones of the original models to fit the data in
def fit(self, X, y):
self.models_ = [clone(x) for x in self.models]
# Train cloned base models
for model in self.models_:
model.fit(X, y)
return self
#Now we do the predictions for cloned models and average them
def predict(self, X):
predictions = np.column_stack([
model.predict(X) for model in self.models_
])
return np.mean(predictions, axis=1)
averaged_models = AveragingModels(models = (ENet, GBoost, lasso, model_xgb))
# averaged_models.fit( train_data, np.log(SalePrice))
print(" Averaged base models score: {} std:{} \n".format(score[0], score[1]))
Averaged base models score: 0.112269933613 std:0.00805747987701
class StackingAveragedModels(BaseEstimator, RegressorMixin, TransformerMixin):
def __init__(self, base_models, meta_model, supports, n_folds=5):
self.base_models = base_models
self.meta_model = meta_model
self.n_folds = n_folds
self.supports = []
for support in supports:
self.supports.append([i for i in range(len(support)) if support[i] == True])
# We again fit the data on clones of the original models
def fit(self, X, y):
self.base_models_ = [list() for x in self.base_models]
self.meta_model_ = clone(self.meta_model)
kfold = KFold(X.shape[0], n_folds=self.n_folds, shuffle=True)
# Train cloned base models then create out-of-fold predictions
# that are needed to train the cloned meta-model
out_of_fold_predictions = np.zeros((X.shape[0], len(self.base_models)))
for i, clf in enumerate(self.base_models):
for train_index, holdout_index in kfold:
instance = clone(clf)
self.base_models_[i].append(instance)
instance.fit(X[:, self.supports[i]][train_index], y[train_index])
# print X[X.columns[self.supports[i]]].isnull().sum()
y_pred = instance.predict(X[:, self.supports[i]][holdout_index])
out_of_fold_predictions[holdout_index, i] = y_pred
# Now train the cloned meta-model using the out-of-fold predictions
self.meta_model_.fit(out_of_fold_predictions, y)
return self
def predict(self, X):
meta_features = np.column_stack([
np.column_stack([model.predict(X[:, self.supports[i]]) for model in self.base_models_[i]]).mean(axis=1)
for i in range(len(self.base_models_ ))])
return self.meta_model_.predict(meta_features)
stacked_averaged_models = StackingAveragedModels(base_models = (ENet, GBoost, lasso),
meta_model = model_xgb)
score = compute_score(stacked_averaged_models, train_data.values, np.log(SalePrice.values))
TypeErrorTraceback (most recent call last)
<ipython-input-295-4abdfb87eb51> in <module>()
1 stacked_averaged_models = StackingAveragedModels(base_models = (ENet, GBoost, lasso),
----> 2 meta_model = model_xgb)
3
4 score = compute_score(stacked_averaged_models, train_data.values, np.log(SalePrice.values))
TypeError: __init__() takes at least 4 arguments (3 given)
print "Stacking Averaged models score: {} ({})".format(score[0], score[1])
Stacking Averaged models score: 0.110610117844 (0.00579374703457)
接下来用GA来进行特征选择
- pip install genetic_selection 即可
from genetic_selection import GeneticSelectionCV
selectors = [ GeneticSelectionCV(estimator,
cv=5,
verbose=1,
scoring="r2",
n_population=100,
crossover_proba=0.7,
mutation_proba=0.2,
n_generations=100,
crossover_independent_proba=0.5,
mutation_independent_proba=0.05,
tournament_size=3,
caching=True,
n_jobs=-1) for estimator in [ENet, GBoost, lasso] ]
supports = []
for selector in selectors:
selector.fit(train_data, np.log(SalePrice))
supports.append(selector.support_)
Selecting features with genetic algorithm.
gen nevals avg std min max
0 100 [ 0.86580992 109.62 ] [ 0.02349226 7.45892754] [ 0.8026143 87. ] [ 0.90306215 127. ]
1 73 [ 0.88240407 110.55 ] [ 0.01290204 6.89401915] [ 0.81785606 88. ] [ 0.89995808 127. ]
2 78 [ 0.89129099 110.3 ] [ 0.00791364 5.98915687] [ 0.863794 97. ] [ 0.9076172 123. ]
3 77 [ 0.89717022 112.34 ] [ 4.92938892e-03 6.85597550e+00] [ 0.88159261 96. ] [ 0.9076172 127. ]
4 82 [ 0.90059156 114.38 ] [ 5.64419408e-03 6.15431556e+00] [ 0.87067716 96. ] [ 0.90962926 127. ]
5 72 [ 0.90300875 115.49 ] [ 4.71769246e-03 6.67457115e+00] [ 0.87554601 101. ] [ 0.91046496 131. ]
6 86 [ 0.90557271 117.87 ] [ 3.25105242e-03 6.21716173e+00] [ 0.88741983 103. ] [ 0.9127221 131. ]
7 84 [ 0.90663919 119.62 ] [ 5.98057365e-03 7.03957385e+00] [ 0.86090283 99. ] [ 0.91217723 134. ]
8 78 [ 0.90830102 121.44 ] [ 4.91043287e-03 5.66977954e+00] [ 0.86891617 101. ] [ 0.91406313 135. ]
9 76 [ 0.90948683 122.72 ] [ 4.04480476e-03 5.00016000e+00] [ 0.88037027 110. ] [ 0.91454907 135. ]
10 77 [ 0.91083459 123.96 ] [ 2.44268432e-03 4.89677445e+00] [ 0.89934596 112. ] [ 0.91454907 135. ]
11 80 [ 0.91173005 124.38 ] [ 2.10992076e-03 4.98954908e+00] [ 0.90248011 106. ] [ 0.91488137 136. ]
12 72 [ 0.91243835 124.05 ] [ 1.69540676e-03 4.10457062e+00] [ 0.90295258 114. ] [ 0.91488137 134. ]
13 71 [ 0.91310188 123.81 ] [ 1.45836002e-03 4.77638985e+00] [ 0.90393445 111. ] [ 0.91521722 133. ]
14 68 [ 0.91319966 123.93 ] [ 5.07007232e-03 5.35211173e+00] [ 0.86461529 113. ] [ 0.91547181 145. ]
15 77 [ 0.91407423 124.78 ] [ 1.23202024e-03 5.61530053e+00] [ 0.9068559 113. ] [ 0.91548739 145. ]
16 82 [ 0.9140498 123.88 ] [ 2.61771831e-03 4.39836333e+00] [ 0.89916813 115. ] [ 0.91567038 134. ]
17 84 [ 0.91466042 124.19 ] [ 1.41025097e-03 4.92685498e+00] [ 0.90430294 112. ] [ 0.91582887 137. ]
18 72 [ 0.91470261 123.9 ] [ 1.75070348e-03 4.94267134e+00] [ 0.90383178 112. ] [ 0.91599841 137. ]
19 74 [ 0.91500556 124.65 ] [ 1.18104567e-03 4.88134203e+00] [ 0.90870434 113. ] [ 0.91624764 137. ]
20 85 [ 0.91496685 125.09 ] [ 1.96834307e-03 4.98416493e+00] [ 0.90456143 115. ] [ 0.91643266 137. ]
21 78 [ 0.91514613 125.09 ] [ 1.89573610e-03 5.05785528e+00] [ 0.90494213 110. ] [ 0.91643266 138. ]
22 68 [ 0.91539247 125.07 ] [ 1.62453584e-03 4.35489380e+00] [ 0.90682051 113. ] [ 0.91684444 138. ]
23 75 [ 0.91553608 124.1 ] [ 1.58149082e-03 4.35545635e+00] [ 0.90853276 112. ] [ 0.91681668 135. ]
24 81 [ 0.91553359 123.59 ] [ 2.01976440e-03 4.55432761e+00] [ 0.90655146 111. ] [ 0.91692416 133. ]
25 75 [ 0.91604882 122.2 ] [ 1.22199432e-03 4.64542786e+00] [ 0.90764391 110. ] [ 0.91685303 131. ]
26 78 [ 0.91584709 119.8 ] [ 1.97022425e-03 5.05371151e+00] [ 0.90625321 107. ] [ 0.91701429 134. ]
27 73 [ 0.91603635 118.98 ] [ 1.66539359e-03 4.88053276e+00] [ 0.90794307 109. ] [ 0.9170907 130. ]
28 67 [ 0.91623374 118.07 ] [ 1.74570177e-03 4.65457839e+00] [ 0.9060448 107. ] [ 0.91723449 129. ]
29 71 [ 0.91616056 118.29 ] [ 2.19181277e-03 4.04547896e+00] [ 0.90282742 108. ] [ 0.91731579 128. ]
30 61 [ 0.91662213 117.67 ] [ 1.29985776e-03 4.00763022e+00] [ 0.9085213 106. ] [ 0.91731579 127. ]
31 65 [ 0.91663237 117.09 ] [ 1.43992422e-03 3.92452545e+00] [ 0.90703835 108. ] [ 0.91732779 126. ]
32 78 [ 0.91679162 115.84 ] [ 1.23898794e-03 3.62965563e+00] [ 0.9078635 105. ] [ 0.9174493 126. ]
33 72 [ 0.91673994 115.19 ] [ 1.93735234e-03 3.71132052e+00] [ 0.90018273 105. ] [ 0.91751549 124. ]
34 82 [ 0.91682576 113.5 ] [ 1.23592722e-03 4.10974452e+00] [ 0.91108878 103. ] [ 0.91753944 125. ]
35 78 [ 0.91694098 111.87 ] [ 1.26835718e-03 4.49367333e+00] [ 0.91091805 104. ] [ 0.91753944 127. ]
36 72 [ 0.91720506 109.97 ] [ 7.80686064e-04 3.93053431e+00] [ 0.91285672 101. ] [ 0.91763573 123. ]
37 73 [ 0.91680113 108.88 ] [ 2.52020017e-03 3.09929024e+00] [ 0.89484996 100. ] [ 0.91768063 117. ]
38 81 [ 0.9170921 107.93 ] [ 1.39489678e-03 3.06677355e+00] [ 0.90944043 99. ] [ 0.91766907 115. ]
39 69 [ 0.91689702 107.32 ] [ 2.42541642e-03 3.09153683e+00] [ 0.90270204 97. ] [ 0.91770308 116. ]
40 80 [ 0.91703889 107.24 ] [ 1.85861176e-03 2.89523747e+00] [ 0.90744453 99. ] [ 0.91771549 114. ]
41 73 [ 0.9170701 105.9 ] [ 1.63985377e-03 3.20780299e+00] [ 0.90761346 97. ] [ 0.91771549 113. ]
42 70 [ 0.91702146 105.38 ] [ 2.01193719e-03 2.73415435e+00] [ 0.90458412 99. ] [ 0.91771549 112. ]
43 71 [ 0.91701623 105.39 ] [ 1.56941434e-03 3.26770562e+00] [ 0.90965345 96. ] [ 0.91772614 117. ]
44 81 [ 0.91696123 104.62 ] [ 2.01949647e-03 3.26429165e+00] [ 0.90741519 95. ] [ 0.91772614 118. ]
45 72 [ 0.91733852 103.3 ] [ 1.23209425e-03 2.43104916e+00] [ 0.90996813 98. ] [ 0.91772614 111. ]
46 76 [ 0.91707251 102.58 ] [ 1.66237239e-03 2.12216870e+00] [ 0.9069658 97. ] [ 0.91772614 110. ]
47 69 [ 0.91684367 102.28 ] [ 0.0022735 2.22297098] [ 0.90539669 96. ] [ 0.91772614 109. ]
48 85 [ 0.91697565 102.01 ] [ 1.92227665e-03 2.52386608e+00] [ 0.90734996 97. ] [ 0.91772614 114. ]
49 76 [ 0.9172236 101.14 ] [ 1.36390195e-03 2.40840196e+00] [ 0.91068085 94. ] [ 0.91772614 111. ]
50 83 [ 0.91729414 101.36 ] [ 1.42672732e-03 2.24285532e+00] [ 0.90710658 95. ] [ 0.91772614 109. ]
51 75 [ 0.91677979 101.55 ] [ 2.01970059e-03 2.27321358e+00] [ 0.90746464 95. ] [ 0.91772614 110. ]
52 79 [ 0.9168532 101.42 ] [ 0.00265053 2.06 ] [ 0.90028528 93. ] [ 0.91772614 107. ]
53 81 [ 0.91681227 101.45 ] [ 0.00246351 2.30813778] [ 0.90122168 97. ] [ 0.91772614 109. ]
54 76 [ 0.91693614 101.4 ] [ 2.12853944e-03 2.22710575e+00] [ 0.90575051 97. ] [ 0.9178173 109. ]
55 77 [ 0.9163791 100.77 ] [ 0.00266878 2.54501473] [ 0.90147394 93. ] [ 0.9180364 108. ]
56 75 [ 0.91695663 100.9 ] [ 2.11667106e-03 2.43104916e+00] [ 0.90668823 96. ] [ 0.91804664 111. ]
57 78 [ 0.91709093 100.55 ] [ 1.97398535e-03 2.92361078e+00] [ 0.90513937 91. ] [ 0.91804664 110. ]
58 74 [ 0.91685013 100.68 ] [ 0.00313096 2.44491309] [ 0.89336278 96. ] [ 0.91812077 108. ]
59 64 [ 0.91690114 100.28 ] [ 0.00309872 2.11224999] [ 0.89587538 94. ] [ 0.91812077 106. ]
60 74 [ 0.91750331 99.94 ] [ 1.62226126e-03 1.84835062e+00] [ 0.90858306 96. ] [ 0.91812077 106. ]
61 81 [ 0.91746732 99.81 ] [ 1.57624408e-03 1.95292089e+00] [ 0.90926881 96. ] [ 0.91812077 107. ]
62 79 [ 0.91765464 99.45 ] [ 1.21319879e-03 2.18346056e+00] [ 0.91038855 95. ] [ 0.91812077 109. ]
63 80 [ 0.91783891 99.16 ] [ 8.41485210e-04 2.43195395e+00] [ 0.91328876 95. ] [ 0.91812456 111. ]
64 75 [ 0.9173075 99.13 ] [ 1.72795061e-03 2.04770603e+00] [ 0.90767908 94. ] [ 0.91812456 104. ]
65 75 [ 0.91723699 99.06 ] [ 0.00228895 2.28831816] [ 0.90605266 94. ] [ 0.9181469 107. ]
66 76 [ 0.91707985 98.46 ] [ 0.00297524 2.36820607] [ 0.90190514 90. ] [ 0.91820607 105. ]
67 69 [ 0.9174089 98.29 ] [ 1.70471508e-03 2.34219982e+00] [ 0.90953716 92. ] [ 0.91821022 108. ]
68 73 [ 0.91749489 97.73 ] [ 0.00217586 1.93832402] [ 0.90159975 94. ] [ 0.91821022 106. ]
69 79 [ 0.91743754 97.19 ] [ 0.00197904 1.77028246] [ 0.90681941 94. ] [ 0.91821022 102. ]
70 79 [ 0.91773693 96.42 ] [ 1.57493000e-03 1.91405329e+00] [ 0.90544245 90. ] [ 0.91821022 102. ]
71 69 [ 0.91766419 95.65 ] [ 1.38336928e-03 1.92548695e+00] [ 0.91203452 89. ] [ 0.91821022 101. ]
72 73 [ 0.91774206 95.57 ] [ 0.00173242 1.49167691] [ 0.90733291 92. ] [ 0.91821022 100. ]
73 72 [ 0.91740145 95.23 ] [ 0.00226264 1.92797822] [ 0.90259871 87. ] [ 0.91821022 101. ]
74 73 [ 0.91742912 94.56 ] [ 1.72969037e-03 2.03627110e+00] [ 0.90961544 90. ] [ 0.91821022 103. ]
75 74 [ 0.91737792 94.37 ] [ 0.00232149 1.80363522] [ 0.90385181 89. ] [ 0.91821022 100. ]
76 81 [ 0.91782733 93.95 ] [ 1.14951219e-03 1.89406969e+00] [ 0.9116887 89. ] [ 0.91824177 101. ]
77 77 [ 0.91778594 93.47 ] [ 1.32435915e-03 1.79139610e+00] [ 0.90830404 91. ] [ 0.91824767 101. ]
78 81 [ 0.91761158 92.64 ] [ 0.00171833 1.67642477] [ 0.90816781 84. ] [ 0.91824767 100. ]
79 68 [ 0.9171673 92.47 ] [ 0.00272817 1.49301708] [ 0.90033372 89. ] [ 0.91821022 99. ]
80 78 [ 0.91723886 92.76 ] [ 0.00234297 1.62554606] [ 0.90378706 90. ] [ 0.91822564 99. ]
81 78 [ 0.91777946 92.12 ] [ 1.18723225e-03 1.38043471e+00] [ 0.91100035 87. ] [ 0.91822564 102. ]
82 75 [ 0.91716178 92.72 ] [ 0.00284518 2.43753974] [ 0.90157294 88. ] [ 0.91822564 106. ]
83 77 [ 0.91760237 92.44 ] [ 0.00189983 1.73389734] [ 0.90646646 87. ] [ 0.91822564 100. ]
84 77 [ 0.9173153 92.33 ] [ 0.00225193 1.54308133] [ 0.9060647 85. ] [ 0.91822564 98. ]
85 80 [ 0.91730945 92.84 ] [ 0.00251945 2.24819928] [ 0.90381909 88. ] [ 0.91822564 102. ]
86 85 [ 0.91761188 92.83 ] [ 0.00149557 1.49033553] [ 0.91185719 89. ] [ 0.91822564 99. ]
87 69 [ 0.9173863 92.98 ] [ 0.0019249 1.79432439] [ 0.90879497 86. ] [ 0.91822564 101. ]
88 76 [ 0.91778659 93.04 ] [ 1.15209379e-03 1.89166593e+00] [ 0.91031291 89. ] [ 0.9182268 101. ]
89 76 [ 0.91781143 92.84 ] [ 1.26932407e-03 1.78168460e+00] [ 0.91125578 88. ] [ 0.9182268 101. ]
90 78 [ 0.9174648 93.22 ] [ 0.00221696 2.07643926] [ 0.90312519 90. ] [ 0.9182268 101. ]
91 71 [ 0.91766002 92.81 ] [ 0.00177553 1.57286363] [ 0.90628091 88. ] [ 0.91824805 99. ]
92 69 [ 0.91760703 92.3 ] [ 0.0021539 1.8627936] [ 0.90228363 89. ] [ 0.91824805 100. ]
93 67 [ 0.91776526 92.16 ] [ 1.29354818e-03 2.34827596e+00] [ 0.9092828 87. ] [ 0.91824946 99. ]
94 77 [ 0.91765202 91.97 ] [ 1.62313664e-03 2.13286193e+00] [ 0.90922629 86. ] [ 0.91825189 100. ]
95 74 [ 0.9175753 91.87 ] [ 1.77971318e-03 1.87965422e+00] [ 0.90840848 87. ] [ 0.91825189 99. ]
96 70 [ 0.91768353 91.84 ] [ 1.58968316e-03 1.77042368e+00] [ 0.90880494 88. ] [ 0.91825316 99. ]
97 72 [ 0.9176773 91.73 ] [ 1.59102985e-03 1.97410739e+00] [ 0.90902602 88. ] [ 0.91825316 101. ]
98 86 [ 0.91740408 91.9 ] [ 0.00259158 1.72336879] [ 0.90244203 88. ] [ 0.91825316 97. ]
99 74 [ 0.91777196 91.98 ] [ 1.39948350e-03 1.97474049e+00] [ 0.90794084 88. ] [ 0.91825316 100. ]
100 74 [ 0.91749923 92.21 ] [ 0.00202278 1.79607906] [ 0.90813999 85. ] [ 0.91825316 99. ]
Selecting features with genetic algorithm.
gen nevals avg std min max
0 100 [ 0.88199225 110.48 ] [ 0.01681776 6.67005247] [ 0.80802937 94. ] [ 0.90655378 125. ]
1 80 [ 0.8931409 110.95 ] [ 0.0090381 7.03757771] [ 0.8640781 98. ] [ 0.90853004 129. ]
2 75 [ 0.90053435 110.82 ] [ 6.54879002e-03 7.08855415e+00] [ 0.86998507 96. ] [ 0.91001779 129. ]
3 71 [ 0.90384977 111.24 ] [ 4.97386617e-03 7.54866876e+00] [ 0.89000231 95. ] [ 0.91172779 129. ]
4 73 [ 0.90620746 112.12 ] [ 5.18502144e-03 7.18231161e+00] [ 0.8815695 95. ] [ 0.91395082 129. ]
5 82 [ 0.90788267 112.85 ] [ 4.53577252e-03 6.86057578e+00] [ 0.8832205 97. ] [ 0.91333087 129. ]
6 65 [ 0.90913557 113.82 ] [ 3.88957103e-03 6.84014620e+00] [ 0.89405569 95. ] [ 0.91550404 129. ]
7 72 [ 0.91074012 114.52 ] [ 2.42241755e-03 7.09151606e+00] [ 0.90133912 95. ] [ 0.91596214 131. ]
8 74 [ 0.91201867 117.71 ] [ 3.66237814e-03 7.77340981e+00] [ 0.89102706 97. ] [ 0.91644555 132. ]
9 83 [ 0.91297323 120.32 ] [ 2.13761421e-03 7.74322930e+00] [ 0.90383957 102. ] [ 0.91656796 138. ]
10 78 [ 0.91337805 123.16 ] [ 2.38704907e-03 6.94941724e+00] [ 0.89949028 103. ] [ 0.91814188 136. ]
11 77 [ 0.91416587 123.06 ] [ 2.16247731e-03 7.09340539e+00] [ 0.90408972 107. ] [ 0.91905229 141. ]
12 78 [ 0.91446383 122.69 ] [ 2.22512216e-03 6.38701026e+00] [ 0.90367673 102. ] [ 0.91878197 139. ]
13 77 [ 0.91487396 122.51 ] [ 3.59016764e-03 6.59165381e+00] [ 0.88480111 102. ] [ 0.91954445 137. ]
14 76 [ 0.9151997 122.45 ] [ 2.36200422e-03 6.19092077e+00] [ 0.90363537 106. ] [ 0.91954445 136. ]
15 80 [ 0.91579262 124.02 ] [ 2.00754186e-03 6.61812662e+00] [ 0.91021255 106. ] [ 0.92030308 141. ]
16 80 [ 0.91597799 123.55 ] [ 2.66135272e-03 6.23598428e+00] [ 0.90551145 108. ] [ 0.92030308 137. ]
17 70 [ 0.91656084 123.44 ] [ 2.58580490e-03 6.54418826e+00] [ 0.90086588 110. ] [ 0.92030308 139. ]
18 76 [ 0.91691399 122.58 ] [ 2.36696311e-03 5.75183449e+00] [ 0.90699007 108. ] [ 0.92037649 142. ]
19 81 [ 0.91718727 122.75 ] [ 1.76294209e-03 5.42102389e+00] [ 0.90913857 111. ] [ 0.92067442 137. ]
20 72 [ 0.91702144 121.92 ] [ 1.88177536e-03 5.06691227e+00] [ 0.91149524 108. ] [ 0.92089482 135. ]
21 79 [ 0.91731372 122.15 ] [ 1.80584705e-03 4.60081515e+00] [ 0.90764273 111. ] [ 0.92089482 134. ]
22 77 [ 0.91737806 121.67 ] [ 2.25777331e-03 4.84573008e+00] [ 0.90485101 110. ] [ 0.92068548 135. ]
23 77 [ 0.91812921 121.44 ] [ 1.63021539e-03 5.16782353e+00] [ 0.91082617 111. ] [ 0.92157456 131. ]
24 71 [ 0.91819605 122.11 ] [ 1.99892204e-03 5.48979963e+00] [ 0.90615909 110. ] [ 0.92157456 132. ]
25 74 [ 0.91811313 121.82 ] [ 2.25909877e-03 5.09780345e+00] [ 0.9065617 109. ] [ 0.9220588 133. ]
26 72 [ 0.91831785 121.95 ] [ 2.52985092e-03 5.39513670e+00] [ 0.90120763 107. ] [ 0.92123725 138. ]
27 78 [ 0.91857156 121.8 ] [ 1.47626763e-03 5.37401154e+00] [ 0.91275049 107. ] [ 0.92115538 134. ]
28 81 [ 0.91880993 122.03 ] [ 1.50687979e-03 4.38509977e+00] [ 0.91288121 112. ] [ 0.92195102 132. ]
29 78 [ 0.91859017 121.64 ] [ 1.92206616e-03 5.01701106e+00] [ 0.90870419 110. ] [ 0.92197199 133. ]
30 80 [ 0.91897927 121.18 ] [ 1.42404512e-03 5.15631651e+00] [ 0.91151843 111. ] [ 0.92162967 132. ]
31 82 [ 0.91840792 121.68 ] [ 2.33111190e-03 5.04753405e+00] [ 0.9070375 109. ] [ 0.92162967 134. ]
32 89 [ 0.91881777 121.6 ] [ 2.16634278e-03 4.68401537e+00] [ 0.90910489 108. ] [ 0.92162967 132. ]
33 75 [ 0.91865274 120.26 ] [ 2.91693085e-03 4.91654350e+00] [ 0.90570861 106. ] [ 0.92143798 134. ]
34 78 [ 0.91930217 120.4 ] [ 2.03872941e-03 5.70613705e+00] [ 0.9041704 108. ] [ 0.92246692 135. ]
35 80 [ 0.91940217 120.63 ] [ 1.52768474e-03 5.30783383e+00] [ 0.91245111 110. ] [ 0.92246692 131. ]
36 88 [ 0.91924704 120.08 ] [ 2.11794639e-03 4.90240757e+00] [ 0.90846208 107. ] [ 0.92197479 134. ]
37 89 [ 0.91907869 120.28 ] [ 2.75138517e-03 4.84165261e+00] [ 0.90192077 104. ] [ 0.92293555 131. ]
38 78 [ 0.91959611 120.27 ] [ 2.04704933e-03 4.43588774e+00] [ 0.90704423 109. ] [ 0.92293555 133. ]
39 72 [ 0.91994777 120.23 ] [ 1.65985190e-03 4.02456209e+00] [ 0.9097486 112. ] [ 0.92293555 131. ]
40 68 [ 0.91993054 120.39 ] [ 1.80834331e-03 4.45846386e+00] [ 0.91118847 107. ] [ 0.92286255 133. ]
41 71 [ 0.91970169 120.36 ] [ 2.31608182e-03 4.40799274e+00] [ 0.9056492 109. ] [ 0.92286255 130. ]
42 86 [ 0.91962828 120.41 ] [ 2.31774216e-03 4.44318579e+00] [ 0.90696161 106. ] [ 0.92357339 130. ]
43 78 [ 0.91984552 120.73 ] [ 1.65647815e-03 3.85189564e+00] [ 0.9133653 112. ] [ 0.92233124 130. ]
44 75 [ 0.92000107 120.53 ] [ 2.13764404e-03 4.53090499e+00] [ 0.90813595 109. ] [ 0.92280329 131. ]
45 77 [ 0.92019565 120.36 ] [ 1.98960822e-03 3.97874352e+00] [ 0.91194858 111. ] [ 0.92290383 130. ]
46 84 [ 0.92037773 120.07 ] [ 2.04423860e-03 4.11158120e+00] [ 0.90894846 111. ] [ 0.92292462 130. ]
47 82 [ 0.91965818 120.3 ] [ 3.22022699e-03 4.16533312e+00] [ 0.90541295 107. ] [ 0.92298133 132. ]
48 70 [ 0.92031964 120.69 ] [ 2.28491088e-03 3.96659804e+00] [ 0.90696345 107. ] [ 0.92325667 130. ]
49 72 [ 0.92056831 119.94 ] [ 2.49388614e-03 3.36695708e+00] [ 0.90467155 111. ] [ 0.92395748 128. ]
50 70 [ 0.92071687 120.29 ] [ 2.30373048e-03 3.44469157e+00] [ 0.90982837 114. ] [ 0.92417196 128. ]
51 71 [ 0.92086292 119.75 ] [ 1.88442855e-03 3.87395147e+00] [ 0.91109532 108. ] [ 0.9234949 128. ]
52 77 [ 0.92104283 119.89 ] [ 1.86914835e-03 3.69565962e+00] [ 0.9096526 111. ] [ 0.92393779 131. ]
53 74 [ 0.92065736 119.43 ] [ 2.02468984e-03 3.86071237e+00] [ 0.91173 111. ] [ 0.92363555 128. ]
54 73 [ 0.92104317 119.37 ] [ 1.81647380e-03 3.73270679e+00] [ 0.91094247 109. ] [ 0.92363555 129. ]
55 84 [ 0.92099167 118.64 ] [ 2.04671526e-03 3.22031054e+00] [ 0.9119147 110. ] [ 0.92363555 127. ]
56 80 [ 0.92059517 118.62 ] [ 2.33374679e-03 3.17105661e+00] [ 0.91086173 109. ] [ 0.92346571 128. ]
57 72 [ 0.9209575 118.59 ] [ 2.13174076e-03 3.15941450e+00] [ 0.90818393 112. ] [ 0.92346571 128. ]
58 75 [ 0.92087591 118.15 ] [ 2.08705487e-03 2.84736720e+00] [ 0.91187996 109. ] [ 0.92346571 128. ]
59 75 [ 0.92110232 117.56 ] [ 2.37965016e-03 2.86468148e+00] [ 0.90697183 108. ] [ 0.92408268 124. ]
60 75 [ 0.92112012 117.61 ] [ 2.19234563e-03 3.40850407e+00] [ 0.90965898 110. ] [ 0.92442472 128. ]
61 78 [ 0.921337 117.36 ] [ 1.99862850e-03 3.16075940e+00] [ 0.91059943 109. ] [ 0.92408268 126. ]
62 78 [ 0.92121636 117.19 ] [ 2.00686752e-03 2.44415630e+00] [ 0.91459269 109. ] [ 0.92408268 123. ]
63 68 [ 0.92130721 117.29 ] [ 2.44527660e-03 3.36242472e+00] [ 0.90753077 104. ] [ 0.92408268 126. ]
64 77 [ 0.92141468 118.06 ] [ 1.75612459e-03 2.77423863e+00] [ 0.91485575 109. ] [ 0.92408268 126. ]
65 75 [ 0.92141893 118.13 ] [ 2.00652408e-03 2.73735274e+00] [ 0.91117365 108. ] [ 0.92408268 124. ]
66 77 [ 0.92148213 118.25 ] [ 1.69168491e-03 3.36860505e+00] [ 0.91559898 108. ] [ 0.92408268 128. ]
67 79 [ 0.92133541 118.26 ] [ 2.52758108e-03 2.64809365e+00] [ 0.90761109 112. ] [ 0.92408268 128. ]
68 76 [ 0.92142542 117.84 ] [ 2.46500449e-03 2.51682339e+00] [ 0.91055795 110. ] [ 0.92426522 124. ]
69 86 [ 0.92119844 118.24 ] [ 2.40835465e-03 2.69859223e+00] [ 0.91072551 109. ] [ 0.92408268 127. ]
70 87 [ 0.92145942 117.98 ] [ 0.0024303 2.37899138] [ 0.90450185 109. ] [ 0.92425282 125. ]
71 72 [ 0.92202 118.21 ] [ 0.00246097 2.08947362] [ 0.9087747 109. ] [ 0.92425282 126. ]
72 69 [ 0.9221341 118.29 ] [ 0.00312114 2.16469397] [ 0.90391208 110. ] [ 0.92425282 126. ]
73 76 [ 0.92228105 118.26 ] [ 0.00255424 1.86343768] [ 0.90950929 113. ] [ 0.92425282 124. ]
74 84 [ 0.92248571 118.23 ] [ 0.00255458 1.65441833] [ 0.91222584 113. ] [ 0.92408268 126. ]
75 72 [ 0.92295699 117.94 ] [ 0.00255113 1.31772531] [ 0.91135405 111. ] [ 0.92408268 123. ]
76 73 [ 0.92276859 117.9 ] [ 0.00337925 0.92195445] [ 0.90533434 113. ] [ 0.92408268 120. ]
77 68 [ 0.92278466 117.87 ] [ 0.00297429 1.38314858] [ 0.90870898 111. ] [ 0.92408268 123. ]
78 80 [ 0.92295241 117.94 ] [ 0.00219253 1.16464587] [ 0.9122866 113. ] [ 0.92408268 121. ]
79 79 [ 0.92270412 117.95 ] [ 0.00487891 1.57082781] [ 0.88398422 112. ] [ 0.92408268 125. ]
80 72 [ 0.92280523 117.92 ] [ 0.00417141 1.41901374] [ 0.89129277 111. ] [ 0.92408268 124. ]
81 69 [ 0.92345245 117.89 ] [ 0.00191723 0.99894945] [ 0.91089362 114. ] [ 0.92408268 123. ]
82 83 [ 0.92274687 117.67 ] [ 0.00285598 1.23332883] [ 0.90993149 113. ] [ 0.92408268 121. ]
83 71 [ 0.92268815 117.69 ] [ 0.00316327 1.59809261] [ 0.90911692 110. ] [ 0.92408268 123. ]
84 67 [ 0.92315278 117.7 ] [ 0.00202347 1.65227116] [ 0.91553011 107. ] [ 0.92408268 122. ]
85 70 [ 0.92299701 117.97 ] [ 0.00372051 0.75438717] [ 0.89700843 113. ] [ 0.92408268 121. ]
86 77 [ 0.92335089 118.02 ] [ 0.00167273 1.43513066] [ 0.91616581 111. ] [ 0.92408268 124. ]
87 87 [ 0.92259201 117.66 ] [ 0.00362403 1.59511755] [ 0.90652321 112. ] [ 0.92408268 122. ]
88 74 [ 0.92305483 117.75 ] [ 0.00231461 1.42390309] [ 0.91183005 112. ] [ 0.92408268 124. ]
89 78 [ 0.92287554 117.81 ] [ 0.00323966 1.51456264] [ 0.89855686 109. ] [ 0.92408268 123. ]
90 80 [ 0.92337974 117.82 ] [ 0.00182273 1.28358872] [ 0.91399788 112. ] [ 0.92408268 123. ]
91 67 [ 0.92331442 117.68 ] [ 0.00198146 1.33326666] [ 0.9148631 111. ] [ 0.92408268 120. ]
92 74 [ 0.92212236 117.39 ] [ 0.00370174 2.21311997] [ 0.90813582 109. ] [ 0.92408268 125. ]
93 78 [ 0.92218849 117.79 ] [ 0.00370329 1.58300347] [ 0.90434825 108. ] [ 0.92408268 123. ]
94 70 [ 0.92307236 117.78 ] [ 0.00272226 1.43234074] [ 0.90709667 110. ] [ 0.92408268 121. ]
95 74 [ 0.92317178 117.82 ] [ 0.00279944 1.40982268] [ 0.90783107 110. ] [ 0.92408268 122. ]
96 75 [ 0.92261679 117.69 ] [ 0.00301413 1.85307852] [ 0.90908678 111. ] [ 0.92408268 126. ]
97 76 [ 0.92306876 118.03 ] [ 0.00212656 1.33757243] [ 0.9152614 110. ] [ 0.92408268 124. ]
98 86 [ 0.92267316 117.9 ] [ 0.00336692 2.11423745] [ 0.90749821 108. ] [ 0.92408268 126. ]
99 79 [ 0.92306738 118.09 ] [ 0.00249523 1.67985118] [ 0.91188696 112. ] [ 0.92408268 126. ]
100 81 [ 0.92255969 117.61 ] [ 0.00381833 2.01938109] [ 0.89651056 109. ] [ 0.92408268 123. ]
Selecting features with genetic algorithm.
gen nevals avg std min max
0 100 [ 0.86793083 109.78 ] [ 0.02486248 7.61784746] [ 0.77642611 89. ] [ 0.90434772 129. ]
1 71 [ 0.88284337 110.69 ] [ 0.01347896 7.28243778] [ 0.82732078 92. ] [ 0.90434772 130. ]
2 69 [ 0.89150862 113.14 ] [ 0.00895802 7.82562458] [ 0.86420148 93. ] [ 0.90794861 130. ]
3 80 [ 0.89628665 113.83 ] [ 7.71993524e-03 8.03250272e+00] [ 0.85548364 98. ] [ 0.90820121 131. ]
4 82 [ 0.90172265 117.11 ] [ 5.81791675e-03 7.28545812e+00] [ 0.87057111 101. ] [ 0.9106758 131. ]
5 80 [ 0.90531764 119.8 ] [ 3.93422366e-03 7.25809892e+00] [ 0.88978145 104. ] [ 0.91269345 133. ]
6 76 [ 0.90735725 121. ] [ 3.04487293e-03 7.36749618e+00] [ 0.89880249 101. ] [ 0.91269345 138. ]
7 70 [ 0.90827647 121.71 ] [ 4.17822825e-03 6.10785560e+00] [ 0.88585064 107. ] [ 0.91300118 138. ]
8 71 [ 0.90989504 121.55 ] [ 2.33632265e-03 6.34093842e+00] [ 0.89794555 105. ] [ 0.91307995 138. ]
9 73 [ 0.91098972 121.37 ] [ 1.66440733e-03 6.00442337e+00] [ 0.90532649 105. ] [ 0.91410075 134. ]
10 79 [ 0.9113377 121.16 ] [ 2.42830775e-03 6.11182460e+00] [ 0.9003935 101. ] [ 0.91499101 131. ]
11 69 [ 0.91220954 123. ] [ 2.26132497e-03 5.15363949e+00] [ 0.9000761 107. ] [ 0.91440229 135. ]
12 83 [ 0.91289845 123.95 ] [ 2.15980164e-03 5.40439636e+00] [ 0.9015498 110. ] [ 0.91557305 138. ]
13 73 [ 0.9134155 124.66 ] [ 1.85417947e-03 5.33332917e+00] [ 0.90159051 112. ] [ 0.91557305 137. ]
14 83 [ 0.91365536 125.13 ] [ 2.69466865e-03 5.16266404e+00] [ 0.89187922 110. ] [ 0.91565968 138. ]
15 78 [ 0.91410205 124.1 ] [ 1.70408277e-03 5.51996377e+00] [ 0.90617969 106. ] [ 0.91634664 134. ]
16 74 [ 0.91429417 123.66 ] [ 1.94494129e-03 5.22918732e+00] [ 0.90690973 106. ] [ 0.91598771 136. ]
17 72 [ 0.91442566 123.12 ] [ 3.05984463e-03 5.21589877e+00] [ 0.88963439 106. ] [ 0.91596523 136. ]
18 87 [ 0.91436196 122.95 ] [ 2.36140792e-03 4.92823498e+00] [ 0.90278605 111. ] [ 0.91633587 133. ]
19 80 [ 0.91484899 123.49 ] [ 2.69045030e-03 4.73390959e+00] [ 0.89191223 113. ] [ 0.91638233 137. ]
20 77 [ 0.91496684 123.24 ] [ 2.70617864e-03 5.14610532e+00] [ 0.89532606 108. ] [ 0.91647122 136. ]
21 77 [ 0.91560868 123.62 ] [ 1.65852400e-03 4.89035786e+00] [ 0.90103254 111. ] [ 0.91676681 135. ]
22 82 [ 0.91568302 123.48 ] [ 2.32848679e-03 5.70522567e+00] [ 0.89504071 105. ] [ 0.91672057 135. ]
23 80 [ 0.91558767 123.78 ] [ 2.13963271e-03 5.07066071e+00] [ 0.90400251 112. ] [ 0.91673784 139. ]
24 79 [ 0.91601341 122.73 ] [ 1.37013283e-03 4.62353761e+00] [ 0.90776291 109. ] [ 0.91687568 135. ]
25 79 [ 0.915727 122.32 ] [ 2.27766145e-03 4.28224240e+00] [ 0.90418081 110. ] [ 0.91699512 133. ]
26 73 [ 0.91602097 121.42 ] [ 1.96333786e-03 4.58733038e+00] [ 0.90696503 110. ] [ 0.91709012 133. ]
27 74 [ 0.9162925 121.23 ] [ 1.71294769e-03 4.32401434e+00] [ 0.90631372 110. ] [ 0.91715152 133. ]
28 78 [ 0.91603852 121.28 ] [ 2.51030663e-03 4.36366818e+00] [ 0.90228409 110. ] [ 0.91735398 130. ]
29 74 [ 0.91642898 120.98 ] [ 1.91175666e-03 4.63676611e+00] [ 0.9082779 113. ] [ 0.91735398 130. ]
30 78 [ 0.91654177 119.45 ] [ 1.92966551e-03 4.35057467e+00] [ 0.90613872 112. ] [ 0.91735398 130. ]
31 80 [ 0.9165594 118.06 ] [ 2.07813910e-03 3.83619603e+00] [ 0.90348192 105. ] [ 0.91735398 128. ]
32 79 [ 0.91665164 117.8 ] [ 1.80047557e-03 4.33589668e+00] [ 0.90683662 109. ] [ 0.91741581 130. ]
33 80 [ 0.91640096 116.98 ] [ 2.50516655e-03 4.45416659e+00] [ 0.90271752 106. ] [ 0.9174245 131. ]
34 75 [ 0.91653202 116.29 ] [ 1.81074153e-03 3.75311870e+00] [ 0.90788322 109. ] [ 0.91746463 125. ]
35 83 [ 0.91660042 115.7 ] [ 2.26721983e-03 2.92745623e+00] [ 0.90599306 109. ] [ 0.91754056 123. ]
36 82 [ 0.91678319 115.61 ] [ 1.78268081e-03 3.51822398e+00] [ 0.90779212 106. ] [ 0.91755693 126. ]
37 72 [ 0.91674239 115.2 ] [ 2.17832809e-03 3.77624152e+00] [ 0.90575853 104. ] [ 0.91757917 123. ]
38 60 [ 0.91694656 115.14 ] [ 1.78751588e-03 3.98753056e+00] [ 0.90673273 100. ] [ 0.91759555 121. ]
39 77 [ 0.91690197 114.42 ] [ 1.81652666e-03 3.96025252e+00] [ 0.90775348 103. ] [ 0.91759529 121. ]
40 71 [ 0.9170607 114.68 ] [ 1.50756401e-03 3.79441695e+00] [ 0.90831849 103. ] [ 0.91760383 122. ]
41 84 [ 0.91663877 114.02 ] [ 2.92505128e-03 3.06913669e+00] [ 0.89469539 106. ] [ 0.91761964 121. ]
42 79 [ 0.91680815 113.51 ] [ 2.58766132e-03 3.26648129e+00] [ 0.90185024 106. ] [ 0.91763763 124. ]
43 79 [ 0.91650971 112.85 ] [ 0.00328909 3.15396576] [ 0.89430932 104. ] [ 0.91763882 121. ]
44 87 [ 0.9166858 112.17 ] [ 2.40617747e-03 3.15928789e+00] [ 0.90758093 101. ] [ 0.91763988 121. ]
45 72 [ 0.91696284 111.84 ] [ 2.05698078e-03 2.83450172e+00] [ 0.90388177 97. ] [ 0.91765828 118. ]
46 83 [ 0.91694736 111.81 ] [ 1.96116616e-03 2.67467755e+00] [ 0.9063325 105. ] [ 0.917671 119. ]
47 88 [ 0.91671103 111.51 ] [ 2.05149578e-03 3.05448850e+00] [ 0.90628456 101. ] [ 0.917671 117. ]
48 77 [ 0.91650779 112.18 ] [ 2.82850336e-03 2.97449155e+00] [ 0.90120636 102. ] [ 0.91767369 121. ]
49 74 [ 0.91707508 112.28 ] [ 1.64483727e-03 3.04985246e+00] [ 0.90782976 104. ] [ 0.9176737 120. ]
50 72 [ 0.91717627 111.89 ] [ 1.80900660e-03 2.77811087e+00] [ 0.90410445 107. ] [ 0.91767533 121. ]
51 74 [ 0.91705212 110.97 ] [ 2.34712916e-03 2.56302556e+00] [ 0.9005983 103. ] [ 0.91767533 116. ]
52 76 [ 0.91657582 110.82 ] [ 0.00270621 2.49551598] [ 0.90487975 105. ] [ 0.91767533 116. ]
53 81 [ 0.9167099 109.88 ] [ 2.53819148e-03 2.79385039e+00] [ 0.9025173 102. ] [ 0.91769473 117. ]
54 61 [ 0.91707451 110.39 ] [ 2.01106704e-03 2.15357842e+00] [ 0.9040839 105. ] [ 0.91774695 117. ]
55 62 [ 0.91696331 110.71 ] [ 1.92519398e-03 2.24630808e+00] [ 0.90827923 102. ] [ 0.9178148 117. ]
56 76 [ 0.91682756 110.88 ] [ 0.00254247 2.41776757] [ 0.90280253 104. ] [ 0.91775138 118. ]
57 67 [ 0.91621653 110.52 ] [ 0.00417124 2.05173098] [ 0.88825013 104. ] [ 0.9178148 115. ]
58 80 [ 0.9164481 110.43 ] [ 0.00334143 2.70279485] [ 0.89926589 105. ] [ 0.9178148 120. ]
59 80 [ 0.91704419 109.59 ] [ 2.45743241e-03 2.63474856e+00] [ 0.89895659 102. ] [ 0.9178148 116. ]
60 70 [ 0.91689827 109.7 ] [ 2.21677074e-03 2.44744765e+00] [ 0.90691431 103. ] [ 0.9178148 118. ]
61 70 [ 0.9172063 109.05 ] [ 1.48840962e-03 2.33398800e+00] [ 0.90853373 100. ] [ 0.9178148 114. ]
62 76 [ 0.91723778 108.73 ] [ 1.61411257e-03 1.86469837e+00] [ 0.90700216 101. ] [ 0.9178148 112. ]
63 81 [ 0.91704729 108.6 ] [ 0.00260135 2.05912603] [ 0.89717305 103. ] [ 0.9178148 116. ]
64 78 [ 0.91734065 108.83 ] [ 0.0016452 1.56878934] [ 0.9054299 104. ] [ 0.9178148 115. ]
65 71 [ 0.91707133 108.73 ] [ 0.0024707 1.75985795] [ 0.90256467 104. ] [ 0.9178148 116. ]
66 77 [ 0.91692243 108.45 ] [ 0.00309698 2.02175666] [ 0.89405181 102. ] [ 0.91781481 117. ]
67 75 [ 0.91673086 108.81 ] [ 0.00308439 2.23470356] [ 0.89327047 102. ] [ 0.91786819 116. ]
68 76 [ 0.91752812 108.72 ] [ 1.28581712e-03 1.71510933e+00] [ 0.90714649 105. ] [ 0.91786819 117. ]
69 84 [ 0.91720352 108.35 ] [ 0.00206652 1.87283208] [ 0.90335531 102. ] [ 0.91786819 115. ]
70 74 [ 0.91704006 108. ] [ 0.00264739 1.6 ] [ 0.90240214 98. ] [ 0.91786819 111. ]
71 83 [ 0.91670018 107.82 ] [ 0.00235881 2.14653209] [ 0.90649837 100. ] [ 0.91786819 115. ]
72 74 [ 0.91732443 107.56 ] [ 1.53320775e-03 1.58946532e+00] [ 0.90919842 103. ] [ 0.91786819 113. ]
73 79 [ 0.91713315 107.41 ] [ 0.00207153 1.289147 ] [ 0.90680314 103. ] [ 0.91786819 110. ]
74 67 [ 0.91683697 107.32 ] [ 0.00368572 2.15814735] [ 0.89728292 102. ] [ 0.91786819 117. ]
75 76 [ 0.91700147 107.05 ] [ 0.00292024 1.57082781] [ 0.89642977 103. ] [ 0.91786819 115. ]
76 74 [ 0.91726435 107.08 ] [ 1.87901395e-03 1.91143925e+00] [ 0.90475958 104. ] [ 0.91786819 116. ]
77 83 [ 0.91692293 106.53 ] [ 0.00282982 1.82458214] [ 0.89987416 99. ] [ 0.91787242 113. ]
78 73 [ 0.91720043 106.26 ] [ 0.0024912 1.38289551] [ 0.90121492 102. ] [ 0.91789132 111. ]
79 77 [ 0.9165999 105.79 ] [ 0.00433634 1.73375315] [ 0.88772084 102. ] [ 0.91789676 113. ]
80 79 [ 0.91679085 105.55 ] [ 0.00335779 1.6332483 ] [ 0.89568906 99. ] [ 0.91789677 110. ]
81 80 [ 0.91723928 105.8 ] [ 1.84430295e-03 1.91311265e+00] [ 0.90613909 102. ] [ 0.91789676 115. ]
82 73 [ 0.9169772 105.45 ] [ 0.00233257 2.05608852] [ 0.90270027 96. ] [ 0.91789676 112. ]
83 74 [ 0.91727977 106.25 ] [ 0.00174107 1.53866826] [ 0.90602395 100. ] [ 0.91789677 113. ]
84 75 [ 0.91746702 106.12 ] [ 0.00177677 1.6079801 ] [ 0.9025597 100. ] [ 0.91789677 114. ]
85 75 [ 0.91742048 106.29 ] [ 0.00234092 1.70467006] [ 0.89516425 102. ] [ 0.91789677 112. ]
86 75 [ 0.91733093 106. ] [ 0.00210229 1.67332005] [ 0.90223905 102. ] [ 0.91789677 111. ]
87 72 [ 0.91635768 106.08 ] [ 0.00407595 2.48869444] [ 0.88901233 97. ] [ 0.91789677 116. ]
88 83 [ 0.91714746 106.49 ] [ 1.74214074e-03 2.41451859e+00] [ 0.907959 100. ] [ 0.91789677 119. ]
89 83 [ 0.91622977 106.77 ] [ 0.00442435 2.34032049] [ 0.88414029 98. ] [ 0.91789677 114. ]
90 76 [ 0.91727831 107.07 ] [ 2.04463689e-03 2.16450918e+00] [ 0.90253257 100. ] [ 0.91789677 115. ]
91 80 [ 0.9171542 107.15 ] [ 0.0027992 1.84051623] [ 0.89433599 100. ] [ 0.91789677 114. ]
92 75 [ 0.91704319 107.12 ] [ 0.00237374 2.0653329 ] [ 0.9063189 102. ] [ 0.91789677 115. ]
93 77 [ 0.9166723 106.92 ] [ 0.00376204 1.93742097] [ 0.89031767 101. ] [ 0.91789677 114. ]
94 70 [ 0.91719034 106.33 ] [ 0.00246183 1.40751554] [ 0.89825724 101. ] [ 0.91789677 111. ]
95 64 [ 0.9172909 106.02 ] [ 0.00154588 1.3113352 ] [ 0.91013196 102. ] [ 0.91789677 113. ]
96 75 [ 0.91722307 106.03 ] [ 0.00263197 1.32253544] [ 0.90092471 98. ] [ 0.91789677 113. ]
97 68 [ 0.91656039 106.2 ] [ 0.00435857 1.8 ] [ 0.88694937 99. ] [ 0.91789677 112. ]
98 71 [ 0.91622342 105.89 ] [ 0.00493727 1.70818617] [ 0.88479299 100. ] [ 0.91789677 114. ]
99 75 [ 0.91661709 106.03 ] [ 0.0040995 1.62144997] [ 0.88478154 100. ] [ 0.91789677 114. ]
100 80 [ 0.91747666 106.05 ] [ 1.30288156e-03 1.49248116e+00] [ 0.91058687 101. ] [ 0.91789677 116. ]
- 耗时两天。。。。一方面是我设的代数有点多，发现模型基本再100代左右就已经收敛了，所以剩下的代数都是无用功
- 另外一个原因是gboost和xgmboost本来就比较慢。。
compute_score(ENet, train_data[train_data.columns[supports[0]]].values, np.log(SalePrice.values))
(0.11550120899152605, 0.0078702590924465115)
compute_score(GBoost, train_data[train_data.columns[supports[1]]].values, np.log(SalePrice.values))
(0.1150735441405851, 0.0059863590498971343)
compute_score(lasso, train_data[train_data.columns[supports[2]]].values, np.log(SalePrice.values))
(0.11576834449263107, 0.0078684961517621697)
stacked_averaged_models_GA = StackingAveragedModels(base_models = (ENet, GBoost, lasso),
meta_model = model_xgb, supports = supports)
compute_score(stacked_averaged_models_GA, train_data.values, np.log(SalePrice.values))
(0.11332569088538043, 0.009948747794297292)
stacked_averaged_models_GA.fit(train_data.values, np.log(SalePrice.values))
StackingAveragedModels(base_models=(Pipeline(steps=[('robustscaler', RobustScaler(copy=True, with_centering=True, with_scaling=True)), ('elasticnet', ElasticNet(alpha=0.0005, copy_X=True, fit_intercept=True, l1_ratio=0.9,
max_iter=1000, normalize=False, positive=False, precompute=False,
random_state=3, selecti...ve=False, precompute=False, random_state=1,
selection='cyclic', tol=0.0001, warm_start=False))])),
meta_model=XGBRegressor(base_score=0.5, booster='gbtree', colsample_bylevel=1,
colsample_bytree=0.2, gamma=0.0, learning_rate=0.05,
max_delta_step=0, max_depth=6, min_child_weight=1.5, missing=None,
n_estimators=5000, n_jobs=1, nthread=None, objective='reg:linear',
random_state=7, reg_alpha=0.9, reg_lambda=0.6, scale_pos_weight=1,
seed=None, silent=1, subsample=0.2),
n_folds=5,
supports=[[0, 2, 7, 8, 9, 10, 11, 12, 16, 18, 19, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 35, 37, 39, 40, 41, 42, 43, 44, 47, 48, 51, 58, 62, 66, 67, 68, 70, 71, 75, 76, 78, 79, 85, 87, 88, 93, 94, 95, 96, 97, 98, 99, 100, 108, 110, 114, 117, 118, 120, 123, 130, 131, 134, 135, 143, 148, 150,...166, 167, 169, 171, 174, 178, 180, 182, 183, 186, 189, 191, 194, 198, 201, 205, 208, 210, 213, 214]])
res = np.exp(stacked_averaged_models_GA.predict(test_data.values))
Id = pd.read_csv('test.csv').Id
pd.DataFrame({'Id': Id, 'SalePrice': res}).to_csv('2017-8-17-11-17.csv', index=False)
这是根据需求改的另外一个类，多了supports变量，也就是特征选择后的特征
class DifferentFeatureAveragingModels(BaseEstimator, RegressorMixin, TransformerMixin):
def __init__(self, models, supports):
self.models = models
self.supports = []
for support in supports:
self.supports.append([i for i in range(len(support)) if support[i] == True])
# we define clones of the original models to fit the data in
def fit(self, X, y):
self.models_ = [clone(x) for x in self.models]
# Train cloned base models
for i in range(len(self.models_)):
self.models_[i].fit(X[:, self.supports[i]], y)
return self
#Now we do the predictions for cloned models and average them
def predict(self, X):
predictions = np.column_stack([
self.models[i].predict(X[:, self.supports[i]]) for i in range(len(self.models_))
])
return np.mean(predictions, axis=1)
averaged_models = DifferentFeatureAveragingModels(models = (ENet, GBoost, lasso), supports=supports)
compute_score(averaged_models, train_data.values, np.log(SalePrice.values))
(0.09155876812889685, 0.0098478977861897118)
averaged_models.fit(train_data.values, np.log(SalePrice.values))
DifferentFeatureAveragingModels(models=(Pipeline(steps=[('robustscaler', RobustScaler(copy=True, with_centering=True, with_scaling=True)), ('elasticnet', ElasticNet(alpha=0.0005, copy_X=True, fit_intercept=True, l1_ratio=0.9,
max_iter=1000, normalize=False, positive=False, precompute=False,
random_state=3, selection='c...ve=False, precompute=False, random_state=1,
selection='cyclic', tol=0.0001, warm_start=False))])),
supports=[[0, 2, 7, 8, 9, 10, 11, 12, 16, 18, 19, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 35, 37, 39, 40, 41, 42, 43, 44, 47, 48, 51, 58, 62, 66, 67, 68, 70, 71, 75, 76, 78, 79, 85, 87, 88, 93, 94, 95, 96, 97, 98, 99, 100, 108, 110, 114, 117, 118, 120, 123, 130, 131, 134, 135, 143, 148, 150,...166, 167, 169, 171, 174, 178, 180, 182, 183, 186, 189, 191, 194, 198, 201, 205, 208, 210, 213, 214]])
res = np.exp(averaged_models.predict(test_data.values))
pd.DataFrame({'Id': Id, 'SalePrice': res}).to_csv('2017-8-17-15-46.csv', index=False)
selectors_ = [ GeneticSelectionCV(estimator,
cv=5,
verbose=1,
scoring="mean_squared_error",
n_population=100,
crossover_proba=0.7,
mutation_proba=0.2,
n_generations=300,
crossover_independent_proba=0.5,
mutation_independent_proba=0.05,
tournament_size=3,
caching=True,
n_jobs=-1) for estimator in [ENet, GBoost, lasso, model_xgb, KRR] ]
发现三个模型集合缺失有提高，干脆接下来集成学习五个模型
supports_ = []
for selector in selectors_:
selector.fit(train_data.values, np.log(SalePrice.values))
supports_.append(selector.support_)
Selecting features with genetic algorithm.
gen nevals avg std min max
0 100 [ -2.06053874e-02 1.09190000e+02] [ 3.18558949e-03 8.67490058e+00] [ -3.06123648e-02 9.10000000e+01] [ -1.59791901e-02 1.29000000e+02]
1 79 [ -1.86868118e-02 1.12020000e+02] [ 2.09376712e-03 7.15678699e+00] [ -2.95285532e-02 9.60000000e+01] [ -1.48742201e-02 1.26000000e+02]
2 74 [ -1.76052232e-02 1.13930000e+02] [ 1.42359580e-03 6.81066076e+00] [ -2.67606198e-02 1.01000000e+02] [ -1.53454403e-02 1.27000000e+02]
3 72 [ -1.68865880e-02 1.13710000e+02] [ 1.21273106e-03 6.08981937e+00] [ -2.11601788e-02 1.00000000e+02] [ -1.45947791e-02 1.29000000e+02]
4 86 [ -1.60466706e-02 1.15170000e+02] [ 8.58440876e-04 6.64086591e+00] [ -1.91112991e-02 9.90000000e+01] [ -1.45098830e-02 1.32000000e+02]
5 74 [ -1.56068114e-02 1.16220000e+02] [ 9.40952409e-04 6.83751417e+00] [ -2.17093063e-02 1.00000000e+02] [ -1.44154832e-02 1.35000000e+02]
6 71 [ -1.51926793e-02 1.17090000e+02] [ 8.59151501e-04 5.88743577e+00] [ -2.22630454e-02 1.03000000e+02] [ -1.41810744e-02 1.31000000e+02]
7 75 [ -1.48220388e-02 1.18650000e+02] [ 3.78541532e-04 6.38337685e+00] [ -1.61633536e-02 1.02000000e+02] [ -1.40988117e-02 1.31000000e+02]
8 75 [ -1.45928993e-02 1.18820000e+02] [ 3.56281395e-04 5.91334085e+00] [ -1.63837504e-02 1.03000000e+02] [ -1.40624692e-02 1.34000000e+02]
9 73 [ -1.44083407e-02 1.19110000e+02] [ 4.67649169e-04 5.92940975e+00] [ -1.74211465e-02 1.03000000e+02] [ -1.37337908e-02 1.37000000e+02]
10 72 [ -1.41977881e-02 1.19980000e+02] [ 2.70045523e-04 6.64677365e+00] [ -1.51414120e-02 1.06000000e+02] [ -1.37148743e-02 1.44000000e+02]
11 62 [ -1.40695285e-02 1.23770000e+02] [ 2.85048827e-04 7.69656417e+00] [ -1.53651584e-02 1.05000000e+02] [ -1.36951864e-02 1.44000000e+02]
12 70 [ -1.39961053e-02 1.26310000e+02] [ 4.43489853e-04 7.26869314e+00] [ -1.77504849e-02 1.06000000e+02] [ -1.36474687e-02 1.44000000e+02]
13 75 [ -1.38600038e-02 1.28330000e+02] [ 2.52901473e-04 6.85281694e+00] [ -1.55939005e-02 1.05000000e+02] [ -1.36107906e-02 1.45000000e+02]
14 81 [ -1.37694032e-02 1.28780000e+02] [ 1.57513515e-04 5.71065670e+00] [ -1.46090456e-02 1.14000000e+02] [ -1.35778299e-02 1.44000000e+02]
15 83 [ -1.37912772e-02 1.28670000e+02] [ 3.71558400e-04 4.57614467e+00] [ -1.65989184e-02 1.18000000e+02] [ -1.35409180e-02 1.39000000e+02]
16 72 [ -1.37216783e-02 1.29050000e+02] [ 2.33279829e-04 3.93287427e+00] [ -1.49458220e-02 1.22000000e+02] [ -1.35260133e-02 1.39000000e+02]
17 74 [ -1.37015927e-02 1.28890000e+02] [ 1.98963136e-04 4.41337739e+00] [ -1.45991258e-02 1.20000000e+02] [ -1.34919965e-02 1.41000000e+02]
18 78 [ -1.36553269e-02 1.28380000e+02] [ 2.49047189e-04 4.48727089e+00] [ -1.55110901e-02 1.17000000e+02] [ -1.34620789e-02 1.41000000e+02]
19 74 [ -1.36875677e-02 1.27750000e+02] [ 3.40448288e-04 4.12401503e+00] [ -1.51555179e-02 1.17000000e+02] [ -1.34204248e-02 1.37000000e+02]
20 60 [ -1.35688749e-02 1.27560000e+02] [ 1.92650903e-04 4.29725494e+00] [ -1.47728838e-02 1.17000000e+02] [ -1.33748087e-02 1.37000000e+02]
21 83 [ -1.35613940e-02 1.27630000e+02] [ 2.46874291e-04 4.59707516e+00] [ -1.48400730e-02 1.15000000e+02] [ -1.33748087e-02 1.40000000e+02]
22 82 [ -1.35623181e-02 1.26950000e+02] [ 2.99719146e-04 4.16263138e+00] [ -1.49933071e-02 1.15000000e+02] [ -1.33605999e-02 1.34000000e+02]
23 78 [ -1.35458327e-02 1.26530000e+02] [ 3.41513654e-04 4.46867989e+00] [ -1.57294540e-02 1.17000000e+02] [ -1.33550302e-02 1.36000000e+02]
24 88 [ -1.35881455e-02 1.25250000e+02] [ 7.20465660e-04 4.25764019e+00] [ -2.00587334e-02 1.11000000e+02] [ -1.33299520e-02 1.34000000e+02]
25 80 [ -1.35860755e-02 1.24420000e+02] [ 4.10951164e-04 4.67585286e+00] [ -1.59004873e-02 1.11000000e+02] [ -1.33299520e-02 1.35000000e+02]
26 80 [ -1.36192980e-02 1.23360000e+02] [ 7.34757442e-04 4.08049017e+00] [ -1.88924422e-02 1.10000000e+02] [ -1.33147791e-02 1.30000000e+02]
27 60 [ -1.34423872e-02 1.22630000e+02] [ 2.30360678e-04 3.81485255e+00] [ -1.46303585e-02 1.13000000e+02] [ -1.32843116e-02 1.33000000e+02]
28 78 [ -1.34970301e-02 1.21180000e+02] [ 3.97822493e-04 3.93288698e+00] [ -1.54323284e-02 1.09000000e+02] [ -1.32843116e-02 1.30000000e+02]
29 66 [ -1.34489061e-02 1.20030000e+02] [ 4.11053801e-04 4.04834534e+00] [ -1.58811294e-02 1.08000000e+02] [ -1.32608577e-02 1.29000000e+02]
30 76 [ -1.33852887e-02 1.19360000e+02] [ 1.72134955e-04 3.67564960e+00] [ -1.43205213e-02 1.08000000e+02] [ -1.32519177e-02 1.29000000e+02]
31 79 [ -1.34164693e-02 1.19220000e+02] [ 2.88500504e-04 3.60438622e+00] [ -1.52829809e-02 1.08000000e+02] [ -1.32492470e-02 1.31000000e+02]
32 81 [ -1.34001161e-02 1.18720000e+02] [ 2.51032977e-04 3.41490849e+00] [ -1.48833480e-02 1.11000000e+02] [ -1.32453952e-02 1.27000000e+02]
33 75 [ -1.33805788e-02 1.17640000e+02] [ 3.00205313e-04 3.11294073e+00] [ -1.55866805e-02 1.11000000e+02] [ -1.32453952e-02 1.26000000e+02]
34 81 [ -1.34261646e-02 1.16620000e+02] [ 4.81908496e-04 3.53491160e+00] [ -1.60529809e-02 1.08000000e+02] [ -1.32265167e-02 1.27000000e+02]
35 76 [ -1.34477969e-02 1.16880000e+02] [ 7.05282493e-04 3.37425547e+00] [ -1.91819318e-02 1.07000000e+02] [ -1.31991079e-02 1.25000000e+02]
36 78 [ -1.33990178e-02 1.16740000e+02] [ 5.53045996e-04 3.50034284e+00] [ -1.82113919e-02 1.07000000e+02] [ -1.31914118e-02 1.26000000e+02]
37 84 [ -1.33573502e-02 1.15830000e+02] [ 3.13917882e-04 3.77108738e+00] [ -1.50366997e-02 1.05000000e+02] [ -1.31663287e-02 1.23000000e+02]
38 77 [ -1.33781638e-02 1.16050000e+02] [ 3.44485137e-04 4.47297440e+00] [ -1.52407895e-02 9.90000000e+01] [ -1.31821369e-02 1.24000000e+02]
39 64 [ -1.33044905e-02 1.15590000e+02] [ 2.40348372e-04 4.16676133e+00] [ -1.45812121e-02 1.03000000e+02] [ -1.31707440e-02 1.26000000e+02]
40 74 [ -1.32909746e-02 1.13970000e+02] [ 2.64637816e-04 3.93815947e+00] [ -1.47948515e-02 1.03000000e+02] [ -1.31678643e-02 1.26000000e+02]
41 76 [ -1.33336360e-02 1.13220000e+02] [ 4.62754899e-04 3.34837274e+00] [ -1.62300702e-02 1.05000000e+02] [ -1.31573367e-02 1.24000000e+02]
42 73 [ -1.32844407e-02 1.12590000e+02] [ 3.01796122e-04 3.61135709e+00] [ -1.55364257e-02 1.05000000e+02] [ -1.31441402e-02 1.24000000e+02]
43 70 [ -1.33148326e-02 1.11910000e+02] [ 3.07499046e-04 3.03016501e+00] [ -1.46481738e-02 1.03000000e+02] [ -1.31339338e-02 1.21000000e+02]
44 79 [ -1.32607492e-02 1.11680000e+02] [ 2.61963966e-04 3.43185081e+00] [ -1.49158014e-02 1.03000000e+02] [ -1.31286725e-02 1.21000000e+02]
45 60 [ -1.32464113e-02 1.11050000e+02] [ 2.33657633e-04 3.37453701e+00] [ -1.42633295e-02 1.00000000e+02] [ -1.31286725e-02 1.19000000e+02]
46 77 [ -1.32625344e-02 1.10170000e+02] [ 3.04703701e-04 2.94976270e+00] [ -1.46988086e-02 1.01000000e+02] [ -1.31236334e-02 1.20000000e+02]
47 68 [ -1.32370843e-02 1.10260000e+02] [ 3.19593975e-04 2.75905781e+00] [ -1.50342317e-02 1.02000000e+02] [ -1.31143622e-02 1.19000000e+02]
48 83 [ -1.32677096e-02 1.08990000e+02] [ 3.86156712e-04 2.38535113e+00] [ -1.56974968e-02 1.01000000e+02] [ -1.31151680e-02 1.15000000e+02]
49 79 [ -1.32525353e-02 1.08480000e+02] [ 4.58734955e-04 2.22027025e+00] [ -1.71864389e-02 1.01000000e+02] [ -1.31150939e-02 1.13000000e+02]
50 63 [ -1.32037460e-02 1.08430000e+02] [ 2.99277829e-04 1.78468485e+00] [ -1.56687263e-02 1.04000000e+02] [ -1.31135419e-02 1.13000000e+02]
51 72 [ -1.32304137e-02 1.07610000e+02] [ 2.98582840e-04 2.11137396e+00] [ -1.50113380e-02 1.01000000e+02] [ -1.31137671e-02 1.13000000e+02]
52 71 [ -1.32574072e-02 1.07640000e+02] [ 4.42552838e-04 2.37705700e+00] [ -1.59953388e-02 1.00000000e+02] [ -1.31137671e-02 1.16000000e+02]
53 75 [ -1.32416354e-02 1.07470000e+02] [ 3.32533045e-04 2.24702025e+00] [ -1.53188635e-02 1.01000000e+02] [ -1.31137671e-02 1.13000000e+02]
54 86 [ -1.31816517e-02 1.07710000e+02] [ 1.92530677e-04 2.21492664e+00] [ -1.43543488e-02 1.02000000e+02] [ -1.31108106e-02 1.16000000e+02]
55 79 [ -1.32705337e-02 1.08140000e+02] [ 6.69136540e-04 1.86558302e+00] [ -1.93734077e-02 1.02000000e+02] [ -1.31014344e-02 1.12000000e+02]
56 80 [ -1.32210279e-02 1.08030000e+02] [ 3.21955639e-04 1.95680863e+00] [ -1.54049384e-02 1.02000000e+02] [ -1.31014344e-02 1.16000000e+02]
57 80 [ -1.32215638e-02 1.07400000e+02] [ 3.12699264e-04 2.24499443e+00] [ -1.46297252e-02 1.00000000e+02] [ -1.30998825e-02 1.14000000e+02]
58 78 [ -1.32830004e-02 1.07150000e+02] [ 4.67583048e-04 2.11837202e+00] [ -1.58468824e-02 1.01000000e+02] [ -1.30992528e-02 1.14000000e+02]
59 72 [ -1.32057259e-02 1.07020000e+02] [ 2.81985556e-04 2.29773802e+00] [ -1.44083216e-02 1.01000000e+02] [ -1.30990373e-02 1.16000000e+02]
60 79 [ -1.31781282e-02 1.06900000e+02] [ 1.72653034e-04 1.90525589e+00] [ -1.40709826e-02 1.03000000e+02] [ -1.30867355e-02 1.12000000e+02]
61 75 [ -1.32659234e-02 1.06410000e+02] [ 6.22431047e-04 2.07891799e+00] [ -1.84745471e-02 1.02000000e+02] [ -1.30988013e-02 1.11000000e+02]
62 78 [ -1.32022115e-02 1.06010000e+02] [ 3.10436912e-04 2.49998000e+00] [ -1.51523389e-02 1.00000000e+02] [ -1.30989502e-02 1.16000000e+02]
63 72 [ -1.31917881e-02 1.06430000e+02] [ 2.50824593e-04 2.05550480e+00] [ -1.45287092e-02 1.01000000e+02] [ -1.30989502e-02 1.15000000e+02]
64 76 [ -1.31681349e-02 1.06310000e+02] [ 2.60899135e-04 1.77028246e+00] [ -1.49123341e-02 1.01000000e+02] [ -1.30955561e-02 1.13000000e+02]
65 78 [ -1.32134338e-02 1.06430000e+02] [ 2.79460962e-04 1.89871009e+00] [ -1.43847849e-02 9.70000000e+01] [ -1.30951990e-02 1.12000000e+02]
66 84 [ -1.32074215e-02 1.05900000e+02] [ 2.67088612e-04 1.64620776e+00] [ -1.41645131e-02 1.01000000e+02] [ -1.30951990e-02 1.09000000e+02]
67 74 [ -1.31825633e-02 1.06340000e+02] [ 3.25206227e-04 2.20099977e+00] [ -1.59827904e-02 1.01000000e+02] [ -1.30937625e-02 1.15000000e+02]
68 78 [ -1.32252991e-02 1.05960000e+02] [ 3.67529903e-04 1.84889156e+00] [ -1.60382255e-02 1.01000000e+02] [ -1.30937625e-02 1.12000000e+02]
69 79 [ -1.32516054e-02 1.06440000e+02] [ 3.85690952e-04 2.10864886e+00] [ -1.49337151e-02 1.00000000e+02] [ -1.30884075e-02 1.14000000e+02]
70 71 [ -1.32233623e-02 1.06030000e+02] [ 3.12841358e-04 2.42674679e+00] [ -1.50879145e-02 9.70000000e+01] [ -1.30884075e-02 1.12000000e+02]
71 79 [ -1.33073826e-02 1.06010000e+02] [ 7.78597350e-04 2.25608067e+00] [ -2.00725685e-02 1.02000000e+02] [ -1.30884074e-02 1.16000000e+02]
72 75 [ -1.31913364e-02 1.06250000e+02] [ 2.94977944e-04 2.46322959e+00] [ -1.48102344e-02 9.60000000e+01] [ -1.30884074e-02 1.13000000e+02]
73 76 [ -1.32962776e-02 1.07320000e+02] [ 4.43824368e-04 2.40366387e+00] [ -1.57271565e-02 9.80000000e+01] [ -1.30778174e-02 1.12000000e+02]
74 78 [ -1.32376377e-02 1.08040000e+02] [ 6.01811452e-04 2.34912750e+00] [ -1.85912800e-02 1.03000000e+02] [ -1.30672534e-02 1.18000000e+02]
75 78 [ -1.31855234e-02 1.08180000e+02] [ 3.07020916e-04 2.03164958e+00] [ -1.49239475e-02 1.00000000e+02] [ -1.30672534e-02 1.14000000e+02]
76 72 [ -1.31846144e-02 1.07570000e+02] [ 4.06916996e-04 1.75644527e+00] [ -1.64227611e-02 1.03000000e+02] [ -1.30672534e-02 1.12000000e+02]
77 71 [ -1.32580774e-02 1.07560000e+02] [ 3.94936339e-04 2.63939387e+00] [ -1.52017686e-02 9.80000000e+01] [ -1.30672534e-02 1.14000000e+02]
78 72 [ -1.32361776e-02 1.07380000e+02] [ 3.61985241e-04 2.42396370e+00] [ -1.46817624e-02 1.02000000e+02] [ -1.30619076e-02 1.15000000e+02]
79 82 [ -1.31921127e-02 1.07180000e+02] [ 4.54315300e-04 1.74000000e+00] [ -1.68754791e-02 1.04000000e+02] [ -1.30519349e-02 1.13000000e+02]
80 87 [ -1.31585857e-02 1.06540000e+02] [ 2.20243841e-04 2.00708744e+00] [ -1.40244464e-02 9.90000000e+01] [ -1.30509347e-02 1.13000000e+02]
81 85 [ -1.32318727e-02 1.06830000e+02] [ 3.96262752e-04 2.24078111e+00] [ -1.49001011e-02 1.01000000e+02] [ -1.30509347e-02 1.14000000e+02]
82 61 [ -1.31743542e-02 1.06680000e+02] [ 2.73919974e-04 2.12546466e+00] [ -1.46683216e-02 1.03000000e+02] [ -1.30509347e-02 1.14000000e+02]
83 67 [ -1.31292598e-02 1.06580000e+02] [ 2.10273308e-04 2.37983193e+00] [ -1.42440224e-02 9.80000000e+01] [ -1.30470031e-02 1.13000000e+02]
84 85 [ -1.31803633e-02 1.05990000e+02] [ 3.13693232e-04 2.37274103e+00] [ -1.49460909e-02 1.00000000e+02] [ -1.30450980e-02 1.16000000e+02]
85 82 [ -1.32529920e-02 1.05150000e+02] [ 5.48136981e-04 2.22429764e+00] [ -1.65184714e-02 1.00000000e+02] [ -1.30421949e-02 1.13000000e+02]
86 79 [ -1.31644807e-02 1.05080000e+02] [ 3.08085558e-04 2.04293906e+00] [ -1.50879431e-02 9.90000000e+01] [ -1.30421949e-02 1.12000000e+02]
87 77 [ -1.31772258e-02 1.04720000e+02] [ 4.19851060e-04 2.20490363e+00] [ -1.52441206e-02 9.80000000e+01] [ -1.30421949e-02 1.11000000e+02]
88 82 [ -1.31878238e-02 1.04530000e+02] [ 3.59301923e-04 2.10454271e+00] [ -1.52907260e-02 9.90000000e+01] [ -1.30421949e-02 1.12000000e+02]
89 77 [ -1.31106736e-02 1.04060000e+02] [ 1.93227097e-04 2.28394396e+00] [ -1.40480636e-02 9.70000000e+01] [ -1.30421949e-02 1.11000000e+02]
90 82 [ -1.31523540e-02 1.03380000e+02] [ 2.91190644e-04 2.21711524e+00] [ -1.47297190e-02 9.60000000e+01] [ -1.30421949e-02 1.09000000e+02]
91 75 [ -1.31719592e-02 1.03130000e+02] [ 3.22954174e-04 2.30067381e+00] [ -1.45497648e-02 9.80000000e+01] [ -1.30421949e-02 1.12000000e+02]
92 76 [ -1.31551837e-02 1.02750000e+02] [ 3.39953517e-04 2.14184500e+00] [ -1.52875378e-02 9.60000000e+01] [ -1.30421949e-02 1.13000000e+02]
93 81 [ -1.31636499e-02 1.03010000e+02] [ 3.60987868e-04 2.32161582e+00] [ -1.55671542e-02 9.80000000e+01] [ -1.30421949e-02 1.12000000e+02]
94 80 [ -1.31266697e-02 1.03180000e+02] [ 2.46532742e-04 2.05611284e+00] [ -1.43382461e-02 9.80000000e+01] [ -1.30421949e-02 1.11000000e+02]
95 69 [ -1.31179566e-02 1.03300000e+02] [ 2.26410727e-04 1.90525589e+00] [ -1.43409908e-02 9.70000000e+01] [ -1.30421949e-02 1.09000000e+02]
96 73 [ -1.31436161e-02 1.03830000e+02] [ 2.75679877e-04 2.16820202e+00] [ -1.49177741e-02 9.60000000e+01] [ -1.30421949e-02 1.10000000e+02]
97 83 [ -1.31666229e-02 1.04010000e+02] [ 3.40466884e-04 1.93129490e+00] [ -1.48352758e-02 9.80000000e+01] [ -1.30385514e-02 1.11000000e+02]
98 84 [ -1.32401922e-02 1.03920000e+02] [ 4.81817854e-04 1.85299757e+00] [ -1.60508676e-02 9.80000000e+01] [ -1.30385514e-02 1.10000000e+02]
99 74 [ -1.31000318e-02 1.04070000e+02] [ 1.73370812e-04 1.36568664e+00] [ -1.43277828e-02 1.00000000e+02] [ -1.30385514e-02 1.08000000e+02]
100 86 [ -1.31473731e-02 1.03820000e+02] [ 4.47234243e-04 1.50585524e+00] [ -1.70451883e-02 9.80000000e+01] [ -1.30385514e-02 1.08000000e+02]
101 70 [ -1.31162380e-02 1.03390000e+02] [ 2.39216464e-04 1.74295726e+00] [ -1.48821607e-02 9.70000000e+01] [ -1.30344146e-02 1.11000000e+02]
102 74 [ -1.31499559e-02 1.02830000e+02] [ 3.45931591e-04 1.54954832e+00] [ -1.51737181e-02 9.90000000e+01] [ -1.30344146e-02 1.10000000e+02]
103 74 [ -1.31787945e-02 1.02390000e+02] [ 6.15810707e-04 1.55495981e+00] [ -1.86932693e-02 9.80000000e+01] [ -1.30344146e-02 1.08000000e+02]
104 75 [ -1.31275680e-02 1.02260000e+02] [ 2.62832876e-04 1.70070574e+00] [ -1.51271966e-02 9.60000000e+01] [ -1.30342867e-02 1.08000000e+02]
105 84 [ -1.31712149e-02 1.02370000e+02] [ 3.98837846e-04 1.94244691e+00] [ -1.56103511e-02 9.80000000e+01] [ -1.30341789e-02 1.10000000e+02]
106 77 [ -1.31080893e-02 1.01860000e+02] [ 2.33401080e-04 1.53635933e+00] [ -1.45409128e-02 9.80000000e+01] [ -1.30341789e-02 1.07000000e+02]
107 80 [ -1.31244563e-02 1.01130000e+02] [ 3.11861060e-04 1.73582833e+00] [ -1.48451473e-02 9.50000000e+01] [ -1.30341789e-02 1.07000000e+02]
108 82 [ -1.31129540e-02 1.00660000e+02] [ 2.42167787e-04 1.63841387e+00] [ -1.45078082e-02 9.70000000e+01] [ -1.30341789e-02 1.08000000e+02]
109 68 [ -1.31813446e-02 1.00300000e+02] [ 5.92903924e-04 1.59059737e+00] [ -1.80113163e-02 9.70000000e+01] [ -1.30341789e-02 1.10000000e+02]
110 78 [ -1.31421182e-02 9.96600000e+01] [ 2.96499987e-04 1.43680200e+00] [ -1.46147015e-02 9.30000000e+01] [ -1.30341789e-02 1.06000000e+02]
111 77 [ -1.31890032e-02 9.91200000e+01] [ 4.25292978e-04 1.62653005e+00] [ -1.54536545e-02 9.40000000e+01] [ -1.30341789e-02 1.07000000e+02]
112 79 [ -1.32261442e-02 9.89100000e+01] [ 4.73704119e-04 2.01044771e+00] [ -1.56504966e-02 9.30000000e+01] [ -1.30341789e-02 1.05000000e+02]
113 81 [ -1.31795682e-02 9.82800000e+01] [ 3.62946769e-04 1.79488161e+00] [ -1.47805203e-02 9.00000000e+01] [ -1.30341789e-02 1.06000000e+02]
114 77 [ -1.31887809e-02 9.81700000e+01] [ 3.18167147e-04 2.02017326e+00] [ -1.48646993e-02 9.20000000e+01] [ -1.30341789e-02 1.06000000e+02]
115 77 [ -1.32452101e-02 9.82900000e+01] [ 7.19304393e-04 1.79050272e+00] [ -1.88994808e-02 9.10000000e+01] [ -1.30341789e-02 1.04000000e+02]
116 81 [ -1.30991491e-02 9.82000000e+01] [ 2.10404927e-04 1.33416641e+00] [ -1.46740390e-02 9.30000000e+01] [ -1.30341789e-02 1.03000000e+02]
117 78 [ -1.31338328e-02 9.82300000e+01] [ 3.89019446e-04 9.98548947e-01] [ -1.52334616e-02 9.70000000e+01] [ -1.30341789e-02 1.04000000e+02]
118 73 [ -1.31534604e-02 9.84500000e+01] [ 3.17437266e-04 1.35185058e+00] [ -1.44462284e-02 9.40000000e+01] [ -1.30341789e-02 1.04000000e+02]
119 67 [ -1.32067020e-02 9.82700000e+01] [ 6.96777074e-04 1.95374000e+00] [ -1.95467420e-02 9.10000000e+01] [ -1.30341789e-02 1.09000000e+02]
120 71 [ -1.31460345e-02 9.83500000e+01] [ 3.16963721e-04 1.59608897e+00] [ -1.49207185e-02 9.30000000e+01] [ -1.30341789e-02 1.06000000e+02]
121 81 [ -1.31016144e-02 9.82900000e+01] [ 2.06189320e-04 1.35863902e+00] [ -1.41559320e-02 9.40000000e+01] [ -1.30341789e-02 1.06000000e+02]
122 82 [ -1.31220074e-02 9.83600000e+01] [ 3.30623180e-04 1.83040979e+00] [ -1.52553993e-02 9.10000000e+01] [ -1.30341789e-02 1.08000000e+02]
123 74 [ -1.31978705e-02 9.83900000e+01] [ 3.71122169e-04 2.07795573e+00] [ -1.52267638e-02 9.20000000e+01] [ -1.30341789e-02 1.10000000e+02]
124 68 [ -1.31059760e-02 9.80100000e+01] [ 1.99498928e-04 1.14450863e+00] [ -1.40300737e-02 9.30000000e+01] [ -1.30341789e-02 1.04000000e+02]
125 77 [ -1.31260812e-02 9.80300000e+01] [ 2.92671589e-04 1.27636202e+00] [ -1.46589792e-02 9.30000000e+01] [ -1.30341789e-02 1.06000000e+02]
126 77 [ -1.31720931e-02 9.84300000e+01] [ 3.55659270e-04 1.56368155e+00] [ -1.49518513e-02 9.40000000e+01] [ -1.30341789e-02 1.05000000e+02]
127 77 [ -1.30954599e-02 9.84400000e+01] [ 1.46366065e-04 1.76249823e+00] [ -1.37553757e-02 9.60000000e+01] [ -1.30341789e-02 1.08000000e+02]
128 75 [ -1.31372847e-02 9.82000000e+01] [ 3.00331199e-04 1.05830052e+00] [ -1.45955138e-02 9.30000000e+01] [ -1.30341789e-02 1.04000000e+02]
129 84 [ -1.31831442e-02 9.81800000e+01] [ 4.38553583e-04 1.40982268e+00] [ -1.64259938e-02 9.20000000e+01] [ -1.30341789e-02 1.04000000e+02]
130 76 [ -1.31436006e-02 9.83400000e+01] [ 3.26994281e-04 1.30552671e+00] [ -1.55291268e-02 9.60000000e+01] [ -1.30341789e-02 1.04000000e+02]
131 68 [ -1.31673081e-02 9.84200000e+01] [ 3.71638884e-04 1.45725770e+00] [ -1.56037372e-02 9.50000000e+01] [ -1.30341789e-02 1.05000000e+02]
132 77 [ -1.31250352e-02 9.85400000e+01] [ 2.29899579e-04 1.81339461e+00] [ -1.43767982e-02 9.40000000e+01] [ -1.30341789e-02 1.06000000e+02]
133 80 [ -1.31032074e-02 9.82500000e+01] [ 1.97452251e-04 1.37386317e+00] [ -1.42683750e-02 9.20000000e+01] [ -1.30341789e-02 1.07000000e+02]
134 76 [ -1.32233516e-02 9.82500000e+01] [ 4.19405795e-04 1.84594149e+00] [ -1.52602136e-02 9.30000000e+01] [ -1.30341789e-02 1.05000000e+02]
135 83 [ -1.31376073e-02 9.83300000e+01] [ 2.47345270e-04 1.54954832e+00] [ -1.42418353e-02 9.40000000e+01] [ -1.30341789e-02 1.06000000e+02]
136 73 [ -1.30806073e-02 9.82500000e+01] [ 1.59055979e-04 1.16940156e+00] [ -1.40261796e-02 9.50000000e+01] [ -1.30341789e-02 1.05000000e+02]
137 72 [ -1.31340718e-02 9.81400000e+01] [ 3.26047639e-04 1.43540935e+00] [ -1.51148076e-02 9.20000000e+01] [ -1.30341789e-02 1.05000000e+02]
138 72 [ -1.31257742e-02 9.80400000e+01] [ 2.94551376e-04 1.07628992e+00] [ -1.51720752e-02 9.40000000e+01] [ -1.30341789e-02 1.03000000e+02]
139 65 [ -1.31501117e-02 9.86200000e+01] [ 2.70326107e-04 2.12499412e+00] [ -1.40765910e-02 9.50000000e+01] [ -1.30341789e-02 1.10000000e+02]
140 85 [ -1.31983478e-02 9.79400000e+01] [ 4.49991671e-04 1.76533283e+00] [ -1.52889410e-02 9.20000000e+01] [ -1.30341789e-02 1.05000000e+02]
141 72 [ -1.31204031e-02 9.81500000e+01] [ 3.03433293e-04 1.55804365e+00] [ -1.52085113e-02 9.20000000e+01] [ -1.30293771e-02 1.06000000e+02]
142 83 [ -1.31328373e-02 9.81100000e+01] [ 3.30204560e-04 9.15368778e-01] [ -1.51344213e-02 9.50000000e+01] [ -1.30293771e-02 1.02000000e+02]
143 82 [ -1.31394935e-02 9.79900000e+01] [ 3.32772738e-04 1.38199132e+00] [ -1.57235150e-02 9.40000000e+01] [ -1.30293771e-02 1.04000000e+02]
144 82 [ -1.31550851e-02 9.78100000e+01] [ 3.47167404e-04 1.50794562e+00] [ -1.49896196e-02 9.40000000e+01] [ -1.30293771e-02 1.03000000e+02]
145 79 [ -1.30891681e-02 9.74700000e+01] [ 1.80327301e-04 1.60284123e+00] [ -1.44426995e-02 9.10000000e+01] [ -1.30293771e-02 1.04000000e+02]
146 79 [ -1.31539376e-02 9.71800000e+01] [ 3.14767028e-04 1.24402572e+00] [ -1.45627170e-02 9.10000000e+01] [ -1.30293771e-02 1.01000000e+02]
147 80 [ -1.31221684e-02 9.72900000e+01] [ 2.65271368e-04 1.43034961e+00] [ -1.48698052e-02 9.40000000e+01] [ -1.30293771e-02 1.04000000e+02]
148 77 [ -1.31224649e-02 9.74500000e+01] [ 2.91257102e-04 1.50582203e+00] [ -1.49468664e-02 9.20000000e+01] [ -1.30293771e-02 1.03000000e+02]
149 71 [ -1.30995582e-02 9.73000000e+01] [ 2.09448485e-04 1.72336879e+00] [ -1.40669103e-02 9.30000000e+01] [ -1.30293771e-02 1.07000000e+02]
150 83 [ -1.31549930e-02 9.75600000e+01] [ 3.28214339e-04 1.85105375e+00] [ -1.48699858e-02 9.30000000e+01] [ -1.30219994e-02 1.04000000e+02]
151 82 [ -1.31652513e-02 9.74000000e+01] [ 4.09482885e-04 1.32664992e+00] [ -1.56393126e-02 9.50000000e+01] [ -1.30219994e-02 1.03000000e+02]
152 74 [ -1.32338500e-02 9.70200000e+01] [ 6.96453025e-04 1.31133520e+00] [ -1.89266745e-02 9.00000000e+01] [ -1.30216692e-02 1.02000000e+02]
153 72 [ -1.31473705e-02 9.73300000e+01] [ 3.76492975e-04 1.56878934e+00] [ -1.58854512e-02 9.50000000e+01] [ -1.30216692e-02 1.05000000e+02]
154 74 [ -1.31226862e-02 9.69600000e+01] [ 2.66704491e-04 1.63046006e+00] [ -1.47587189e-02 9.40000000e+01] [ -1.30216692e-02 1.04000000e+02]
155 80 [ -1.31502722e-02 9.68300000e+01] [ 3.07417305e-04 2.05453158e+00] [ -1.44374604e-02 9.10000000e+01] [ -1.30216692e-02 1.06000000e+02]
156 76 [ -1.31577141e-02 9.62200000e+01] [ 4.41490740e-04 1.64060964e+00] [ -1.63477836e-02 8.70000000e+01] [ -1.30216692e-02 1.03000000e+02]
157 66 [ -1.31182705e-02 9.62700000e+01] [ 3.86501121e-04 1.22356038e+00] [ -1.63947290e-02 9.20000000e+01] [ -1.30216692e-02 1.02000000e+02]
158 73 [ -1.32784062e-02 9.63600000e+01] [ 9.46023746e-04 1.32302683e+00] [ -1.95296401e-02 9.40000000e+01] [ -1.30216692e-02 1.03000000e+02]
159 76 [ -1.31251540e-02 9.64600000e+01] [ 2.71177291e-04 1.62739055e+00] [ -1.44335429e-02 9.20000000e+01] [ -1.30216692e-02 1.03000000e+02]
160 74 [ -1.30889210e-02 9.63300000e+01] [ 1.78179958e-04 1.36422139e+00] [ -1.40204798e-02 9.20000000e+01] [ -1.30216692e-02 1.03000000e+02]
161 70 [ -1.32094826e-02 9.63400000e+01] [ 5.91708748e-04 1.68653491e+00] [ -1.82611605e-02 9.20000000e+01] [ -1.30216692e-02 1.05000000e+02]
162 68 [ -1.31451348e-02 9.64700000e+01] [ 3.19372375e-04 1.65804101e+00] [ -1.46159126e-02 9.30000000e+01] [ -1.30216692e-02 1.04000000e+02]
163 75 [ -1.31583700e-02 9.63600000e+01] [ 6.22356828e-04 1.60947196e+00] [ -1.89383215e-02 9.00000000e+01] [ -1.30216692e-02 1.04000000e+02]
164 81 [ -1.31770887e-02 9.62200000e+01] [ 4.40994538e-04 1.44623650e+00] [ -1.60799861e-02 9.00000000e+01] [ -1.30216692e-02 1.01000000e+02]
165 70 [ -1.31439959e-02 9.63200000e+01] [ 3.57296473e-04 2.02918703e+00] [ -1.48710861e-02 8.90000000e+01] [ -1.30216692e-02 1.06000000e+02]
166 83 [ -1.32317062e-02 9.63500000e+01] [ 7.41622763e-04 2.25554871e+00] [ -1.96277465e-02 9.00000000e+01] [ -1.30216692e-02 1.05000000e+02]
167 78 [ -1.31080652e-02 9.61300000e+01] [ 2.85333850e-04 1.76439791e+00] [ -1.49429365e-02 9.00000000e+01] [ -1.30216692e-02 1.06000000e+02]
168 79 [ -1.31253062e-02 9.63100000e+01] [ 3.13984570e-04 1.94265283e+00] [ -1.48963184e-02 9.10000000e+01] [ -1.30216692e-02 1.08000000e+02]
169 87 [ -1.31130769e-02 9.64600000e+01] [ 2.86022400e-04 1.59637088e+00] [ -1.45894355e-02 9.10000000e+01] [ -1.30216692e-02 1.04000000e+02]
170 77 [ -1.31274764e-02 9.64800000e+01] [ 3.08316802e-04 1.78033705e+00] [ -1.52101848e-02 9.20000000e+01] [ -1.30216692e-02 1.03000000e+02]
171 83 [ -1.31488150e-02 9.62000000e+01] [ 3.28191419e-04 1.80554701e+00] [ -1.46930830e-02 9.10000000e+01] [ -1.30214104e-02 1.04000000e+02]
172 83 [ -1.31331070e-02 9.57400000e+01] [ 3.23458310e-04 1.87946801e+00] [ -1.49232478e-02 8.80000000e+01] [ -1.30216692e-02 1.04000000e+02]
173 75 [ -1.32129278e-02 9.57600000e+01] [ 7.81765024e-04 1.97038067e+00] [ -2.04242265e-02 8.50000000e+01] [ -1.30216692e-02 1.03000000e+02]
174 80 [ -1.31805822e-02 9.52500000e+01] [ 4.42433954e-04 2.01680440e+00] [ -1.57411702e-02 8.80000000e+01] [ -1.30216692e-02 1.04000000e+02]
175 77 [ -1.31422309e-02 9.54300000e+01] [ 3.75001889e-04 1.57006369e+00] [ -1.50213869e-02 9.00000000e+01] [ -1.30216692e-02 1.01000000e+02]
176 77 [ -1.31687829e-02 9.52200000e+01] [ 3.67030174e-04 1.55293271e+00] [ -1.49543081e-02 9.10000000e+01] [ -1.30216692e-02 1.04000000e+02]
177 71 [ -1.31291667e-02 9.53100000e+01] [ 2.54837777e-04 1.45392572e+00] [ -1.45424809e-02 9.20000000e+01] [ -1.30216692e-02 1.02000000e+02]
178 72 [ -1.31110758e-02 9.52100000e+01] [ 2.50486805e-04 1.49863271e+00] [ -1.42416079e-02 8.80000000e+01] [ -1.30216692e-02 1.02000000e+02]
179 65 [ -1.31111290e-02 9.53600000e+01] [ 2.73188495e-04 1.50013333e+00] [ -1.46064588e-02 9.20000000e+01] [ -1.30216692e-02 1.02000000e+02]
180 72 [ -1.31626479e-02 9.53400000e+01] [ 3.92751194e-04 1.76193076e+00] [ -1.52424355e-02 8.90000000e+01] [ -1.30216692e-02 1.04000000e+02]
181 72 [ -1.31235821e-02 9.52800000e+01] [ 3.09720864e-04 1.59423963e+00] [ -1.48765833e-02 8.80000000e+01] [ -1.30216692e-02 1.03000000e+02]
182 75 [ -1.31719030e-02 9.51900000e+01] [ 3.06297519e-04 1.54722332e+00] [ -1.43647219e-02 9.00000000e+01] [ -1.30216692e-02 1.03000000e+02]
183 78 [ -1.31930189e-02 9.51500000e+01] [ 4.02982609e-04 1.52561463e+00] [ -1.47955860e-02 9.10000000e+01] [ -1.30216692e-02 1.02000000e+02]
184 77 [ -1.32478820e-02 9.53600000e+01] [ 7.35091406e-04 1.64632925e+00] [ -1.95049833e-02 9.10000000e+01] [ -1.30216692e-02 1.02000000e+02]
185 71 [ -1.31338409e-02 9.55400000e+01] [ 3.09561721e-04 1.53896069e+00] [ -1.47482087e-02 9.20000000e+01] [ -1.30216692e-02 1.01000000e+02]
186 81 [ -1.31248123e-02 9.56100000e+01] [ 3.20071827e-04 2.04887774e+00] [ -1.49640040e-02 9.20000000e+01] [ -1.30216692e-02 1.06000000e+02]
187 73 [ -1.31269914e-02 9.52500000e+01] [ 3.12415786e-04 1.45172311e+00] [ -1.47430028e-02 9.00000000e+01] [ -1.30216692e-02 1.02000000e+02]
188 77 [ -1.31983940e-02 9.54100000e+01] [ 3.78844447e-04 2.01044771e+00] [ -1.45053346e-02 8.70000000e+01] [ -1.30216692e-02 1.03000000e+02]
189 79 [ -1.31565490e-02 9.54900000e+01] [ 3.89812908e-04 1.88941790e+00] [ -1.55759727e-02 9.00000000e+01] [ -1.30216692e-02 1.06000000e+02]
190 77 [ -1.31694392e-02 9.57600000e+01] [ 3.64075671e-04 2.03036942e+00] [ -1.50592047e-02 8.80000000e+01] [ -1.30216692e-02 1.03000000e+02]
191 69 [ -1.32689892e-02 9.54400000e+01] [ 9.25866946e-04 1.73389734e+00] [ -1.99998573e-02 9.10000000e+01] [ -1.30216692e-02 1.04000000e+02]
192 85 [ -1.31727572e-02 9.53600000e+01] [ 3.83574940e-04 1.55897402e+00] [ -1.50358566e-02 8.80000000e+01] [ -1.30216692e-02 1.01000000e+02]
193 72 [ -1.30932614e-02 9.54600000e+01] [ 2.19556375e-04 1.35955875e+00] [ -1.47497432e-02 9.30000000e+01] [ -1.30216692e-02 1.00000000e+02]
194 81 [ -1.31515393e-02 9.52500000e+01] [ 3.34711696e-04 1.24398553e+00] [ -1.48149023e-02 9.10000000e+01] [ -1.30216692e-02 1.01000000e+02]
195 76 [ -1.31376292e-02 9.55600000e+01] [ 3.20253586e-04 1.64511398e+00] [ -1.50083956e-02 9.30000000e+01] [ -1.30216692e-02 1.03000000e+02]
196 75 [ -1.31372724e-02 9.52900000e+01] [ 2.77667736e-04 1.20245582e+00] [ -1.42089605e-02 9.20000000e+01] [ -1.30216692e-02 1.01000000e+02]
197 75 [ -1.31822493e-02 9.51200000e+01] [ 4.36159551e-04 1.57022291e+00] [ -1.58771069e-02 9.00000000e+01] [ -1.30216692e-02 1.03000000e+02]
198 84 [ -1.31245887e-02 9.53500000e+01] [ 3.12079630e-04 1.55161206e+00] [ -1.50023272e-02 9.00000000e+01] [ -1.30216692e-02 1.02000000e+02]
199 73 [ -1.31671042e-02 9.54100000e+01] [ 6.34249597e-04 1.54334053e+00] [ -1.90122288e-02 9.30000000e+01] [ -1.30216692e-02 1.02000000e+02]
200 79 [ -1.31276520e-02 9.52800000e+01] [ 2.94781034e-04 1.44277510e+00] [ -1.48779874e-02 9.10000000e+01] [ -1.30216692e-02 1.02000000e+02]
201 75 [ -1.31573434e-02 9.51900000e+01] [ 3.59037469e-04 2.04301248e+00] [ -1.50783993e-02 8.80000000e+01] [ -1.30216692e-02 1.03000000e+02]
202 71 [ -1.31451533e-02 9.54300000e+01] [ 3.41177869e-04 1.63251340e+00] [ -1.50335239e-02 9.10000000e+01] [ -1.30216692e-02 1.03000000e+02]
203 82 [ -1.31992319e-02 9.54400000e+01] [ 4.36194756e-04 2.01653168e+00] [ -1.54689084e-02 8.90000000e+01] [ -1.30216692e-02 1.04000000e+02]
204 66 [ -1.30853047e-02 9.53800000e+01] [ 1.86577397e-04 1.91718544e+00] [ -1.39365431e-02 9.00000000e+01] [ -1.30216692e-02 1.05000000e+02]
205 74 [ -1.30962230e-02 9.56300000e+01] [ 2.24391354e-04 1.78131974e+00] [ -1.44347957e-02 9.20000000e+01] [ -1.30216692e-02 1.03000000e+02]
206 85 [ -1.30752375e-02 9.52000000e+01] [ 1.97638196e-04 1.43527001e+00] [ -1.46555021e-02 8.80000000e+01] [ -1.30216692e-02 1.01000000e+02]
207 74 [ -1.31298244e-02 9.52400000e+01] [ 3.22466762e-04 1.55640612e+00] [ -1.46845917e-02 9.00000000e+01] [ -1.30216692e-02 1.02000000e+02]
208 69 [ -1.31154658e-02 9.53400000e+01] [ 2.96897736e-04 1.62000000e+00] [ -1.50690803e-02 9.00000000e+01] [ -1.30216692e-02 1.05000000e+02]
209 81 [ -1.31737225e-02 9.53700000e+01] [ 6.74584632e-04 1.58527600e+00] [ -1.92732341e-02 9.10000000e+01] [ -1.30216692e-02 1.03000000e+02]
210 80 [ -1.31294865e-02 9.52600000e+01] [ 2.67788662e-04 1.57238672e+00] [ -1.43722250e-02 9.10000000e+01] [ -1.30216692e-02 1.03000000e+02]
211 78 [ -1.31964063e-02 9.53600000e+01] [ 4.40066952e-04 1.21260051e+00] [ -1.57490622e-02 9.30000000e+01] [ -1.30216692e-02 1.00000000e+02]
212 80 [ -1.31494522e-02 9.52200000e+01] [ 6.29015641e-04 1.43930539e+00] [ -1.91169469e-02 8.90000000e+01] [ -1.30216692e-02 1.01000000e+02]
213 74 [ -1.31046693e-02 9.55800000e+01] [ 2.37708024e-04 2.14560015e+00] [ -1.44301978e-02 8.90000000e+01] [ -1.30216692e-02 1.05000000e+02]
214 75 [ -1.31617960e-02 9.53400000e+01] [ 6.52214200e-04 1.26664912e+00] [ -1.89361004e-02 9.30000000e+01] [ -1.30216692e-02 1.02000000e+02]
215 74 [ -1.31109365e-02 9.51400000e+01] [ 2.72674110e-04 1.43540935e+00] [ -1.46036405e-02 8.90000000e+01] [ -1.30216692e-02 1.02000000e+02]
216 80 [ -1.31122781e-02 9.54700000e+01] [ 2.60554689e-04 1.96700280e+00] [ -1.48216661e-02 8.80000000e+01] [ -1.30216692e-02 1.03000000e+02]
217 75 [ -1.31685648e-02 9.52500000e+01] [ 3.47322716e-04 1.76847392e+00] [ -1.47345392e-02 9.00000000e+01] [ -1.30216692e-02 1.03000000e+02]
218 78 [ -1.31629859e-02 9.51300000e+01] [ 4.31034689e-04 1.27792801e+00] [ -1.57957709e-02 9.20000000e+01] [ -1.30216692e-02 1.01000000e+02]
219 81 [ -1.32217931e-02 9.54800000e+01] [ 7.35264972e-04 1.62160414e+00] [ -1.93857199e-02 8.90000000e+01] [ -1.30216692e-02 1.02000000e+02]
220 76 [ -1.31301411e-02 9.51700000e+01] [ 3.12277724e-04 1.49703039e+00] [ -1.47282463e-02 8.80000000e+01] [ -1.30216692e-02 1.01000000e+02]
221 70 [ -1.30983887e-02 9.51900000e+01] [ 2.68941167e-04 1.30149914e+00] [ -1.48618064e-02 9.00000000e+01] [ -1.30214992e-02 1.03000000e+02]
222 78 [ -1.31314832e-02 9.51000000e+01] [ 3.09712725e-04 1.26885775e+00] [ -1.45076327e-02 8.90000000e+01] [ -1.30200378e-02 1.00000000e+02]
223 72 [ -1.31619355e-02 9.56100000e+01] [ 5.84283898e-04 1.88623965e+00] [ -1.83462543e-02 8.90000000e+01] [ -1.30200378e-02 1.04000000e+02]
224 70 [ -1.31245368e-02 9.58300000e+01] [ 2.97593638e-04 1.57515079e+00] [ -1.45833352e-02 9.10000000e+01] [ -1.30200378e-02 1.01000000e+02]
225 69 [ -1.30991843e-02 9.61300000e+01] [ 2.79865967e-04 2.11023695e+00] [ -1.52325131e-02 9.20000000e+01] [ -1.30200378e-02 1.07000000e+02]
226 55 [ -1.31284629e-02 9.56600000e+01] [ 3.11185688e-04 1.47797158e+00] [ -1.46216115e-02 9.20000000e+01] [ -1.30200378e-02 1.02000000e+02]
227 76 [ -1.31210810e-02 9.60200000e+01] [ 2.52705238e-04 2.02474690e+00] [ -1.45231083e-02 9.10000000e+01] [ -1.30200378e-02 1.03000000e+02]
228 73 [ -1.30833784e-02 9.61500000e+01] [ 1.87132716e-04 2.03162497e+00] [ -1.40032643e-02 9.00000000e+01] [ -1.30200378e-02 1.03000000e+02]
229 81 [ -1.31602719e-02 9.58800000e+01] [ 3.26212672e-04 1.55743379e+00] [ -1.46279664e-02 9.20000000e+01] [ -1.30200378e-02 1.05000000e+02]
230 70 [ -1.30747577e-02 9.56500000e+01] [ 1.92818467e-04 1.36656504e+00] [ -1.45193818e-02 9.10000000e+01] [ -1.30200378e-02 1.02000000e+02]
231 79 [ -1.31143902e-02 9.57400000e+01] [ 3.30762783e-04 1.79231694e+00] [ -1.54808817e-02 9.40000000e+01] [ -1.30200378e-02 1.04000000e+02]
232 68 [ -1.31191207e-02 9.51200000e+01] [ 2.68210695e-04 1.65093913e+00] [ -1.47256345e-02 8.90000000e+01] [ -1.30200378e-02 1.02000000e+02]
233 70 [ -1.30731921e-02 9.50500000e+01] [ 1.74734045e-04 1.34443297e+00] [ -1.45144462e-02 9.00000000e+01] [ -1.30200378e-02 1.02000000e+02]
234 83 [ -1.30859916e-02 9.52800000e+01] [ 1.97738390e-04 1.07777549e+00] [ -1.41765956e-02 9.20000000e+01] [ -1.30200378e-02 1.00000000e+02]
235 64 [ -1.30782450e-02 9.53600000e+01] [ 1.94892843e-04 1.51340675e+00] [ -1.42985481e-02 9.20000000e+01] [ -1.30200378e-02 1.04000000e+02]
236 65 [ -1.31118355e-02 9.50600000e+01] [ 2.84397646e-04 1.52197240e+00] [ -1.44797449e-02 8.90000000e+01] [ -1.30200378e-02 1.03000000e+02]
237 74 [ -1.31784873e-02 9.51200000e+01] [ 7.88414843e-04 1.15134704e+00] [ -2.06816105e-02 9.10000000e+01] [ -1.30200378e-02 1.02000000e+02]
238 80 [ -1.31547382e-02 9.54100000e+01] [ 3.79691431e-04 1.49729757e+00] [ -1.56260461e-02 9.10000000e+01] [ -1.30200378e-02 1.01000000e+02]
239 79 [ -1.31596888e-02 9.52800000e+01] [ 4.23472441e-04 1.80599003e+00] [ -1.61396450e-02 9.00000000e+01] [ -1.30200378e-02 1.03000000e+02]
240 80 [ -1.31223999e-02 9.53300000e+01] [ 3.00841032e-04 1.02034308e+00] [ -1.51723895e-02 9.30000000e+01] [ -1.30200378e-02 9.90000000e+01]
241 74 [ -1.31338408e-02 9.54300000e+01] [ 3.17368815e-04 1.36568664e+00] [ -1.48153968e-02 9.30000000e+01] [ -1.30200378e-02 1.01000000e+02]
242 82 [ -1.31938950e-02 9.53100000e+01] [ 4.70805106e-04 1.57920866e+00] [ -1.54956130e-02 9.10000000e+01] [ -1.30200378e-02 1.03000000e+02]
243 77 [ -1.31691655e-02 9.54300000e+01] [ 4.17657717e-04 1.90396954e+00] [ -1.56605505e-02 9.20000000e+01] [ -1.30200378e-02 1.07000000e+02]
244 80 [ -1.31331728e-02 9.49000000e+01] [ 3.21766151e-04 1.41774469e+00] [ -1.47399765e-02 8.80000000e+01] [ -1.30200378e-02 1.03000000e+02]
245 84 [ -1.31653696e-02 9.48700000e+01] [ 3.57825726e-04 1.56623753e+00] [ -1.49933749e-02 8.80000000e+01] [ -1.30200378e-02 1.00000000e+02]
246 78 [ -1.31266337e-02 9.46900000e+01] [ 2.73969120e-04 1.29379287e+00] [ -1.43546359e-02 9.10000000e+01] [ -1.30200378e-02 1.00000000e+02]
247 73 [ -1.32091396e-02 9.46900000e+01] [ 4.25415756e-04 2.07699302e+00] [ -1.51286949e-02 9.10000000e+01] [ -1.30200378e-02 1.04000000e+02]
248 83 [ -1.31241726e-02 9.44000000e+01] [ 3.08061620e-04 1.40000000e+00] [ -1.47583508e-02 8.80000000e+01] [ -1.30200378e-02 1.02000000e+02]
249 83 [ -1.31109770e-02 9.42700000e+01] [ 3.18855846e-04 1.21536003e+00] [ -1.48300711e-02 9.10000000e+01] [ -1.30200378e-02 1.01000000e+02]
250 75 [ -1.30978148e-02 9.43900000e+01] [ 2.34985725e-04 1.49596123e+00] [ -1.45942362e-02 9.00000000e+01] [ -1.30200378e-02 1.02000000e+02]
251 74 [ -1.31253273e-02 9.41900000e+01] [ 3.52396714e-04 1.36157996e+00] [ -1.57560950e-02 9.00000000e+01] [ -1.30200378e-02 1.00000000e+02]
252 70 [ -1.30920966e-02 9.42800000e+01] [ 2.23625377e-04 1.58795466e+00] [ -1.43482088e-02 9.00000000e+01] [ -1.30200378e-02 1.00000000e+02]
253 77 [ -1.31058084e-02 9.40900000e+01] [ 2.90920989e-04 1.48388005e+00] [ -1.47967557e-02 8.90000000e+01] [ -1.30200378e-02 1.03000000e+02]
254 78 [ -1.32073525e-02 9.45800000e+01] [ 4.89528481e-04 2.06968597e+00] [ -1.64474665e-02 8.80000000e+01] [ -1.30200378e-02 1.04000000e+02]
255 73 [ -1.31782542e-02 9.46900000e+01] [ 3.69493078e-04 1.96822255e+00] [ -1.51360930e-02 9.00000000e+01] [ -1.30200378e-02 1.03000000e+02]
256 76 [ -1.31886046e-02 9.45500000e+01] [ 7.22343629e-04 1.81865335e+00] [ -1.94657674e-02 9.00000000e+01] [ -1.30200378e-02 1.05000000e+02]
257 73 [ -1.31426895e-02 9.42000000e+01] [ 3.97379543e-04 1.45602198e+00] [ -1.54824069e-02 9.10000000e+01] [ -1.30200378e-02 1.02000000e+02]
258 72 [ -1.30954884e-02 9.45500000e+01] [ 2.35229246e-04 1.69926455e+00] [ -1.46584302e-02 9.30000000e+01] [ -1.30200378e-02 1.02000000e+02]
259 80 [ -1.32245283e-02 9.42900000e+01] [ 7.24098782e-04 2.20587851e+00] [ -1.95294453e-02 8.70000000e+01] [ -1.30200378e-02 1.04000000e+02]
260 73 [ -1.31405880e-02 9.43700000e+01] [ 2.93467212e-04 1.63496177e+00] [ -1.46648284e-02 8.90000000e+01] [ -1.30200378e-02 1.01000000e+02]
261 71 [ -1.31613548e-02 9.47100000e+01] [ 3.78943633e-04 1.92507143e+00] [ -1.50219231e-02 9.20000000e+01] [ -1.30200378e-02 1.04000000e+02]
262 66 [ -1.30905733e-02 9.44100000e+01] [ 3.02464922e-04 1.66790287e+00] [ -1.56079037e-02 8.90000000e+01] [ -1.30200378e-02 1.02000000e+02]
263 72 [ -1.30874296e-02 9.40400000e+01] [ 2.76203507e-04 9.68710483e-01] [ -1.48456713e-02 9.10000000e+01] [ -1.30200378e-02 9.90000000e+01]
264 77 [ -1.31315531e-02 9.40000000e+01] [ 3.53340409e-04 1.32664992e+00] [ -1.52511891e-02 9.10000000e+01] [ -1.30200378e-02 1.00000000e+02]
265 75 [ -1.31228161e-02 9.38200000e+01] [ 2.84706534e-04 1.49919979e+00] [ -1.48093085e-02 9.10000000e+01] [ -1.30200378e-02 1.03000000e+02]
266 75 [ -1.30983355e-02 9.38100000e+01] [ 2.40391535e-04 1.65948787e+00] [ -1.45934309e-02 9.10000000e+01] [ -1.30200378e-02 1.02000000e+02]
267 81 [ -1.31382799e-02 9.40500000e+01] [ 3.22038411e-04 2.38065117e+00] [ -1.47038801e-02 9.20000000e+01] [ -1.30200378e-02 1.05000000e+02]
268 79 [ -1.31459101e-02 9.35400000e+01] [ 2.93858376e-04 2.05630737e+00] [ -1.42872043e-02 8.80000000e+01] [ -1.30200378e-02 1.06000000e+02]
269 77 [ -1.31587000e-02 9.31900000e+01] [ 5.21893362e-04 1.71869136e+00] [ -1.72469539e-02 8.80000000e+01] [ -1.30200378e-02 1.02000000e+02]
270 69 [ -1.31683721e-02 9.34800000e+01] [ 4.26618347e-04 2.18394139e+00] [ -1.64732312e-02 8.50000000e+01] [ -1.30200378e-02 1.02000000e+02]
271 80 [ -1.30772720e-02 9.33500000e+01] [ 2.00874116e-04 1.63324830e+00] [ -1.42784504e-02 8.70000000e+01] [ -1.30200378e-02 1.00000000e+02]
272 73 [ -1.32090270e-02 9.33600000e+01] [ 5.04911848e-04 1.68831277e+00] [ -1.55306444e-02 8.80000000e+01] [ -1.30200378e-02 1.01000000e+02]
273 80 [ -1.31488981e-02 9.33400000e+01] [ 3.58565076e-04 1.81780087e+00] [ -1.53554829e-02 8.70000000e+01] [ -1.30200378e-02 1.02000000e+02]
274 80 [ -1.31441660e-02 9.33100000e+01] [ 3.15844738e-04 1.41911945e+00] [ -1.47710129e-02 9.00000000e+01] [ -1.30200378e-02 1.01000000e+02]
275 78 [ -1.31236063e-02 9.33500000e+01] [ 2.85007000e-04 1.71682847e+00] [ -1.43839632e-02 8.90000000e+01] [ -1.30200378e-02 1.03000000e+02]
276 76 [ -1.30873393e-02 9.33400000e+01] [ 2.46861398e-04 1.49813217e+00] [ -1.50394546e-02 8.90000000e+01] [ -1.30200378e-02 1.00000000e+02]
277 72 [ -1.30873744e-02 9.33700000e+01] [ 2.43033283e-04 1.46734454e+00] [ -1.50633572e-02 8.90000000e+01] [ -1.30200378e-02 1.00000000e+02]
278 68 [ -1.31258762e-02 9.34700000e+01] [ 2.64902507e-04 1.63984755e+00] [ -1.45350360e-02 8.80000000e+01] [ -1.30200378e-02 1.00000000e+02]
279 79 [ -1.31007362e-02 9.36600000e+01] [ 2.09695685e-04 2.01603571e+00] [ -1.43494544e-02 8.80000000e+01] [ -1.30200378e-02 1.03000000e+02]
280 80 [ -1.31535310e-02 9.36700000e+01] [ 2.92895491e-04 2.15432124e+00] [ -1.47268762e-02 8.80000000e+01] [ -1.30200378e-02 1.02000000e+02]
281 80 [ -1.31322341e-02 9.35100000e+01] [ 3.65533329e-04 1.93646585e+00] [ -1.59617766e-02 8.70000000e+01] [ -1.30200378e-02 1.03000000e+02]
282 68 [ -1.32173264e-02 9.36200000e+01] [ 4.53502723e-04 1.96865436e+00] [ -1.54830979e-02 8.80000000e+01] [ -1.30200378e-02 1.02000000e+02]
283 75 [ -1.32451074e-02 9.30800000e+01] [ 1.09665887e-03 1.96305884e+00] [ -2.36100721e-02 8.40000000e+01] [ -1.30200378e-02 9.90000000e+01]
284 65 [ -1.31090381e-02 9.32300000e+01] [ 2.51101561e-04 8.92804570e-01] [ -1.46044254e-02 9.00000000e+01] [ -1.30200378e-02 9.80000000e+01]
285 71 [ -1.31440443e-02 9.35500000e+01] [ 3.78894390e-04 1.58350876e+00] [ -1.56979675e-02 9.10000000e+01] [ -1.30200378e-02 1.02000000e+02]
286 87 [ -1.31362791e-02 9.33200000e+01] [ 3.16191532e-04 1.45519758e+00] [ -1.52012648e-02 8.80000000e+01] [ -1.30200378e-02 9.90000000e+01]
287 72 [ -1.31351832e-02 9.34500000e+01] [ 2.50781865e-04 1.81865335e+00] [ -1.41331063e-02 8.90000000e+01] [ -1.30200378e-02 1.02000000e+02]
288 69 [ -1.30959950e-02 9.35900000e+01] [ 2.82247227e-04 2.09807054e+00] [ -1.54484040e-02 9.00000000e+01] [ -1.30200378e-02 1.07000000e+02]
289 78 [ -1.31062691e-02 9.32900000e+01] [ 2.77832320e-04 1.34383779e+00] [ -1.48509173e-02 8.70000000e+01] [ -1.30200378e-02 9.90000000e+01]
290 76 [ -1.31437107e-02 9.33900000e+01] [ 2.91164500e-04 2.12082531e+00] [ -1.43260032e-02 8.70000000e+01] [ -1.30200378e-02 1.01000000e+02]
291 78 [ -1.31469264e-02 9.32400000e+01] [ 3.48001405e-04 1.42211111e+00] [ -1.48845114e-02 8.80000000e+01] [ -1.30200378e-02 9.90000000e+01]
292 80 [ -1.31427699e-02 9.33700000e+01] [ 3.29310660e-04 1.61031053e+00] [ -1.46427204e-02 8.90000000e+01] [ -1.30200378e-02 1.00000000e+02]
293 77 [ -1.31980388e-02 9.32200000e+01] [ 4.85063989e-04 2.02277038e+00] [ -1.65108037e-02 8.70000000e+01] [ -1.30200378e-02 1.03000000e+02]
294 76 [ -1.31044783e-02 9.32800000e+01] [ 2.63227980e-04 1.05905618e+00] [ -1.46393717e-02 9.10000000e+01] [ -1.30200378e-02 1.00000000e+02]
295 76 [ -1.31302479e-02 9.36200000e+01] [ 2.93670640e-04 1.91196234e+00] [ -1.50797043e-02 9.00000000e+01] [ -1.30200378e-02 1.03000000e+02]
296 65 [ -1.30987676e-02 9.33800000e+01] [ 1.91828141e-04 1.64182825e+00] [ -1.41390608e-02 9.00000000e+01] [ -1.30200378e-02 1.02000000e+02]
297 70 [ -1.30965988e-02 9.33700000e+01] [ 2.43618445e-04 1.62883394e+00] [ -1.48636357e-02 8.90000000e+01] [ -1.30200378e-02 1.01000000e+02]
298 79 [ -1.30960657e-02 9.32700000e+01] [ 2.69802696e-04 1.45502577e+00] [ -1.51608781e-02 8.80000000e+01] [ -1.30200378e-02 1.00000000e+02]
299 81 [ -1.30901575e-02 9.31700000e+01] [ 2.28183081e-04 1.12298709e+00] [ -1.42950956e-02 8.90000000e+01] [ -1.30200378e-02 9.80000000e+01]
300 77 [ -1.30809792e-02 9.34700000e+01] [ 2.01950845e-04 1.69973527e+00] [ -1.46439658e-02 9.10000000e+01] [ -1.30200378e-02 1.02000000e+02]
Selecting features with genetic algorithm.
gen nevals avg std min max
0 100 [ -1.86853367e-02 1.09460000e+02] [ 2.29391516e-03 6.65795764e+00] [ -2.59124895e-02 9.50000000e+01] [ -1.41401062e-02 1.24000000e+02]
1 84 [ -1.72121130e-02 1.10070000e+02] [ 1.77677084e-03 6.55782738e+00] [ -2.18805334e-02 9.50000000e+01] [ -1.42056119e-02 1.24000000e+02]
2 78 [ -1.61349348e-02 1.09800000e+02] [ 1.37116106e-03 6.36396103e+00] [ -2.12893898e-02 9.50000000e+01] [ -1.41163135e-02 1.25000000e+02]
3 65 [ -1.53656484e-02 1.10560000e+02] [ 8.86876665e-04 5.51782566e+00] [ -1.81945924e-02 9.50000000e+01] [ -1.39960280e-02 1.27000000e+02]
4 74 [ -1.48189413e-02 1.11430000e+02] [ 6.05200201e-04 6.07495679e+00] [ -1.70120063e-02 9.70000000e+01] [ -1.37034462e-02 1.26000000e+02]
5 82 [ -1.44759528e-02 1.12380000e+02] [ 5.83307161e-04 6.84949633e+00] [ -1.72202102e-02 9.70000000e+01] [ -1.36315727e-02 1.27000000e+02]
6 78 [ -1.42062211e-02 1.14250000e+02] [ 4.62750592e-04 6.08009046e+00] [ -1.59547665e-02 1.02000000e+02] [ -1.32362908e-02 1.29000000e+02]
7 82 [ -1.40975965e-02 1.14430000e+02] [ 4.55567278e-04 6.22616254e+00] [ -1.59678414e-02 1.01000000e+02] [ -1.31933819e-02 1.30000000e+02]
8 78 [ -1.38729400e-02 1.14260000e+02] [ 4.00867747e-04 5.89681270e+00] [ -1.50909642e-02 1.02000000e+02] [ -1.31933819e-02 1.30000000e+02]
9 76 [ -1.37518501e-02 1.14780000e+02] [ 3.68824237e-04 6.44450153e+00] [ -1.53978076e-02 9.80000000e+01] [ -1.30682149e-02 1.30000000e+02]
10 78 [ -1.36421322e-02 1.14360000e+02] [ 3.17163572e-04 6.82131952e+00] [ -1.45225820e-02 1.01000000e+02] [ -1.29708934e-02 1.27000000e+02]
11 89 [ -1.35689717e-02 1.13500000e+02] [ 3.02509835e-04 6.12127438e+00] [ -1.43890784e-02 1.00000000e+02] [ -1.29453723e-02 1.29000000e+02]
12 84 [ -1.35200135e-02 1.13030000e+02] [ 4.18343204e-04 6.17163674e+00] [ -1.53829815e-02 9.60000000e+01] [ -1.29453723e-02 1.25000000e+02]
13 69 [ -1.34077131e-02 1.13100000e+02] [ 3.17440923e-04 6.94046108e+00] [ -1.48549763e-02 9.60000000e+01] [ -1.27109801e-02 1.26000000e+02]
14 72 [ -1.33563022e-02 1.12490000e+02] [ 4.08073148e-04 7.62691943e+00] [ -1.59694169e-02 9.50000000e+01] [ -1.27109801e-02 1.29000000e+02]
15 72 [ -1.32293539e-02 1.13260000e+02] [ 3.18755908e-04 6.27792960e+00] [ -1.49751647e-02 9.50000000e+01] [ -1.27109801e-02 1.30000000e+02]
16 77 [ -1.31620404e-02 1.13300000e+02] [ 2.98651435e-04 5.32822672e+00] [ -1.42587514e-02 9.90000000e+01] [ -1.26940141e-02 1.25000000e+02]
17 78 [ -1.30976996e-02 1.13740000e+02] [ 4.52229895e-04 4.57519398e+00] [ -1.53121479e-02 1.02000000e+02] [ -1.25426148e-02 1.28000000e+02]
18 77 [ -1.29922888e-02 1.13510000e+02] [ 2.36797594e-04 4.22017772e+00] [ -1.37445193e-02 1.03000000e+02] [ -1.25426148e-02 1.28000000e+02]
19 86 [ -1.30991251e-02 1.12380000e+02] [ 4.20723413e-04 4.19232632e+00] [ -1.57833011e-02 9.80000000e+01] [ -1.25048982e-02 1.24000000e+02]
20 77 [ -1.29822938e-02 1.13140000e+02] [ 2.78124569e-04 3.87819546e+00] [ -1.41046347e-02 1.01000000e+02] [ -1.23714993e-02 1.24000000e+02]
21 83 [ -1.29862271e-02 1.12570000e+02] [ 3.54623357e-04 3.76896538e+00] [ -1.44265828e-02 1.03000000e+02] [ -1.23714993e-02 1.23000000e+02]
22 75 [ -1.29699320e-02 1.13080000e+02] [ 2.96850406e-04 3.48620137e+00] [ -1.44898125e-02 1.06000000e+02] [ -1.25279905e-02 1.21000000e+02]
23 87 [ -1.30214904e-02 1.12960000e+02] [ 4.11289770e-04 3.73609422e+00] [ -1.50099635e-02 1.04000000e+02] [ -1.24910542e-02 1.22000000e+02]
24 75 [ -1.29095259e-02 1.12820000e+02] [ 2.48255966e-04 3.62044196e+00] [ -1.41997007e-02 1.04000000e+02] [ -1.24004049e-02 1.23000000e+02]
25 73 [ -1.29298902e-02 1.12330000e+02] [ 3.34338375e-04 3.47866354e+00] [ -1.50229933e-02 1.04000000e+02] [ -1.24004049e-02 1.23000000e+02]
26 81 [ -1.29330064e-02 1.12330000e+02] [ 3.00703875e-04 3.31980421e+00] [ -1.40848888e-02 1.01000000e+02] [ -1.24645270e-02 1.23000000e+02]
27 61 [ -1.29404484e-02 1.11540000e+02] [ 3.86463650e-04 3.63158368e+00] [ -1.46236368e-02 1.01000000e+02] [ -1.24645270e-02 1.20000000e+02]
28 76 [ -1.28979997e-02 1.11280000e+02] [ 3.61244336e-04 3.43534569e+00] [ -1.51826190e-02 1.01000000e+02] [ -1.25028455e-02 1.18000000e+02]
29 71 [ -1.28615786e-02 1.10920000e+02] [ 3.49421835e-04 3.78333186e+00] [ -1.54722984e-02 9.90000000e+01] [ -1.24303831e-02 1.21000000e+02]
30 72 [ -1.28153143e-02 1.10810000e+02] [ 2.62549985e-04 3.00231577e+00] [ -1.39417167e-02 1.04000000e+02] [ -1.24303831e-02 1.18000000e+02]
31 81 [ -1.28984979e-02 1.10210000e+02] [ 4.17849899e-04 3.70484818e+00] [ -1.53775547e-02 9.90000000e+01] [ -1.24622685e-02 1.19000000e+02]
32 70 [ -1.28251570e-02 1.10610000e+02] [ 2.78071243e-04 3.13015974e+00] [ -1.43289809e-02 1.04000000e+02] [ -1.24837044e-02 1.19000000e+02]
33 71 [ -1.29242986e-02 1.10390000e+02] [ 5.18032845e-04 3.71993280e+00] [ -1.57199907e-02 1.03000000e+02] [ -1.24837044e-02 1.20000000e+02]
34 90 [ -1.28740129e-02 1.09690000e+02] [ 3.23539127e-04 3.37844639e+00] [ -1.46403578e-02 1.01000000e+02] [ -1.24366587e-02 1.18000000e+02]
35 69 [ -1.28496823e-02 1.09880000e+02] [ 3.02753310e-04 3.87886581e+00] [ -1.42442138e-02 1.00000000e+02] [ -1.23649080e-02 1.19000000e+02]
36 80 [ -1.27759846e-02 1.09500000e+02] [ 2.22323011e-04 3.22955105e+00] [ -1.34748049e-02 1.03000000e+02] [ -1.23649080e-02 1.18000000e+02]
37 80 [ -1.28353967e-02 1.09470000e+02] [ 3.80180151e-04 3.17003155e+00] [ -1.48819550e-02 1.02000000e+02] [ -1.24176051e-02 1.19000000e+02]
38 68 [ -1.27623744e-02 1.08400000e+02] [ 2.98237286e-04 3.43511281e+00] [ -1.39810027e-02 1.01000000e+02] [ -1.22315217e-02 1.22000000e+02]
39 73 [ -1.27716487e-02 1.07830000e+02] [ 3.83974772e-04 2.51019920e+00] [ -1.52581593e-02 1.00000000e+02] [ -1.22315217e-02 1.16000000e+02]
40 76 [ -1.27452321e-02 1.08080000e+02] [ 3.43215978e-04 2.77373395e+00] [ -1.47484525e-02 1.01000000e+02] [ -1.22785963e-02 1.18000000e+02]
41 78 [ -1.27838538e-02 1.07510000e+02] [ 3.74538691e-04 2.41451859e+00] [ -1.53533349e-02 9.90000000e+01] [ -1.22785963e-02 1.16000000e+02]
42 81 [ -1.27663653e-02 1.07710000e+02] [ 2.64136584e-04 2.40538978e+00] [ -1.40659091e-02 1.01000000e+02] [ -1.22785963e-02 1.14000000e+02]
43 81 [ -1.28192753e-02 1.07300000e+02] [ 3.36202111e-04 2.46779254e+00] [ -1.45137186e-02 1.01000000e+02] [ -1.23954364e-02 1.15000000e+02]
44 75 [ -1.28522840e-02 1.07500000e+02] [ 3.86624365e-04 2.98831056e+00] [ -1.47886284e-02 9.70000000e+01] [ -1.24050037e-02 1.15000000e+02]
45 73 [ -1.27381964e-02 1.07840000e+02] [ 2.17115841e-04 2.80257025e+00] [ -1.38507776e-02 1.00000000e+02] [ -1.23744795e-02 1.15000000e+02]
46 71 [ -1.27613005e-02 1.08220000e+02] [ 2.81932647e-04 3.07759646e+00] [ -1.43652196e-02 1.01000000e+02] [ -1.23601443e-02 1.17000000e+02]
47 86 [ -1.28096027e-02 1.07960000e+02] [ 4.43473039e-04 2.53740024e+00] [ -1.52530242e-02 1.02000000e+02] [ -1.22857992e-02 1.14000000e+02]
48 78 [ -1.27925124e-02 1.07860000e+02] [ 3.95800041e-04 2.66465758e+00] [ -1.50562732e-02 1.00000000e+02] [ -1.22857992e-02 1.16000000e+02]
49 69 [ -1.27891492e-02 1.07470000e+02] [ 4.48819201e-04 2.75845972e+00] [ -1.51395569e-02 1.00000000e+02] [ -1.23409115e-02 1.17000000e+02]
50 77 [ -1.28079974e-02 1.07440000e+02] [ 4.16447685e-04 2.78682615e+00] [ -1.54060232e-02 9.90000000e+01] [ -1.23174915e-02 1.14000000e+02]
51 73 [ -1.27627798e-02 1.07520000e+02] [ 3.75564636e-04 2.91369182e+00] [ -1.52511355e-02 1.03000000e+02] [ -1.23174915e-02 1.17000000e+02]
52 75 [ -1.27083465e-02 1.07010000e+02] [ 2.54887432e-04 2.27813520e+00] [ -1.42019157e-02 1.03000000e+02] [ -1.23174915e-02 1.13000000e+02]
53 64 [ -1.27356036e-02 1.06900000e+02] [ 4.01277644e-04 2.66645833e+00] [ -1.49014155e-02 9.90000000e+01] [ -1.23174915e-02 1.15000000e+02]
54 83 [ -1.27150845e-02 1.07120000e+02] [ 3.46397488e-04 2.83647669e+00] [ -1.44434044e-02 1.01000000e+02] [ -1.23174915e-02 1.18000000e+02]
55 75 [ -1.26778388e-02 1.07350000e+02] [ 3.05343949e-04 2.64338798e+00] [ -1.44330126e-02 9.90000000e+01] [ -1.23042404e-02 1.15000000e+02]
56 79 [ -1.26869610e-02 1.07560000e+02] [ 3.51250093e-04 2.17862342e+00] [ -1.46553463e-02 1.00000000e+02] [ -1.23042404e-02 1.14000000e+02]
57 64 [ -1.26477397e-02 1.08030000e+02] [ 3.25851527e-04 2.08064894e+00] [ -1.42649345e-02 1.03000000e+02] [ -1.21548436e-02 1.13000000e+02]
58 72 [ -1.26758294e-02 1.08880000e+02] [ 3.30878791e-04 2.58178233e+00] [ -1.44166797e-02 1.02000000e+02] [ -1.21548436e-02 1.19000000e+02]
59 77 [ -1.26721598e-02 1.08720000e+02] [ 3.16061276e-04 2.51825336e+00] [ -1.37179122e-02 1.00000000e+02] [ -1.21548436e-02 1.16000000e+02]
60 86 [ -1.27021416e-02 1.08890000e+02] [ 4.24953582e-04 1.78266654e+00] [ -1.48254871e-02 1.03000000e+02] [ -1.22447331e-02 1.14000000e+02]
61 73 [ -1.26356465e-02 1.08890000e+02] [ 4.92399081e-04 1.63642904e+00] [ -1.59274047e-02 1.01000000e+02] [ -1.22447331e-02 1.12000000e+02]
62 86 [ -1.26372900e-02 1.09120000e+02] [ 5.09388824e-04 2.21485891e+00] [ -1.49867894e-02 1.01000000e+02] [ -1.22447331e-02 1.16000000e+02]
63 75 [ -1.25290966e-02 1.09080000e+02] [ 3.32173041e-04 1.76453960e+00] [ -1.40293601e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
64 72 [ -1.24730963e-02 1.09210000e+02] [ 3.33377935e-04 1.25135926e+00] [ -1.37560989e-02 1.04000000e+02] [ -1.23358617e-02 1.15000000e+02]
65 74 [ -1.25057604e-02 1.08820000e+02] [ 5.22802190e-04 1.10797112e+00] [ -1.65196740e-02 1.03000000e+02] [ -1.23358617e-02 1.13000000e+02]
66 70 [ -1.25021301e-02 1.08800000e+02] [ 3.23495300e-04 1.94422221e+00] [ -1.37166472e-02 9.90000000e+01] [ -1.23358617e-02 1.14000000e+02]
67 70 [ -1.24542747e-02 1.08810000e+02] [ 2.51514327e-04 1.48118196e+00] [ -1.32907478e-02 1.03000000e+02] [ -1.23358617e-02 1.13000000e+02]
68 66 [ -1.24521900e-02 1.09090000e+02] [ 2.96791170e-04 1.28136646e+00] [ -1.43597156e-02 1.06000000e+02] [ -1.23358617e-02 1.17000000e+02]
69 81 [ -1.24412811e-02 1.09080000e+02] [ 3.25694169e-04 1.11964280e+00] [ -1.45427031e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
70 80 [ -1.24786763e-02 1.09130000e+02] [ 3.72356868e-04 1.61031053e+00] [ -1.44176952e-02 1.05000000e+02] [ -1.23358617e-02 1.18000000e+02]
71 75 [ -1.25167922e-02 1.09230000e+02] [ 4.66074668e-04 1.69620164e+00] [ -1.52506177e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
72 79 [ -1.25117548e-02 1.09100000e+02] [ 3.96893031e-04 1.90000000e+00] [ -1.50771803e-02 1.00000000e+02] [ -1.23358617e-02 1.17000000e+02]
73 71 [ -1.25355258e-02 1.09450000e+02] [ 4.18635363e-04 1.75142799e+00] [ -1.44527373e-02 1.06000000e+02] [ -1.23358617e-02 1.18000000e+02]
74 71 [ -1.25137889e-02 1.08890000e+02] [ 4.01361469e-04 1.87560657e+00] [ -1.42252993e-02 1.02000000e+02] [ -1.23358617e-02 1.17000000e+02]
75 83 [ -1.24913100e-02 1.09030000e+02] [ 4.10576646e-04 1.21206435e+00] [ -1.44645018e-02 1.04000000e+02] [ -1.23358617e-02 1.15000000e+02]
76 77 [ -1.24218857e-02 1.09000000e+02] [ 2.68431812e-04 1.23288280e+00] [ -1.39377343e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
77 80 [ -1.25564442e-02 1.09000000e+02] [ 5.23689589e-04 1.23288280e+00] [ -1.51057857e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
78 75 [ -1.25011976e-02 1.08910000e+02] [ 3.55800370e-04 1.44979309e+00] [ -1.42307450e-02 1.03000000e+02] [ -1.23358617e-02 1.14000000e+02]
79 75 [ -1.24753743e-02 1.08860000e+02] [ 3.70143346e-04 1.28078101e+00] [ -1.46329171e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
80 88 [ -1.24891811e-02 1.09020000e+02] [ 3.87839454e-04 1.11337325e+00] [ -1.51021204e-02 1.05000000e+02] [ -1.23358617e-02 1.15000000e+02]
81 75 [ -1.25005874e-02 1.09480000e+02] [ 3.65866578e-04 1.97220689e+00] [ -1.44101257e-02 1.04000000e+02] [ -1.23358617e-02 1.19000000e+02]
82 75 [ -1.24882660e-02 1.09200000e+02] [ 4.55529026e-04 1.37840488e+00] [ -1.54265081e-02 1.05000000e+02] [ -1.23358617e-02 1.18000000e+02]
83 81 [ -1.25436511e-02 1.09030000e+02] [ 5.46846373e-04 1.38892044e+00] [ -1.65827279e-02 1.02000000e+02] [ -1.23358617e-02 1.16000000e+02]
84 72 [ -1.24604913e-02 1.08830000e+02] [ 3.01230480e-04 1.61279261e+00] [ -1.40898947e-02 9.80000000e+01] [ -1.23358617e-02 1.15000000e+02]
85 82 [ -1.24104712e-02 1.09140000e+02] [ 2.56775659e-04 7.48598691e-01] [ -1.43368744e-02 1.07000000e+02] [ -1.23358617e-02 1.13000000e+02]
86 72 [ -1.24225205e-02 1.09050000e+02] [ 2.54175441e-04 1.02347447e+00] [ -1.38003840e-02 1.05000000e+02] [ -1.23358617e-02 1.13000000e+02]
87 77 [ -1.25381922e-02 1.08960000e+02] [ 5.54458009e-04 1.24835892e+00] [ -1.56997033e-02 1.05000000e+02] [ -1.23358617e-02 1.14000000e+02]
88 75 [ -1.25057481e-02 1.08910000e+02] [ 4.21685623e-04 1.29688087e+00] [ -1.50564285e-02 1.03000000e+02] [ -1.23358617e-02 1.14000000e+02]
89 81 [ -1.25536982e-02 1.09170000e+02] [ 4.65277639e-04 1.64957570e+00] [ -1.45671983e-02 1.03000000e+02] [ -1.23358617e-02 1.14000000e+02]
90 62 [ -1.24582100e-02 1.09190000e+02] [ 3.02715840e-04 1.24655525e+00] [ -1.41769361e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
91 91 [ -1.25536259e-02 1.08740000e+02] [ 5.14349041e-04 1.57873367e+00] [ -1.53606276e-02 1.01000000e+02] [ -1.23358617e-02 1.13000000e+02]
92 81 [ -1.24796881e-02 1.08960000e+02] [ 3.47045809e-04 1.52262930e+00] [ -1.45547999e-02 1.03000000e+02] [ -1.23358617e-02 1.17000000e+02]
93 75 [ -1.25231829e-02 1.09150000e+02] [ 3.79987352e-04 1.65151446e+00] [ -1.46832691e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
94 68 [ -1.25559009e-02 1.09240000e+02] [ 4.95458392e-04 1.60698475e+00] [ -1.47212744e-02 1.03000000e+02] [ -1.23358617e-02 1.14000000e+02]
95 76 [ -1.24907714e-02 1.08940000e+02] [ 3.16008752e-04 2.00409581e+00] [ -1.40056108e-02 1.01000000e+02] [ -1.23358617e-02 1.18000000e+02]
96 73 [ -1.24855086e-02 1.09100000e+02] [ 4.14196237e-04 1.17046999e+00] [ -1.53697213e-02 1.05000000e+02] [ -1.23358617e-02 1.15000000e+02]
97 69 [ -1.24980609e-02 1.08870000e+02] [ 3.81766936e-04 1.12831733e+00] [ -1.46524341e-02 1.04000000e+02] [ -1.23358617e-02 1.13000000e+02]
98 71 [ -1.25267749e-02 1.09080000e+02] [ 4.44287829e-04 1.21391927e+00] [ -1.46651037e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
99 83 [ -1.25259064e-02 1.09060000e+02] [ 4.83194834e-04 1.25554769e+00] [ -1.48547524e-02 1.03000000e+02] [ -1.23358617e-02 1.13000000e+02]
100 74 [ -1.25484978e-02 1.09180000e+02] [ 4.65015268e-04 2.25557088e+00] [ -1.47619967e-02 1.02000000e+02] [ -1.23358617e-02 1.18000000e+02]
101 72 [ -1.25592413e-02 1.09280000e+02] [ 4.36922119e-04 1.95489130e+00] [ -1.47737685e-02 1.04000000e+02] [ -1.23358617e-02 1.18000000e+02]
102 75 [ -1.25193798e-02 1.08980000e+02] [ 3.32596494e-04 1.82197695e+00] [ -1.37122700e-02 1.01000000e+02] [ -1.23358617e-02 1.16000000e+02]
103 78 [ -1.24634024e-02 1.09130000e+02] [ 2.93834029e-04 1.01641527e+00] [ -1.36984298e-02 1.06000000e+02] [ -1.23358617e-02 1.15000000e+02]
104 77 [ -1.24757263e-02 1.09160000e+02] [ 3.52414703e-04 1.92208220e+00] [ -1.44614881e-02 1.01000000e+02] [ -1.23358617e-02 1.19000000e+02]
105 78 [ -1.24600833e-02 1.08800000e+02] [ 3.18906014e-04 8.60232527e-01] [ -1.42463818e-02 1.05000000e+02] [ -1.23358617e-02 1.11000000e+02]
106 76 [ -1.25440554e-02 1.08580000e+02] [ 4.19108161e-04 1.81207064e+00] [ -1.44350177e-02 9.80000000e+01] [ -1.23358617e-02 1.14000000e+02]
107 81 [ -1.25991337e-02 1.09260000e+02] [ 5.55070918e-04 1.62246726e+00] [ -1.47814662e-02 1.05000000e+02] [ -1.23358617e-02 1.17000000e+02]
108 71 [ -1.25544345e-02 1.09130000e+02] [ 4.30665915e-04 1.36128616e+00] [ -1.48575919e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
109 74 [ -1.25197798e-02 1.09010000e+02] [ 4.18314868e-04 1.80828648e+00] [ -1.49421098e-02 1.01000000e+02] [ -1.23358617e-02 1.17000000e+02]
110 77 [ -1.24614436e-02 1.08890000e+02] [ 2.86838047e-04 1.41347091e+00] [ -1.37607285e-02 1.03000000e+02] [ -1.23358617e-02 1.14000000e+02]
111 79 [ -1.25532557e-02 1.09270000e+02] [ 4.43982325e-04 1.63618459e+00] [ -1.47523296e-02 1.05000000e+02] [ -1.23358617e-02 1.19000000e+02]
112 81 [ -1.25711245e-02 1.09160000e+02] [ 4.35013840e-04 1.57936696e+00] [ -1.49740432e-02 1.03000000e+02] [ -1.23358617e-02 1.15000000e+02]
113 79 [ -1.25250832e-02 1.09040000e+02] [ 3.94304497e-04 1.48270024e+00] [ -1.39754874e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
114 82 [ -1.25064318e-02 1.08930000e+02] [ 3.79138348e-04 1.19377552e+00] [ -1.43682742e-02 1.05000000e+02] [ -1.23358617e-02 1.15000000e+02]
115 80 [ -1.24559740e-02 1.08840000e+02] [ 3.02534913e-04 1.07443008e+00] [ -1.38990516e-02 1.05000000e+02] [ -1.23358617e-02 1.13000000e+02]
116 76 [ -1.24514677e-02 1.08970000e+02] [ 2.91752186e-04 1.38170185e+00] [ -1.38085114e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
117 76 [ -1.24580466e-02 1.09040000e+02] [ 3.30205644e-04 9.89141042e-01] [ -1.45808423e-02 1.04000000e+02] [ -1.23358617e-02 1.12000000e+02]
118 83 [ -1.25013429e-02 1.08960000e+02] [ 4.69450612e-04 8.35703297e-01] [ -1.60817505e-02 1.05000000e+02] [ -1.23358617e-02 1.11000000e+02]
119 72 [ -1.25090294e-02 1.08940000e+02] [ 4.18812093e-04 1.40584494e+00] [ -1.45441479e-02 1.01000000e+02] [ -1.23358617e-02 1.14000000e+02]
120 81 [ -1.26271776e-02 1.08740000e+02] [ 5.51988854e-04 1.28545712e+00] [ -1.50675825e-02 1.03000000e+02] [ -1.23358617e-02 1.12000000e+02]
121 79 [ -1.24720046e-02 1.09120000e+02] [ 3.09995981e-04 1.60174904e+00] [ -1.41363665e-02 1.03000000e+02] [ -1.23358617e-02 1.16000000e+02]
122 83 [ -1.24794607e-02 1.08930000e+02] [ 4.00989158e-04 1.53137193e+00] [ -1.46509407e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
123 82 [ -1.24548805e-02 1.09090000e+02] [ 2.75688411e-04 1.20909057e+00] [ -1.34397020e-02 1.04000000e+02] [ -1.23358617e-02 1.15000000e+02]
124 80 [ -1.24779134e-02 1.09290000e+02] [ 3.43754698e-04 1.82918014e+00] [ -1.42528694e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
125 71 [ -1.24958920e-02 1.08760000e+02] [ 3.73200227e-04 1.61938260e+00] [ -1.41571914e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
126 74 [ -1.24693620e-02 1.08830000e+02] [ 3.56140581e-04 9.49262872e-01] [ -1.41694380e-02 1.04000000e+02] [ -1.23358617e-02 1.12000000e+02]
127 72 [ -1.25077339e-02 1.09180000e+02] [ 4.54243287e-04 1.33701159e+00] [ -1.48937256e-02 1.03000000e+02] [ -1.23358617e-02 1.16000000e+02]
128 81 [ -1.25355344e-02 1.09320000e+02] [ 3.30127524e-04 1.61170717e+00] [ -1.35940401e-02 1.06000000e+02] [ -1.23358617e-02 1.15000000e+02]
129 70 [ -1.24837138e-02 1.08980000e+02] [ 3.88749655e-04 1.06752049e+00] [ -1.46918215e-02 1.05000000e+02] [ -1.23358617e-02 1.14000000e+02]
130 80 [ -1.24543752e-02 1.09020000e+02] [ 3.41127919e-04 1.28046866e+00] [ -1.48939746e-02 1.02000000e+02] [ -1.23358617e-02 1.16000000e+02]
131 71 [ -1.25083319e-02 1.09040000e+02] [ 4.60000117e-04 1.46914941e+00] [ -1.51790945e-02 1.03000000e+02] [ -1.23358617e-02 1.15000000e+02]
132 69 [ -1.25285314e-02 1.09170000e+02] [ 5.19736337e-04 1.54954832e+00] [ -1.60742552e-02 1.04000000e+02] [ -1.23358617e-02 1.18000000e+02]
133 75 [ -1.24141667e-02 1.09120000e+02] [ 2.22854168e-04 1.27499020e+00] [ -1.36184449e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
134 69 [ -1.24920800e-02 1.08860000e+02] [ 4.47247512e-04 1.27294933e+00] [ -1.48082390e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
135 76 [ -1.24725011e-02 1.08970000e+02] [ 4.04036819e-04 7.27392604e-01] [ -1.46382305e-02 1.06000000e+02] [ -1.23358617e-02 1.12000000e+02]
136 80 [ -1.24708577e-02 1.08830000e+02] [ 3.53492312e-04 1.12298709e+00] [ -1.40198226e-02 1.03000000e+02] [ -1.23358617e-02 1.13000000e+02]
137 75 [ -1.24923085e-02 1.09130000e+02] [ 3.27209586e-04 1.49435605e+00] [ -1.41127046e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
138 84 [ -1.24641093e-02 1.09240000e+02] [ 3.26495290e-04 1.30476051e+00] [ -1.41836961e-02 1.05000000e+02] [ -1.23358617e-02 1.17000000e+02]
139 79 [ -1.24880533e-02 1.09130000e+02] [ 3.69296301e-04 1.27792801e+00] [ -1.47423484e-02 1.05000000e+02] [ -1.23358617e-02 1.17000000e+02]
140 67 [ -1.24847818e-02 1.08920000e+02] [ 3.77470987e-04 1.27027556e+00] [ -1.45482410e-02 1.03000000e+02] [ -1.23358617e-02 1.14000000e+02]
141 81 [ -1.25363169e-02 1.09200000e+02] [ 4.80055743e-04 1.57480157e+00] [ -1.49177751e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
142 83 [ -1.24779080e-02 1.09060000e+02] [ 3.45728874e-04 1.50213182e+00] [ -1.42806259e-02 1.04000000e+02] [ -1.23358617e-02 1.18000000e+02]
143 81 [ -1.24972293e-02 1.09090000e+02] [ 4.33306658e-04 1.78938537e+00] [ -1.51189082e-02 1.02000000e+02] [ -1.23358617e-02 1.19000000e+02]
144 81 [ -1.24815419e-02 1.08980000e+02] [ 3.84326569e-04 1.03903802e+00] [ -1.49022547e-02 1.03000000e+02] [ -1.23358617e-02 1.13000000e+02]
145 80 [ -1.25399601e-02 1.08650000e+02] [ 4.06902639e-04 2.13717103e+00] [ -1.44738207e-02 9.90000000e+01] [ -1.23358617e-02 1.16000000e+02]
146 77 [ -1.24711513e-02 1.08820000e+02] [ 3.18465049e-04 1.12587744e+00] [ -1.35867431e-02 1.01000000e+02] [ -1.23358617e-02 1.12000000e+02]
147 77 [ -1.25001249e-02 1.09200000e+02] [ 5.25027992e-04 1.37840488e+00] [ -1.63173228e-02 1.05000000e+02] [ -1.23358617e-02 1.19000000e+02]
148 77 [ -1.24517567e-02 1.08940000e+02] [ 4.23008178e-04 1.39154590e+00] [ -1.59749324e-02 1.00000000e+02] [ -1.23358617e-02 1.14000000e+02]
149 75 [ -1.25528064e-02 1.09040000e+02] [ 4.23509189e-04 1.61814709e+00] [ -1.47738641e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
150 75 [ -1.24711537e-02 1.09060000e+02] [ 3.19496142e-04 1.52852870e+00] [ -1.38741804e-02 1.01000000e+02] [ -1.23358617e-02 1.18000000e+02]
151 66 [ -1.24548178e-02 1.08950000e+02] [ 3.18657716e-04 1.26787223e+00] [ -1.39421167e-02 1.03000000e+02] [ -1.23358617e-02 1.16000000e+02]
152 75 [ -1.24847094e-02 1.08880000e+02] [ 3.09582497e-04 1.15134704e+00] [ -1.37715611e-02 1.04000000e+02] [ -1.23358617e-02 1.13000000e+02]
153 77 [ -1.24701567e-02 1.09060000e+02] [ 3.71631604e-04 1.23951603e+00] [ -1.46166484e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
154 80 [ -1.24969098e-02 1.08970000e+02] [ 3.64858414e-04 1.58401389e+00] [ -1.41196042e-02 1.01000000e+02] [ -1.23358617e-02 1.15000000e+02]
155 81 [ -1.25162720e-02 1.09020000e+02] [ 4.12327260e-04 1.48310485e+00] [ -1.51824362e-02 1.03000000e+02] [ -1.23358617e-02 1.15000000e+02]
156 73 [ -1.24629562e-02 1.09230000e+02] [ 3.48012900e-04 1.27949209e+00] [ -1.44616916e-02 1.04000000e+02] [ -1.23358617e-02 1.15000000e+02]
157 81 [ -1.25704200e-02 1.09080000e+02] [ 4.79433073e-04 1.94771661e+00] [ -1.48010611e-02 1.00000000e+02] [ -1.23358617e-02 1.16000000e+02]
158 76 [ -1.24717854e-02 1.09210000e+02] [ 3.44729586e-04 1.65707574e+00] [ -1.47880677e-02 1.03000000e+02] [ -1.23358617e-02 1.17000000e+02]
159 62 [ -1.24873284e-02 1.09300000e+02] [ 3.38696995e-04 1.57797338e+00] [ -1.46133357e-02 1.04000000e+02] [ -1.23358617e-02 1.18000000e+02]
160 72 [ -1.25065812e-02 1.09220000e+02] [ 4.24715918e-04 1.50053324e+00] [ -1.52084253e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
161 84 [ -1.24123074e-02 1.08950000e+02] [ 2.21997145e-04 1.08050914e+00] [ -1.35367827e-02 1.04000000e+02] [ -1.23358617e-02 1.13000000e+02]
162 81 [ -1.25117786e-02 1.08910000e+02] [ 3.79680326e-04 1.53684742e+00] [ -1.49228775e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
163 83 [ -1.25423286e-02 1.09310000e+02] [ 4.41685514e-04 1.39781973e+00] [ -1.48980487e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
164 81 [ -1.24773853e-02 1.09240000e+02] [ 3.01574703e-04 1.47051012e+00] [ -1.41273215e-02 1.05000000e+02] [ -1.23358617e-02 1.18000000e+02]
165 78 [ -1.24629027e-02 1.08740000e+02] [ 3.75620193e-04 1.45340978e+00] [ -1.53611283e-02 1.00000000e+02] [ -1.23358617e-02 1.13000000e+02]
166 74 [ -1.24803251e-02 1.08890000e+02] [ 3.79593045e-04 1.71403034e+00] [ -1.45931167e-02 1.01000000e+02] [ -1.23358617e-02 1.14000000e+02]
167 69 [ -1.26517629e-02 1.09210000e+02] [ 6.10070884e-04 1.97126863e+00] [ -1.46360401e-02 1.02000000e+02] [ -1.23358617e-02 1.18000000e+02]
168 64 [ -1.25063075e-02 1.09200000e+02] [ 4.07905935e-04 1.24096736e+00] [ -1.50309859e-02 1.04000000e+02] [ -1.23358617e-02 1.15000000e+02]
169 78 [ -1.25232530e-02 1.08940000e+02] [ 4.91926126e-04 1.64207186e+00] [ -1.49192107e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
170 82 [ -1.24743596e-02 1.09110000e+02] [ 3.64909066e-04 1.06672396e+00] [ -1.48518147e-02 1.05000000e+02] [ -1.23358617e-02 1.14000000e+02]
171 77 [ -1.25177161e-02 1.09120000e+02] [ 4.49289613e-04 1.72788889e+00] [ -1.47605633e-02 1.04000000e+02] [ -1.23358617e-02 1.18000000e+02]
172 80 [ -1.24949624e-02 1.09080000e+02] [ 3.56592452e-04 1.45382255e+00] [ -1.41689375e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
173 71 [ -1.24550352e-02 1.08860000e+02] [ 3.24223575e-04 1.22490816e+00] [ -1.42547214e-02 1.01000000e+02] [ -1.23358617e-02 1.12000000e+02]
174 77 [ -1.25483079e-02 1.09130000e+02] [ 5.57168121e-04 1.67125701e+00] [ -1.65494017e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
175 76 [ -1.24902222e-02 1.08760000e+02] [ 4.22538632e-04 9.17823512e-01] [ -1.51933803e-02 1.04000000e+02] [ -1.23358617e-02 1.11000000e+02]
176 78 [ -1.25077067e-02 1.09320000e+02] [ 4.47839028e-04 1.45519758e+00] [ -1.50816538e-02 1.05000000e+02] [ -1.23358617e-02 1.17000000e+02]
177 77 [ -1.25049243e-02 1.08760000e+02] [ 3.48969098e-04 1.27373467e+00] [ -1.39559571e-02 1.03000000e+02] [ -1.23358617e-02 1.12000000e+02]
178 78 [ -1.25474697e-02 1.09190000e+02] [ 4.05261672e-04 1.95803473e+00] [ -1.47389933e-02 9.90000000e+01] [ -1.23358617e-02 1.17000000e+02]
179 80 [ -1.25716762e-02 1.09390000e+02] [ 4.48158244e-04 2.07795573e+00] [ -1.46615917e-02 1.00000000e+02] [ -1.23358617e-02 1.17000000e+02]
180 69 [ -1.24809502e-02 1.09160000e+02] [ 3.17734483e-04 1.22245654e+00] [ -1.40897718e-02 1.04000000e+02] [ -1.23358617e-02 1.13000000e+02]
181 71 [ -1.25492737e-02 1.09140000e+02] [ 4.28486582e-04 1.61876496e+00] [ -1.43988839e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
182 81 [ -1.24917227e-02 1.08940000e+02] [ 3.51506197e-04 1.71941851e+00] [ -1.37992001e-02 1.03000000e+02] [ -1.23358617e-02 1.16000000e+02]
183 78 [ -1.25043074e-02 1.09030000e+02] [ 3.25181733e-04 1.43146778e+00] [ -1.35062467e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
184 83 [ -1.24621864e-02 1.09070000e+02] [ 3.55762112e-04 1.51825558e+00] [ -1.50221102e-02 1.05000000e+02] [ -1.23358617e-02 1.19000000e+02]
185 84 [ -1.24741780e-02 1.08980000e+02] [ 3.81055133e-04 1.36367151e+00] [ -1.48450294e-02 1.04000000e+02] [ -1.23358617e-02 1.18000000e+02]
186 79 [ -1.26124444e-02 1.08870000e+02] [ 6.30791356e-04 1.48091188e+00] [ -1.62628352e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
187 77 [ -1.24829770e-02 1.08890000e+02] [ 3.33338696e-04 1.32585821e+00] [ -1.37540972e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
188 81 [ -1.24569030e-02 1.08950000e+02] [ 3.19093913e-04 1.54515371e+00] [ -1.41784418e-02 1.03000000e+02] [ -1.23358617e-02 1.17000000e+02]
189 67 [ -1.24032763e-02 1.08920000e+02] [ 2.14321976e-04 9.01997783e-01] [ -1.34320983e-02 1.02000000e+02] [ -1.23358617e-02 1.11000000e+02]
190 80 [ -1.25747858e-02 1.08960000e+02] [ 4.56481091e-04 1.90745904e+00] [ -1.49112690e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
191 71 [ -1.25168054e-02 1.08780000e+02] [ 4.00606235e-04 1.71802212e+00] [ -1.45304192e-02 1.00000000e+02] [ -1.23358617e-02 1.14000000e+02]
192 69 [ -1.24792702e-02 1.09290000e+02] [ 2.78941432e-04 1.29069749e+00] [ -1.33151604e-02 1.06000000e+02] [ -1.23358617e-02 1.15000000e+02]
193 72 [ -1.25214932e-02 1.08840000e+02] [ 4.68576280e-04 1.24675579e+00] [ -1.49732730e-02 1.03000000e+02] [ -1.23358617e-02 1.12000000e+02]
194 82 [ -1.24807592e-02 1.08760000e+02] [ 4.26408332e-04 1.54996774e+00] [ -1.52911475e-02 1.03000000e+02] [ -1.23358617e-02 1.15000000e+02]
195 69 [ -1.25475276e-02 1.09240000e+02] [ 5.69333767e-04 2.07422275e+00] [ -1.66560336e-02 1.02000000e+02] [ -1.23358617e-02 1.17000000e+02]
196 66 [ -1.24807850e-02 1.09050000e+02] [ 3.56998796e-04 9.63068014e-01] [ -1.44455325e-02 1.03000000e+02] [ -1.23358617e-02 1.13000000e+02]
197 64 [ -1.25055201e-02 1.08900000e+02] [ 3.59332182e-04 1.36747943e+00] [ -1.39862160e-02 1.01000000e+02] [ -1.23358617e-02 1.14000000e+02]
198 62 [ -1.25049207e-02 1.09170000e+02] [ 4.70716892e-04 8.60871651e-01] [ -1.50391611e-02 1.06000000e+02] [ -1.23358617e-02 1.13000000e+02]
199 72 [ -1.25235691e-02 1.08910000e+02] [ 4.67348259e-04 1.54334053e+00] [ -1.51770265e-02 1.00000000e+02] [ -1.23358617e-02 1.13000000e+02]
200 74 [ -1.25714046e-02 1.08910000e+02] [ 5.04111816e-04 1.58804912e+00] [ -1.47786070e-02 1.04000000e+02] [ -1.23358617e-02 1.15000000e+02]
201 69 [ -1.25549262e-02 1.09050000e+02] [ 4.80217809e-04 1.51244835e+00] [ -1.44858857e-02 1.04000000e+02] [ -1.23358617e-02 1.17000000e+02]
202 64 [ -1.25152411e-02 1.08950000e+02] [ 4.00232309e-04 1.27573508e+00] [ -1.51345241e-02 1.02000000e+02] [ -1.23358617e-02 1.13000000e+02]
203 75 [ -1.26024862e-02 1.08950000e+02] [ 5.80756449e-04 1.51904575e+00] [ -1.48707096e-02 1.04000000e+02] [ -1.23358617e-02 1.15000000e+02]
204 76 [ -1.25407562e-02 1.08950000e+02] [ 4.82660866e-04 1.60234204e+00] [ -1.49098983e-02 1.03000000e+02] [ -1.23358617e-02 1.14000000e+02]
205 80 [ -1.24738932e-02 1.09120000e+02] [ 3.07315816e-04 1.39484766e+00] [ -1.41875112e-02 1.03000000e+02] [ -1.23358617e-02 1.14000000e+02]
206 75 [ -1.24580864e-02 1.09080000e+02] [ 3.35546857e-04 1.13736538e+00] [ -1.44759544e-02 1.02000000e+02] [ -1.23358617e-02 1.13000000e+02]
207 89 [ -1.24979701e-02 1.09230000e+02] [ 3.53127151e-04 9.47153631e-01] [ -1.44013609e-02 1.07000000e+02] [ -1.23358617e-02 1.15000000e+02]
208 71 [ -1.24206527e-02 1.09190000e+02] [ 2.21091467e-04 1.12867179e+00] [ -1.32802466e-02 1.05000000e+02] [ -1.23358617e-02 1.16000000e+02]
209 76 [ -1.25339467e-02 1.09130000e+02] [ 4.78428868e-04 1.55983974e+00] [ -1.57553581e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
210 82 [ -1.25658572e-02 1.09060000e+02] [ 5.40488809e-04 1.77662602e+00] [ -1.53855945e-02 1.03000000e+02] [ -1.23358617e-02 1.17000000e+02]
211 81 [ -1.24742428e-02 1.09100000e+02] [ 3.50457559e-04 1.17046999e+00] [ -1.47244006e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
212 81 [ -1.25414318e-02 1.09010000e+02] [ 4.73575123e-04 1.26881835e+00] [ -1.48854933e-02 1.02000000e+02] [ -1.23358617e-02 1.12000000e+02]
213 89 [ -1.24874437e-02 1.08930000e+02] [ 3.53293444e-04 1.32857066e+00] [ -1.44637178e-02 1.03000000e+02] [ -1.23358617e-02 1.13000000e+02]
214 75 [ -1.24896203e-02 1.09020000e+02] [ 4.65346140e-04 1.10435502e+00] [ -1.61718986e-02 1.04000000e+02] [ -1.23358617e-02 1.13000000e+02]
215 79 [ -1.24730456e-02 1.09050000e+02] [ 2.95846245e-04 1.18638105e+00] [ -1.40021455e-02 1.05000000e+02] [ -1.23358617e-02 1.16000000e+02]
216 72 [ -1.26103709e-02 1.08980000e+02] [ 4.82320483e-04 1.96458647e+00] [ -1.49306466e-02 1.02000000e+02] [ -1.23358617e-02 1.16000000e+02]
217 77 [ -1.24237107e-02 1.08940000e+02] [ 2.28644017e-04 1.62984662e+00] [ -1.33820179e-02 9.90000000e+01] [ -1.23358617e-02 1.15000000e+02]
218 71 [ -1.25473270e-02 1.08970000e+02] [ 6.18580079e-04 1.42446481e+00] [ -1.65813038e-02 1.01000000e+02] [ -1.23358617e-02 1.15000000e+02]
219 78 [ -1.25235410e-02 1.09170000e+02] [ 3.93278928e-04 1.72658623e+00] [ -1.44269660e-02 1.03000000e+02] [ -1.23358617e-02 1.15000000e+02]
220 65 [ -1.24878541e-02 1.08970000e+02] [ 3.53993422e-04 1.26059510e+00] [ -1.47062040e-02 1.05000000e+02] [ -1.23358617e-02 1.15000000e+02]
221 81 [ -1.25596428e-02 1.08930000e+02] [ 5.49029007e-04 1.65683433e+00] [ -1.54659188e-02 1.01000000e+02] [ -1.23358617e-02 1.16000000e+02]
222 83 [ -1.25539004e-02 1.08790000e+02] [ 4.85666115e-04 1.28292634e+00] [ -1.48293212e-02 1.04000000e+02] [ -1.23358617e-02 1.13000000e+02]
223 72 [ -1.24510408e-02 1.09010000e+02] [ 3.17625762e-04 7.93662397e-01] [ -1.44358924e-02 1.06000000e+02] [ -1.23358617e-02 1.14000000e+02]
224 78 [ -1.25343600e-02 1.09110000e+02] [ 4.34560044e-04 1.58047461e+00] [ -1.47138892e-02 1.03000000e+02] [ -1.23358617e-02 1.15000000e+02]
225 85 [ -1.25148259e-02 1.09060000e+02] [ 4.22976770e-04 1.52852870e+00] [ -1.50968575e-02 1.03000000e+02] [ -1.23358617e-02 1.17000000e+02]
226 69 [ -1.24859890e-02 1.08890000e+02] [ 3.75325584e-04 9.88888265e-01] [ -1.49083037e-02 1.04000000e+02] [ -1.23358617e-02 1.13000000e+02]
227 83 [ -1.25326218e-02 1.08960000e+02] [ 4.26445743e-04 1.44858552e+00] [ -1.44604078e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
228 74 [ -1.25446583e-02 1.09040000e+02] [ 4.45178349e-04 1.31087757e+00] [ -1.47273994e-02 1.03000000e+02] [ -1.23358617e-02 1.13000000e+02]
229 72 [ -1.24617663e-02 1.08940000e+02] [ 3.03823280e-04 1.27921851e+00] [ -1.38225268e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
230 72 [ -1.24403291e-02 1.09360000e+02] [ 2.89159193e-04 1.60324671e+00] [ -1.37204949e-02 1.07000000e+02] [ -1.23358617e-02 1.19000000e+02]
231 81 [ -1.25374414e-02 1.08890000e+02] [ 5.04406350e-04 1.74295726e+00] [ -1.54222432e-02 1.02000000e+02] [ -1.23358617e-02 1.18000000e+02]
232 80 [ -1.25320487e-02 1.08870000e+02] [ 4.43564879e-04 1.47414382e+00] [ -1.45253096e-02 1.03000000e+02] [ -1.23358617e-02 1.16000000e+02]
233 74 [ -1.24820546e-02 1.08960000e+02] [ 3.70029674e-04 1.36323146e+00] [ -1.47741099e-02 1.04000000e+02] [ -1.23358617e-02 1.15000000e+02]
234 74 [ -1.25391844e-02 1.09300000e+02] [ 3.64271422e-04 1.76918060e+00] [ -1.37014294e-02 1.03000000e+02] [ -1.23358617e-02 1.18000000e+02]
235 87 [ -1.25076995e-02 1.09150000e+02] [ 3.48429469e-04 1.57082781e+00] [ -1.41579679e-02 1.03000000e+02] [ -1.23358617e-02 1.15000000e+02]
236 83 [ -1.25017213e-02 1.08930000e+02] [ 3.88552222e-04 1.78468485e+00] [ -1.47355057e-02 1.02000000e+02] [ -1.23358617e-02 1.20000000e+02]
237 75 [ -1.24830013e-02 1.09190000e+02] [ 2.95174250e-04 1.94779362e+00] [ -1.36196860e-02 1.02000000e+02] [ -1.23358617e-02 1.17000000e+02]
238 70 [ -1.24926735e-02 1.08860000e+02] [ 4.54030305e-04 1.01014850e+00] [ -1.51401061e-02 1.05000000e+02] [ -1.23358617e-02 1.13000000e+02]
239 78 [ -1.24885005e-02 1.09140000e+02] [ 3.54349763e-04 1.00019998e+00] [ -1.43950177e-02 1.04000000e+02] [ -1.23358617e-02 1.13000000e+02]
240 85 [ -1.25293585e-02 1.09410000e+02] [ 4.37359615e-04 1.79496518e+00] [ -1.44894990e-02 1.05000000e+02] [ -1.23358617e-02 1.18000000e+02]
241 78 [ -1.24864875e-02 1.08760000e+02] [ 3.49741820e-04 1.46369396e+00] [ -1.42003489e-02 1.02000000e+02] [ -1.23358617e-02 1.13000000e+02]
242 61 [ -1.25002115e-02 1.09120000e+02] [ 3.92098243e-04 1.30598622e+00] [ -1.47321864e-02 1.05000000e+02] [ -1.23358617e-02 1.17000000e+02]
243 80 [ -1.24879233e-02 1.09250000e+02] [ 3.03517605e-04 1.55804365e+00] [ -1.35874967e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
244 69 [ -1.25761822e-02 1.08940000e+02] [ 5.38612137e-04 1.36981751e+00] [ -1.48139136e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
245 68 [ -1.24869743e-02 1.08920000e+02] [ 3.83224686e-04 9.01997783e-01] [ -1.46768412e-02 1.05000000e+02] [ -1.23358617e-02 1.11000000e+02]
246 73 [ -1.25044594e-02 1.08840000e+02] [ 4.69830336e-04 1.29398609e+00] [ -1.50496973e-02 1.01000000e+02] [ -1.23358617e-02 1.13000000e+02]
247 76 [ -1.24986324e-02 1.08940000e+02] [ 3.14968156e-04 1.63597066e+00] [ -1.38022978e-02 1.02000000e+02] [ -1.23358617e-02 1.18000000e+02]
248 74 [ -1.25289948e-02 1.08950000e+02] [ 4.09608413e-04 1.18638105e+00] [ -1.42932418e-02 1.05000000e+02] [ -1.23358617e-02 1.14000000e+02]
249 68 [ -1.25079003e-02 1.08890000e+02] [ 3.70910645e-04 1.82699206e+00] [ -1.45660439e-02 9.90000000e+01] [ -1.23358617e-02 1.14000000e+02]
250 78 [ -1.25502588e-02 1.09110000e+02] [ 4.14050640e-04 1.78826732e+00] [ -1.45797206e-02 1.02000000e+02] [ -1.23358617e-02 1.17000000e+02]
251 77 [ -1.25064943e-02 1.09160000e+02] [ 3.44780510e-04 1.42632395e+00] [ -1.40909569e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
252 88 [ -1.25224630e-02 1.09120000e+02] [ 3.56955843e-04 1.96102014e+00] [ -1.36089984e-02 1.04000000e+02] [ -1.23358617e-02 1.19000000e+02]
253 71 [ -1.25290838e-02 1.09110000e+02] [ 4.28686070e-04 1.69643744e+00] [ -1.48455542e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
254 72 [ -1.24956141e-02 1.08990000e+02] [ 4.25074696e-04 1.75211301e+00] [ -1.50313634e-02 1.03000000e+02] [ -1.23358617e-02 1.19000000e+02]
255 78 [ -1.25516777e-02 1.08790000e+02] [ 4.99938508e-04 1.47169970e+00] [ -1.49857575e-02 1.02000000e+02] [ -1.23358617e-02 1.13000000e+02]
256 81 [ -1.24806555e-02 1.08860000e+02] [ 3.59170136e-04 1.24112852e+00] [ -1.46384043e-02 1.04000000e+02] [ -1.23358617e-02 1.12000000e+02]
257 64 [ -1.24717614e-02 1.08960000e+02] [ 3.02268977e-04 1.00915806e+00] [ -1.40120608e-02 1.02000000e+02] [ -1.23358617e-02 1.11000000e+02]
258 78 [ -1.25882209e-02 1.09090000e+02] [ 5.02956318e-04 1.81711309e+00] [ -1.50533292e-02 1.03000000e+02] [ -1.23358617e-02 1.18000000e+02]
259 74 [ -1.24900254e-02 1.08830000e+02] [ 3.62619115e-04 1.42165397e+00] [ -1.43488682e-02 1.00000000e+02] [ -1.23358617e-02 1.13000000e+02]
260 70 [ -1.24565811e-02 1.08900000e+02] [ 2.87939924e-04 1.37477271e+00] [ -1.40416938e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
261 78 [ -1.25916881e-02 1.08960000e+02] [ 5.16425011e-04 1.84889156e+00] [ -1.54628619e-02 1.03000000e+02] [ -1.23358617e-02 1.15000000e+02]
262 75 [ -1.24963337e-02 1.08800000e+02] [ 3.40941667e-04 1.50996689e+00] [ -1.38860308e-02 1.02000000e+02] [ -1.23358617e-02 1.15000000e+02]
263 66 [ -1.25309717e-02 1.08820000e+02] [ 4.74618786e-04 1.87285878e+00] [ -1.46884327e-02 9.90000000e+01] [ -1.23358617e-02 1.14000000e+02]
264 74 [ -1.24923372e-02 1.08950000e+02] [ 3.73579465e-04 1.25996032e+00] [ -1.48469669e-02 1.02000000e+02] [ -1.23358617e-02 1.14000000e+02]
265 81 [ -1.25550554e-02 1.09310000e+02] [ 3.69436232e-04 2.05277860e+00] [ -1.45640710e-02 1.04000000e+02] [ -1.23358617e-02 1.18000000e+02]
266 81 [ -1.24537408e-02 1.09150000e+02] [ 3.52782804e-04 1.05237826e+00] [ -1.47627471e-02 1.06000000e+02] [ -1.23358617e-02 1.14000000e+02]
267 79 [ -1.24824952e-02 1.08990000e+02] [ 3.83035304e-04 1.46625373e+00] [ -1.44227076e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
268 72 [ -1.25104513e-02 1.09080000e+02] [ 4.00849765e-04 1.66541286e+00] [ -1.41212809e-02 1.04000000e+02] [ -1.23358617e-02 1.18000000e+02]
269 77 [ -1.24162468e-02 1.09020000e+02] [ 2.24256609e-04 1.31893897e+00] [ -1.32917659e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
270 63 [ -1.24551062e-02 1.09030000e+02] [ 4.57923864e-04 1.33007519e+00] [ -1.60125020e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
271 76 [ -1.25367315e-02 1.09010000e+02] [ 5.46234743e-04 1.55881365e+00] [ -1.61174241e-02 1.03000000e+02] [ -1.23358617e-02 1.18000000e+02]
272 74 [ -1.24901032e-02 1.08880000e+02] [ 3.73279234e-04 1.19398492e+00] [ -1.41141509e-02 1.05000000e+02] [ -1.23358617e-02 1.14000000e+02]
273 79 [ -1.25731693e-02 1.09240000e+02] [ 4.96694533e-04 1.75567651e+00] [ -1.55673706e-02 1.02000000e+02] [ -1.23358617e-02 1.16000000e+02]
274 70 [ -1.25349043e-02 1.08770000e+02] [ 5.60528896e-04 1.59282767e+00] [ -1.54916581e-02 1.01000000e+02] [ -1.23358617e-02 1.15000000e+02]
275 68 [ -1.24389305e-02 1.09000000e+02] [ 3.11084974e-04 9.48683298e-01] [ -1.43263050e-02 1.04000000e+02] [ -1.23358617e-02 1.14000000e+02]
276 75 [ -1.24483124e-02 1.08930000e+02] [ 3.22167489e-04 1.53788816e+00] [ -1.47304947e-02 1.01000000e+02] [ -1.23358617e-02 1.15000000e+02]
277 78 [ -1.24836178e-02 1.09090000e+02] [ 3.43106272e-04 1.67985118e+00] [ -1.47670982e-02 1.03000000e+02] [ -1.23358617e-02 1.17000000e+02]
278 77 [ -1.24517536e-02 1.09030000e+02] [ 2.55468426e-04 1.03397292e+00] [ -1.31933256e-02 1.05000000e+02] [ -1.23358617e-02 1.14000000e+02]
279 82 [ -1.25444142e-02 1.09030000e+02] [ 3.95261006e-04 1.49969997e+00] [ -1.46107417e-02 1.04000000e+02] [ -1.23358617e-02 1.16000000e+02]
280 83 [ -1.25290057e-02 1.09050000e+02] [ 3.87197853e-04 1.82961745e+00] [ -1.46186911e-02 1.01000000e+02] [ -1.23270087e-02 1.16000000e+02]
281 71 [ -1.25156868e-02 1.09070000e+02] [ 4.07491543e-04 1.71029237e+00] [ -1.48789110e-02 1.01000000e+02] [ -1.23270087e-02 1.18000000e+02]
282 79 [ -1.24748553e-02 1.08980000e+02] [ 2.49177810e-04 9.05317624e-01] [ -1.32998716e-02 1.04000000e+02] [ -1.23270087e-02 1.12000000e+02]
283 66 [ -1.26057197e-02 1.09000000e+02] [ 4.78918263e-04 1.95448203e+00] [ -1.51490342e-02 1.03000000e+02] [ -1.23270087e-02 1.19000000e+02]
284 85 [ -1.26198847e-02 1.08950000e+02] [ 5.68095406e-04 1.91507180e+00] [ -1.50225401e-02 9.90000000e+01] [ -1.23270087e-02 1.16000000e+02]
285 84 [ -1.25956698e-02 1.08940000e+02] [ 4.80297018e-04 1.61133485e+00] [ -1.52989724e-02 1.04000000e+02] [ -1.23270087e-02 1.18000000e+02]
286 68 [ -1.25265085e-02 1.09100000e+02] [ 2.82499589e-04 1.55884573e+00] [ -1.34338804e-02 1.03000000e+02] [ -1.23270087e-02 1.18000000e+02]
287 80 [ -1.25545739e-02 1.09340000e+02] [ 3.44295198e-04 1.83423008e+00] [ -1.44902096e-02 1.04000000e+02] [ -1.23270087e-02 1.20000000e+02]
288 66 [ -1.25661339e-02 1.08730000e+02] [ 4.05425660e-04 1.20710397e+00] [ -1.49089639e-02 1.04000000e+02] [ -1.23270087e-02 1.11000000e+02]
289 76 [ -1.26134968e-02 1.08950000e+02] [ 4.15266136e-04 1.28354977e+00] [ -1.47529593e-02 1.04000000e+02] [ -1.23270087e-02 1.14000000e+02]
290 74 [ -1.25488464e-02 1.08900000e+02] [ 3.34770097e-04 1.62172747e+00] [ -1.38521714e-02 1.02000000e+02] [ -1.23270087e-02 1.15000000e+02]
291 74 [ -1.25585206e-02 1.08920000e+02] [ 5.22290423e-04 1.87445992e+00] [ -1.46848885e-02 1.02000000e+02] [ -1.23270087e-02 1.17000000e+02]
292 80 [ -1.25350931e-02 1.09030000e+02] [ 4.49843116e-04 1.49969997e+00] [ -1.50295624e-02 1.05000000e+02] [ -1.22728910e-02 1.15000000e+02]
293 80 [ -1.25696980e-02 1.09070000e+02] [ 5.92263143e-04 1.52482786e+00] [ -1.54892259e-02 1.03000000e+02] [ -1.22728910e-02 1.15000000e+02]
294 71 [ -1.25228742e-02 1.08720000e+02] [ 3.89004223e-04 1.95489130e+00] [ -1.42796577e-02 1.01000000e+02] [ -1.23270087e-02 1.16000000e+02]
295 67 [ -1.25797018e-02 1.08980000e+02] [ 5.01214921e-04 1.81096659e+00] [ -1.50144163e-02 1.01000000e+02] [ -1.23270087e-02 1.16000000e+02]
296 78 [ -1.25267755e-02 1.09120000e+02] [ 4.69872273e-04 1.75088549e+00] [ -1.55094946e-02 1.01000000e+02] [ -1.23270087e-02 1.15000000e+02]
297 78 [ -1.25108660e-02 1.08950000e+02] [ 4.49533721e-04 1.33697420e+00] [ -1.47254757e-02 1.02000000e+02] [ -1.23270087e-02 1.13000000e+02]
298 64 [ -1.24612105e-02 1.08920000e+02] [ 2.91425472e-04 1.14612390e+00] [ -1.34819709e-02 1.04000000e+02] [ -1.23270087e-02 1.14000000e+02]
299 69 [ -1.24407882e-02 1.08850000e+02] [ 2.73089188e-04 1.49916644e+00] [ -1.36414236e-02 1.03000000e+02] [ -1.23270087e-02 1.14000000e+02]
300 75 [ -1.24725840e-02 1.09110000e+02] [ 3.46044561e-04 1.18232821e+00] [ -1.48606663e-02 1.02000000e+02] [ -1.23270087e-02 1.14000000e+02]
Selecting features with genetic algorithm.
gen nevals avg std min max
0 100 [ -2.03431385e-02 1.09050000e+02] [ 2.99959730e-03 6.43952638e+00] [ -3.06030752e-02 9.10000000e+01] [ -1.59192553e-02 1.21000000e+02]
1 75 [ -1.84909166e-02 1.10130000e+02] [ 2.00345812e-03 5.93743210e+00] [ -2.50821161e-02 9.30000000e+01] [ -1.58360105e-02 1.21000000e+02]
2 76 [ -1.74453222e-02 1.11000000e+02] [ 1.94017162e-03 6.47610994e+00] [ -3.19722851e-02 9.30000000e+01] [ -1.50711844e-02 1.24000000e+02]
3 75 [ -1.65439206e-02 1.13230000e+02] [ 9.45538330e-04 6.10877238e+00] [ -2.16052989e-02 9.60000000e+01] [ -1.50711844e-02 1.29000000e+02]
4 79 [ -1.60301479e-02 1.14820000e+02] [ 6.06795559e-04 6.42865460e+00] [ -1.79076601e-02 9.60000000e+01] [ -1.45882204e-02 1.29000000e+02]
5 69 [ -1.55795111e-02 1.18130000e+02] [ 6.02850928e-04 6.09861460e+00] [ -1.82201328e-02 1.05000000e+02] [ -1.46034898e-02 1.31000000e+02]
6 77 [ -1.53118865e-02 1.19080000e+02] [ 5.04087964e-04 5.88163243e+00] [ -1.75910456e-02 1.06000000e+02] [ -1.44454754e-02 1.32000000e+02]
7 83 [ -1.50327805e-02 1.21100000e+02] [ 5.56921009e-04 5.84380013e+00] [ -1.71679879e-02 1.03000000e+02] [ -1.39991767e-02 1.34000000e+02]
8 72 [ -1.47268360e-02 1.23310000e+02] [ 3.64604672e-04 5.76141476e+00] [ -1.63772284e-02 1.09000000e+02] [ -1.39991767e-02 1.42000000e+02]
9 66 [ -1.45743605e-02 1.24140000e+02] [ 3.43776744e-04 6.66936279e+00] [ -1.57324609e-02 9.90000000e+01] [ -1.39588282e-02 1.42000000e+02]
10 77 [ -1.44633464e-02 1.26910000e+02] [ 6.13750732e-04 7.44324526e+00] [ -1.94871901e-02 1.06000000e+02] [ -1.38836408e-02 1.43000000e+02]
11 81 [ -1.43169628e-02 1.27780000e+02] [ 3.54686524e-04 7.17437105e+00] [ -1.58590363e-02 1.11000000e+02] [ -1.38221579e-02 1.44000000e+02]
12 80 [ -1.41443798e-02 1.26910000e+02] [ 2.92841218e-04 6.79719795e+00] [ -1.54514269e-02 1.08000000e+02] [ -1.36868699e-02 1.41000000e+02]
13 68 [ -1.40281332e-02 1.27490000e+02] [ 3.27708025e-04 6.12942901e+00] [ -1.60863770e-02 1.11000000e+02] [ -1.36284979e-02 1.40000000e+02]
14 84 [ -1.38974077e-02 1.26610000e+02] [ 1.77102337e-04 6.22076362e+00] [ -1.48057136e-02 1.09000000e+02] [ -1.36284979e-02 1.39000000e+02]
15 77 [ -1.38762674e-02 1.25740000e+02] [ 3.70887591e-04 5.80106887e+00] [ -1.60139351e-02 1.11000000e+02] [ -1.35560009e-02 1.38000000e+02]
16 83 [ -1.37807081e-02 1.27070000e+02] [ 2.85657906e-04 5.55743646e+00] [ -1.59899351e-02 1.10000000e+02] [ -1.34768135e-02 1.38000000e+02]
17 74 [ -1.37241999e-02 1.26250000e+02] [ 2.39660918e-04 5.16599458e+00] [ -1.53880614e-02 1.10000000e+02] [ -1.34532675e-02 1.39000000e+02]
18 77 [ -1.37107312e-02 1.26600000e+02] [ 2.62998255e-04 5.14975728e+00] [ -1.46173449e-02 1.10000000e+02] [ -1.33748166e-02 1.42000000e+02]
19 74 [ -1.36779039e-02 1.26260000e+02] [ 2.66860316e-04 5.22803979e+00] [ -1.49150501e-02 1.15000000e+02] [ -1.33850056e-02 1.42000000e+02]
20 74 [ -1.36247368e-02 1.25800000e+02] [ 3.07314536e-04 5.76194412e+00] [ -1.55165525e-02 1.14000000e+02] [ -1.33610304e-02 1.43000000e+02]
21 70 [ -1.35554387e-02 1.26540000e+02] [ 2.21737743e-04 6.14885355e+00] [ -1.45297065e-02 1.14000000e+02] [ -1.33170578e-02 1.43000000e+02]
22 67 [ -1.35953111e-02 1.25960000e+02] [ 3.91647021e-04 5.97648726e+00] [ -1.57739900e-02 1.15000000e+02] [ -1.33044280e-02 1.43000000e+02]
23 79 [ -1.35091646e-02 1.24610000e+02] [ 3.25947754e-04 5.23621046e+00] [ -1.48926115e-02 1.15000000e+02] [ -1.33050040e-02 1.39000000e+02]
24 82 [ -1.34708309e-02 1.23390000e+02] [ 4.04974652e-04 5.01177613e+00] [ -1.66363725e-02 1.12000000e+02] [ -1.32740109e-02 1.39000000e+02]
25 80 [ -1.33711634e-02 1.22600000e+02] [ 1.90360743e-04 3.88844442e+00] [ -1.50547014e-02 1.09000000e+02] [ -1.32422118e-02 1.33000000e+02]
26 75 [ -1.34274255e-02 1.21840000e+02] [ 3.70359350e-04 3.74090898e+00] [ -1.54647118e-02 1.13000000e+02] [ -1.32361611e-02 1.31000000e+02]
27 78 [ -1.33430093e-02 1.21000000e+02] [ 2.15009508e-04 4.03980198e+00] [ -1.48856419e-02 1.11000000e+02] [ -1.32006248e-02 1.30000000e+02]
28 82 [ -1.33725420e-02 1.20050000e+02] [ 3.11392064e-04 4.25294016e+00] [ -1.50644389e-02 1.11000000e+02] [ -1.31984550e-02 1.31000000e+02]
29 75 [ -1.34061321e-02 1.19460000e+02] [ 4.06032991e-04 5.35988806e+00] [ -1.58744144e-02 1.07000000e+02] [ -1.31984550e-02 1.29000000e+02]
30 70 [ -1.33902020e-02 1.19330000e+02] [ 4.72574361e-04 4.97806187e+00] [ -1.57837312e-02 1.07000000e+02] [ -1.31681582e-02 1.32000000e+02]
31 76 [ -1.33577003e-02 1.18890000e+02] [ 3.97155141e-04 4.42920986e+00] [ -1.61900642e-02 1.09000000e+02] [ -1.31548439e-02 1.32000000e+02]
32 79 [ -1.32774494e-02 1.17820000e+02] [ 2.47787467e-04 3.78253883e+00] [ -1.48478799e-02 1.09000000e+02] [ -1.31612730e-02 1.27000000e+02]
33 80 [ -1.33854317e-02 1.17540000e+02] [ 5.15397758e-04 3.73743227e+00] [ -1.69191817e-02 1.08000000e+02] [ -1.31428669e-02 1.27000000e+02]
34 72 [ -1.33129695e-02 1.16810000e+02] [ 3.78980852e-04 3.73816800e+00] [ -1.51623834e-02 1.08000000e+02] [ -1.31520376e-02 1.27000000e+02]
35 70 [ -1.33132513e-02 1.16500000e+02] [ 3.26900246e-04 3.48568501e+00] [ -1.45184433e-02 1.09000000e+02] [ -1.31441215e-02 1.27000000e+02]
36 80 [ -1.32722112e-02 1.16950000e+02] [ 2.86905064e-04 3.30265045e+00] [ -1.50440425e-02 1.05000000e+02] [ -1.31336924e-02 1.24000000e+02]
37 84 [ -1.32489614e-02 1.16510000e+02] [ 2.42629623e-04 3.17960689e+00] [ -1.45994991e-02 1.07000000e+02] [ -1.31334159e-02 1.28000000e+02]
38 71 [ -1.32801249e-02 1.15770000e+02] [ 4.29151563e-04 3.28284937e+00] [ -1.64190455e-02 1.02000000e+02] [ -1.31323073e-02 1.22000000e+02]
39 83 [ -1.32361353e-02 1.15910000e+02] [ 2.87007300e-04 3.15307786e+00] [ -1.48590010e-02 1.08000000e+02] [ -1.31253125e-02 1.22000000e+02]
40 79 [ -1.33260680e-02 1.15580000e+02] [ 6.10727434e-04 3.29296219e+00] [ -1.84789870e-02 1.09000000e+02] [ -1.31207551e-02 1.23000000e+02]
41 74 [ -1.32355129e-02 1.15750000e+02] [ 3.65676278e-04 3.40404172e+00] [ -1.62394775e-02 1.05000000e+02] [ -1.31207551e-02 1.25000000e+02]
42 68 [ -1.32811369e-02 1.14530000e+02] [ 3.84132914e-04 3.09016181e+00] [ -1.57416732e-02 1.04000000e+02] [ -1.31166729e-02 1.21000000e+02]
43 69 [ -1.32128043e-02 1.15200000e+02] [ 2.33718235e-04 2.98328678e+00] [ -1.42788138e-02 1.07000000e+02] [ -1.31167721e-02 1.21000000e+02]
44 73 [ -1.32290090e-02 1.14700000e+02] [ 2.70112709e-04 3.16385840e+00] [ -1.42771876e-02 1.08000000e+02] [ -1.31161029e-02 1.24000000e+02]
45 79 [ -1.32476603e-02 1.14380000e+02] [ 3.45347857e-04 3.00925240e+00] [ -1.52004002e-02 1.09000000e+02] [ -1.31161029e-02 1.21000000e+02]
46 70 [ -1.32828169e-02 1.13640000e+02] [ 4.24209255e-04 3.38974925e+00] [ -1.54167678e-02 1.06000000e+02] [ -1.31159031e-02 1.23000000e+02]
47 76 [ -1.32269910e-02 1.12070000e+02] [ 3.09397509e-04 3.32341692e+00] [ -1.51932986e-02 1.02000000e+02] [ -1.31148870e-02 1.24000000e+02]
48 77 [ -1.32041506e-02 1.11020000e+02] [ 2.85359721e-04 2.84246372e+00] [ -1.54487202e-02 1.04000000e+02] [ -1.31124468e-02 1.18000000e+02]
49 79 [ -1.32164181e-02 1.10090000e+02] [ 2.74397731e-04 2.27637870e+00] [ -1.48752924e-02 1.02000000e+02] [ -1.31132886e-02 1.15000000e+02]
50 70 [ -1.31974503e-02 1.10070000e+02] [ 2.02365835e-04 2.47893122e+00] [ -1.41046206e-02 1.00000000e+02] [ -1.31132885e-02 1.18000000e+02]
51 77 [ -1.33025248e-02 1.09580000e+02] [ 3.92504120e-04 2.56974707e+00] [ -1.49583601e-02 1.02000000e+02] [ -1.31116140e-02 1.18000000e+02]
52 76 [ -1.32849719e-02 1.08670000e+02] [ 6.59523147e-04 2.10739175e+00] [ -1.88484173e-02 1.04000000e+02] [ -1.31107970e-02 1.16000000e+02]
53 70 [ -1.32213760e-02 1.08430000e+02] [ 2.89072279e-04 2.82932854e+00] [ -1.44579469e-02 1.02000000e+02] [ -1.31077782e-02 1.18000000e+02]
54 77 [ -1.31941180e-02 1.08170000e+02] [ 2.87816575e-04 2.33261656e+00] [ -1.53822075e-02 1.03000000e+02] [ -1.31077782e-02 1.15000000e+02]
55 85 [ -1.32035826e-02 1.07830000e+02] [ 3.23923109e-04 2.38350582e+00] [ -1.50857040e-02 1.00000000e+02] [ -1.31039501e-02 1.15000000e+02]
56 75 [ -1.31980388e-02 1.07350000e+02] [ 2.78946536e-04 2.56271341e+00] [ -1.49004120e-02 9.90000000e+01] [ -1.31034399e-02 1.15000000e+02]
57 71 [ -1.31854311e-02 1.07550000e+02] [ 2.00433416e-04 2.43464576e+00] [ -1.40558695e-02 1.01000000e+02] [ -1.31031413e-02 1.13000000e+02]
58 81 [ -1.32477928e-02 1.07200000e+02] [ 3.72603417e-04 2.45356883e+00] [ -1.51201395e-02 1.01000000e+02] [ -1.31031340e-02 1.14000000e+02]
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63 72 [ -1.31938853e-02 1.07160000e+02] [ 2.73443405e-04 1.90641024e+00] [ -1.48926968e-02 1.03000000e+02] [ -1.30940252e-02 1.17000000e+02]
64 81 [ -1.31795771e-02 1.06980000e+02] [ 2.69116408e-04 1.58101233e+00] [ -1.49919587e-02 1.02000000e+02] [ -1.30940234e-02 1.13000000e+02]
65 72 [ -1.32149029e-02 1.06630000e+02] [ 2.97465882e-04 1.64106673e+00] [ -1.46938138e-02 1.03000000e+02] [ -1.30940234e-02 1.12000000e+02]
66 64 [ -1.31715436e-02 1.06500000e+02] [ 2.10076276e-04 1.57797338e+00] [ -1.46733748e-02 1.02000000e+02] [ -1.30940046e-02 1.11000000e+02]
67 82 [ -1.32464808e-02 1.06610000e+02] [ 4.12002446e-04 1.84875634e+00] [ -1.59494229e-02 1.01000000e+02] [ -1.30757575e-02 1.11000000e+02]
68 72 [ -1.31785628e-02 1.06570000e+02] [ 3.15995579e-04 1.89343603e+00] [ -1.51419048e-02 1.02000000e+02] [ -1.30757575e-02 1.15000000e+02]
69 76 [ -1.32034541e-02 1.06470000e+02] [ 3.42748103e-04 2.01223756e+00] [ -1.51849377e-02 1.02000000e+02] [ -1.30666693e-02 1.15000000e+02]
70 66 [ -1.31633299e-02 1.06610000e+02] [ 2.91964870e-04 1.65466009e+00] [ -1.55102320e-02 1.03000000e+02] [ -1.30666684e-02 1.11000000e+02]
71 74 [ -1.32704539e-02 1.05910000e+02] [ 4.04722106e-04 2.68735930e+00] [ -1.50685795e-02 9.70000000e+01] [ -1.30666682e-02 1.15000000e+02]
72 81 [ -1.31417888e-02 1.06060000e+02] [ 2.20676436e-04 2.03872509e+00] [ -1.48853893e-02 1.02000000e+02] [ -1.30666682e-02 1.12000000e+02]
73 68 [ -1.31556186e-02 1.05450000e+02] [ 2.45263501e-04 1.93584607e+00] [ -1.45450536e-02 9.70000000e+01] [ -1.30666681e-02 1.11000000e+02]
74 72 [ -1.31560855e-02 1.05070000e+02] [ 2.58175261e-04 2.03103422e+00] [ -1.46504872e-02 9.60000000e+01] [ -1.30666681e-02 1.13000000e+02]
75 75 [ -1.31396387e-02 1.04190000e+02] [ 2.38929588e-04 1.80385698e+00] [ -1.47410010e-02 9.50000000e+01] [ -1.30666667e-02 1.09000000e+02]
76 77 [ -1.31899589e-02 1.04220000e+02] [ 2.97327247e-04 2.15675682e+00] [ -1.45109404e-02 9.60000000e+01] [ -1.30666667e-02 1.11000000e+02]
77 68 [ -1.31988445e-02 1.03840000e+02] [ 3.77475388e-04 1.69540556e+00] [ -1.48573000e-02 9.80000000e+01] [ -1.30666667e-02 1.09000000e+02]
78 84 [ -1.32031670e-02 1.04200000e+02] [ 3.57476674e-04 1.98997487e+00] [ -1.50682168e-02 9.60000000e+01] [ -1.30666667e-02 1.10000000e+02]
79 85 [ -1.31891837e-02 1.04080000e+02] [ 2.71626898e-04 1.89039678e+00] [ -1.46005989e-02 1.00000000e+02] [ -1.30666667e-02 1.10000000e+02]
80 75 [ -1.32436651e-02 1.03330000e+02] [ 4.14663955e-04 1.78356385e+00] [ -1.56792080e-02 9.80000000e+01] [ -1.30666667e-02 1.09000000e+02]
81 78 [ -1.31846801e-02 1.03160000e+02] [ 2.92225942e-04 2.00858159e+00] [ -1.47349209e-02 9.40000000e+01] [ -1.30666667e-02 1.09000000e+02]
82 76 [ -1.31697526e-02 1.03210000e+02] [ 2.94249025e-04 1.94059269e+00] [ -1.46260127e-02 9.60000000e+01] [ -1.30666667e-02 1.11000000e+02]
83 79 [ -1.31631712e-02 1.03180000e+02] [ 3.20983884e-04 1.56448074e+00] [ -1.50636970e-02 9.60000000e+01] [ -1.30666667e-02 1.08000000e+02]
84 69 [ -1.31696759e-02 1.03130000e+02] [ 3.05454920e-04 1.65320900e+00] [ -1.45580977e-02 9.70000000e+01] [ -1.30666667e-02 1.12000000e+02]
85 84 [ -1.32427562e-02 1.03250000e+02] [ 4.18845948e-04 1.89934199e+00] [ -1.51000709e-02 9.50000000e+01] [ -1.30666667e-02 1.09000000e+02]
86 66 [ -1.31436634e-02 1.03030000e+02] [ 2.51582422e-04 1.33757243e+00] [ -1.46361168e-02 9.70000000e+01] [ -1.30666667e-02 1.12000000e+02]
87 77 [ -1.31748753e-02 1.03130000e+02] [ 3.61818221e-04 1.44675499e+00] [ -1.54205060e-02 9.90000000e+01] [ -1.30666667e-02 1.10000000e+02]
88 74 [ -1.31570911e-02 1.03150000e+02] [ 2.41677267e-04 1.33697420e+00] [ -1.45916467e-02 9.90000000e+01] [ -1.30666667e-02 1.10000000e+02]
89 82 [ -1.31220646e-02 1.03300000e+02] [ 1.68874427e-04 1.30766968e+00] [ -1.42858857e-02 1.00000000e+02] [ -1.30666667e-02 1.09000000e+02]
90 80 [ -1.32343562e-02 1.03190000e+02] [ 5.75994915e-04 1.42614866e+00] [ -1.72983802e-02 9.80000000e+01] [ -1.30634850e-02 1.09000000e+02]
91 81 [ -1.31509265e-02 1.02960000e+02] [ 3.10077950e-04 1.26427845e+00] [ -1.50896342e-02 9.70000000e+01] [ -1.30634850e-02 1.09000000e+02]
92 77 [ -1.31565584e-02 1.03140000e+02] [ 2.45744754e-04 8.94650770e-01] [ -1.43807561e-02 9.90000000e+01] [ -1.30635013e-02 1.08000000e+02]
93 70 [ -1.31893964e-02 1.03190000e+02] [ 3.34288151e-04 1.16357209e+00] [ -1.47124132e-02 1.01000000e+02] [ -1.30635012e-02 1.10000000e+02]
94 64 [ -1.31562548e-02 1.03390000e+02] [ 2.62573652e-04 1.27196698e+00] [ -1.46330960e-02 9.90000000e+01] [ -1.30635012e-02 1.09000000e+02]
95 74 [ -1.31612100e-02 1.03550000e+02] [ 2.91494878e-04 1.52561463e+00] [ -1.48597106e-02 9.70000000e+01] [ -1.30635012e-02 1.09000000e+02]
96 78 [ -1.31289139e-02 1.03770000e+02] [ 2.34585769e-04 1.72542748e+00] [ -1.45846127e-02 9.80000000e+01] [ -1.30635012e-02 1.12000000e+02]
97 85 [ -1.31328287e-02 1.03900000e+02] [ 2.31250444e-04 1.62788206e+00] [ -1.44169113e-02 1.01000000e+02] [ -1.30635012e-02 1.13000000e+02]
98 81 [ -1.31802231e-02 1.03390000e+02] [ 3.28024514e-04 1.49596123e+00] [ -1.49529692e-02 9.70000000e+01] [ -1.30635012e-02 1.09000000e+02]
99 70 [ -1.31674563e-02 1.03270000e+02] [ 2.68589774e-04 1.76553108e+00] [ -1.50288743e-02 9.70000000e+01] [ -1.30635012e-02 1.09000000e+02]
100 73 [ -1.31707482e-02 1.03380000e+02] [ 3.37355260e-04 1.60486760e+00] [ -1.48136801e-02 9.70000000e+01] [ -1.30635012e-02 1.10000000e+02]
101 69 [ -1.31334199e-02 1.02880000e+02] [ 1.94348120e-04 1.13384302e+00] [ -1.40844004e-02 9.50000000e+01] [ -1.30635012e-02 1.07000000e+02]
102 72 [ -1.32127723e-02 1.02890000e+02] [ 4.68811189e-04 1.15667627e+00] [ -1.64635169e-02 9.80000000e+01] [ -1.30635012e-02 1.07000000e+02]
103 71 [ -1.31300489e-02 1.03110000e+02] [ 2.35148515e-04 1.31829435e+00] [ -1.48191762e-02 9.80000000e+01] [ -1.30635012e-02 1.10000000e+02]
104 72 [ -1.32332942e-02 1.03000000e+02] [ 4.31066535e-04 1.80000000e+00] [ -1.55251083e-02 9.40000000e+01] [ -1.30635012e-02 1.11000000e+02]
105 81 [ -1.32114370e-02 1.03150000e+02] [ 3.90749397e-04 1.28354977e+00] [ -1.51614794e-02 1.00000000e+02] [ -1.30635012e-02 1.11000000e+02]
106 74 [ -1.32012322e-02 1.03170000e+02] [ 3.90313626e-04 1.53658713e+00] [ -1.54756225e-02 9.60000000e+01] [ -1.30635012e-02 1.08000000e+02]
107 72 [ -1.32260747e-02 1.03270000e+02] [ 4.11921460e-04 1.90186750e+00] [ -1.56169462e-02 9.60000000e+01] [ -1.30635012e-02 1.11000000e+02]
108 81 [ -1.32497551e-02 1.03050000e+02] [ 5.71695279e-04 1.50582203e+00] [ -1.76773007e-02 9.80000000e+01] [ -1.30635012e-02 1.10000000e+02]
109 75 [ -1.31901128e-02 1.03110000e+02] [ 3.55262245e-04 1.47577098e+00] [ -1.53685759e-02 9.70000000e+01] [ -1.30635012e-02 1.10000000e+02]
110 79 [ -1.31490426e-02 1.03170000e+02] [ 2.65492468e-04 1.47006803e+00] [ -1.48549158e-02 9.70000000e+01] [ -1.30635012e-02 1.10000000e+02]
111 86 [ -1.31626059e-02 1.03040000e+02] [ 2.69343843e-04 1.33356665e+00] [ -1.44450065e-02 9.90000000e+01] [ -1.30635012e-02 1.09000000e+02]
112 74 [ -1.31184324e-02 1.03290000e+02] [ 1.96989578e-04 9.82802116e-01] [ -1.44729649e-02 1.03000000e+02] [ -1.30635012e-02 1.09000000e+02]
113 76 [ -1.31524166e-02 1.03050000e+02] [ 2.70303211e-04 1.51904575e+00] [ -1.47215834e-02 9.80000000e+01] [ -1.30635012e-02 1.08000000e+02]
114 80 [ -1.31645146e-02 1.03060000e+02] [ 3.26504751e-04 1.33281657e+00] [ -1.55561407e-02 9.70000000e+01] [ -1.30635012e-02 1.07000000e+02]
115 75 [ -1.31621753e-02 1.03180000e+02] [ 3.12317536e-04 1.59612030e+00] [ -1.48167473e-02 9.80000000e+01] [ -1.30635012e-02 1.12000000e+02]
116 75 [ -1.31281268e-02 1.03110000e+02] [ 2.06190569e-04 1.15667627e+00] [ -1.44547909e-02 1.00000000e+02] [ -1.30635012e-02 1.08000000e+02]
117 75 [ -1.31680138e-02 1.03060000e+02] [ 2.89311709e-04 1.61752898e+00] [ -1.45796988e-02 9.80000000e+01] [ -1.30635012e-02 1.12000000e+02]
118 77 [ -1.31638380e-02 1.03020000e+02] [ 2.82899494e-04 1.19983332e+00] [ -1.47033197e-02 9.70000000e+01] [ -1.30635012e-02 1.09000000e+02]
119 78 [ -1.31908426e-02 1.03140000e+02] [ 3.44092828e-04 1.28856509e+00] [ -1.55060550e-02 9.90000000e+01] [ -1.30635012e-02 1.10000000e+02]
120 70 [ -1.31394248e-02 1.02920000e+02] [ 2.35957911e-04 7.44043010e-01] [ -1.47339681e-02 9.80000000e+01] [ -1.30635012e-02 1.06000000e+02]
121 74 [ -1.31526385e-02 1.03150000e+02] [ 4.66721235e-04 1.14345966e+00] [ -1.75208112e-02 1.00000000e+02] [ -1.30635012e-02 1.09000000e+02]
122 86 [ -1.31557915e-02 1.02990000e+02] [ 3.13061704e-04 1.39638820e+00] [ -1.52207576e-02 9.60000000e+01] [ -1.30635012e-02 1.07000000e+02]
123 80 [ -1.31525057e-02 1.02920000e+02] [ 2.23866495e-04 1.39053946e+00] [ -1.44680563e-02 9.80000000e+01] [ -1.30635012e-02 1.09000000e+02]
124 80 [ -1.31987373e-02 1.02920000e+02] [ 3.57630875e-04 1.14612390e+00] [ -1.55412586e-02 9.90000000e+01] [ -1.30635012e-02 1.10000000e+02]
125 65 [ -1.31566483e-02 1.03020000e+02] [ 3.23719183e-04 1.25682139e+00] [ -1.54811192e-02 9.70000000e+01] [ -1.30635012e-02 1.11000000e+02]
126 74 [ -1.31882895e-02 1.03150000e+02] [ 3.09166001e-04 1.24398553e+00] [ -1.44996347e-02 9.70000000e+01] [ -1.30635012e-02 1.10000000e+02]
127 85 [ -1.31885129e-02 1.02950000e+02] [ 3.42490795e-04 1.13468057e+00] [ -1.46340798e-02 9.80000000e+01] [ -1.30635012e-02 1.07000000e+02]
128 76 [ -1.32104362e-02 1.03110000e+02] [ 3.46103108e-04 1.46215594e+00] [ -1.50917739e-02 9.80000000e+01] [ -1.30635012e-02 1.08000000e+02]
129 71 [ -1.31755876e-02 1.03310000e+02] [ 5.15578098e-04 1.21404283e+00] [ -1.76968949e-02 1.00000000e+02] [ -1.30635012e-02 1.10000000e+02]
130 74 [ -1.31714528e-02 1.03160000e+02] [ 3.47811963e-04 1.41223228e+00] [ -1.53125432e-02 9.80000000e+01] [ -1.30635012e-02 1.10000000e+02]
131 76 [ -1.31516435e-02 1.03230000e+02] [ 2.25821938e-04 1.89132229e+00] [ -1.42452173e-02 9.60000000e+01] [ -1.30635012e-02 1.10000000e+02]
132 84 [ -1.32510631e-02 1.02980000e+02] [ 4.34586514e-04 1.62468458e+00] [ -1.57694965e-02 9.70000000e+01] [ -1.30635012e-02 1.09000000e+02]
133 72 [ -1.32217019e-02 1.02960000e+02] [ 3.74325264e-04 1.65481117e+00] [ -1.51687214e-02 9.40000000e+01] [ -1.30635012e-02 1.10000000e+02]
134 79 [ -1.31937150e-02 1.03160000e+02] [ 3.98245563e-04 1.39799857e+00] [ -1.58640939e-02 9.60000000e+01] [ -1.30635012e-02 1.07000000e+02]
135 70 [ -1.31804883e-02 1.02900000e+02] [ 3.29921451e-04 1.46628783e+00] [ -1.52401279e-02 9.70000000e+01] [ -1.30635012e-02 1.11000000e+02]
136 79 [ -1.31831666e-02 1.03260000e+02] [ 3.61699722e-04 1.59135163e+00] [ -1.55636057e-02 9.70000000e+01] [ -1.30635012e-02 1.12000000e+02]
137 74 [ -1.31702052e-02 1.02920000e+02] [ 2.92926441e-04 9.55824252e-01] [ -1.49657659e-02 9.80000000e+01] [ -1.30635012e-02 1.07000000e+02]
138 77 [ -1.31869588e-02 1.02950000e+02] [ 3.46019396e-04 1.45859521e+00] [ -1.47860131e-02 9.60000000e+01] [ -1.30635012e-02 1.12000000e+02]
139 76 [ -1.31843525e-02 1.02970000e+02] [ 3.78773346e-04 1.53918810e+00] [ -1.52379304e-02 9.60000000e+01] [ -1.30635012e-02 1.10000000e+02]
140 67 [ -1.31608585e-02 1.03070000e+02] [ 2.56938150e-04 1.40893577e+00] [ -1.43812502e-02 9.70000000e+01] [ -1.30635012e-02 1.09000000e+02]
141 86 [ -1.31953178e-02 1.03110000e+02] [ 3.67491214e-04 1.48926156e+00] [ -1.50084920e-02 9.60000000e+01] [ -1.30635012e-02 1.09000000e+02]
142 71 [ -1.32155337e-02 1.03350000e+02] [ 3.99229682e-04 1.96659604e+00] [ -1.53919281e-02 9.70000000e+01] [ -1.30635012e-02 1.13000000e+02]
143 75 [ -1.31989283e-02 1.03070000e+02] [ 4.00048140e-04 1.64471882e+00] [ -1.55749608e-02 9.80000000e+01] [ -1.30635012e-02 1.11000000e+02]
144 84 [ -1.31689944e-02 1.03110000e+02] [ 2.45173260e-04 1.75439448e+00] [ -1.40495929e-02 9.50000000e+01] [ -1.30635012e-02 1.09000000e+02]
145 78 [ -1.30997465e-02 1.02540000e+02] [ 1.60274801e-04 1.40299679e+00] [ -1.44604052e-02 9.30000000e+01] [ -1.30635012e-02 1.07000000e+02]
146 82 [ -1.31585226e-02 1.02330000e+02] [ 2.95251571e-04 1.31950748e+00] [ -1.47145378e-02 9.80000000e+01] [ -1.30635012e-02 1.09000000e+02]
147 72 [ -1.32120922e-02 1.02260000e+02] [ 6.32193489e-04 1.64085344e+00] [ -1.87203622e-02 9.50000000e+01] [ -1.30635012e-02 1.09000000e+02]
148 70 [ -1.31184806e-02 1.02350000e+02] [ 1.99019589e-04 1.37386317e+00] [ -1.44603389e-02 1.00000000e+02] [ -1.30635012e-02 1.09000000e+02]
149 81 [ -1.31215495e-02 1.02190000e+02] [ 2.20598102e-04 9.86863719e-01] [ -1.46478924e-02 1.00000000e+02] [ -1.30635012e-02 1.08000000e+02]
150 83 [ -1.31661919e-02 1.02250000e+02] [ 2.44940708e-04 1.71099386e+00] [ -1.45725464e-02 9.80000000e+01] [ -1.30635012e-02 1.12000000e+02]
151 75 [ -1.31780178e-02 1.01960000e+02] [ 3.62739254e-04 1.14821601e+00] [ -1.52023959e-02 9.80000000e+01] [ -1.30635011e-02 1.06000000e+02]
152 69 [ -1.31320410e-02 1.02310000e+02] [ 2.18618358e-04 1.82589704e+00] [ -1.45498024e-02 9.90000000e+01] [ -1.30635011e-02 1.11000000e+02]
153 83 [ -1.31932384e-02 1.02500000e+02] [ 2.99987434e-04 1.94164878e+00] [ -1.46614850e-02 9.80000000e+01] [ -1.30635011e-02 1.11000000e+02]
154 82 [ -1.31406525e-02 1.02320000e+02] [ 2.41340701e-04 1.67260276e+00] [ -1.45427883e-02 9.80000000e+01] [ -1.30626357e-02 1.10000000e+02]
155 69 [ -1.32434294e-02 1.02060000e+02] [ 4.49053659e-04 2.08240246e+00] [ -1.59003120e-02 9.30000000e+01] [ -1.30624931e-02 1.11000000e+02]
156 82 [ -1.31525361e-02 1.01860000e+02] [ 2.33896286e-04 1.50346267e+00] [ -1.42521064e-02 9.50000000e+01] [ -1.30624929e-02 1.09000000e+02]
157 64 [ -1.32015889e-02 1.01850000e+02] [ 3.91774334e-04 1.86212244e+00] [ -1.52508556e-02 9.50000000e+01] [ -1.30624929e-02 1.11000000e+02]
158 79 [ -1.31903750e-02 1.01830000e+02] [ 2.93450592e-04 1.61279261e+00] [ -1.42762768e-02 9.80000000e+01] [ -1.30624929e-02 1.08000000e+02]
159 66 [ -1.31997453e-02 1.02260000e+02] [ 4.33734760e-04 2.07663189e+00] [ -1.59090354e-02 9.70000000e+01] [ -1.30624929e-02 1.10000000e+02]
160 81 [ -1.32120851e-02 1.02300000e+02] [ 3.72220455e-04 2.00748599e+00] [ -1.52839662e-02 9.50000000e+01] [ -1.30624929e-02 1.09000000e+02]
161 64 [ -1.31829781e-02 1.02800000e+02] [ 3.59600832e-04 1.54272486e+00] [ -1.54650121e-02 9.70000000e+01] [ -1.30624929e-02 1.09000000e+02]
162 80 [ -1.31884519e-02 1.02710000e+02] [ 3.90894607e-04 1.63275840e+00] [ -1.61543197e-02 9.80000000e+01] [ -1.30624929e-02 1.10000000e+02]
163 84 [ -1.31673313e-02 1.02390000e+02] [ 2.53370732e-04 2.03418288e+00] [ -1.41131804e-02 9.50000000e+01] [ -1.30624929e-02 1.14000000e+02]
164 75 [ -1.31870934e-02 1.02160000e+02] [ 3.85510805e-04 1.39082709e+00] [ -1.58618124e-02 9.70000000e+01] [ -1.30624929e-02 1.09000000e+02]
165 79 [ -1.31814195e-02 1.02110000e+02] [ 3.00865143e-04 1.67269244e+00] [ -1.45391169e-02 9.50000000e+01] [ -1.30624929e-02 1.08000000e+02]
166 72 [ -1.31590108e-02 1.02150000e+02] [ 3.01032236e-04 1.16081868e+00] [ -1.46193493e-02 1.00000000e+02] [ -1.30624929e-02 1.10000000e+02]
167 77 [ -1.31359638e-02 1.02060000e+02] [ 2.69098700e-04 1.04709121e+00] [ -1.47985440e-02 1.00000000e+02] [ -1.30624929e-02 1.07000000e+02]
168 76 [ -1.31366415e-02 1.01610000e+02] [ 2.29095509e-04 1.12156141e+00] [ -1.46102600e-02 9.70000000e+01] [ -1.30624929e-02 1.07000000e+02]
169 72 [ -1.31721771e-02 1.01250000e+02] [ 3.47794387e-04 1.54515371e+00] [ -1.50941982e-02 9.20000000e+01] [ -1.30624929e-02 1.06000000e+02]
170 76 [ -1.32264313e-02 1.01030000e+02] [ 6.63585625e-04 1.58401389e+00] [ -1.90300494e-02 9.30000000e+01] [ -1.30624929e-02 1.07000000e+02]
171 83 [ -1.31318818e-02 1.01200000e+02] [ 1.96335512e-04 1.28062485e+00] [ -1.43868538e-02 9.70000000e+01] [ -1.30624929e-02 1.07000000e+02]
172 77 [ -1.31620176e-02 1.01190000e+02] [ 2.94224776e-04 1.69525809e+00] [ -1.45657075e-02 9.50000000e+01] [ -1.30624929e-02 1.10000000e+02]
173 88 [ -1.31788674e-02 1.01050000e+02] [ 3.30577330e-04 1.17792190e+00] [ -1.52284132e-02 9.70000000e+01] [ -1.30624929e-02 1.06000000e+02]
174 74 [ -1.31676784e-02 1.01230000e+02] [ 2.97473587e-04 1.64228499e+00] [ -1.48391953e-02 9.30000000e+01] [ -1.30624929e-02 1.07000000e+02]
175 73 [ -1.31834265e-02 1.01430000e+02] [ 2.76910747e-04 1.91444509e+00] [ -1.42919824e-02 9.50000000e+01] [ -1.30624929e-02 1.10000000e+02]
176 74 [ -1.31557258e-02 1.01450000e+02] [ 3.19438426e-04 1.42390309e+00] [ -1.58057360e-02 9.80000000e+01] [ -1.30624928e-02 1.09000000e+02]
177 71 [ -1.31731670e-02 1.01290000e+02] [ 2.76676074e-04 1.43034961e+00] [ -1.47431023e-02 9.70000000e+01] [ -1.30624928e-02 1.11000000e+02]
178 81 [ -1.31828108e-02 1.01440000e+02] [ 3.43845971e-04 1.47864803e+00] [ -1.54868675e-02 9.70000000e+01] [ -1.30624928e-02 1.07000000e+02]
179 79 [ -1.31340769e-02 1.01580000e+02] [ 1.97991449e-04 1.88244522e+00] [ -1.39446686e-02 9.60000000e+01] [ -1.30624928e-02 1.10000000e+02]
180 84 [ -1.31349710e-02 1.01720000e+02] [ 2.02246945e-04 1.93432159e+00] [ -1.40129889e-02 9.60000000e+01] [ -1.30624928e-02 1.11000000e+02]
181 80 [ -1.31723417e-02 1.02080000e+02] [ 2.77027448e-04 1.58543369e+00] [ -1.46138731e-02 9.60000000e+01] [ -1.30624928e-02 1.08000000e+02]
182 69 [ -1.31407211e-02 1.02060000e+02] [ 2.90266906e-04 1.16464587e+00] [ -1.50962750e-02 9.70000000e+01] [ -1.30624928e-02 1.08000000e+02]
183 76 [ -1.31335400e-02 1.02320000e+02] [ 2.09107968e-04 1.47566934e+00] [ -1.43756328e-02 9.80000000e+01] [ -1.30624928e-02 1.09000000e+02]
184 84 [ -1.32090306e-02 1.02070000e+02] [ 5.44605740e-04 1.43704558e+00] [ -1.76981994e-02 9.50000000e+01] [ -1.30624928e-02 1.07000000e+02]
185 79 [ -1.31837795e-02 1.02070000e+02] [ 4.43419132e-04 5.33947563e-01] [ -1.55317713e-02 9.90000000e+01] [ -1.30624928e-02 1.05000000e+02]
186 67 [ -1.31347510e-02 1.02140000e+02] [ 2.64693893e-04 1.67343957e+00] [ -1.47999673e-02 9.60000000e+01] [ -1.30624928e-02 1.11000000e+02]
187 75 [ -1.31149441e-02 1.02180000e+02] [ 1.71782420e-04 1.20316250e+00] [ -1.42951962e-02 9.80000000e+01] [ -1.30624928e-02 1.08000000e+02]
188 75 [ -1.31826588e-02 1.02160000e+02] [ 3.68391482e-04 1.36176356e+00] [ -1.51316596e-02 9.70000000e+01] [ -1.30624928e-02 1.09000000e+02]
189 76 [ -1.31940869e-02 1.02200000e+02] [ 2.92905944e-04 1.74355958e+00] [ -1.45801862e-02 9.70000000e+01] [ -1.30624928e-02 1.11000000e+02]
190 78 [ -1.32022593e-02 1.01900000e+02] [ 4.19374899e-04 2.14242853e+00] [ -1.57989377e-02 9.10000000e+01] [ -1.30624928e-02 1.10000000e+02]
191 87 [ -1.31735446e-02 1.02010000e+02] [ 4.02920757e-04 1.60309076e+00] [ -1.65496244e-02 9.40000000e+01] [ -1.30624928e-02 1.09000000e+02]
192 73 [ -1.31495045e-02 1.02250000e+02] [ 2.65743395e-04 1.53215534e+00] [ -1.46113044e-02 9.60000000e+01] [ -1.30624928e-02 1.07000000e+02]
193 76 [ -1.32668379e-02 1.02150000e+02] [ 5.13868692e-04 1.80762275e+00] [ -1.60927900e-02 9.60000000e+01] [ -1.30624928e-02 1.13000000e+02]
194 80 [ -1.31605715e-02 1.02090000e+02] [ 2.63877848e-04 1.49060390e+00] [ -1.45113993e-02 9.60000000e+01] [ -1.30624928e-02 1.10000000e+02]
195 73 [ -1.31921635e-02 1.02100000e+02] [ 3.26791566e-04 1.27671453e+00] [ -1.47006277e-02 9.80000000e+01] [ -1.30624928e-02 1.07000000e+02]
196 76 [ -1.31787724e-02 1.02040000e+02] [ 3.88457944e-04 1.08554134e+00] [ -1.53203336e-02 9.70000000e+01] [ -1.30624928e-02 1.06000000e+02]
197 70 [ -1.31509583e-02 1.02160000e+02] [ 2.39499529e-04 2.01851431e+00] [ -1.45765556e-02 9.10000000e+01] [ -1.30624928e-02 1.10000000e+02]
198 77 [ -1.32041844e-02 1.02250000e+02] [ 6.57268875e-04 1.30671343e+00] [ -1.93202120e-02 9.70000000e+01] [ -1.30624928e-02 1.09000000e+02]
199 69 [ -1.31420256e-02 1.02060000e+02] [ 2.44139331e-04 9.36162379e-01] [ -1.44024590e-02 9.90000000e+01] [ -1.30624928e-02 1.08000000e+02]
200 76 [ -1.31822208e-02 1.02130000e+02] [ 3.25129576e-04 1.21371331e+00] [ -1.47049898e-02 9.80000000e+01] [ -1.30624928e-02 1.07000000e+02]
201 83 [ -1.31421387e-02 1.02160000e+02] [ 2.74753096e-04 1.17234807e+00] [ -1.53906009e-02 1.00000000e+02] [ -1.30624928e-02 1.10000000e+02]
202 82 [ -1.31516813e-02 1.02040000e+02] [ 2.14545457e-04 1.38506318e+00] [ -1.41940024e-02 9.60000000e+01] [ -1.30624928e-02 1.08000000e+02]
203 73 [ -1.31632726e-02 1.02170000e+02] [ 2.38798722e-04 1.12298709e+00] [ -1.42398886e-02 9.70000000e+01] [ -1.30624928e-02 1.07000000e+02]
204 78 [ -1.31346266e-02 1.01890000e+02] [ 1.81913395e-04 1.66069263e+00] [ -1.41712309e-02 9.30000000e+01] [ -1.30624928e-02 1.09000000e+02]
205 79 [ -1.31785582e-02 1.01970000e+02] [ 3.26384955e-04 1.18705518e+00] [ -1.46324563e-02 9.50000000e+01] [ -1.30624928e-02 1.06000000e+02]
206 77 [ -1.31796089e-02 1.02140000e+02] [ 2.83612123e-04 1.62493077e+00] [ -1.46066296e-02 9.70000000e+01] [ -1.30624928e-02 1.09000000e+02]
207 77 [ -1.31415972e-02 1.02200000e+02] [ 2.66224917e-04 1.45602198e+00] [ -1.48783709e-02 9.70000000e+01] [ -1.30624928e-02 1.10000000e+02]
208 74 [ -1.31604015e-02 1.02280000e+02] [ 2.54563404e-04 1.85515498e+00] [ -1.43752517e-02 9.80000000e+01] [ -1.30624928e-02 1.10000000e+02]
209 68 [ -1.31383127e-02 1.02100000e+02] [ 2.40056652e-04 1.30766968e+00] [ -1.46859242e-02 9.60000000e+01] [ -1.30624928e-02 1.11000000e+02]
210 87 [ -1.31705168e-02 1.02040000e+02] [ 2.81575203e-04 1.09471457e+00] [ -1.42726346e-02 9.90000000e+01] [ -1.30624928e-02 1.08000000e+02]
211 73 [ -1.31828607e-02 1.01950000e+02] [ 3.19829581e-04 1.40978722e+00] [ -1.50689063e-02 9.40000000e+01] [ -1.30624928e-02 1.06000000e+02]
212 78 [ -1.31539899e-02 1.02170000e+02] [ 2.83529908e-04 1.76099404e+00] [ -1.48956332e-02 9.60000000e+01] [ -1.30624928e-02 1.09000000e+02]
213 75 [ -1.31920212e-02 1.02390000e+02] [ 3.33036958e-04 1.52901929e+00] [ -1.49936227e-02 9.80000000e+01] [ -1.30624730e-02 1.11000000e+02]
214 78 [ -1.31758462e-02 1.02190000e+02] [ 3.42266029e-04 1.36157996e+00] [ -1.58890548e-02 9.80000000e+01] [ -1.30624730e-02 1.08000000e+02]
215 62 [ -1.31367398e-02 1.02270000e+02] [ 1.96835867e-04 1.73121345e+00] [ -1.44518558e-02 9.70000000e+01] [ -1.30624730e-02 1.10000000e+02]
216 76 [ -1.31097232e-02 1.02140000e+02] [ 1.45593642e-04 1.66144515e+00] [ -1.39923744e-02 9.70000000e+01] [ -1.30624730e-02 1.13000000e+02]
217 76 [ -1.31165154e-02 1.01960000e+02] [ 1.47741971e-04 1.42772546e+00] [ -1.38371389e-02 9.80000000e+01] [ -1.30577774e-02 1.08000000e+02]
218 76 [ -1.31616751e-02 1.01790000e+02] [ 3.17896391e-04 1.54463588e+00] [ -1.50316806e-02 9.70000000e+01] [ -1.30561653e-02 1.07000000e+02]
219 80 [ -1.31264303e-02 1.01320000e+02] [ 1.84530114e-04 1.61170717e+00] [ -1.40050868e-02 9.40000000e+01] [ -1.30560899e-02 1.08000000e+02]
220 81 [ -1.31889974e-02 1.01190000e+02] [ 3.60977300e-04 1.50794562e+00] [ -1.47878744e-02 9.80000000e+01] [ -1.30560866e-02 1.08000000e+02]
221 66 [ -1.31091856e-02 1.00870000e+02] [ 1.42526639e-04 1.43982638e+00] [ -1.40218929e-02 9.60000000e+01] [ -1.30560866e-02 1.06000000e+02]
222 79 [ -1.31655697e-02 1.00740000e+02] [ 2.78880202e-04 1.56601405e+00] [ -1.47625736e-02 9.70000000e+01] [ -1.30560865e-02 1.07000000e+02]
223 80 [ -1.31870812e-02 1.00890000e+02] [ 4.29521457e-04 1.90207781e+00] [ -1.65464544e-02 9.40000000e+01] [ -1.30560864e-02 1.08000000e+02]
224 84 [ -1.31345873e-02 1.00550000e+02] [ 2.11838393e-04 2.13717103e+00] [ -1.44275666e-02 9.00000000e+01] [ -1.30560864e-02 1.07000000e+02]
225 78 [ -1.31497689e-02 1.00200000e+02] [ 2.65771939e-04 1.43527001e+00] [ -1.46225151e-02 9.50000000e+01] [ -1.30560864e-02 1.06000000e+02]
226 63 [ -1.31838936e-02 9.99000000e+01] [ 3.69802686e-04 1.85202592e+00] [ -1.51235368e-02 9.20000000e+01] [ -1.30560864e-02 1.06000000e+02]
227 81 [ -1.31969238e-02 9.97300000e+01] [ 4.18735293e-04 1.87005348e+00] [ -1.60393968e-02 9.10000000e+01] [ -1.30560864e-02 1.06000000e+02]
228 75 [ -1.31915254e-02 1.00240000e+02] [ 3.75893354e-04 1.63780341e+00] [ -1.54439718e-02 9.60000000e+01] [ -1.30560864e-02 1.07000000e+02]
229 84 [ -1.32151033e-02 1.00240000e+02] [ 3.83149243e-04 1.87147001e+00] [ -1.50254919e-02 9.30000000e+01] [ -1.30560864e-02 1.08000000e+02]
230 86 [ -1.31953606e-02 1.00970000e+02] [ 4.00588270e-04 1.99226002e+00] [ -1.55161050e-02 9.40000000e+01] [ -1.30560864e-02 1.08000000e+02]
231 88 [ -1.31613148e-02 1.00460000e+02] [ 3.19916823e-04 1.50612085e+00] [ -1.53362806e-02 9.60000000e+01] [ -1.30560864e-02 1.10000000e+02]
232 68 [ -1.31829228e-02 1.00400000e+02] [ 3.46857662e-04 1.49666295e+00] [ -1.48349069e-02 9.50000000e+01] [ -1.30560864e-02 1.08000000e+02]
233 83 [ -1.31522812e-02 1.00540000e+02] [ 2.07821440e-04 2.10912304e+00] [ -1.39715170e-02 9.60000000e+01] [ -1.30560864e-02 1.09000000e+02]
234 90 [ -1.31501808e-02 1.00320000e+02] [ 3.04974201e-04 1.67857082e+00] [ -1.55829596e-02 9.40000000e+01] [ -1.30560864e-02 1.09000000e+02]
235 65 [ -1.31718125e-02 1.00100000e+02] [ 3.56764437e-04 7.14142843e-01] [ -1.50549179e-02 9.70000000e+01] [ -1.30560864e-02 1.04000000e+02]
236 68 [ -1.31554966e-02 1.00140000e+02] [ 2.57399196e-04 1.74367428e+00] [ -1.44851952e-02 9.20000000e+01] [ -1.30560864e-02 1.05000000e+02]
237 67 [ -1.31968993e-02 1.00420000e+02] [ 4.64255714e-04 1.99087920e+00] [ -1.63863402e-02 9.30000000e+01] [ -1.30560864e-02 1.09000000e+02]
238 82 [ -1.31406478e-02 1.00320000e+02] [ 2.45909057e-04 1.29522199e+00] [ -1.46560789e-02 9.70000000e+01] [ -1.30560864e-02 1.05000000e+02]
239 72 [ -1.32711713e-02 1.00290000e+02] [ 5.64680917e-04 1.94573893e+00] [ -1.70402844e-02 9.50000000e+01] [ -1.30560864e-02 1.11000000e+02]
240 74 [ -1.31586300e-02 1.00320000e+02] [ 3.04110071e-04 1.73712406e+00] [ -1.52042345e-02 9.30000000e+01] [ -1.30560864e-02 1.06000000e+02]
241 87 [ -1.31350135e-02 1.00170000e+02] [ 2.09103061e-04 1.31950748e+00] [ -1.41600385e-02 9.50000000e+01] [ -1.30560864e-02 1.06000000e+02]
242 76 [ -1.31647551e-02 1.00210000e+02] [ 2.46833093e-04 1.83463893e+00] [ -1.43252708e-02 9.40000000e+01] [ -1.30560864e-02 1.07000000e+02]
243 72 [ -1.31017356e-02 1.00030000e+02] [ 1.67875939e-04 1.35981616e+00] [ -1.44863011e-02 9.50000000e+01] [ -1.30560864e-02 1.06000000e+02]
244 72 [ -1.31089614e-02 1.00100000e+02] [ 1.80564326e-04 9.84885780e-01] [ -1.40961875e-02 9.70000000e+01] [ -1.30560864e-02 1.05000000e+02]
245 82 [ -1.32388708e-02 1.00080000e+02] [ 4.24198072e-04 1.61046577e+00] [ -1.60326408e-02 9.20000000e+01] [ -1.30560864e-02 1.06000000e+02]
246 72 [ -1.31934356e-02 1.00270000e+02] [ 4.06038297e-04 1.63006135e+00] [ -1.62134883e-02 9.40000000e+01] [ -1.30560864e-02 1.06000000e+02]
247 81 [ -1.31364158e-02 1.00270000e+02] [ 2.37212220e-04 1.63618459e+00] [ -1.44430950e-02 9.60000000e+01] [ -1.30560864e-02 1.09000000e+02]
248 85 [ -1.31211847e-02 9.99000000e+01] [ 2.24320135e-04 1.21243557e+00] [ -1.42789173e-02 9.50000000e+01] [ -1.30560864e-02 1.07000000e+02]
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250 69 [ -1.31509278e-02 9.99900000e+01] [ 2.92289425e-04 1.29996154e+00] [ -1.48335032e-02 9.60000000e+01] [ -1.30555188e-02 1.08000000e+02]
251 79 [ -1.31779215e-02 9.99800000e+01] [ 2.65013954e-04 1.54259522e+00] [ -1.42830977e-02 9.50000000e+01] [ -1.30555188e-02 1.04000000e+02]
252 80 [ -1.31385828e-02 9.98100000e+01] [ 2.45884070e-04 1.74180940e+00] [ -1.48646909e-02 9.20000000e+01] [ -1.30555188e-02 1.06000000e+02]
253 68 [ -1.31512538e-02 9.93300000e+01] [ 2.90321285e-04 1.88708770e+00] [ -1.52130196e-02 9.30000000e+01] [ -1.30555188e-02 1.07000000e+02]
254 79 [ -1.31896810e-02 9.93600000e+01] [ 2.93130547e-04 2.57106982e+00] [ -1.43438290e-02 9.40000000e+01] [ -1.30555188e-02 1.09000000e+02]
255 77 [ -1.31707255e-02 9.82600000e+01] [ 3.31386944e-04 1.57238672e+00] [ -1.48478347e-02 9.10000000e+01] [ -1.30555188e-02 1.04000000e+02]
256 83 [ -1.30983457e-02 9.78000000e+01] [ 1.80370973e-04 1.03923048e+00] [ -1.44444831e-02 9.50000000e+01] [ -1.30555188e-02 1.04000000e+02]
257 83 [ -1.31411412e-02 9.77900000e+01] [ 2.57802159e-04 1.73951143e+00] [ -1.46800589e-02 9.50000000e+01] [ -1.30555188e-02 1.04000000e+02]
258 69 [ -1.31569517e-02 9.73800000e+01] [ 3.21928649e-04 1.67797497e+00] [ -1.56130538e-02 9.10000000e+01] [ -1.30555188e-02 1.06000000e+02]
259 76 [ -1.31300370e-02 9.73300000e+01] [ 2.32945491e-04 1.58148664e+00] [ -1.45599175e-02 9.10000000e+01] [ -1.30555188e-02 1.06000000e+02]
260 63 [ -1.31564869e-02 9.75300000e+01] [ 2.78410214e-04 1.76892623e+00] [ -1.44072455e-02 9.30000000e+01] [ -1.30555188e-02 1.05000000e+02]
261 66 [ -1.31911202e-02 9.77100000e+01] [ 3.08635157e-04 2.09425404e+00] [ -1.44774558e-02 9.30000000e+01] [ -1.30555188e-02 1.06000000e+02]
262 69 [ -1.32013465e-02 9.73600000e+01] [ 3.89811937e-04 1.45958898e+00] [ -1.49111355e-02 9.40000000e+01] [ -1.30555188e-02 1.02000000e+02]
263 77 [ -1.31537205e-02 9.76000000e+01] [ 2.29807986e-04 2.03960781e+00] [ -1.44686013e-02 9.40000000e+01] [ -1.30555188e-02 1.08000000e+02]
264 79 [ -1.31534371e-02 9.73200000e+01] [ 3.10530221e-04 1.32574507e+00] [ -1.53574173e-02 9.40000000e+01] [ -1.30555188e-02 1.03000000e+02]
265 82 [ -1.31249743e-02 9.69700000e+01] [ 2.24841892e-04 1.01444566e+00] [ -1.46403425e-02 9.30000000e+01] [ -1.30555188e-02 1.01000000e+02]
266 82 [ -1.31722191e-02 9.70000000e+01] [ 2.93041446e-04 1.29614814e+00] [ -1.48562131e-02 9.20000000e+01] [ -1.30555188e-02 1.02000000e+02]
267 90 [ -1.32072150e-02 9.73100000e+01] [ 3.48956479e-04 1.35421564e+00] [ -1.48877628e-02 9.30000000e+01] [ -1.30555188e-02 1.02000000e+02]
268 76 [ -1.31496804e-02 9.75500000e+01] [ 2.57996496e-04 1.70513929e+00] [ -1.46901900e-02 9.20000000e+01] [ -1.30555188e-02 1.05000000e+02]
269 77 [ -1.32369958e-02 9.71400000e+01] [ 5.29326573e-04 1.41435498e+00] [ -1.71749541e-02 9.10000000e+01] [ -1.30555188e-02 1.03000000e+02]
270 81 [ -1.31820031e-02 9.72000000e+01] [ 2.89773525e-04 1.82756669e+00] [ -1.44379754e-02 9.30000000e+01] [ -1.30555188e-02 1.05000000e+02]
271 78 [ -1.31456409e-02 9.71200000e+01] [ 3.35129034e-04 1.47159777e+00] [ -1.59781369e-02 9.30000000e+01] [ -1.30555188e-02 1.06000000e+02]
272 70 [ -1.31990784e-02 9.71700000e+01] [ 4.11463561e-04 1.08678425e+00] [ -1.53611140e-02 9.40000000e+01] [ -1.30537278e-02 1.01000000e+02]
273 86 [ -1.31611459e-02 9.71300000e+01] [ 4.42945456e-04 1.48764915e+00] [ -1.61295990e-02 9.40000000e+01] [ -1.30533792e-02 1.06000000e+02]
274 77 [ -1.31502603e-02 9.72800000e+01] [ 2.82260714e-04 1.94463364e+00] [ -1.52502728e-02 9.30000000e+01] [ -1.30533792e-02 1.05000000e+02]
275 92 [ -1.32135938e-02 9.69200000e+01] [ 4.54261176e-04 1.77019773e+00] [ -1.53525159e-02 8.90000000e+01] [ -1.30533792e-02 1.06000000e+02]
276 83 [ -1.31539303e-02 9.66700000e+01] [ 2.66363754e-04 2.13098569e+00] [ -1.45391630e-02 8.60000000e+01] [ -1.30533792e-02 1.08000000e+02]
277 68 [ -1.31365034e-02 9.65800000e+01] [ 2.57536810e-04 1.63205392e+00] [ -1.47096934e-02 9.20000000e+01] [ -1.30533792e-02 1.04000000e+02]
278 65 [ -1.31168022e-02 9.61200000e+01] [ 2.30306522e-04 1.16000000e+00] [ -1.45832617e-02 9.10000000e+01] [ -1.30533792e-02 1.01000000e+02]
279 78 [ -1.31525017e-02 9.63300000e+01] [ 3.74951274e-04 1.69147864e+00] [ -1.59391356e-02 9.00000000e+01] [ -1.30533792e-02 1.05000000e+02]
280 76 [ -1.31556053e-02 9.64700000e+01] [ 3.30744751e-04 1.70560840e+00] [ -1.51706347e-02 9.20000000e+01] [ -1.30533792e-02 1.05000000e+02]
281 80 [ -1.31911186e-02 9.64100000e+01] [ 4.06808402e-04 1.72101714e+00] [ -1.59346287e-02 9.30000000e+01] [ -1.30533792e-02 1.05000000e+02]
282 85 [ -1.31589834e-02 9.65500000e+01] [ 3.61164880e-04 1.85135086e+00] [ -1.61503616e-02 9.00000000e+01] [ -1.30533792e-02 1.03000000e+02]
283 80 [ -1.31372363e-02 9.61900000e+01] [ 2.51540196e-04 1.07419737e+00] [ -1.44736894e-02 9.30000000e+01] [ -1.30533792e-02 1.02000000e+02]
284 60 [ -1.31350186e-02 9.64500000e+01] [ 2.48169640e-04 1.55804365e+00] [ -1.43826250e-02 9.30000000e+01] [ -1.30533792e-02 1.03000000e+02]
285 82 [ -1.31410712e-02 9.64600000e+01] [ 2.99385309e-04 1.93607851e+00] [ -1.49334506e-02 9.30000000e+01] [ -1.30533792e-02 1.05000000e+02]
286 68 [ -1.31641304e-02 9.63500000e+01] [ 2.85350503e-04 1.40267601e+00] [ -1.49548519e-02 9.20000000e+01] [ -1.30533792e-02 1.02000000e+02]
287 80 [ -1.32044763e-02 9.62100000e+01] [ 3.80387425e-04 1.38054337e+00] [ -1.50418999e-02 9.20000000e+01] [ -1.30533792e-02 1.01000000e+02]
288 70 [ -1.31970648e-02 9.63600000e+01] [ 3.53260702e-04 1.85752524e+00] [ -1.48907022e-02 9.00000000e+01] [ -1.30520042e-02 1.03000000e+02]
289 82 [ -1.32444485e-02 9.62100000e+01] [ 4.38737367e-04 1.79050272e+00] [ -1.48404776e-02 9.10000000e+01] [ -1.30520042e-02 1.04000000e+02]
290 70 [ -1.31314373e-02 9.65300000e+01] [ 1.96575154e-04 1.65804101e+00] [ -1.41323170e-02 9.10000000e+01] [ -1.30519858e-02 1.02000000e+02]
291 82 [ -1.31512716e-02 9.67700000e+01] [ 2.30181567e-04 1.77118604e+00] [ -1.44579822e-02 9.10000000e+01] [ -1.30519858e-02 1.04000000e+02]
292 76 [ -1.31985960e-02 9.69600000e+01] [ 3.46073586e-04 2.07807603e+00] [ -1.53810812e-02 9.20000000e+01] [ -1.30519858e-02 1.04000000e+02]
293 79 [ -1.31468800e-02 9.70300000e+01] [ 3.26420673e-04 2.06618005e+00] [ -1.54036707e-02 9.20000000e+01] [ -1.30518441e-02 1.06000000e+02]
294 82 [ -1.31713177e-02 9.70500000e+01] [ 3.41642055e-04 1.94615005e+00] [ -1.49724908e-02 9.20000000e+01] [ -1.30518441e-02 1.04000000e+02]
295 77 [ -1.31641490e-02 9.70800000e+01] [ 3.65735860e-04 1.69516961e+00] [ -1.54336622e-02 9.30000000e+01] [ -1.30518441e-02 1.04000000e+02]
296 75 [ -1.31774045e-02 9.68500000e+01] [ 4.05912649e-04 1.89934199e+00] [ -1.57879170e-02 9.10000000e+01] [ -1.30518441e-02 1.04000000e+02]
297 80 [ -1.32254650e-02 9.68400000e+01] [ 4.23017180e-04 1.59197990e+00] [ -1.58531464e-02 9.10000000e+01] [ -1.30518441e-02 1.04000000e+02]
298 71 [ -1.31726646e-02 9.65000000e+01] [ 3.42483436e-04 1.35277493e+00] [ -1.49402711e-02 9.30000000e+01] [ -1.30518441e-02 1.04000000e+02]
299 74 [ -1.31598281e-02 9.61000000e+01] [ 3.72969749e-04 1.46628783e+00] [ -1.53993772e-02 9.20000000e+01] [ -1.30518441e-02 1.03000000e+02]
300 71 [ -1.31590929e-02 9.57900000e+01] [ 2.94250600e-04 1.47169970e+00] [ -1.44973443e-02 9.20000000e+01] [ -1.30518441e-02 1.03000000e+02]
Selecting features with genetic algorithm.
gen nevals avg std min max
0 100 [ -1.85572089e-02 1.09840000e+02] [ 2.26471252e-03 8.27613436e+00] [ -2.47868916e-02 8.90000000e+01] [ -1.39457197e-02 1.28000000e+02]
1 79 [ -1.70836359e-02 1.10860000e+02] [ 1.83877822e-03 7.60660240e+00] [ -2.40764897e-02 9.10000000e+01] [ -1.41254135e-02 1.28000000e+02]
2 72 [ -1.58634685e-02 1.13200000e+02] [ 1.03881682e-03 6.63777071e+00] [ -1.95307172e-02 9.70000000e+01] [ -1.41254135e-02 1.26000000e+02]
3 73 [ -1.51853182e-02 1.14450000e+02] [ 7.73006478e-04 6.06362103e+00] [ -1.73987465e-02 1.00000000e+02] [ -1.32910173e-02 1.29000000e+02]
4 79 [ -1.47774499e-02 1.14120000e+02] [ 5.82888141e-04 5.95194086e+00] [ -1.63527574e-02 9.60000000e+01] [ -1.34280399e-02 1.27000000e+02]
5 89 [ -1.46284987e-02 1.15120000e+02] [ 5.46583770e-04 5.96201308e+00] [ -1.71198296e-02 9.80000000e+01] [ -1.34566080e-02 1.32000000e+02]
6 78 [ -1.43635574e-02 1.14920000e+02] [ 5.32601520e-04 5.67922530e+00] [ -1.66992609e-02 9.80000000e+01] [ -1.33825902e-02 1.26000000e+02]
7 77 [ -1.42811242e-02 1.15160000e+02] [ 5.75278184e-04 4.96129015e+00] [ -1.61378377e-02 9.90000000e+01] [ -1.33854141e-02 1.27000000e+02]
8 82 [ -1.41386685e-02 1.15100000e+02] [ 4.35863611e-04 5.87622328e+00] [ -1.55081699e-02 9.90000000e+01] [ -1.32890808e-02 1.31000000e+02]
9 80 [ -1.40126564e-02 1.14810000e+02] [ 4.28549921e-04 5.99615710e+00] [ -1.57104594e-02 1.02000000e+02] [ -1.30229509e-02 1.33000000e+02]
10 74 [ -1.39105616e-02 1.14310000e+02] [ 4.61482950e-04 6.15742641e+00] [ -1.60674879e-02 1.01000000e+02] [ -1.30229509e-02 1.33000000e+02]
11 84 [ -1.37924621e-02 1.14160000e+02] [ 4.17915879e-04 5.79606763e+00] [ -1.56643591e-02 1.00000000e+02] [ -1.31942954e-02 1.26000000e+02]
12 74 [ -1.36949353e-02 1.14250000e+02] [ 3.38359699e-04 5.70854622e+00] [ -1.54592233e-02 9.90000000e+01] [ -1.30630198e-02 1.27000000e+02]
13 76 [ -1.36702657e-02 1.14160000e+02] [ 5.43873234e-04 5.18212312e+00] [ -1.82160989e-02 1.04000000e+02] [ -1.30505148e-02 1.27000000e+02]
14 69 [ -1.35525753e-02 1.13300000e+02] [ 3.28405023e-04 5.45068803e+00] [ -1.49517172e-02 1.04000000e+02] [ -1.29737218e-02 1.27000000e+02]
15 80 [ -1.35211724e-02 1.12270000e+02] [ 4.04313844e-04 6.11204548e+00] [ -1.51959038e-02 9.60000000e+01] [ -1.27605267e-02 1.38000000e+02]
16 75 [ -1.35605107e-02 1.12480000e+02] [ 9.48816946e-04 5.76624661e+00] [ -2.05109251e-02 9.80000000e+01] [ -1.27428214e-02 1.24000000e+02]
17 67 [ -1.32198222e-02 1.11990000e+02] [ 3.00444586e-04 5.71400910e+00] [ -1.41313048e-02 9.60000000e+01] [ -1.26765767e-02 1.24000000e+02]
18 74 [ -1.32642908e-02 1.11710000e+02] [ 3.87187464e-04 7.05449502e+00] [ -1.48841843e-02 9.60000000e+01] [ -1.26765767e-02 1.28000000e+02]
19 55 [ -1.31520862e-02 1.11130000e+02] [ 3.32038395e-04 6.87117894e+00] [ -1.47523107e-02 9.60000000e+01] [ -1.26765767e-02 1.27000000e+02]
20 66 [ -1.31597131e-02 1.11880000e+02] [ 4.12656081e-04 5.63432338e+00] [ -1.53083527e-02 9.80000000e+01] [ -1.26765767e-02 1.23000000e+02]
21 56 [ -1.32135515e-02 1.11490000e+02] [ 7.42596995e-04 5.11565245e+00] [ -1.80254358e-02 9.60000000e+01] [ -1.26765767e-02 1.24000000e+02]
22 77 [ -1.31785891e-02 1.11720000e+02] [ 3.26372448e-04 4.45439109e+00] [ -1.44803393e-02 1.01000000e+02] [ -1.27234498e-02 1.19000000e+02]
23 83 [ -1.32089394e-02 1.12480000e+02] [ 7.21266644e-04 4.08529069e+00] [ -1.97391415e-02 9.90000000e+01] [ -1.27605267e-02 1.23000000e+02]
24 64 [ -1.30980762e-02 1.12310000e+02] [ 3.30610144e-04 3.83847626e+00] [ -1.44884844e-02 1.01000000e+02] [ -1.26497261e-02 1.24000000e+02]
25 86 [ -1.31476699e-02 1.11880000e+02] [ 3.98166651e-04 4.16960430e+00] [ -1.48457381e-02 9.90000000e+01] [ -1.24671986e-02 1.22000000e+02]
26 69 [ -1.31678568e-02 1.11240000e+02] [ 5.96926234e-04 3.47021613e+00] [ -1.55716958e-02 1.01000000e+02] [ -1.24671986e-02 1.19000000e+02]
27 84 [ -1.31255255e-02 1.11200000e+02] [ 4.09910742e-04 2.71661554e+00] [ -1.49722819e-02 1.03000000e+02] [ -1.27059832e-02 1.19000000e+02]
28 81 [ -1.30411118e-02 1.11740000e+02] [ 3.34011790e-04 2.46422402e+00] [ -1.43312392e-02 1.06000000e+02] [ -1.26226923e-02 1.19000000e+02]
29 79 [ -1.30231152e-02 1.11970000e+02] [ 4.84981006e-04 2.49581650e+00] [ -1.53666166e-02 1.06000000e+02] [ -1.27557273e-02 1.24000000e+02]
30 83 [ -1.30081890e-02 1.12170000e+02] [ 4.04683876e-04 1.71496356e+00] [ -1.49132754e-02 1.04000000e+02] [ -1.27557273e-02 1.18000000e+02]
31 85 [ -1.30173770e-02 1.11940000e+02] [ 5.66163962e-04 1.58631649e+00] [ -1.68375351e-02 1.07000000e+02] [ -1.27605267e-02 1.19000000e+02]
32 78 [ -1.30023154e-02 1.11740000e+02] [ 4.57414744e-04 1.30858702e+00] [ -1.47986189e-02 1.07000000e+02] [ -1.27605267e-02 1.16000000e+02]
33 79 [ -1.29299058e-02 1.12040000e+02] [ 3.67452693e-04 1.37054734e+00] [ -1.41949400e-02 1.07000000e+02] [ -1.27605267e-02 1.21000000e+02]
34 75 [ -1.29858742e-02 1.11940000e+02] [ 4.31118147e-04 1.80454981e+00] [ -1.48759187e-02 1.04000000e+02] [ -1.27605267e-02 1.19000000e+02]
35 74 [ -1.29983538e-02 1.11850000e+02] [ 5.14817791e-04 1.32193041e+00] [ -1.53201320e-02 1.04000000e+02] [ -1.27605267e-02 1.16000000e+02]
36 71 [ -1.29134558e-02 1.11900000e+02] [ 3.30807020e-04 1.23693169e+00] [ -1.40914784e-02 1.05000000e+02] [ -1.27605267e-02 1.15000000e+02]
37 74 [ -1.29364373e-02 1.12050000e+02] [ 4.60304481e-04 1.70513929e+00] [ -1.50716798e-02 1.04000000e+02] [ -1.27605267e-02 1.19000000e+02]
38 80 [ -1.29721485e-02 1.11900000e+02] [ 4.58220642e-04 1.51327460e+00] [ -1.49347577e-02 1.04000000e+02] [ -1.27605267e-02 1.17000000e+02]
39 79 [ -1.29718782e-02 1.12460000e+02] [ 3.62593243e-04 1.70540318e+00] [ -1.42742822e-02 1.07000000e+02] [ -1.27605267e-02 1.19000000e+02]
40 70 [ -1.29205918e-02 1.11940000e+02] [ 4.23307676e-04 1.47526269e+00] [ -1.51658136e-02 1.06000000e+02] [ -1.27605267e-02 1.17000000e+02]
41 77 [ -1.29085567e-02 1.12360000e+02] [ 4.42751814e-04 1.40370937e+00] [ -1.51118026e-02 1.09000000e+02] [ -1.27605267e-02 1.20000000e+02]
42 68 [ -1.29456702e-02 1.12090000e+02] [ 4.14253946e-04 1.52377820e+00] [ -1.51592551e-02 1.05000000e+02] [ -1.27605267e-02 1.18000000e+02]
43 85 [ -1.29810251e-02 1.11850000e+02] [ 4.23781522e-04 1.53215534e+00] [ -1.46540607e-02 1.05000000e+02] [ -1.27605267e-02 1.18000000e+02]
44 66 [ -1.28889546e-02 1.11870000e+02] [ 3.21290309e-04 1.09229117e+00] [ -1.41990640e-02 1.07000000e+02] [ -1.27605267e-02 1.17000000e+02]
45 68 [ -1.29371813e-02 1.11950000e+02] [ 3.73881854e-04 8.17006732e-01] [ -1.47493086e-02 1.09000000e+02] [ -1.27605267e-02 1.15000000e+02]
46 76 [ -1.29247355e-02 1.12150000e+02] [ 4.76983392e-04 1.81865335e+00] [ -1.60904757e-02 1.05000000e+02] [ -1.27605267e-02 1.22000000e+02]
47 75 [ -1.29165935e-02 1.11820000e+02] [ 4.28564424e-04 1.21144542e+00] [ -1.50368626e-02 1.07000000e+02] [ -1.27605267e-02 1.17000000e+02]
48 82 [ -1.29660641e-02 1.11870000e+02] [ 4.49534934e-04 1.54696477e+00] [ -1.47283552e-02 1.02000000e+02] [ -1.27605267e-02 1.18000000e+02]
49 76 [ -1.30246761e-02 1.12250000e+02] [ 5.18743651e-04 1.45172311e+00] [ -1.49397559e-02 1.09000000e+02] [ -1.27605267e-02 1.19000000e+02]
50 76 [ -1.29809513e-02 1.11770000e+02] [ 4.15780068e-04 1.83223907e+00] [ -1.50175009e-02 1.03000000e+02] [ -1.27605267e-02 1.18000000e+02]
51 74 [ -1.29293067e-02 1.12040000e+02] [ 4.10389928e-04 1.29553078e+00] [ -1.49247489e-02 1.06000000e+02] [ -1.27605267e-02 1.18000000e+02]
52 73 [ -1.29546032e-02 1.11680000e+02] [ 4.01032250e-04 1.52236658e+00] [ -1.47335500e-02 1.05000000e+02] [ -1.27605267e-02 1.15000000e+02]
53 89 [ -1.30772837e-02 1.11840000e+02] [ 5.83582246e-04 1.78168460e+00] [ -1.53366751e-02 1.05000000e+02] [ -1.27605267e-02 1.17000000e+02]
54 74 [ -1.29498717e-02 1.11900000e+02] [ 4.35336322e-04 1.17898261e+00] [ -1.48894132e-02 1.06000000e+02] [ -1.27605267e-02 1.15000000e+02]
55 74 [ -1.29639257e-02 1.11760000e+02] [ 3.95849537e-04 1.75567651e+00] [ -1.44269947e-02 1.04000000e+02] [ -1.27605267e-02 1.19000000e+02]
56 77 [ -1.28753921e-02 1.11900000e+02] [ 3.69116054e-04 8.77496439e-01] [ -1.47943616e-02 1.06000000e+02] [ -1.27605267e-02 1.15000000e+02]
57 72 [ -1.29326870e-02 1.12000000e+02] [ 3.52459088e-04 1.36381817e+00] [ -1.45149474e-02 1.06000000e+02] [ -1.27605267e-02 1.18000000e+02]
58 83 [ -1.30457264e-02 1.12020000e+02] [ 5.35720224e-04 1.96967002e+00] [ -1.51939841e-02 1.06000000e+02] [ -1.27605267e-02 1.22000000e+02]
59 75 [ -1.29323600e-02 1.11910000e+02] [ 3.97190875e-04 9.70515327e-01] [ -1.48280236e-02 1.06000000e+02] [ -1.27605267e-02 1.15000000e+02]
60 78 [ -1.29525052e-02 1.11750000e+02] [ 3.65679731e-04 1.61477553e+00] [ -1.42873781e-02 1.05000000e+02] [ -1.27605267e-02 1.18000000e+02]
61 70 [ -1.29024767e-02 1.12140000e+02] [ 3.33722298e-04 1.44927568e+00] [ -1.47718897e-02 1.07000000e+02] [ -1.27605267e-02 1.19000000e+02]
62 81 [ -1.29226774e-02 1.12070000e+02] [ 3.85889058e-04 9.40797534e-01] [ -1.51459417e-02 1.08000000e+02] [ -1.27605267e-02 1.16000000e+02]
63 59 [ -1.28710357e-02 1.12040000e+02] [ 2.97036333e-04 1.13947356e+00] [ -1.42957254e-02 1.06000000e+02] [ -1.27605267e-02 1.18000000e+02]
64 69 [ -1.29371189e-02 1.11930000e+02] [ 4.29202119e-04 1.61403222e+00] [ -1.51694498e-02 1.05000000e+02] [ -1.27605267e-02 1.17000000e+02]
65 75 [ -1.29792091e-02 1.11890000e+02] [ 5.13799356e-04 1.01877377e+00] [ -1.51325712e-02 1.06000000e+02] [ -1.27605267e-02 1.15000000e+02]
66 74 [ -1.29422375e-02 1.11790000e+02] [ 4.86548307e-04 1.25932522e+00] [ -1.61911986e-02 1.06000000e+02] [ -1.27605267e-02 1.15000000e+02]
67 72 [ -1.29277136e-02 1.12100000e+02] [ 3.29288659e-04 1.23693169e+00] [ -1.46731804e-02 1.08000000e+02] [ -1.27605267e-02 1.17000000e+02]
68 76 [ -1.29601823e-02 1.11900000e+02] [ 4.43497218e-04 1.53948043e+00] [ -1.51654198e-02 1.05000000e+02] [ -1.27605267e-02 1.17000000e+02]
69 87 [ -1.30531995e-02 1.11750000e+02] [ 1.07486946e-03 1.45859521e+00] [ -2.27431856e-02 1.06000000e+02] [ -1.27605267e-02 1.18000000e+02]
70 80 [ -1.30024869e-02 1.12060000e+02] [ 4.67816012e-04 2.05338745e+00] [ -1.49626597e-02 1.06000000e+02] [ -1.27605267e-02 1.23000000e+02]
71 80 [ -1.29390870e-02 1.11930000e+02] [ 3.87521024e-04 1.16837494e+00] [ -1.44185115e-02 1.06000000e+02] [ -1.27605267e-02 1.17000000e+02]
72 72 [ -1.30195328e-02 1.11890000e+02] [ 5.10317070e-04 1.48253162e+00] [ -1.50198629e-02 1.07000000e+02] [ -1.27605267e-02 1.17000000e+02]
73 74 [ -1.29666937e-02 1.11790000e+02] [ 4.02623011e-04 1.47847895e+00] [ -1.46923124e-02 1.06000000e+02] [ -1.27605267e-02 1.16000000e+02]
74 64 [ -1.29296744e-02 1.11800000e+02] [ 4.86841333e-04 1.24096736e+00] [ -1.54961772e-02 1.04000000e+02] [ -1.27605267e-02 1.15000000e+02]
75 76 [ -1.29900946e-02 1.11810000e+02] [ 4.64184212e-04 2.01342991e+00] [ -1.48488349e-02 1.04000000e+02] [ -1.27605267e-02 1.20000000e+02]
76 73 [ -1.29734861e-02 1.12000000e+02] [ 4.18550575e-04 1.51657509e+00] [ -1.46496389e-02 1.07000000e+02] [ -1.27605267e-02 1.16000000e+02]
77 83 [ -1.29947996e-02 1.11790000e+02] [ 4.39803237e-04 2.48714696e+00] [ -1.51826344e-02 9.90000000e+01] [ -1.27605267e-02 1.20000000e+02]
78 75 [ -1.29239148e-02 1.11880000e+02] [ 4.24411906e-04 1.48512626e+00] [ -1.51086656e-02 1.04000000e+02] [ -1.27605267e-02 1.19000000e+02]
79 76 [ -1.29166331e-02 1.11900000e+02] [ 3.18634796e-04 1.62788206e+00] [ -1.41717467e-02 1.04000000e+02] [ -1.27605267e-02 1.18000000e+02]
80 75 [ -1.29371641e-02 1.11860000e+02] [ 4.63307833e-04 1.21671689e+00] [ -1.52695003e-02 1.06000000e+02] [ -1.27605267e-02 1.16000000e+02]
81 86 [ -1.29844709e-02 1.12110000e+02] [ 4.76991761e-04 1.13925414e+00] [ -1.58069209e-02 1.07000000e+02] [ -1.27605267e-02 1.16000000e+02]
82 75 [ -1.29804415e-02 1.11740000e+02] [ 4.54743546e-04 1.37564530e+00] [ -1.47411233e-02 1.06000000e+02] [ -1.27572703e-02 1.16000000e+02]
83 80 [ -1.29955799e-02 1.11620000e+02] [ 4.55875225e-04 1.91196234e+00] [ -1.52334252e-02 1.02000000e+02] [ -1.27605267e-02 1.18000000e+02]
84 60 [ -1.29159286e-02 1.11790000e+02] [ 3.68157566e-04 1.54463588e+00] [ -1.43883369e-02 1.03000000e+02] [ -1.27605267e-02 1.16000000e+02]
85 79 [ -1.30240849e-02 1.12000000e+02] [ 5.25347933e-04 1.21655251e+00] [ -1.50397129e-02 1.09000000e+02] [ -1.27605267e-02 1.19000000e+02]
86 75 [ -1.29390208e-02 1.11970000e+02] [ 3.80366237e-04 1.33757243e+00] [ -1.48957104e-02 1.07000000e+02] [ -1.27605267e-02 1.18000000e+02]
87 84 [ -1.29476798e-02 1.11840000e+02] [ 3.91251648e-04 1.44027775e+00] [ -1.46092062e-02 1.06000000e+02] [ -1.27605267e-02 1.17000000e+02]
88 77 [ -1.29756454e-02 1.11940000e+02] [ 4.87474903e-04 1.56729066e+00] [ -1.49059727e-02 1.04000000e+02] [ -1.27605267e-02 1.18000000e+02]
89 81 [ -1.29598876e-02 1.11800000e+02] [ 3.71501609e-04 1.29614814e+00] [ -1.45244259e-02 1.05000000e+02] [ -1.27605267e-02 1.16000000e+02]
90 79 [ -1.29716835e-02 1.12190000e+02] [ 4.23806058e-04 1.53424248e+00] [ -1.46073105e-02 1.07000000e+02] [ -1.27605267e-02 1.19000000e+02]
91 89 [ -1.29324331e-02 1.12050000e+02] [ 4.18762970e-04 1.86212244e+00] [ -1.50434306e-02 1.02000000e+02] [ -1.27605267e-02 1.20000000e+02]
92 71 [ -1.29605040e-02 1.11820000e+02] [ 5.08870236e-04 1.11696016e+00] [ -1.54463922e-02 1.07000000e+02] [ -1.27605267e-02 1.15000000e+02]
93 80 [ -1.29628179e-02 1.12020000e+02] [ 4.00775517e-04 1.53609896e+00] [ -1.44193731e-02 1.07000000e+02] [ -1.27605267e-02 1.20000000e+02]
94 63 [ -1.28841114e-02 1.11660000e+02] [ 3.33550160e-04 1.40868733e+00] [ -1.45492969e-02 1.01000000e+02] [ -1.27605267e-02 1.13000000e+02]
95 78 [ -1.29854069e-02 1.12160000e+02] [ 4.42138175e-04 1.48808602e+00] [ -1.46831805e-02 1.08000000e+02] [ -1.27605267e-02 1.19000000e+02]
96 76 [ -1.29077564e-02 1.12030000e+02] [ 3.48363088e-04 1.16150764e+00] [ -1.45399831e-02 1.07000000e+02] [ -1.27605267e-02 1.17000000e+02]
97 77 [ -1.29528882e-02 1.12090000e+02] [ 4.23577773e-04 1.31221187e+00] [ -1.49158858e-02 1.06000000e+02] [ -1.27605267e-02 1.17000000e+02]
98 80 [ -1.29622675e-02 1.11790000e+02] [ 4.09644827e-04 1.19411055e+00] [ -1.50387399e-02 1.06000000e+02] [ -1.27605267e-02 1.16000000e+02]
99 72 [ -1.29873195e-02 1.12050000e+02] [ 4.36490216e-04 1.23592071e+00] [ -1.48276783e-02 1.08000000e+02] [ -1.27605267e-02 1.19000000e+02]
100 72 [ -1.29296766e-02 1.11740000e+02] [ 3.69136460e-04 1.44651305e+00] [ -1.42992632e-02 1.05000000e+02] [ -1.27605267e-02 1.17000000e+02]
101 75 [ -1.29751967e-02 1.11810000e+02] [ 4.53155963e-04 1.92714815e+00] [ -1.51061157e-02 1.02000000e+02] [ -1.27605267e-02 1.18000000e+02]
102 80 [ -1.29313173e-02 1.12010000e+02] [ 3.76198753e-04 1.49996667e+00] [ -1.47251938e-02 1.04000000e+02] [ -1.27605267e-02 1.16000000e+02]
103 82 [ -1.29905354e-02 1.11790000e+02] [ 5.59460204e-04 1.66309952e+00] [ -1.68194762e-02 1.04000000e+02] [ -1.27605267e-02 1.17000000e+02]
104 79 [ -1.29103967e-02 1.11990000e+02] [ 3.28136854e-04 1.11798927e+00] [ -1.45033129e-02 1.08000000e+02] [ -1.27605267e-02 1.19000000e+02]
105 75 [ -1.29676609e-02 1.12050000e+02] [ 4.17624551e-04 1.71099386e+00] [ -1.47835340e-02 1.05000000e+02] [ -1.27605267e-02 1.20000000e+02]
106 71 [ -1.29007538e-02 1.12070000e+02] [ 3.64855860e-04 1.30579478e+00] [ -1.46105670e-02 1.06000000e+02] [ -1.27182396e-02 1.18000000e+02]
107 71 [ -1.29990068e-02 1.12200000e+02] [ 5.37658722e-04 1.52315462e+00] [ -1.57846528e-02 1.08000000e+02] [ -1.27182396e-02 1.21000000e+02]
108 71 [ -1.30330755e-02 1.12070000e+02] [ 4.73025427e-04 1.55083848e+00] [ -1.46166559e-02 1.07000000e+02] [ -1.27182396e-02 1.20000000e+02]
109 66 [ -1.30040926e-02 1.12000000e+02] [ 5.18568180e-04 1.07703296e+00] [ -1.51970757e-02 1.08000000e+02] [ -1.26938685e-02 1.16000000e+02]
110 76 [ -1.29651268e-02 1.12010000e+02] [ 3.42793825e-04 1.37473634e+00] [ -1.38902654e-02 1.08000000e+02] [ -1.26938685e-02 1.17000000e+02]
111 71 [ -1.29041387e-02 1.11690000e+02] [ 3.02004878e-04 1.38343775e+00] [ -1.41957727e-02 1.06000000e+02] [ -1.26938685e-02 1.16000000e+02]
112 74 [ -1.29520913e-02 1.11950000e+02] [ 4.16455667e-04 1.26787223e+00] [ -1.50847313e-02 1.08000000e+02] [ -1.26938685e-02 1.18000000e+02]
113 77 [ -1.29605516e-02 1.11950000e+02] [ 3.97102829e-04 1.53866826e+00] [ -1.46673611e-02 1.06000000e+02] [ -1.26938685e-02 1.19000000e+02]
114 70 [ -1.29398896e-02 1.12040000e+02] [ 4.52738547e-04 1.42772546e+00] [ -1.51269058e-02 1.07000000e+02] [ -1.26938685e-02 1.21000000e+02]
115 75 [ -1.28762967e-02 1.11910000e+02] [ 3.23224091e-04 8.01186620e-01] [ -1.44326239e-02 1.07000000e+02] [ -1.26938685e-02 1.14000000e+02]
116 79 [ -1.30074433e-02 1.11810000e+02] [ 4.99633534e-04 1.42614866e+00] [ -1.58858243e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
117 75 [ -1.29103833e-02 1.12100000e+02] [ 3.52615083e-04 9.11043358e-01] [ -1.45138355e-02 1.09000000e+02] [ -1.26938685e-02 1.17000000e+02]
118 80 [ -1.29456782e-02 1.12140000e+02] [ 2.94978195e-04 1.29630243e+00] [ -1.40813077e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
119 75 [ -1.29950915e-02 1.12110000e+02] [ 3.81329567e-04 1.89681312e+00] [ -1.49363970e-02 1.05000000e+02] [ -1.26938685e-02 1.22000000e+02]
120 80 [ -1.30111204e-02 1.12230000e+02] [ 4.10143410e-04 1.19879106e+00] [ -1.47386394e-02 1.08000000e+02] [ -1.26938685e-02 1.17000000e+02]
121 71 [ -1.29122456e-02 1.11950000e+02] [ 3.20552986e-04 1.20312094e+00] [ -1.46703004e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
122 74 [ -1.30893559e-02 1.11960000e+02] [ 5.17171514e-04 1.41364776e+00] [ -1.59873542e-02 1.07000000e+02] [ -1.26938685e-02 1.20000000e+02]
123 78 [ -1.30956883e-02 1.11880000e+02] [ 4.93320352e-04 1.84000000e+00] [ -1.59579763e-02 1.05000000e+02] [ -1.26938685e-02 1.18000000e+02]
124 79 [ -1.29739259e-02 1.11990000e+02] [ 3.13782235e-04 1.49996667e+00] [ -1.38486444e-02 1.02000000e+02] [ -1.26938685e-02 1.19000000e+02]
125 70 [ -1.30374695e-02 1.11840000e+02] [ 5.04689899e-04 1.64754363e+00] [ -1.51284457e-02 1.03000000e+02] [ -1.26938685e-02 1.19000000e+02]
126 78 [ -1.29820474e-02 1.11950000e+02] [ 4.05008200e-04 1.62095651e+00] [ -1.47269361e-02 1.04000000e+02] [ -1.26938685e-02 1.18000000e+02]
127 78 [ -1.30137098e-02 1.11920000e+02] [ 4.15952149e-04 1.10163515e+00] [ -1.44089714e-02 1.09000000e+02] [ -1.26938685e-02 1.16000000e+02]
128 77 [ -1.30185187e-02 1.11770000e+02] [ 5.15002441e-04 1.95885170e+00] [ -1.54047996e-02 1.02000000e+02] [ -1.26938685e-02 1.18000000e+02]
129 76 [ -1.29141466e-02 1.12080000e+02] [ 3.97225304e-04 1.49452334e+00] [ -1.42778105e-02 1.03000000e+02] [ -1.26938685e-02 1.16000000e+02]
130 81 [ -1.30092349e-02 1.12170000e+02] [ 6.30383980e-04 1.94964099e+00] [ -1.59201271e-02 1.05000000e+02] [ -1.26938685e-02 1.23000000e+02]
131 78 [ -1.28821625e-02 1.12280000e+02] [ 4.40289490e-04 1.38621788e+00] [ -1.55473793e-02 1.08000000e+02] [ -1.26938685e-02 1.20000000e+02]
132 82 [ -1.28770564e-02 1.11890000e+02] [ 4.42677740e-04 1.29533779e+00] [ -1.47640149e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
133 75 [ -1.28596484e-02 1.11820000e+02] [ 4.25549335e-04 9.93780660e-01] [ -1.49691025e-02 1.07000000e+02] [ -1.26938685e-02 1.16000000e+02]
134 78 [ -1.29003110e-02 1.11470000e+02] [ 4.33704437e-04 1.57133701e+00] [ -1.46958196e-02 1.04000000e+02] [ -1.26938685e-02 1.14000000e+02]
135 84 [ -1.29364080e-02 1.12020000e+02] [ 5.09979271e-04 1.37825977e+00] [ -1.49053624e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
136 75 [ -1.28839018e-02 1.11940000e+02] [ 4.35394942e-04 1.45478521e+00] [ -1.48506809e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
137 73 [ -1.29287578e-02 1.12000000e+02] [ 4.92006595e-04 1.57480157e+00] [ -1.57524814e-02 1.07000000e+02] [ -1.26938685e-02 1.20000000e+02]
138 79 [ -1.28951779e-02 1.12090000e+02] [ 4.44813977e-04 1.27353838e+00] [ -1.49014083e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
139 73 [ -1.29379819e-02 1.11800000e+02] [ 5.13842339e-04 1.32664992e+00] [ -1.51579825e-02 1.06000000e+02] [ -1.26938685e-02 1.16000000e+02]
140 73 [ -1.28873144e-02 1.12110000e+02] [ 4.11101231e-04 1.59934362e+00] [ -1.46043019e-02 1.05000000e+02] [ -1.26938685e-02 1.21000000e+02]
141 75 [ -1.29946932e-02 1.11850000e+02] [ 5.88353665e-04 1.69926455e+00] [ -1.56219136e-02 1.04000000e+02] [ -1.26938685e-02 1.17000000e+02]
142 73 [ -1.29761965e-02 1.12120000e+02] [ 5.19312243e-04 1.67499254e+00] [ -1.50431427e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
143 74 [ -1.28737638e-02 1.12120000e+02] [ 3.88732687e-04 1.56384142e+00] [ -1.41484109e-02 1.05000000e+02] [ -1.26938685e-02 1.19000000e+02]
144 87 [ -1.29414232e-02 1.12030000e+02] [ 4.63122680e-04 1.75188470e+00] [ -1.47983887e-02 1.05000000e+02] [ -1.26938685e-02 1.17000000e+02]
145 87 [ -1.28998429e-02 1.11890000e+02] [ 4.28632266e-04 1.13044239e+00] [ -1.44807780e-02 1.07000000e+02] [ -1.26938685e-02 1.18000000e+02]
146 71 [ -1.28480380e-02 1.12140000e+02] [ 3.48538432e-04 1.37854996e+00] [ -1.41489691e-02 1.07000000e+02] [ -1.26938685e-02 1.18000000e+02]
147 77 [ -1.29868208e-02 1.12110000e+02] [ 5.25365141e-04 1.81049717e+00] [ -1.52587159e-02 1.05000000e+02] [ -1.26938685e-02 1.18000000e+02]
148 76 [ -1.28738077e-02 1.12000000e+02] [ 4.14648844e-04 1.57480157e+00] [ -1.45886368e-02 1.02000000e+02] [ -1.26938685e-02 1.18000000e+02]
149 71 [ -1.29394591e-02 1.12170000e+02] [ 5.02054853e-04 1.37153199e+00] [ -1.51498334e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
150 81 [ -1.28921235e-02 1.11930000e+02] [ 5.69586325e-04 1.25900755e+00] [ -1.71526586e-02 1.07000000e+02] [ -1.26938685e-02 1.18000000e+02]
151 73 [ -1.28980017e-02 1.11840000e+02] [ 4.78423822e-04 1.61071413e+00] [ -1.52069001e-02 1.05000000e+02] [ -1.26938685e-02 1.18000000e+02]
152 77 [ -1.29455464e-02 1.11950000e+02] [ 4.49140759e-04 1.34443297e+00] [ -1.48740414e-02 1.07000000e+02] [ -1.26938685e-02 1.18000000e+02]
153 87 [ -1.29304395e-02 1.12120000e+02] [ 4.30694374e-04 1.45794376e+00] [ -1.40638728e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
154 79 [ -1.28473749e-02 1.11730000e+02] [ 3.47125289e-04 1.69620164e+00] [ -1.42078903e-02 1.05000000e+02] [ -1.26938685e-02 1.18000000e+02]
155 77 [ -1.28944013e-02 1.11730000e+02] [ 5.59320214e-04 1.62391502e+00] [ -1.65239173e-02 1.06000000e+02] [ -1.26938685e-02 1.17000000e+02]
156 77 [ -1.28357040e-02 1.12030000e+02] [ 3.33403406e-04 1.14415908e+00] [ -1.40869637e-02 1.07000000e+02] [ -1.26938685e-02 1.18000000e+02]
157 85 [ -1.29479087e-02 1.11860000e+02] [ 4.98182117e-04 1.89219449e+00] [ -1.53690491e-02 1.04000000e+02] [ -1.26938685e-02 1.19000000e+02]
158 76 [ -1.29453659e-02 1.12200000e+02] [ 4.97646393e-04 1.31148770e+00] [ -1.52177270e-02 1.08000000e+02] [ -1.26938685e-02 1.18000000e+02]
159 75 [ -1.29328339e-02 1.11840000e+02] [ 4.94966730e-04 1.47458469e+00] [ -1.50425206e-02 1.06000000e+02] [ -1.26938685e-02 1.20000000e+02]
160 73 [ -1.29031558e-02 1.11820000e+02] [ 4.82600495e-04 1.53218798e+00] [ -1.49632731e-02 1.04000000e+02] [ -1.26938685e-02 1.16000000e+02]
161 86 [ -1.28758314e-02 1.11800000e+02] [ 3.92507970e-04 1.58745079e+00] [ -1.45002518e-02 1.04000000e+02] [ -1.26938685e-02 1.16000000e+02]
162 79 [ -1.28939790e-02 1.11990000e+02] [ 4.91848355e-04 1.22061460e+00] [ -1.53745446e-02 1.05000000e+02] [ -1.26938685e-02 1.15000000e+02]
163 76 [ -1.28601367e-02 1.11830000e+02] [ 3.93077115e-04 1.24943987e+00] [ -1.46537691e-02 1.06000000e+02] [ -1.26938685e-02 1.15000000e+02]
164 75 [ -1.29635119e-02 1.11730000e+02] [ 5.05780718e-04 1.86469837e+00] [ -1.47312981e-02 1.04000000e+02] [ -1.26938685e-02 1.21000000e+02]
165 74 [ -1.28912485e-02 1.11930000e+02] [ 4.16134966e-04 1.35096262e+00] [ -1.44792231e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
166 80 [ -1.28439171e-02 1.11930000e+02] [ 3.79038622e-04 1.05123737e+00] [ -1.47073008e-02 1.08000000e+02] [ -1.26938685e-02 1.18000000e+02]
167 77 [ -1.28265940e-02 1.11920000e+02] [ 3.19802447e-04 9.66229786e-01] [ -1.40795012e-02 1.06000000e+02] [ -1.26938685e-02 1.15000000e+02]
168 80 [ -1.29146872e-02 1.12190000e+02] [ 4.63174623e-04 1.59809261e+00] [ -1.47159390e-02 1.04000000e+02] [ -1.26938685e-02 1.18000000e+02]
169 76 [ -1.28940947e-02 1.11970000e+02] [ 4.45012557e-04 1.44537192e+00] [ -1.48805364e-02 1.06000000e+02] [ -1.26938685e-02 1.19000000e+02]
170 82 [ -1.28285200e-02 1.12090000e+02] [ 3.28899448e-04 1.28914700e+00] [ -1.38748934e-02 1.08000000e+02] [ -1.26938685e-02 1.19000000e+02]
171 74 [ -1.28943244e-02 1.12110000e+02] [ 5.17194172e-04 1.14799826e+00] [ -1.52778375e-02 1.09000000e+02] [ -1.26938685e-02 1.19000000e+02]
172 66 [ -1.28540077e-02 1.11820000e+02] [ 3.93535401e-04 1.16944431e+00] [ -1.46930156e-02 1.05000000e+02] [ -1.26938685e-02 1.14000000e+02]
173 75 [ -1.29319193e-02 1.11810000e+02] [ 4.95508652e-04 1.59809261e+00] [ -1.48633655e-02 1.03000000e+02] [ -1.26938685e-02 1.17000000e+02]
174 62 [ -1.28413470e-02 1.11940000e+02] [ 3.86593096e-04 1.42702488e+00] [ -1.45096545e-02 1.06000000e+02] [ -1.26938685e-02 1.20000000e+02]
175 70 [ -1.29286782e-02 1.12170000e+02] [ 4.34300451e-04 1.51033109e+00] [ -1.44166910e-02 1.08000000e+02] [ -1.26938685e-02 1.18000000e+02]
176 77 [ -1.29530265e-02 1.12050000e+02] [ 5.23448522e-04 1.51904575e+00] [ -1.57139273e-02 1.05000000e+02] [ -1.26938685e-02 1.19000000e+02]
177 81 [ -1.29620535e-02 1.11860000e+02] [ 4.78119281e-04 1.51670696e+00] [ -1.49488595e-02 1.05000000e+02] [ -1.26938685e-02 1.19000000e+02]
178 79 [ -1.29726049e-02 1.11440000e+02] [ 4.68927863e-04 1.78504902e+00] [ -1.47524172e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
179 80 [ -1.29240231e-02 1.11890000e+02] [ 4.76817803e-04 1.79941657e+00] [ -1.52352946e-02 1.04000000e+02] [ -1.26938685e-02 1.20000000e+02]
180 77 [ -1.28744746e-02 1.11920000e+02] [ 4.20353323e-04 1.36879509e+00] [ -1.51516218e-02 1.05000000e+02] [ -1.26938685e-02 1.17000000e+02]
181 78 [ -1.29225941e-02 1.11990000e+02] [ 4.51599602e-04 1.12689840e+00] [ -1.45873137e-02 1.08000000e+02] [ -1.26938685e-02 1.17000000e+02]
182 71 [ -1.29351567e-02 1.11910000e+02] [ 5.59211445e-04 1.22552030e+00] [ -1.58191952e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
183 75 [ -1.27906448e-02 1.11780000e+02] [ 2.78863354e-04 1.20482364e+00] [ -1.40539995e-02 1.04000000e+02] [ -1.26938685e-02 1.14000000e+02]
184 72 [ -1.29427958e-02 1.11950000e+02] [ 5.61689817e-04 9.83615779e-01] [ -1.61679934e-02 1.06000000e+02] [ -1.26938685e-02 1.14000000e+02]
185 71 [ -1.28939999e-02 1.11970000e+02] [ 4.06144937e-04 1.17860087e+00] [ -1.45074998e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
186 71 [ -1.29136960e-02 1.12010000e+02] [ 4.79930932e-04 1.38920841e+00] [ -1.48718750e-02 1.05000000e+02] [ -1.26938685e-02 1.19000000e+02]
187 66 [ -1.28821519e-02 1.11880000e+02] [ 3.84278106e-04 1.59549365e+00] [ -1.44114695e-02 1.06000000e+02] [ -1.26938685e-02 1.19000000e+02]
188 79 [ -1.28661615e-02 1.11960000e+02] [ 4.07238206e-04 1.52918279e+00] [ -1.46562658e-02 1.04000000e+02] [ -1.26938685e-02 1.16000000e+02]
189 72 [ -1.28821533e-02 1.12070000e+02] [ 4.04152318e-04 1.32857066e+00] [ -1.46442864e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
190 75 [ -1.28962913e-02 1.12000000e+02] [ 3.96537428e-04 1.53622915e+00] [ -1.40470457e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
191 68 [ -1.29182806e-02 1.11970000e+02] [ 4.41710535e-04 1.47956075e+00] [ -1.46045710e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
192 70 [ -1.28667923e-02 1.12140000e+02] [ 4.16959683e-04 1.36396481e+00] [ -1.47889055e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
193 68 [ -1.28492174e-02 1.11740000e+02] [ 4.05797253e-04 1.23790145e+00] [ -1.50837003e-02 1.05000000e+02] [ -1.26938685e-02 1.17000000e+02]
194 69 [ -1.28567352e-02 1.12050000e+02] [ 4.65383316e-04 1.09886305e+00] [ -1.58189226e-02 1.06000000e+02] [ -1.26938685e-02 1.16000000e+02]
195 70 [ -1.28748589e-02 1.12110000e+02] [ 4.15213162e-04 1.27196698e+00] [ -1.50781148e-02 1.06000000e+02] [ -1.26938685e-02 1.17000000e+02]
196 78 [ -1.29456033e-02 1.12360000e+02] [ 5.65609252e-04 1.54609185e+00] [ -1.59355163e-02 1.08000000e+02] [ -1.26938685e-02 1.18000000e+02]
197 81 [ -1.29836816e-02 1.11900000e+02] [ 4.33004353e-04 1.52643375e+00] [ -1.42730296e-02 1.05000000e+02] [ -1.26938685e-02 1.17000000e+02]
198 74 [ -1.29832801e-02 1.11930000e+02] [ 5.96268462e-04 1.25103957e+00] [ -1.67535975e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
199 82 [ -1.30055778e-02 1.11980000e+02] [ 4.94279878e-04 2.03460070e+00] [ -1.48508952e-02 1.06000000e+02] [ -1.26938685e-02 1.21000000e+02]
200 83 [ -1.30314722e-02 1.12060000e+02] [ 5.24963259e-04 1.83204803e+00] [ -1.47764152e-02 1.05000000e+02] [ -1.26938685e-02 1.17000000e+02]
201 81 [ -1.28869402e-02 1.12040000e+02] [ 3.78660672e-04 1.29553078e+00] [ -1.46037187e-02 1.06000000e+02] [ -1.26938685e-02 1.17000000e+02]
202 74 [ -1.28750022e-02 1.12310000e+02] [ 3.82905786e-04 1.85846711e+00] [ -1.41172970e-02 1.05000000e+02] [ -1.26938685e-02 1.24000000e+02]
203 72 [ -1.28766226e-02 1.11850000e+02] [ 3.86564122e-04 1.26787223e+00] [ -1.46406676e-02 1.06000000e+02] [ -1.26938685e-02 1.15000000e+02]
204 77 [ -1.29188663e-02 1.12010000e+02] [ 4.28163793e-04 1.96211620e+00] [ -1.42980717e-02 1.02000000e+02] [ -1.26938685e-02 1.20000000e+02]
205 79 [ -1.29666358e-02 1.12030000e+02] [ 5.02370805e-04 1.63373805e+00] [ -1.50495384e-02 1.06000000e+02] [ -1.26938685e-02 1.21000000e+02]
206 73 [ -1.28875425e-02 1.11780000e+02] [ 5.64419393e-04 1.47363496e+00] [ -1.63413879e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
207 78 [ -1.28610831e-02 1.11920000e+02] [ 4.72944408e-04 1.35410487e+00] [ -1.48784706e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
208 81 [ -1.28271621e-02 1.12020000e+02] [ 3.67802636e-04 1.40698259e+00] [ -1.47867769e-02 1.06000000e+02] [ -1.26938685e-02 1.20000000e+02]
209 70 [ -1.28798273e-02 1.11870000e+02] [ 4.28717595e-04 1.14590576e+00] [ -1.48730900e-02 1.06000000e+02] [ -1.26938685e-02 1.16000000e+02]
210 75 [ -1.29531676e-02 1.12160000e+02] [ 5.23134028e-04 1.86397425e+00] [ -1.49478263e-02 1.05000000e+02] [ -1.26938685e-02 1.19000000e+02]
211 72 [ -1.28553638e-02 1.12130000e+02] [ 3.81016919e-04 1.12831733e+00] [ -1.44386431e-02 1.09000000e+02] [ -1.26938685e-02 1.18000000e+02]
212 72 [ -1.28479018e-02 1.11740000e+02] [ 3.87421256e-04 1.20515559e+00] [ -1.47671179e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
213 77 [ -1.28555267e-02 1.11680000e+02] [ 3.77103788e-04 1.32574507e+00] [ -1.43323470e-02 1.06000000e+02] [ -1.26938685e-02 1.15000000e+02]
214 74 [ -1.28297612e-02 1.12060000e+02] [ 3.33114675e-04 1.31011450e+00] [ -1.42689693e-02 1.05000000e+02] [ -1.26938685e-02 1.18000000e+02]
215 71 [ -1.27972879e-02 1.12050000e+02] [ 3.41497484e-04 3.84057287e-01] [ -1.48699891e-02 1.11000000e+02] [ -1.26938685e-02 1.15000000e+02]
216 76 [ -1.28533691e-02 1.11960000e+02] [ 3.93834045e-04 1.23223374e+00] [ -1.47482809e-02 1.04000000e+02] [ -1.26938685e-02 1.16000000e+02]
217 68 [ -1.28725528e-02 1.12110000e+02] [ 4.64341580e-04 1.65466009e+00] [ -1.51654417e-02 1.05000000e+02] [ -1.26938685e-02 1.20000000e+02]
218 80 [ -1.29261002e-02 1.11840000e+02] [ 4.27759816e-04 1.40513345e+00] [ -1.46591695e-02 1.05000000e+02] [ -1.26938685e-02 1.17000000e+02]
219 76 [ -1.28241750e-02 1.11990000e+02] [ 3.22139258e-04 1.58426639e+00] [ -1.39442278e-02 1.05000000e+02] [ -1.26938685e-02 1.19000000e+02]
220 71 [ -1.28261510e-02 1.11900000e+02] [ 3.61047498e-04 9.74679434e-01] [ -1.48786603e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
221 70 [ -1.28726161e-02 1.11870000e+02] [ 3.62738174e-04 1.37589971e+00] [ -1.42591953e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
222 84 [ -1.29266114e-02 1.11920000e+02] [ 4.96589534e-04 1.34669967e+00] [ -1.49501136e-02 1.03000000e+02] [ -1.26938685e-02 1.17000000e+02]
223 79 [ -1.30205322e-02 1.12040000e+02] [ 5.41880991e-04 1.69068034e+00] [ -1.58514092e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
224 69 [ -1.29133954e-02 1.12020000e+02] [ 4.94244601e-04 1.50319659e+00] [ -1.57232127e-02 1.06000000e+02] [ -1.26938685e-02 1.19000000e+02]
225 68 [ -1.29426247e-02 1.11790000e+02] [ 5.01326332e-04 1.79050272e+00] [ -1.58599674e-02 1.03000000e+02] [ -1.26938685e-02 1.19000000e+02]
226 75 [ -1.28833058e-02 1.12290000e+02] [ 4.84235254e-04 1.64496201e+00] [ -1.60603290e-02 1.08000000e+02] [ -1.26938685e-02 1.20000000e+02]
227 77 [ -1.29275359e-02 1.12030000e+02] [ 4.72241103e-04 1.35244224e+00] [ -1.50257738e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
228 69 [ -1.29639142e-02 1.12090000e+02] [ 5.00926701e-04 2.11704983e+00] [ -1.48690282e-02 1.02000000e+02] [ -1.26938685e-02 1.18000000e+02]
229 74 [ -1.28623885e-02 1.11930000e+02] [ 4.12658200e-04 1.29038754e+00] [ -1.51976239e-02 1.06000000e+02] [ -1.26938685e-02 1.17000000e+02]
230 80 [ -1.28218995e-02 1.11850000e+02] [ 2.93076906e-04 1.25996032e+00] [ -1.39069033e-02 1.08000000e+02] [ -1.26938685e-02 1.19000000e+02]
231 75 [ -1.29026007e-02 1.12090000e+02] [ 4.34333978e-04 1.42895066e+00] [ -1.47923405e-02 1.07000000e+02] [ -1.26938685e-02 1.20000000e+02]
232 75 [ -1.29130318e-02 1.11960000e+02] [ 5.08019226e-04 1.10381158e+00] [ -1.50475733e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
233 71 [ -1.28863076e-02 1.12070000e+02] [ 4.40885372e-04 1.07939798e+00] [ -1.47616799e-02 1.08000000e+02] [ -1.26938685e-02 1.17000000e+02]
234 80 [ -1.28767391e-02 1.12090000e+02] [ 3.99701869e-04 1.09631200e+00] [ -1.41633081e-02 1.08000000e+02] [ -1.26938685e-02 1.19000000e+02]
235 69 [ -1.28999709e-02 1.12080000e+02] [ 4.57151411e-04 1.15481600e+00] [ -1.48381346e-02 1.09000000e+02] [ -1.26938685e-02 1.20000000e+02]
236 78 [ -1.29506695e-02 1.11950000e+02] [ 4.70818671e-04 1.76281026e+00] [ -1.48485769e-02 1.05000000e+02] [ -1.26938685e-02 1.18000000e+02]
237 69 [ -1.29462479e-02 1.12020000e+02] [ 5.08714756e-04 1.09526253e+00] [ -1.51981956e-02 1.08000000e+02] [ -1.26938685e-02 1.17000000e+02]
238 79 [ -1.28771693e-02 1.11770000e+02] [ 4.04800254e-04 1.39179740e+00] [ -1.46362074e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
239 79 [ -1.28972452e-02 1.11920000e+02] [ 4.08891859e-04 1.38332932e+00] [ -1.44503409e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
240 81 [ -1.29015839e-02 1.12120000e+02] [ 5.08125457e-04 1.38765990e+00] [ -1.49797512e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
241 76 [ -1.29117839e-02 1.12220000e+02] [ 5.44030856e-04 1.23757828e+00] [ -1.50088557e-02 1.07000000e+02] [ -1.26938685e-02 1.18000000e+02]
242 87 [ -1.28780234e-02 1.12050000e+02] [ 4.12745340e-04 1.63324830e+00] [ -1.46710481e-02 1.03000000e+02] [ -1.26938685e-02 1.18000000e+02]
243 79 [ -1.28904853e-02 1.11850000e+02] [ 4.21486717e-04 1.44481833e+00] [ -1.51610354e-02 1.07000000e+02] [ -1.26938685e-02 1.18000000e+02]
244 68 [ -1.29003717e-02 1.11930000e+02] [ 4.38070019e-04 1.85609806e+00] [ -1.48314041e-02 1.04000000e+02] [ -1.26938685e-02 1.20000000e+02]
245 86 [ -1.28777149e-02 1.12040000e+02] [ 3.86927347e-04 1.29553078e+00] [ -1.44165573e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
246 77 [ -1.29562791e-02 1.12070000e+02] [ 5.51283257e-04 2.04575170e+00] [ -1.53762013e-02 1.03000000e+02] [ -1.26938685e-02 1.19000000e+02]
247 79 [ -1.29049658e-02 1.11860000e+02] [ 4.08112944e-04 1.19180535e+00] [ -1.47508216e-02 1.07000000e+02] [ -1.26938685e-02 1.15000000e+02]
248 71 [ -1.29539564e-02 1.11920000e+02] [ 9.34192230e-04 1.00677704e+00] [ -2.11435268e-02 1.09000000e+02] [ -1.26938685e-02 1.17000000e+02]
249 71 [ -1.28129297e-02 1.11860000e+02] [ 4.26006031e-04 1.21671689e+00] [ -1.62590932e-02 1.06000000e+02] [ -1.26938685e-02 1.16000000e+02]
250 79 [ -1.29107224e-02 1.12140000e+02] [ 4.50207430e-04 1.49010067e+00] [ -1.47120687e-02 1.07000000e+02] [ -1.26938685e-02 1.22000000e+02]
251 75 [ -1.29195462e-02 1.11880000e+02] [ 4.96991949e-04 1.58921364e+00] [ -1.50086842e-02 1.06000000e+02] [ -1.26938685e-02 1.17000000e+02]
252 69 [ -1.28937590e-02 1.11670000e+02] [ 5.28042856e-04 1.31190701e+00] [ -1.57226869e-02 1.05000000e+02] [ -1.26938685e-02 1.14000000e+02]
253 65 [ -1.28573366e-02 1.12110000e+02] [ 4.32343607e-04 1.10358507e+00] [ -1.51566686e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
254 78 [ -1.28230735e-02 1.11990000e+02] [ 3.49925621e-04 1.17042727e+00] [ -1.48466646e-02 1.08000000e+02] [ -1.26938685e-02 1.19000000e+02]
255 70 [ -1.28255482e-02 1.12140000e+02] [ 3.18651495e-04 1.04899952e+00] [ -1.39447804e-02 1.08000000e+02] [ -1.26938685e-02 1.17000000e+02]
256 71 [ -1.28499457e-02 1.11900000e+02] [ 4.20497642e-04 1.17046999e+00] [ -1.49132330e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
257 80 [ -1.29519915e-02 1.12180000e+02] [ 4.57157506e-04 2.14186834e+00] [ -1.44363565e-02 1.04000000e+02] [ -1.26938685e-02 1.19000000e+02]
258 74 [ -1.29374068e-02 1.11760000e+02] [ 5.07478501e-04 1.62554606e+00] [ -1.52725357e-02 1.03000000e+02] [ -1.26938685e-02 1.17000000e+02]
259 74 [ -1.28926531e-02 1.12130000e+02] [ 4.32179600e-04 1.77569705e+00] [ -1.45929202e-02 1.04000000e+02] [ -1.26938685e-02 1.23000000e+02]
260 74 [ -1.28682088e-02 1.11940000e+02] [ 5.13448236e-04 1.35513837e+00] [ -1.65314896e-02 1.08000000e+02] [ -1.26938685e-02 1.20000000e+02]
261 72 [ -1.29065325e-02 1.12100000e+02] [ 4.13313678e-04 1.41067360e+00] [ -1.44915286e-02 1.04000000e+02] [ -1.26938685e-02 1.16000000e+02]
262 85 [ -1.29783030e-02 1.12120000e+02] [ 5.15650986e-04 2.15536540e+00] [ -1.50490580e-02 1.00000000e+02] [ -1.26938685e-02 1.20000000e+02]
263 71 [ -1.29465647e-02 1.11930000e+02] [ 5.15785001e-04 1.79585634e+00] [ -1.49457221e-02 1.04000000e+02] [ -1.26938685e-02 1.18000000e+02]
264 83 [ -1.28869444e-02 1.12240000e+02] [ 4.01460177e-04 1.61938260e+00] [ -1.46575407e-02 1.04000000e+02] [ -1.26938685e-02 1.19000000e+02]
265 73 [ -1.29100184e-02 1.12020000e+02] [ 4.10043172e-04 1.77752637e+00] [ -1.47352343e-02 1.04000000e+02] [ -1.26938685e-02 1.19000000e+02]
266 61 [ -1.28904575e-02 1.11930000e+02] [ 4.47451314e-04 1.58905632e+00] [ -1.45870360e-02 1.03000000e+02] [ -1.26938685e-02 1.19000000e+02]
267 75 [ -1.28656749e-02 1.11870000e+02] [ 3.81772969e-04 1.45365058e+00] [ -1.42224388e-02 1.04000000e+02] [ -1.26938685e-02 1.17000000e+02]
268 73 [ -1.28428891e-02 1.12150000e+02] [ 3.76403492e-04 1.54515371e+00] [ -1.46252045e-02 1.07000000e+02] [ -1.26938685e-02 1.21000000e+02]
269 73 [ -1.28488571e-02 1.12120000e+02] [ 3.65426410e-04 1.49184450e+00] [ -1.45963709e-02 1.05000000e+02] [ -1.26938685e-02 1.20000000e+02]
270 75 [ -1.28709373e-02 1.12070000e+02] [ 4.20954155e-04 1.27479410e+00] [ -1.50587077e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
271 82 [ -1.29243843e-02 1.11920000e+02] [ 4.69932978e-04 2.05757138e+00] [ -1.47081024e-02 1.03000000e+02] [ -1.26938685e-02 1.20000000e+02]
272 66 [ -1.29032159e-02 1.11790000e+02] [ 4.68521428e-04 1.72797569e+00] [ -1.50305247e-02 1.04000000e+02] [ -1.26938685e-02 1.15000000e+02]
273 76 [ -1.29093758e-02 1.11760000e+02] [ 4.47108302e-04 1.16721892e+00] [ -1.46689661e-02 1.08000000e+02] [ -1.26938685e-02 1.18000000e+02]
274 75 [ -1.28680756e-02 1.11870000e+02] [ 4.40025208e-04 1.71845861e+00] [ -1.54449657e-02 1.06000000e+02] [ -1.26938685e-02 1.22000000e+02]
275 78 [ -1.28780385e-02 1.11830000e+02] [ 4.05606612e-04 1.51693770e+00] [ -1.45363434e-02 1.06000000e+02] [ -1.26938685e-02 1.18000000e+02]
276 80 [ -1.28975332e-02 1.11890000e+02] [ 4.49313479e-04 1.42755035e+00] [ -1.53163616e-02 1.05000000e+02] [ -1.26938685e-02 1.17000000e+02]
277 70 [ -1.28671437e-02 1.12150000e+02] [ 3.80290256e-04 1.51904575e+00] [ -1.46676276e-02 1.07000000e+02] [ -1.26938685e-02 1.17000000e+02]
278 71 [ -1.29027446e-02 1.11830000e+02] [ 4.67092074e-04 1.53006536e+00] [ -1.51336421e-02 1.06000000e+02] [ -1.26938685e-02 1.21000000e+02]
279 86 [ -1.30341307e-02 1.12120000e+02] [ 6.10166761e-04 1.73366663e+00] [ -1.65337962e-02 1.08000000e+02] [ -1.26938685e-02 1.20000000e+02]
280 79 [ -1.29984447e-02 1.11840000e+02] [ 5.04133284e-04 1.39799857e+00] [ -1.48865484e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
281 83 [ -1.29105801e-02 1.12000000e+02] [ 4.70585981e-04 1.38564065e+00] [ -1.48759517e-02 1.07000000e+02] [ -1.26938685e-02 1.20000000e+02]
282 72 [ -1.28612805e-02 1.11990000e+02] [ 4.15160545e-04 9.43345112e-01] [ -1.45449364e-02 1.08000000e+02] [ -1.26938685e-02 1.15000000e+02]
283 82 [ -1.29117055e-02 1.11800000e+02] [ 4.83407591e-04 1.00995049e+00] [ -1.50577616e-02 1.07000000e+02] [ -1.26938685e-02 1.14000000e+02]
284 77 [ -1.29751074e-02 1.11570000e+02] [ 5.22908546e-04 1.77907279e+00] [ -1.50489955e-02 1.05000000e+02] [ -1.26938685e-02 1.20000000e+02]
285 80 [ -1.29465307e-02 1.12080000e+02] [ 5.20473294e-04 1.48781719e+00] [ -1.52182464e-02 1.06000000e+02] [ -1.26938685e-02 1.17000000e+02]
286 84 [ -1.29153620e-02 1.12010000e+02] [ 4.87345813e-04 1.55881365e+00] [ -1.52415086e-02 1.05000000e+02] [ -1.26938685e-02 1.17000000e+02]
287 73 [ -1.28571574e-02 1.11950000e+02] [ 3.65267490e-04 1.16081868e+00] [ -1.42837997e-02 1.08000000e+02] [ -1.26938685e-02 1.17000000e+02]
288 74 [ -1.29002616e-02 1.12130000e+02] [ 4.08360997e-04 1.45365058e+00] [ -1.43897915e-02 1.06000000e+02] [ -1.26938685e-02 1.20000000e+02]
289 76 [ -1.29227923e-02 1.11880000e+02] [ 5.69762234e-04 1.83455717e+00] [ -1.53568245e-02 1.01000000e+02] [ -1.26938685e-02 1.21000000e+02]
290 81 [ -1.28695248e-02 1.11940000e+02] [ 3.67004685e-04 1.26348724e+00] [ -1.42572053e-02 1.05000000e+02] [ -1.26938685e-02 1.19000000e+02]
291 74 [ -1.28980332e-02 1.12050000e+02] [ 3.83015372e-04 1.08972474e+00] [ -1.40327184e-02 1.08000000e+02] [ -1.26938685e-02 1.17000000e+02]
292 79 [ -1.29236823e-02 1.12020000e+02] [ 4.76551826e-04 1.43513066e+00] [ -1.46967566e-02 1.03000000e+02] [ -1.26938685e-02 1.18000000e+02]
293 82 [ -1.29492130e-02 1.11850000e+02] [ 4.78185424e-04 1.60234204e+00] [ -1.50134482e-02 1.03000000e+02] [ -1.26938685e-02 1.18000000e+02]
294 87 [ -1.29651920e-02 1.11860000e+02] [ 4.58084039e-04 1.53635933e+00] [ -1.47092772e-02 1.05000000e+02] [ -1.26938685e-02 1.16000000e+02]
295 61 [ -1.28252962e-02 1.12060000e+02] [ 3.27946298e-04 1.20681399e+00] [ -1.40028764e-02 1.07000000e+02] [ -1.26938685e-02 1.18000000e+02]
296 84 [ -1.28996293e-02 1.11930000e+02] [ 4.80210803e-04 1.54437690e+00] [ -1.50693930e-02 1.07000000e+02] [ -1.26938685e-02 1.22000000e+02]
297 80 [ -1.29514211e-02 1.11860000e+02] [ 5.17399762e-04 1.51670696e+00] [ -1.50949523e-02 1.04000000e+02] [ -1.26938685e-02 1.16000000e+02]
298 85 [ -1.28661165e-02 1.11980000e+02] [ 3.44712340e-04 1.13119406e+00] [ -1.40135795e-02 1.08000000e+02] [ -1.26938685e-02 1.18000000e+02]
299 75 [ -1.29292300e-02 1.12040000e+02] [ 4.60951907e-04 1.18253964e+00] [ -1.45879200e-02 1.07000000e+02] [ -1.26938685e-02 1.19000000e+02]
300 72 [ -1.29202628e-02 1.11890000e+02] [ 4.52620832e-04 1.78826732e+00] [ -1.47256665e-02 1.04000000e+02] [ -1.26938685e-02 1.18000000e+02]
Selecting features with genetic algorithm.
gen nevals avg std min max
0 100 [ -1.95531367e-02 1.08950000e+02] [ 3.09411640e-03 7.02335390e+00] [ -3.63066380e-02 9.20000000e+01] [ -1.57145499e-02 1.25000000e+02]
1 84 [ -1.75104386e-02 1.10870000e+02] [ 1.14355945e-03 7.29747217e+00] [ -2.22274763e-02 9.30000000e+01] [ -1.54157174e-02 1.27000000e+02]
2 80 [ -1.69493509e-02 1.10420000e+02] [ 1.24549015e-03 7.51023302e+00] [ -2.36494445e-02 9.00000000e+01] [ -1.50628612e-02 1.24000000e+02]
3 69 [ -1.61499625e-02 1.11680000e+02] [ 9.15065015e-04 6.40918091e+00] [ -2.11268315e-02 9.40000000e+01] [ -1.47672799e-02 1.24000000e+02]
4 75 [ -1.57451085e-02 1.11210000e+02] [ 7.35691746e-04 6.77834050e+00] [ -1.83371447e-02 9.50000000e+01] [ -1.43051715e-02 1.27000000e+02]
5 66 [ -1.53081382e-02 1.12600000e+02] [ 5.26881571e-04 6.96993544e+00] [ -1.66222949e-02 8.90000000e+01] [ -1.42906226e-02 1.28000000e+02]
6 80 [ -1.50613554e-02 1.13580000e+02] [ 6.65275515e-04 5.72394969e+00] [ -1.85208597e-02 1.00000000e+02] [ -1.38195617e-02 1.29000000e+02]
7 69 [ -1.48489452e-02 1.14460000e+02] [ 6.14071903e-04 6.03062186e+00] [ -1.81729678e-02 1.01000000e+02] [ -1.39938618e-02 1.32000000e+02]
8 68 [ -1.47677247e-02 1.14790000e+02] [ 8.64990861e-04 6.09802427e+00] [ -2.06769369e-02 1.02000000e+02] [ -1.35947334e-02 1.28000000e+02]
9 69 [ -1.44617703e-02 1.15950000e+02] [ 3.90623916e-04 6.05371787e+00] [ -1.62510870e-02 9.80000000e+01] [ -1.35789480e-02 1.29000000e+02]
10 78 [ -1.43875896e-02 1.14860000e+02] [ 4.24307149e-04 4.87241213e+00] [ -1.66779604e-02 1.04000000e+02] [ -1.35103563e-02 1.29000000e+02]
11 69 [ -1.42305762e-02 1.14590000e+02] [ 3.37904188e-04 5.59838370e+00] [ -1.55823552e-02 1.03000000e+02] [ -1.35838656e-02 1.30000000e+02]
12 72 [ -1.41054967e-02 1.13710000e+02] [ 3.31697923e-04 5.94019360e+00] [ -1.51706360e-02 1.01000000e+02] [ -1.34984401e-02 1.37000000e+02]
13 81 [ -1.40430286e-02 1.13320000e+02] [ 5.76467384e-04 5.17470772e+00] [ -1.84437467e-02 1.01000000e+02] [ -1.33582085e-02 1.28000000e+02]
14 87 [ -1.38868124e-02 1.14040000e+02] [ 6.36449051e-04 5.53880854e+00] [ -1.94394879e-02 1.00000000e+02] [ -1.32659186e-02 1.26000000e+02]
15 83 [ -1.37465363e-02 1.14160000e+02] [ 4.09055125e-04 5.65105300e+00] [ -1.65416243e-02 1.03000000e+02] [ -1.30090777e-02 1.30000000e+02]
16 66 [ -1.35743478e-02 1.13180000e+02] [ 2.87996802e-04 4.90587403e+00] [ -1.46827570e-02 1.04000000e+02] [ -1.30218557e-02 1.30000000e+02]
17 76 [ -1.35356223e-02 1.12760000e+02] [ 4.41487112e-04 5.25189490e+00] [ -1.60473099e-02 1.00000000e+02] [ -1.27641272e-02 1.25000000e+02]
18 81 [ -1.34458733e-02 1.12440000e+02] [ 4.53239320e-04 5.09572370e+00] [ -1.60206736e-02 1.01000000e+02] [ -1.27641272e-02 1.26000000e+02]
19 67 [ -1.33006323e-02 1.11330000e+02] [ 4.54716987e-04 5.01409015e+00] [ -1.62257458e-02 1.00000000e+02] [ -1.27641272e-02 1.24000000e+02]
20 72 [ -1.31500052e-02 1.11710000e+02] [ 2.83729598e-04 4.63960128e+00] [ -1.44700227e-02 1.00000000e+02] [ -1.27045523e-02 1.21000000e+02]
21 68 [ -1.30312907e-02 1.13050000e+02] [ 2.20558673e-04 4.22699657e+00] [ -1.39903975e-02 1.01000000e+02] [ -1.26811369e-02 1.22000000e+02]
22 76 [ -1.29388215e-02 1.13590000e+02] [ 2.23281158e-04 3.62517586e+00] [ -1.39935487e-02 1.04000000e+02] [ -1.25514759e-02 1.23000000e+02]
23 80 [ -1.30073175e-02 1.13110000e+02] [ 5.26178425e-04 4.37468856e+00] [ -1.55510653e-02 1.02000000e+02] [ -1.25326854e-02 1.22000000e+02]
24 74 [ -1.29056187e-02 1.13070000e+02] [ 4.50502523e-04 4.66745112e+00] [ -1.51747062e-02 9.70000000e+01] [ -1.24759943e-02 1.23000000e+02]
25 65 [ -1.27671020e-02 1.13420000e+02] [ 2.71830896e-04 4.32707754e+00] [ -1.42830982e-02 1.04000000e+02] [ -1.23643769e-02 1.26000000e+02]
26 73 [ -1.27956553e-02 1.12770000e+02] [ 4.74317872e-04 4.31707077e+00] [ -1.50442024e-02 1.00000000e+02] [ -1.23549946e-02 1.23000000e+02]
27 74 [ -1.27392827e-02 1.11360000e+02] [ 5.41390283e-04 3.70275573e+00] [ -1.57634904e-02 1.04000000e+02] [ -1.23549946e-02 1.20000000e+02]
28 83 [ -1.27344002e-02 1.10720000e+02] [ 7.16726429e-04 3.69345367e+00] [ -1.82345556e-02 1.02000000e+02] [ -1.23394375e-02 1.18000000e+02]
29 73 [ -1.26191946e-02 1.10420000e+02] [ 6.67968754e-04 3.46462119e+00] [ -1.88377952e-02 1.02000000e+02] [ -1.22054248e-02 1.18000000e+02]
30 72 [ -1.25586854e-02 1.10220000e+02] [ 2.74632767e-04 3.29721094e+00] [ -1.38783864e-02 1.04000000e+02] [ -1.21975114e-02 1.19000000e+02]
31 66 [ -1.25418305e-02 1.09620000e+02] [ 5.53679811e-04 3.41988304e+00] [ -1.58762644e-02 1.02000000e+02] [ -1.21975114e-02 1.19000000e+02]
32 74 [ -1.24615009e-02 1.09710000e+02] [ 4.02540074e-04 3.78495707e+00] [ -1.48501789e-02 1.03000000e+02] [ -1.21929122e-02 1.18000000e+02]
33 69 [ -1.24078571e-02 1.09340000e+02] [ 2.84724818e-04 4.25727612e+00] [ -1.37692182e-02 1.02000000e+02] [ -1.21488181e-02 1.21000000e+02]
34 76 [ -1.23715987e-02 1.08300000e+02] [ 2.95167332e-04 3.89743505e+00] [ -1.38446088e-02 9.40000000e+01] [ -1.21454787e-02 1.17000000e+02]
35 72 [ -1.23738816e-02 1.07690000e+02] [ 3.83981413e-04 3.65703432e+00] [ -1.49793246e-02 1.00000000e+02] [ -1.20909551e-02 1.19000000e+02]
36 75 [ -1.22989042e-02 1.07260000e+02] [ 3.83241752e-04 3.19881228e+00] [ -1.54456155e-02 1.00000000e+02] [ -1.20661224e-02 1.15000000e+02]
37 76 [ -1.22841191e-02 1.07180000e+02] [ 5.57032870e-04 3.28140214e+00] [ -1.74771471e-02 1.00000000e+02] [ -1.20495704e-02 1.16000000e+02]
38 77 [ -1.22445069e-02 1.06290000e+02] [ 2.97130731e-04 3.17897782e+00] [ -1.39937867e-02 9.50000000e+01] [ -1.20248306e-02 1.14000000e+02]
39 76 [ -1.23575759e-02 1.05640000e+02] [ 7.29653903e-04 2.79828519e+00] [ -1.76260109e-02 9.70000000e+01] [ -1.20248306e-02 1.12000000e+02]
40 79 [ -1.22255847e-02 1.06250000e+02] [ 3.69477839e-04 2.66973781e+00] [ -1.44286872e-02 9.90000000e+01] [ -1.20264955e-02 1.16000000e+02]
41 73 [ -1.24137667e-02 1.05930000e+02] [ 1.15915242e-03 2.53477810e+00] [ -1.85607752e-02 9.80000000e+01] [ -1.20177461e-02 1.13000000e+02]
42 75 [ -1.22998872e-02 1.05610000e+02] [ 8.42685065e-04 2.32333812e+00] [ -1.81551722e-02 1.00000000e+02] [ -1.20177461e-02 1.12000000e+02]
43 76 [ -1.22233296e-02 1.05940000e+02] [ 6.56661984e-04 2.09198470e+00] [ -1.72654797e-02 1.01000000e+02] [ -1.20046918e-02 1.11000000e+02]
44 84 [ -1.22208396e-02 1.05250000e+02] [ 7.12570557e-04 2.07062792e+00] [ -1.77100884e-02 9.90000000e+01] [ -1.19898807e-02 1.11000000e+02]
45 76 [ -1.21657469e-02 1.04970000e+02] [ 3.39512836e-04 2.24702025e+00] [ -1.41680768e-02 9.80000000e+01] [ -1.19908647e-02 1.13000000e+02]
46 77 [ -1.22143162e-02 1.04110000e+02] [ 5.65594969e-04 2.26227761e+00] [ -1.60937770e-02 9.90000000e+01] [ -1.19896803e-02 1.12000000e+02]
47 77 [ -1.22398320e-02 1.03600000e+02] [ 8.96214819e-04 2.16333077e+00] [ -1.83432511e-02 9.50000000e+01] [ -1.19873854e-02 1.12000000e+02]
48 85 [ -1.20723051e-02 1.03410000e+02] [ 2.04498591e-04 1.90312900e+00] [ -1.31248392e-02 9.90000000e+01] [ -1.19866568e-02 1.12000000e+02]
49 78 [ -1.22367783e-02 1.03170000e+02] [ 8.54680477e-04 1.80030553e+00] [ -1.74601778e-02 1.00000000e+02] [ -1.19780403e-02 1.13000000e+02]
50 67 [ -1.21530704e-02 1.02800000e+02] [ 5.96375755e-04 1.94422221e+00] [ -1.74540763e-02 9.90000000e+01] [ -1.19777571e-02 1.12000000e+02]
51 71 [ -1.21675466e-02 1.02090000e+02] [ 6.97534375e-04 1.56904430e+00] [ -1.84807809e-02 9.70000000e+01] [ -1.19682670e-02 1.07000000e+02]
52 68 [ -1.21784354e-02 1.01760000e+02] [ 4.77838803e-04 2.16850179e+00] [ -1.48030498e-02 9.40000000e+01] [ -1.19533354e-02 1.11000000e+02]
53 71 [ -1.21008184e-02 1.01710000e+02] [ 3.43684684e-04 1.53163312e+00] [ -1.40489107e-02 9.90000000e+01] [ -1.19510005e-02 1.07000000e+02]
54 63 [ -1.21398645e-02 1.01040000e+02] [ 5.76275793e-04 1.77718879e+00] [ -1.57029996e-02 9.10000000e+01] [ -1.19495561e-02 1.05000000e+02]
55 86 [ -1.21267077e-02 1.01170000e+02] [ 3.46341458e-04 2.27620298e+00] [ -1.34037278e-02 9.50000000e+01] [ -1.19461454e-02 1.09000000e+02]
56 90 [ -1.20936061e-02 1.01020000e+02] [ 3.99851090e-04 2.08796552e+00] [ -1.40387989e-02 9.70000000e+01] [ -1.19458432e-02 1.08000000e+02]
57 78 [ -1.20089313e-02 1.00560000e+02] [ 2.11101765e-04 1.59574434e+00] [ -1.36475205e-02 9.70000000e+01] [ -1.19458432e-02 1.07000000e+02]
58 71 [ -1.21424283e-02 1.00390000e+02] [ 6.35508921e-04 1.76575763e+00] [ -1.73435057e-02 9.40000000e+01] [ -1.19060691e-02 1.06000000e+02]
59 77 [ -1.21476788e-02 9.97000000e+01] [ 6.20060283e-04 1.92613603e+00] [ -1.66725680e-02 9.30000000e+01] [ -1.19088800e-02 1.06000000e+02]
60 69 [ -1.21147017e-02 9.90500000e+01] [ 4.29380804e-04 1.87283208e+00] [ -1.37275857e-02 9.10000000e+01] [ -1.19053769e-02 1.07000000e+02]
61 79 [ -1.21766745e-02 9.89500000e+01] [ 6.76260864e-04 2.44284670e+00] [ -1.78263974e-02 9.30000000e+01] [ -1.19053769e-02 1.08000000e+02]
62 82 [ -1.21270164e-02 9.79500000e+01] [ 3.68609106e-04 2.32109888e+00] [ -1.34843933e-02 9.10000000e+01] [ -1.18763570e-02 1.07000000e+02]
63 79 [ -1.21818678e-02 9.74100000e+01] [ 7.17046359e-04 2.08851622e+00] [ -1.64040177e-02 9.20000000e+01] [ -1.18740889e-02 1.04000000e+02]
64 79 [ -1.21403155e-02 9.76400000e+01] [ 5.49188204e-04 2.35168025e+00] [ -1.58529986e-02 9.30000000e+01] [ -1.18692957e-02 1.05000000e+02]
65 88 [ -1.20729001e-02 9.68600000e+01] [ 6.00384877e-04 2.14951157e+00] [ -1.72396719e-02 9.10000000e+01] [ -1.18508015e-02 1.05000000e+02]
66 73 [ -1.20644255e-02 9.64000000e+01] [ 7.60684549e-04 2.10237960e+00] [ -1.79857826e-02 9.10000000e+01] [ -1.18508015e-02 1.04000000e+02]
67 74 [ -1.20278076e-02 9.55700000e+01] [ 6.04931327e-04 1.93522608e+00] [ -1.74021665e-02 8.80000000e+01] [ -1.18508015e-02 1.02000000e+02]
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80 84 [ -1.19849612e-02 9.13200000e+01] [ 3.79989404e-04 1.25602548e+00] [ -1.35249118e-02 8.70000000e+01] [ -1.18348199e-02 9.60000000e+01]
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86 78 [ -1.20700331e-02 9.13400000e+01] [ 7.09162334e-04 1.35808689e+00] [ -1.72074918e-02 8.60000000e+01] [ -1.18172381e-02 9.70000000e+01]
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89 79 [ -1.19272646e-02 9.20800000e+01] [ 3.34165892e-04 1.70692706e+00] [ -1.39342800e-02 8.50000000e+01] [ -1.18003378e-02 1.00000000e+02]
90 74 [ -1.20226473e-02 9.26200000e+01] [ 6.90596769e-04 1.86429611e+00] [ -1.80681844e-02 8.40000000e+01] [ -1.17723663e-02 1.00000000e+02]
91 76 [ -1.20355695e-02 9.25900000e+01] [ 4.87904943e-04 1.77817322e+00] [ -1.40276530e-02 8.90000000e+01] [ -1.17656992e-02 1.01000000e+02]
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94 64 [ -1.19359498e-02 9.20600000e+01] [ 6.27577611e-04 1.52852870e+00] [ -1.74318255e-02 8.60000000e+01] [ -1.17656992e-02 9.70000000e+01]
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97 73 [ -1.19422566e-02 9.22700000e+01] [ 3.98987629e-04 1.83223907e+00] [ -1.37012680e-02 8.60000000e+01] [ -1.17656992e-02 1.02000000e+02]
98 68 [ -1.18868144e-02 9.23100000e+01] [ 3.23041714e-04 1.44703144e+00] [ -1.34394148e-02 8.80000000e+01] [ -1.17339679e-02 9.90000000e+01]
99 87 [ -1.19222370e-02 9.26300000e+01] [ 3.27944174e-04 2.48054430e+00] [ -1.31681401e-02 8.60000000e+01] [ -1.17310071e-02 1.05000000e+02]
100 76 [ -1.18737537e-02 9.21700000e+01] [ 3.21358701e-04 1.37880383e+00] [ -1.37125873e-02 9.00000000e+01] [ -1.17310071e-02 9.80000000e+01]
101 68 [ -1.19229191e-02 9.20200000e+01] [ 6.55381175e-04 1.28046866e+00] [ -1.76260596e-02 9.00000000e+01] [ -1.17310071e-02 9.70000000e+01]
102 78 [ -1.19670888e-02 9.15400000e+01] [ 8.78397842e-04 1.53896069e+00] [ -1.80401540e-02 8.80000000e+01] [ -1.17310071e-02 9.90000000e+01]
103 60 [ -1.18679522e-02 9.15000000e+01] [ 3.30420190e-04 2.00249844e+00] [ -1.40452487e-02 8.30000000e+01] [ -1.17310071e-02 1.02000000e+02]
104 81 [ -1.18933638e-02 9.13800000e+01] [ 3.92350382e-04 2.32284309e+00] [ -1.37566523e-02 8.60000000e+01] [ -1.17310071e-02 1.02000000e+02]
105 76 [ -1.20344403e-02 9.09400000e+01] [ 9.71926038e-04 1.89641768e+00] [ -1.83781103e-02 8.80000000e+01] [ -1.17310071e-02 1.01000000e+02]
106 63 [ -1.19258474e-02 9.04600000e+01] [ 6.88423721e-04 1.65178691e+00] [ -1.78684178e-02 8.50000000e+01] [ -1.17310071e-02 9.80000000e+01]
107 78 [ -1.18449892e-02 9.02200000e+01] [ 3.15146291e-04 1.11874930e+00] [ -1.33208713e-02 8.70000000e+01] [ -1.17310071e-02 9.50000000e+01]
108 79 [ -1.19032723e-02 9.03200000e+01] [ 6.61995567e-04 1.92291445e+00] [ -1.76566543e-02 8.40000000e+01] [ -1.17310071e-02 9.80000000e+01]
109 86 [ -1.18672624e-02 9.05000000e+01] [ 3.10252260e-04 2.08086520e+00] [ -1.31885043e-02 8.50000000e+01] [ -1.17310071e-02 1.02000000e+02]
110 82 [ -1.19389333e-02 9.02700000e+01] [ 7.19853986e-04 1.56751396e+00] [ -1.81356643e-02 8.50000000e+01] [ -1.17310071e-02 9.80000000e+01]
111 71 [ -1.20301572e-02 9.03600000e+01] [ 1.08425514e-03 1.79733136e+00] [ -1.87166491e-02 8.50000000e+01] [ -1.17310071e-02 9.70000000e+01]
112 81 [ -1.19758778e-02 9.04000000e+01] [ 7.29180517e-04 1.77763888e+00] [ -1.75106370e-02 8.50000000e+01] [ -1.17310071e-02 9.70000000e+01]
113 80 [ -1.19889989e-02 9.04200000e+01] [ 9.74010590e-04 2.24133889e+00] [ -2.04200876e-02 8.10000000e+01] [ -1.17310071e-02 1.01000000e+02]
114 70 [ -1.20020625e-02 9.07200000e+01] [ 8.87371689e-04 2.04978048e+00] [ -1.78732689e-02 8.50000000e+01] [ -1.17310071e-02 9.90000000e+01]
115 69 [ -1.18657638e-02 9.02900000e+01] [ 3.37527673e-04 1.47169970e+00] [ -1.34593211e-02 8.50000000e+01] [ -1.17310071e-02 9.80000000e+01]
116 77 [ -1.19278897e-02 9.03100000e+01] [ 6.25785450e-04 1.54722332e+00] [ -1.72358635e-02 8.40000000e+01] [ -1.16406841e-02 9.80000000e+01]
117 73 [ -1.19387134e-02 9.00900000e+01] [ 7.45984563e-04 1.28136646e+00] [ -1.83968455e-02 8.60000000e+01] [ -1.16406841e-02 9.50000000e+01]
118 70 [ -1.19150416e-02 9.00400000e+01] [ 8.06048007e-04 1.48270024e+00] [ -1.78514154e-02 8.50000000e+01] [ -1.16406841e-02 9.90000000e+01]
119 80 [ -1.19866700e-02 8.99300000e+01] [ 1.20742536e-03 1.46461599e+00] [ -2.14734851e-02 8.60000000e+01] [ -1.16406841e-02 9.70000000e+01]
120 72 [ -1.19971283e-02 8.97500000e+01] [ 8.91396533e-04 2.28637267e+00] [ -1.90809647e-02 8.40000000e+01] [ -1.16406841e-02 9.80000000e+01]
121 74 [ -1.19056422e-02 8.92400000e+01] [ 8.64429727e-04 1.92416216e+00] [ -1.98845134e-02 8.10000000e+01] [ -1.16406841e-02 9.60000000e+01]
122 83 [ -1.20205919e-02 8.89600000e+01] [ 8.33170488e-04 2.34486673e+00] [ -1.88487923e-02 8.30000000e+01] [ -1.16406841e-02 9.60000000e+01]
123 81 [ -1.20395917e-02 8.81200000e+01] [ 1.06640115e-03 1.97625909e+00] [ -1.95541827e-02 8.30000000e+01] [ -1.16406841e-02 9.60000000e+01]
124 72 [ -1.18705984e-02 8.75600000e+01] [ 7.55354208e-04 1.69894085e+00] [ -1.72349786e-02 8.50000000e+01] [ -1.16406841e-02 9.50000000e+01]
125 76 [ -1.18556061e-02 8.72300000e+01] [ 5.79734217e-04 1.78244214e+00] [ -1.59891459e-02 8.40000000e+01] [ -1.16406841e-02 9.60000000e+01]
126 77 [ -1.17946527e-02 8.65700000e+01] [ 5.91159865e-04 1.55083848e+00] [ -1.70645786e-02 8.10000000e+01] [ -1.16406841e-02 9.50000000e+01]
127 75 [ -1.17573185e-02 8.68100000e+01] [ 2.62640184e-04 1.86384012e+00] [ -1.30793998e-02 8.50000000e+01] [ -1.16406841e-02 9.60000000e+01]
128 81 [ -1.19631275e-02 8.62300000e+01] [ 9.34174614e-04 1.57388055e+00] [ -1.96640151e-02 8.20000000e+01] [ -1.16406841e-02 9.20000000e+01]
129 76 [ -1.17855068e-02 8.63000000e+01] [ 5.17150794e-04 1.20415946e+00] [ -1.58449895e-02 8.40000000e+01] [ -1.16406841e-02 9.30000000e+01]
130 79 [ -1.18582344e-02 8.65900000e+01] [ 6.60797742e-04 1.84442403e+00] [ -1.72982739e-02 8.30000000e+01] [ -1.16406841e-02 9.40000000e+01]
131 81 [ -1.17441956e-02 8.64100000e+01] [ 2.44139901e-04 1.34234869e+00] [ -1.30215772e-02 8.50000000e+01] [ -1.16406841e-02 9.30000000e+01]
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133 77 [ -1.18272379e-02 8.66500000e+01] [ 4.12534605e-04 1.94100489e+00] [ -1.40833743e-02 8.20000000e+01] [ -1.16406841e-02 9.40000000e+01]
134 70 [ -1.18074120e-02 8.62000000e+01] [ 5.01404514e-04 1.32664992e+00] [ -1.49294230e-02 8.30000000e+01] [ -1.16406841e-02 9.20000000e+01]
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139 77 [ -1.17913794e-02 8.62200000e+01] [ 3.87216703e-04 1.53349275e+00] [ -1.36238637e-02 8.10000000e+01] [ -1.16406841e-02 9.20000000e+01]
140 75 [ -1.19720506e-02 8.66200000e+01] [ 1.10993507e-03 1.54777259e+00] [ -1.88593824e-02 8.40000000e+01] [ -1.16406841e-02 9.20000000e+01]
141 75 [ -1.18093288e-02 8.65100000e+01] [ 7.13392159e-04 1.92611007e+00] [ -1.82853284e-02 8.10000000e+01] [ -1.16406841e-02 9.60000000e+01]
142 74 [ -1.18838889e-02 8.64700000e+01] [ 6.47922045e-04 1.81909318e+00] [ -1.55586246e-02 8.20000000e+01] [ -1.16406841e-02 9.40000000e+01]
143 89 [ -1.18569639e-02 8.69200000e+01] [ 4.17269107e-04 2.31810267e+00] [ -1.34211154e-02 8.40000000e+01] [ -1.16406841e-02 1.00000000e+02]
144 81 [ -1.17948189e-02 8.63800000e+01] [ 3.71796940e-04 1.54777259e+00] [ -1.35064316e-02 8.30000000e+01] [ -1.16406841e-02 9.60000000e+01]
145 76 [ -1.17370769e-02 8.65900000e+01] [ 2.66442809e-04 1.68579358e+00] [ -1.30781211e-02 8.50000000e+01] [ -1.16406841e-02 9.50000000e+01]
146 78 [ -1.19151483e-02 8.66300000e+01] [ 6.84734839e-04 2.00327232e+00] [ -1.68271674e-02 8.00000000e+01] [ -1.16406841e-02 9.50000000e+01]
147 75 [ -1.17680619e-02 8.63200000e+01] [ 4.07225591e-04 1.24000000e+00] [ -1.42538759e-02 8.30000000e+01] [ -1.16406841e-02 9.20000000e+01]
148 81 [ -1.18705918e-02 8.67600000e+01] [ 6.69929894e-04 2.13129069e+00] [ -1.74075378e-02 8.20000000e+01] [ -1.16406841e-02 9.50000000e+01]
149 78 [ -1.19050464e-02 8.66600000e+01] [ 9.98892106e-04 2.01603571e+00] [ -1.94469471e-02 8.20000000e+01] [ -1.16406841e-02 9.80000000e+01]
150 76 [ -1.17516678e-02 8.64500000e+01] [ 3.11973718e-04 1.60857079e+00] [ -1.30995724e-02 8.30000000e+01] [ -1.16406841e-02 9.40000000e+01]
151 73 [ -1.18821731e-02 8.62600000e+01] [ 9.36802987e-04 1.22979673e+00] [ -1.89343881e-02 8.20000000e+01] [ -1.16406841e-02 9.30000000e+01]
152 74 [ -1.17664743e-02 8.64700000e+01] [ 2.74445344e-04 1.51297720e+00] [ -1.29822941e-02 8.30000000e+01] [ -1.16406841e-02 9.30000000e+01]
153 83 [ -1.17809477e-02 8.65600000e+01] [ 3.13823052e-04 2.13222888e+00] [ -1.31421223e-02 7.90000000e+01] [ -1.16406841e-02 9.60000000e+01]
154 82 [ -1.17467044e-02 8.65400000e+01] [ 2.55003188e-04 1.84076071e+00] [ -1.29439822e-02 8.30000000e+01] [ -1.16406841e-02 9.70000000e+01]
155 79 [ -1.19000173e-02 8.66800000e+01] [ 7.02281398e-04 2.02425295e+00] [ -1.72685521e-02 8.30000000e+01] [ -1.16406841e-02 9.40000000e+01]
156 84 [ -1.17492459e-02 8.65300000e+01] [ 2.90619350e-04 1.81909318e+00] [ -1.36501703e-02 8.10000000e+01] [ -1.16406841e-02 9.40000000e+01]
157 79 [ -1.19630240e-02 8.69100000e+01] [ 1.08844571e-03 2.26757580e+00] [ -1.91188769e-02 8.20000000e+01] [ -1.16406841e-02 9.70000000e+01]
158 66 [ -1.18391655e-02 8.66200000e+01] [ 6.42954380e-04 1.58606431e+00] [ -1.68990951e-02 8.40000000e+01] [ -1.16406841e-02 9.30000000e+01]
159 83 [ -1.18555600e-02 8.64900000e+01] [ 7.55213558e-04 1.83572874e+00] [ -1.85400064e-02 8.10000000e+01] [ -1.16406841e-02 9.50000000e+01]
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161 77 [ -1.18790020e-02 8.64500000e+01] [ 6.65273865e-04 1.32947358e+00] [ -1.70924420e-02 8.40000000e+01] [ -1.16406841e-02 9.30000000e+01]
162 79 [ -1.17610070e-02 8.62400000e+01] [ 2.99938023e-04 1.00119928e+00] [ -1.32793145e-02 8.40000000e+01] [ -1.16406841e-02 9.00000000e+01]
163 75 [ -1.19048374e-02 8.66300000e+01] [ 7.73103062e-04 1.86898368e+00] [ -1.78763284e-02 8.30000000e+01] [ -1.16406841e-02 9.40000000e+01]
164 69 [ -1.18304086e-02 8.64700000e+01] [ 7.06298637e-04 1.74043098e+00] [ -1.79188018e-02 8.00000000e+01] [ -1.16406841e-02 9.40000000e+01]
165 82 [ -1.17936245e-02 8.66400000e+01] [ 4.21077865e-04 2.16573313e+00] [ -1.46958460e-02 8.20000000e+01] [ -1.16406841e-02 9.70000000e+01]
166 79 [ -1.18023784e-02 8.64900000e+01] [ 3.83989872e-04 1.59684063e+00] [ -1.43397074e-02 8.40000000e+01] [ -1.16406841e-02 9.60000000e+01]
167 75 [ -1.19098548e-02 8.67000000e+01] [ 9.85672305e-04 2.17025344e+00] [ -2.09145084e-02 8.20000000e+01] [ -1.16406841e-02 9.80000000e+01]
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169 82 [ -1.18314599e-02 8.67000000e+01] [ 3.96936707e-04 1.90525589e+00] [ -1.39016762e-02 8.10000000e+01] [ -1.16406841e-02 9.50000000e+01]
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178 90 [ -1.18000606e-02 8.65500000e+01] [ 4.43371884e-04 1.97167442e+00] [ -1.47216097e-02 8.30000000e+01] [ -1.16261265e-02 9.40000000e+01]
179 73 [ -1.18479697e-02 8.62300000e+01] [ 5.38234582e-04 1.68436932e+00] [ -1.56588945e-02 8.10000000e+01] [ -1.16261265e-02 9.20000000e+01]
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181 73 [ -1.18673480e-02 8.66100000e+01] [ 7.01215012e-04 1.77141187e+00] [ -1.57591298e-02 8.30000000e+01] [ -1.16261265e-02 9.60000000e+01]
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184 79 [ -1.18039680e-02 8.64200000e+01] [ 5.19134647e-04 1.41548578e+00] [ -1.58621245e-02 8.40000000e+01] [ -1.16261265e-02 9.50000000e+01]
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188 79 [ -1.17695275e-02 8.64600000e+01] [ 3.25826468e-04 1.55190206e+00] [ -1.32239171e-02 8.40000000e+01] [ -1.16261265e-02 9.50000000e+01]
189 86 [ -1.18846107e-02 8.66400000e+01] [ 5.40088455e-04 1.78056171e+00] [ -1.43169858e-02 8.10000000e+01] [ -1.16261265e-02 9.30000000e+01]
190 73 [ -1.17543824e-02 8.64500000e+01] [ 3.06821921e-04 1.71099386e+00] [ -1.31426136e-02 8.30000000e+01] [ -1.16261265e-02 9.60000000e+01]
191 85 [ -1.18957833e-02 8.68300000e+01] [ 7.65511745e-04 2.16820202e+00] [ -1.75909981e-02 8.10000000e+01] [ -1.16261265e-02 9.70000000e+01]
192 80 [ -1.17550215e-02 8.66400000e+01] [ 3.12791414e-04 2.33032187e+00] [ -1.31545495e-02 7.90000000e+01] [ -1.16261265e-02 1.00000000e+02]
193 75 [ -1.18142526e-02 8.64700000e+01] [ 6.97784500e-04 1.59659012e+00] [ -1.67477452e-02 8.20000000e+01] [ -1.16261265e-02 9.50000000e+01]
194 71 [ -1.17861285e-02 8.66200000e+01] [ 5.31416608e-04 1.84271539e+00] [ -1.63219926e-02 8.30000000e+01] [ -1.16261265e-02 9.50000000e+01]
195 80 [ -1.17918866e-02 8.63600000e+01] [ 3.68759499e-04 1.44582157e+00] [ -1.32743516e-02 8.30000000e+01] [ -1.16261265e-02 9.30000000e+01]
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197 69 [ -1.18584477e-02 8.63300000e+01] [ 7.32418932e-04 1.53658713e+00] [ -1.69759038e-02 8.20000000e+01] [ -1.16261265e-02 9.40000000e+01]
198 85 [ -1.19514713e-02 8.63200000e+01] [ 9.37191917e-04 1.42744527e+00] [ -1.96251856e-02 8.30000000e+01] [ -1.16261265e-02 9.10000000e+01]
199 72 [ -1.18142254e-02 8.63200000e+01] [ 5.45902319e-04 1.76567268e+00] [ -1.60603128e-02 8.00000000e+01] [ -1.16261265e-02 9.40000000e+01]
200 80 [ -1.17815962e-02 8.64600000e+01] [ 5.03635351e-04 1.57111425e+00] [ -1.62046471e-02 8.20000000e+01] [ -1.16261265e-02 9.30000000e+01]
201 81 [ -1.18262026e-02 8.63400000e+01] [ 5.20136599e-04 1.56345771e+00] [ -1.59557538e-02 7.90000000e+01] [ -1.16261265e-02 9.20000000e+01]
202 80 [ -1.17646197e-02 8.63900000e+01] [ 4.04407098e-04 1.61180024e+00] [ -1.44980723e-02 8.10000000e+01] [ -1.16261265e-02 9.30000000e+01]
203 76 [ -1.18036578e-02 8.66500000e+01] [ 6.40397737e-04 1.88878268e+00] [ -1.61448742e-02 8.40000000e+01] [ -1.16261265e-02 9.70000000e+01]
204 78 [ -1.17915306e-02 8.65800000e+01] [ 5.41462136e-04 1.81758081e+00] [ -1.56295047e-02 8.30000000e+01] [ -1.16261265e-02 9.50000000e+01]
205 65 [ -1.17922889e-02 8.64300000e+01] [ 4.38822709e-04 1.64471882e+00] [ -1.43147604e-02 8.30000000e+01] [ -1.16261265e-02 9.80000000e+01]
206 77 [ -1.18551088e-02 8.65300000e+01] [ 6.92933567e-04 1.67005988e+00] [ -1.60752524e-02 8.40000000e+01] [ -1.16261265e-02 9.40000000e+01]
207 72 [ -1.17969868e-02 8.62400000e+01] [ 5.66359762e-04 1.49746452e+00] [ -1.62615280e-02 8.00000000e+01] [ -1.16261265e-02 9.30000000e+01]
208 80 [ -1.17851465e-02 8.63900000e+01] [ 3.90032157e-04 1.83790642e+00] [ -1.38777343e-02 8.20000000e+01] [ -1.16261265e-02 9.60000000e+01]
209 80 [ -1.18059394e-02 8.63100000e+01] [ 6.30032993e-04 1.71286310e+00] [ -1.72441424e-02 7.90000000e+01] [ -1.16261265e-02 9.40000000e+01]
210 74 [ -1.17210349e-02 8.65300000e+01] [ 2.54894848e-04 1.41035457e+00] [ -1.30318225e-02 8.60000000e+01] [ -1.16261265e-02 9.30000000e+01]
211 80 [ -1.17697878e-02 8.67800000e+01] [ 3.42323172e-04 2.10988151e+00] [ -1.37684030e-02 8.40000000e+01] [ -1.16261265e-02 9.50000000e+01]
212 77 [ -1.18536586e-02 8.65500000e+01] [ 6.13659155e-04 2.00686322e+00] [ -1.63180541e-02 8.20000000e+01] [ -1.16261265e-02 9.80000000e+01]
213 72 [ -1.17574518e-02 8.63400000e+01] [ 5.58453947e-04 1.64450600e+00] [ -1.68502155e-02 8.20000000e+01] [ -1.16261265e-02 9.40000000e+01]
214 77 [ -1.17535227e-02 8.66800000e+01] [ 3.24154550e-04 1.85407659e+00] [ -1.35094897e-02 8.50000000e+01] [ -1.16261265e-02 9.60000000e+01]
215 87 [ -1.18277548e-02 8.65300000e+01] [ 5.73918864e-04 1.55855702e+00] [ -1.58820476e-02 8.30000000e+01] [ -1.16261265e-02 9.20000000e+01]
216 68 [ -1.17197476e-02 8.64300000e+01] [ 2.94447045e-04 1.28261452e+00] [ -1.34114273e-02 8.50000000e+01] [ -1.16261265e-02 9.40000000e+01]
217 75 [ -1.18212684e-02 8.65500000e+01] [ 4.57627983e-04 1.91507180e+00] [ -1.39088021e-02 8.00000000e+01] [ -1.16261265e-02 9.30000000e+01]
218 83 [ -1.18859249e-02 8.65100000e+01] [ 7.82156186e-04 1.72913273e+00] [ -1.60689037e-02 8.30000000e+01] [ -1.16253005e-02 9.40000000e+01]
219 76 [ -1.17358816e-02 8.64600000e+01] [ 2.89601455e-04 1.52590956e+00] [ -1.29547996e-02 8.40000000e+01] [ -1.16253005e-02 9.50000000e+01]
220 71 [ -1.19406449e-02 8.68600000e+01] [ 7.00620179e-04 1.91321719e+00] [ -1.57966087e-02 8.30000000e+01] [ -1.16253005e-02 9.70000000e+01]
221 74 [ -1.17745182e-02 8.65100000e+01] [ 3.47621049e-04 1.65224090e+00] [ -1.36410333e-02 8.40000000e+01] [ -1.16253005e-02 9.30000000e+01]
222 75 [ -1.17488679e-02 8.69400000e+01] [ 2.92586063e-04 2.09198470e+00] [ -1.31962622e-02 8.50000000e+01] [ -1.16253005e-02 9.70000000e+01]
223 74 [ -1.18666051e-02 8.68200000e+01] [ 7.36404669e-04 1.41689802e+00] [ -1.66039978e-02 8.40000000e+01] [ -1.16253005e-02 9.40000000e+01]
224 83 [ -1.18370416e-02 8.71900000e+01] [ 6.53946651e-04 1.78154427e+00] [ -1.58593043e-02 8.30000000e+01] [ -1.16253005e-02 9.50000000e+01]
225 78 [ -1.18551726e-02 8.72500000e+01] [ 7.21912521e-04 1.49916644e+00] [ -1.64767664e-02 8.20000000e+01] [ -1.16253005e-02 9.30000000e+01]
226 78 [ -1.18573772e-02 8.74600000e+01] [ 5.87430869e-04 1.74022987e+00] [ -1.60303345e-02 8.30000000e+01] [ -1.16253005e-02 9.50000000e+01]
227 74 [ -1.17917742e-02 8.75900000e+01] [ 6.51261223e-04 1.88199362e+00] [ -1.77485818e-02 8.40000000e+01] [ -1.16253005e-02 9.60000000e+01]
228 81 [ -1.18459853e-02 8.74600000e+01] [ 7.44512525e-04 1.55833244e+00] [ -1.80898734e-02 8.20000000e+01] [ -1.16253005e-02 9.40000000e+01]
229 67 [ -1.17958132e-02 8.74400000e+01] [ 4.52346401e-04 1.77380946e+00] [ -1.45686676e-02 8.20000000e+01] [ -1.16253005e-02 9.40000000e+01]
230 78 [ -1.18447088e-02 8.75900000e+01] [ 6.76115562e-04 1.70935660e+00] [ -1.63686641e-02 8.60000000e+01] [ -1.16253005e-02 9.50000000e+01]
231 69 [ -1.18457075e-02 8.74100000e+01] [ 5.60505977e-04 1.64981817e+00] [ -1.57436924e-02 8.20000000e+01] [ -1.16253005e-02 9.40000000e+01]
232 81 [ -1.17559164e-02 8.72800000e+01] [ 3.48251422e-04 1.39341308e+00] [ -1.33836269e-02 8.50000000e+01] [ -1.16253005e-02 9.40000000e+01]
233 75 [ -1.19239316e-02 8.73400000e+01] [ 9.60424275e-04 1.59511755e+00] [ -1.83486239e-02 8.00000000e+01] [ -1.16253005e-02 9.30000000e+01]
234 81 [ -1.18606268e-02 8.77100000e+01] [ 5.97957524e-04 2.18309413e+00] [ -1.61249812e-02 8.00000000e+01] [ -1.16253005e-02 9.60000000e+01]
235 73 [ -1.18161441e-02 8.76500000e+01] [ 4.80472275e-04 1.89934199e+00] [ -1.39308521e-02 8.40000000e+01] [ -1.16253005e-02 9.60000000e+01]
236 72 [ -1.17766648e-02 8.75600000e+01] [ 3.34119393e-04 1.59574434e+00] [ -1.32257062e-02 8.40000000e+01] [ -1.16253005e-02 9.40000000e+01]
237 68 [ -1.17939445e-02 8.74300000e+01] [ 4.32145448e-04 1.84529130e+00] [ -1.40634108e-02 7.90000000e+01] [ -1.16253005e-02 9.40000000e+01]
238 80 [ -1.17634187e-02 8.73900000e+01] [ 4.74125304e-04 1.73144448e+00] [ -1.51485528e-02 8.20000000e+01] [ -1.16253005e-02 9.60000000e+01]
239 73 [ -1.17997493e-02 8.74600000e+01] [ 4.99795049e-04 1.72869893e+00] [ -1.57716977e-02 8.30000000e+01] [ -1.16253005e-02 9.60000000e+01]
240 72 [ -1.19323653e-02 8.73600000e+01] [ 1.12533654e-03 1.49345238e+00] [ -2.03572380e-02 8.30000000e+01] [ -1.16253005e-02 9.60000000e+01]
241 76 [ -1.18428092e-02 8.74000000e+01] [ 6.50500944e-04 1.59373775e+00] [ -1.61497674e-02 8.20000000e+01] [ -1.16253005e-02 9.50000000e+01]
242 77 [ -1.18563565e-02 8.73700000e+01] [ 5.91125460e-04 1.67722986e+00] [ -1.62494984e-02 8.10000000e+01] [ -1.16253005e-02 9.60000000e+01]
243 79 [ -1.18571643e-02 8.72500000e+01] [ 7.75918772e-04 1.25199840e+00] [ -1.76132081e-02 8.20000000e+01] [ -1.16253005e-02 9.30000000e+01]
244 78 [ -1.17865781e-02 8.76000000e+01] [ 3.14944926e-04 1.75499288e+00] [ -1.29798141e-02 8.20000000e+01] [ -1.16253005e-02 9.40000000e+01]
245 75 [ -1.17661994e-02 8.79200000e+01] [ 3.72184983e-04 2.15257985e+00] [ -1.39065960e-02 8.60000000e+01] [ -1.16253005e-02 9.70000000e+01]
246 73 [ -1.18602319e-02 8.74900000e+01] [ 7.45299136e-04 2.10947861e+00] [ -1.70386842e-02 8.10000000e+01] [ -1.16253005e-02 9.70000000e+01]
247 81 [ -1.18940853e-02 8.74800000e+01] [ 9.78907298e-04 1.55871742e+00] [ -1.96314033e-02 8.40000000e+01] [ -1.16253005e-02 9.40000000e+01]
248 85 [ -1.18384231e-02 8.75900000e+01] [ 5.61470733e-04 1.85523583e+00] [ -1.56218550e-02 8.40000000e+01] [ -1.16253005e-02 9.60000000e+01]
249 65 [ -1.17878563e-02 8.74100000e+01] [ 3.95440060e-04 1.64981817e+00] [ -1.39420688e-02 8.40000000e+01] [ -1.16253005e-02 9.60000000e+01]
250 76 [ -1.18395564e-02 8.73800000e+01] [ 6.04719098e-04 1.89092570e+00] [ -1.57972883e-02 8.10000000e+01] [ -1.16253005e-02 9.40000000e+01]
251 77 [ -1.19879876e-02 8.71100000e+01] [ 8.53302135e-04 1.77141187e+00] [ -1.77720476e-02 8.00000000e+01] [ -1.16253005e-02 9.50000000e+01]
252 72 [ -1.19057438e-02 8.71200000e+01] [ 8.45196712e-04 1.89356806e+00] [ -1.82038788e-02 8.20000000e+01] [ -1.16253005e-02 9.80000000e+01]
253 80 [ -1.17694215e-02 8.73800000e+01] [ 5.03495419e-04 1.54129815e+00] [ -1.56450194e-02 8.40000000e+01] [ -1.16253005e-02 9.40000000e+01]
254 69 [ -1.17710166e-02 8.70500000e+01] [ 5.60399024e-04 1.01365675e+00] [ -1.67565202e-02 8.10000000e+01] [ -1.16253005e-02 9.10000000e+01]
255 73 [ -1.17906838e-02 8.72100000e+01] [ 5.77515298e-04 1.76235638e+00] [ -1.63433811e-02 7.90000000e+01] [ -1.16253005e-02 9.50000000e+01]
256 85 [ -1.17612338e-02 8.75100000e+01] [ 3.49119328e-04 1.79719225e+00] [ -1.33614584e-02 8.20000000e+01] [ -1.16253005e-02 9.50000000e+01]
257 73 [ -1.17881315e-02 8.71700000e+01] [ 6.47791719e-04 9.90504922e-01] [ -1.59421908e-02 8.40000000e+01] [ -1.16253005e-02 9.40000000e+01]
258 83 [ -1.16934289e-02 8.76900000e+01] [ 1.80607549e-04 2.06734129e+00] [ -1.24858176e-02 8.60000000e+01] [ -1.16253005e-02 9.90000000e+01]
259 77 [ -1.17755049e-02 8.75600000e+01] [ 3.31012998e-04 1.77943811e+00] [ -1.34184505e-02 8.50000000e+01] [ -1.16253005e-02 9.60000000e+01]
260 71 [ -1.18262876e-02 8.74900000e+01] [ 4.63142993e-04 1.71752729e+00] [ -1.43871607e-02 8.30000000e+01] [ -1.16253005e-02 9.50000000e+01]
261 81 [ -1.18254699e-02 8.75100000e+01] [ 5.57954601e-04 1.87347271e+00] [ -1.60544567e-02 8.30000000e+01] [ -1.16253005e-02 9.60000000e+01]
262 71 [ -1.18877690e-02 8.75300000e+01] [ 6.62351901e-04 1.69973527e+00] [ -1.63087269e-02 8.20000000e+01] [ -1.16253005e-02 9.50000000e+01]
263 73 [ -1.18279964e-02 8.75400000e+01] [ 5.33514449e-04 1.51934196e+00] [ -1.47338956e-02 8.40000000e+01] [ -1.16253005e-02 9.40000000e+01]
264 75 [ -1.18016060e-02 8.73900000e+01] [ 6.28094443e-04 1.81049717e+00] [ -1.69335747e-02 8.10000000e+01] [ -1.16253005e-02 9.80000000e+01]
265 72 [ -1.18500573e-02 8.73700000e+01] [ 5.82686262e-04 1.65924682e+00] [ -1.58490398e-02 8.30000000e+01] [ -1.16253005e-02 9.40000000e+01]
266 82 [ -1.18779923e-02 8.74600000e+01] [ 7.38677985e-04 1.70540318e+00] [ -1.56840997e-02 8.30000000e+01] [ -1.16253005e-02 9.50000000e+01]
267 77 [ -1.18558661e-02 8.74400000e+01] [ 7.27953128e-04 1.81284307e+00] [ -1.68967571e-02 8.10000000e+01] [ -1.16253005e-02 9.50000000e+01]
268 76 [ -1.18227960e-02 8.75900000e+01] [ 5.35992444e-04 1.94471078e+00] [ -1.56034938e-02 8.30000000e+01] [ -1.16253005e-02 9.70000000e+01]
269 84 [ -1.19295602e-02 8.77600000e+01] [ 8.61040029e-04 1.99559515e+00] [ -1.83606303e-02 8.20000000e+01] [ -1.16253005e-02 9.80000000e+01]
270 74 [ -1.18259806e-02 8.77000000e+01] [ 4.41212380e-04 1.87882942e+00] [ -1.42273497e-02 8.30000000e+01] [ -1.16253005e-02 9.40000000e+01]
271 69 [ -1.17774628e-02 8.74200000e+01] [ 5.52457870e-04 1.46410382e+00] [ -1.54708018e-02 8.50000000e+01] [ -1.16253005e-02 9.50000000e+01]
272 81 [ -1.18049090e-02 8.73600000e+01] [ 5.27258463e-04 1.72927731e+00] [ -1.44671520e-02 8.00000000e+01] [ -1.16253005e-02 9.40000000e+01]
273 76 [ -1.17643183e-02 8.74100000e+01] [ 3.10126666e-04 1.54334053e+00] [ -1.30218362e-02 8.20000000e+01] [ -1.16253005e-02 9.40000000e+01]
274 80 [ -1.18117411e-02 8.75800000e+01] [ 4.89642348e-04 1.82307433e+00] [ -1.55460831e-02 8.30000000e+01] [ -1.16253005e-02 9.50000000e+01]
275 66 [ -1.18805982e-02 8.75700000e+01] [ 8.19837160e-04 1.75074270e+00] [ -1.80943931e-02 8.40000000e+01] [ -1.16253005e-02 9.40000000e+01]
276 71 [ -1.17488935e-02 8.72500000e+01] [ 4.20660372e-04 1.51904575e+00] [ -1.48095332e-02 8.20000000e+01] [ -1.16253005e-02 9.50000000e+01]
277 72 [ -1.17774204e-02 8.72800000e+01] [ 3.85219462e-04 1.45657132e+00] [ -1.40177658e-02 8.30000000e+01] [ -1.16253005e-02 9.40000000e+01]
278 83 [ -1.18147515e-02 8.75400000e+01] [ 5.08960685e-04 1.80233182e+00] [ -1.56807477e-02 8.30000000e+01] [ -1.16253005e-02 9.50000000e+01]
279 66 [ -1.17793950e-02 8.76700000e+01] [ 3.27786574e-04 2.01521711e+00] [ -1.29072179e-02 8.40000000e+01] [ -1.16253005e-02 9.60000000e+01]
280 79 [ -1.17660947e-02 8.72000000e+01] [ 4.69151640e-04 1.34907376e+00] [ -1.56070946e-02 8.30000000e+01] [ -1.16253005e-02 9.50000000e+01]
281 77 [ -1.18168967e-02 8.76400000e+01] [ 5.65659944e-04 1.99759856e+00] [ -1.61786314e-02 8.40000000e+01] [ -1.16253005e-02 9.70000000e+01]
282 74 [ -1.17429823e-02 8.72700000e+01] [ 3.55537880e-04 9.88483687e-01] [ -1.37129278e-02 8.60000000e+01] [ -1.16253005e-02 9.30000000e+01]
283 77 [ -1.17616401e-02 8.74700000e+01] [ 3.18834858e-04 1.84095084e+00] [ -1.29476157e-02 8.00000000e+01] [ -1.16253005e-02 9.70000000e+01]
284 73 [ -1.19641734e-02 8.74700000e+01] [ 9.47195777e-04 1.72890139e+00] [ -1.68935169e-02 8.40000000e+01] [ -1.16253005e-02 9.60000000e+01]
285 68 [ -1.17724445e-02 8.76800000e+01] [ 3.16146576e-04 2.55687309e+00] [ -1.33305735e-02 8.10000000e+01] [ -1.16253005e-02 9.80000000e+01]
286 77 [ -1.18119085e-02 8.74300000e+01] [ 5.51174534e-04 1.57006369e+00] [ -1.57262912e-02 8.60000000e+01] [ -1.16253005e-02 9.60000000e+01]
287 82 [ -1.18423103e-02 8.77700000e+01] [ 4.78575348e-04 2.01422442e+00] [ -1.44398970e-02 8.50000000e+01] [ -1.16253005e-02 9.70000000e+01]
288 75 [ -1.18031302e-02 8.75400000e+01] [ 5.54482031e-04 1.74022987e+00] [ -1.59883373e-02 8.40000000e+01] [ -1.16253005e-02 9.50000000e+01]
289 72 [ -1.18234621e-02 8.72600000e+01] [ 6.99682408e-04 1.37564530e+00] [ -1.71117302e-02 8.50000000e+01] [ -1.16253005e-02 9.50000000e+01]
290 67 [ -1.17912941e-02 8.72600000e+01] [ 5.62549183e-04 1.70070574e+00] [ -1.62780810e-02 8.00000000e+01] [ -1.16253005e-02 9.80000000e+01]
291 79 [ -1.17326180e-02 8.77600000e+01] [ 2.54809680e-04 2.10295031e+00] [ -1.28083598e-02 8.30000000e+01] [ -1.16253005e-02 1.01000000e+02]
292 76 [ -1.18142197e-02 8.74700000e+01] [ 5.55246178e-04 1.57133701e+00] [ -1.58631116e-02 8.30000000e+01] [ -1.16253005e-02 9.30000000e+01]
293 88 [ -1.18162890e-02 8.75000000e+01] [ 5.33313931e-04 1.47309199e+00] [ -1.59198610e-02 8.60000000e+01] [ -1.16253005e-02 9.70000000e+01]
294 81 [ -1.18462753e-02 8.75000000e+01] [ 7.24582048e-04 1.68226038e+00] [ -1.67022911e-02 8.30000000e+01] [ -1.16253005e-02 9.50000000e+01]
295 77 [ -1.18814544e-02 8.76900000e+01] [ 8.05049788e-04 1.78714857e+00] [ -1.63742205e-02 8.50000000e+01] [ -1.16253005e-02 9.60000000e+01]
296 69 [ -1.17640275e-02 8.77000000e+01] [ 3.10248032e-04 1.87882942e+00] [ -1.32375121e-02 8.50000000e+01] [ -1.16253005e-02 9.70000000e+01]
297 68 [ -1.17838084e-02 8.71500000e+01] [ 4.14977706e-04 1.09886305e+00] [ -1.35235937e-02 8.30000000e+01] [ -1.16253005e-02 9.10000000e+01]
298 73 [ -1.18681482e-02 8.77500000e+01] [ 6.93099915e-04 1.86212244e+00] [ -1.60154883e-02 8.50000000e+01] [ -1.16253005e-02 9.60000000e+01]
299 72 [ -1.18419304e-02 8.75200000e+01] [ 7.17117908e-04 1.75772580e+00] [ -1.81720853e-02 8.30000000e+01] [ -1.16253005e-02 9.40000000e+01]
300 78 [ -1.18146701e-02 8.73700000e+01] [ 7.60569273e-04 1.59157155e+00] [ -1.75347452e-02 8.20000000e+01] [ -1.16253005e-02 9.70000000e+01]
又一次耗时两天。。。
print compute_score(ENet, train_data[train_data.columns[supports_[0]]].values, np.log(SalePrice.values))
print compute_score(GBoost, train_data[train_data.columns[supports_[1]]].values, np.log(SalePrice.values))
print compute_score(lasso, train_data[train_data.columns[supports_[2]]].values, np.log(SalePrice.values))
print compute_score(model_xgb, train_data[train_data.columns[supports_[3]]].values, np.log(SalePrice.values))
print compute_score(KRR, train_data[train_data.columns[supports_[4]]].values, np.log(SalePrice.values))
(0.11567711551720301, 0.0084931598160457936)
(0.11534675639270017, 0.0081688179658207221)
(0.11588976622128115, 0.0080453441841918053)
(0.11653378136631638, 0.0082873550442852436)
(0.11027129268374732, 0.0091623600281198134)
averaged_models = DifferentFeatureAveragingModels(models = (ENet, GBoost, lasso, model_xgb, KRR), supports=supports_)
compute_score(averaged_models, train_data.values, np.log(SalePrice.values))
(0.084292592656284041, 0.0099428564968274836)
发现结果从0.09-》0.08，看来集成多个模型还是有用的
averaged_models.fit(train_data.values, np.log(SalePrice.values))
DifferentFeatureAveragingModels(models=(Pipeline(steps=[('robustscaler', RobustScaler(copy=True, with_centering=True, with_scaling=True)), ('elasticnet', ElasticNet(alpha=0.0005, copy_X=True, fit_intercept=True, l1_ratio=0.9,
max_iter=1000, normalize=False, positive=False, precompute=False,
random_state=3, selection='c...nelRidge(alpha=0.6, coef0=2.5, degree=2, gamma=None, kernel='polynomial',
kernel_params=None)),
supports=[[0, 2, 7, 8, 9, 10, 11, 12, 13, 16, 18, 19, 23, 24, 25, 26, 28, 29, 30, 32, 35, 37, 38, 40, 41, 42, 43, 44, 47, 48, 51, 56, 58, 60, 61, 62, 67, 68, 69, 73, 75, 78, 79, 87, 88, 93, 94, 96, 98, 99, 104, 105, 110, 114, 115, 116, 117, 118, 122, 129, 130, 131, 134, 137, 138, 141, 143, 148, 150,...154, 162, 164, 169, 171, 174, 179, 182, 183, 186, 191, 198, 200, 201, 204, 206, 208, 209, 212, 213]])
res = np.exp(averaged_models.predict(test_data.values))
pd.DataFrame({'Id': Id, 'SalePrice': res}).to_csv('2017-8-21-9-06.csv', index=False)
结论
- 这次的结果上传上去有0.12，top 20%
- 虽然还是非常水的成绩，不过最近还有别的事情要忙，所以就先告一段落
- 这次使用了GA来进行特征选择，效果还是很不错的，日后如果有机会接触一下进化算法的特征选择和集成学习也是蛮好玩的
- 下次有机会可以用神经网络来进行预测，虽然这次的数据集感觉上来讲还是满规范的。
- 第二次kaggle之旅，收获颇丰，而且也挺好玩哈哈哈。