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AI+电芯 | 通过电化学阻抗谱EIS识别电路模型

EIS

ECM

AIEISECM

JiaweiMiao

发布于 2023-08-29

推荐镜像 :Third-party software:d2l-ai:pytorch

推荐机型 :c12_m46_1 * NVIDIA GPU B

数据集

EIS-ECM(v1)

通过电化学阻抗谱EIS识别电路模型

背景

电化学阻抗谱（EIS）是通过测量阻抗随正弦频率的变化来研究电化学过程。为了解释 EIS 数据，最广泛使用的方法是构建等效电路模型ECM。该方法将电化学系统视为一个等效电路，由电阻（R）、电容（C）和恒相位元件（CPE）等基本元件串联或并联组成。可以测量这些等效电路的结构和每个元件的值，并且可以利用这些元件的电化学含义来分析电化学系统的细节。如何选择合适的等效电路模型是关键步骤，因为结果讨论是基于存在准确模型的假设。目前常见的做法是根据不同的应用筛选出几种潜在的模型，然后利用数学拟合来模拟相应的模式。当有多个可信模型可用时，应对它们进行排序以找到最合理的一个，以及这些过程中涉及的主观因素和判断。

为了克服人类分析的主观性，本工作使用机器学习来进行EIS模型识别。原始EIS数据及其等效电路模型是从文献中收集的，并使用支持向量机（SVM）来分析这些数据。与其他机器学习算法相比，SVM在此数据库中取得了最好的综合性能。因此，优化后的SVM模型可以有效地找出给定EIS谱的最合适的等效电路模型。这项研究展示了机器学习在电化学研究中的巨大潜力。

本notebook搬运自github/Shan-Zhu/ML-EIS

主要内容为基于支持向量机SVM的方法，通过EIS识别等效电路模型ECM

模型使用原作者自带数据集。归一化的 EIS 用作输入数据，相应的等效电路类型作为输出数据。数据集中以供包含五种等效电路模型，分别用编号1 ~ 5指代。通过输入对应模型的EIS数据预测其ECM代号。

来自文献：Equivalent circuit model recognition of electrochemical impedance spectroscopy via machine learning, Journal of Electroanalytical Chemistry, Volume 855, 2019, 113627, ISSN 1572-6657

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WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv

代码

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加载必要的工具包

代码

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[3]

from numpy import *

import numpy as np

import matplotlib.pyplot as plt

from matplotlib.colors import ListedColormap

from tensorflow.python.framework import ops

from sklearn import svm

from sklearn import manifold

from sklearn.model_selection import train_test_split

from sklearn.preprocessing import StandardScaler

from sklearn.neural_network import MLPClassifier

from sklearn.neighbors import KNeighborsClassifier

from sklearn.svm import SVC

from sklearn.gaussian_process import GaussianProcessClassifier

from sklearn.gaussian_process.kernels import RBF

from sklearn.tree import DecisionTreeClassifier

from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier

from sklearn.naive_bayes import GaussianNB

from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis

import pandas as pd

import sklearn as sk

from sklearn import preprocessing

from sklearn import tree

import os

from tensorflow.python.framework import ops

from sklearn import svm

from sklearn import manifold

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这里我们使用了从这种文献中收集来的超过500条EIS数据和其对应的ECM标签。对于EIS数据，为了保证各条EIS的可比较性，我们对EIS进行了归一化处理。

从处理好的归一化数据集EIS-Data-Nor.csv里输入数据并进行随机切分。_train 和 _test 分别代表训练和测试数据集。这里我们使用20%的总数据作为测试数据。

在获得五种典型ECM模式的基础上，我们列出了每种类型下的几个数据的代表（下图）。从这些数据可以看出，同一类别下，数据的频谱差异较大；或者数据的形状相似，但属于不同的模式。正是由于数据分类的这种模糊性，传统的分析方法遇到了瓶颈。

代码

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我们定义了九种分类器："Decision Tree", "Nearest Neighbors","Neural Net", "AdaBoost","Gaussian Process","Random Forest", "Linear SVM", "RBF SVM", "Naive Bayes"。下面我们会探究不同分类器在数据集上的表现。

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[4]

# input data

data_train=pd.read_csv('/bohr/eis-ecm-lpdp/v1/EIS-ECM/EIS-Data-Nor.csv',sep=',')

labels=data_train['Type'][:,np.newaxis]

features=data_train.drop('Type', axis=1)

X_train,X_test,Y_train,Y_test=train_test_split(features, labels, test_size=0.2, random_state=0)#

names = ["Decision Tree", "Nearest Neighbors","Neural Net", "AdaBoost","Gaussian Process",

"Random Forest", "Linear SVM", "RBF SVM", "Naive Bayes"]

classifiers = [

DecisionTreeClassifier(criterion='gini', splitter='best', max_depth=None,

min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0,

max_features=None, random_state=None, max_leaf_nodes=None,

min_impurity_decrease=0.0,

class_weight=None),

KNeighborsClassifier(n_neighbors=2, weights='uniform', algorithm='auto',

leaf_size=30, p=2, metric='minkowski', metric_params=None, n_jobs=None),

MLPClassifier(hidden_layer_sizes=(100, ), activation='relu',

solver='adam', alpha=1, batch_size='auto', learning_rate='constant',

learning_rate_init=0.001, power_t=0.5, max_iter=1000, shuffle=True,

random_state=None, tol=0.0001, verbose=False, warm_start=False,

momentum=0.9, nesterovs_momentum=True, early_stopping=False,

validation_fraction=0.1, beta_1=0.9, beta_2=0.999, epsilon=1e-08, n_iter_no_change=10),

AdaBoostClassifier(base_estimator=None, n_estimators=50, learning_rate=1.0,

algorithm='SAMME.R', random_state=None),

GaussianProcessClassifier(kernel=1.0 * RBF(1.0), optimizer='fmin_l_bfgs_b',

n_restarts_optimizer=0, max_iter_predict=100,

warm_start=False, copy_X_train=True,

random_state=None, multi_class='one_vs_rest', n_jobs=None),

RandomForestClassifier(n_estimators=1, criterion='gini',

max_depth=None, min_samples_split=2, min_samples_leaf=1,

min_weight_fraction_leaf=0.0, max_features='auto', max_leaf_nodes=None,

min_impurity_decrease=0.0, bootstrap=True,

oob_score=False, n_jobs=None, random_state=None, verbose=0,

warm_start=False, class_weight=None),

SVC(kernel="linear", C=5, degree=3, gamma='auto', coef0=0.0,

shrinking=True, probability=False, tol=0.001, cache_size=200,

class_weight=None, verbose=False, max_iter=-1,

decision_function_shape='ovr', random_state=None),

SVC(C=5, kernel='rbf', gamma=0.35),

GaussianNB(priors=None, var_smoothing=1e-09)]

/opt/miniconda/lib/python3.7/site-packages/ipykernel_launcher.py:4: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.
  after removing the cwd from sys.path.

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对不同分类器进行在数据集和测试集上进行拟合测试，并比较得分。我们发现，得分最高的分类器模型是RBF SVM模型

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[4]

# iterate over classifiers

for name, clf in zip(names, classifiers):

clf.fit(X_train, Y_train)

score_test = clf.score(X_test, Y_test)

score_train = clf.score(X_train, Y_train)

print (name,score_test,score_train )

/opt/miniconda/lib/python3.7/site-packages/sklearn/neighbors/_classification.py:198: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().
  return self._fit(X, y)
/opt/miniconda/lib/python3.7/site-packages/sklearn/neural_network/_multilayer_perceptron.py:1109: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
Decision Tree 0.33663366336633666 0.9950124688279302
Nearest Neighbors 0.42574257425742573 0.6633416458852868
Neural Net 0.37623762376237624 0.4014962593516209
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
AdaBoost 0.32673267326732675 0.49625935162094764
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/gaussian_process/kernels.py:437: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__length_scale is close to the specified upper bound 100000.0. Increasing the bound and calling fit again may find a better value.
  ConvergenceWarning,
Gaussian Process 0.37623762376237624 0.3915211970074813
Random Forest 0.42574257425742573 0.7531172069825436
Linear SVM 0.3465346534653465 0.7306733167082294
RBF SVM 0.4752475247524752 0.85785536159601
Naive Bayes 0.39603960396039606 0.428927680798005
/opt/miniconda/lib/python3.7/site-packages/ipykernel_launcher.py:3: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().
  This is separate from the ipykernel package so we can avoid doing imports until
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)

代码

文本

基于训练和测试数据集，进行了核函数“RBF”的SVM。SVM中最重要的参数之一是惩罚系数C，即对误差的容忍度。 C越高，误差越难以忍受，意味着SVM更容易过拟合。C越小，越容易欠拟合。通过测试不同的C值，一般来说当C等于1时整体性能最好。同时，gamma是“RBF”核函数的一个参数，它影响训练和预测的速度。随着gamma的增加，训练集的准确率增加，但测试集的准确率下降，表明存在过拟合的趋势。

为了找出C和gamma的优化值，我们对SVM进行了网格搜索技术。网格搜索的目的是交叉验证一组参数并找到最佳分数。对于惩罚系数“C”和gamma值，我们为每组选择12个数据点来形成交叉验证测试。这144组参数组合被带入SVM算法中，在测试数据集上相应的计算得分如图4a所示。这些分数表明 SVM 在此数据集中正确预测了多少样本。结果表明，C=5和gamma=0.35的组合在SVM测试数据集上可以取得最高分（0.48）。

代码

文本

[5]

X_train,X_test,Y_train,Y_test=train_test_split(features, labels, test_size=0.2, random_state=0) #

#### grid search start

best_score = 0

for gamma in [0.25,5,1,0.4,0.1,0.15,0.2,0.3,0.35,0.45,0.5,2]:#

for C in [0.1,0.5,1,1.5,2,2.5,3,3.5,4,4.5,5,10]:

clf_rbf = svm.SVC(kernel='rbf',C=C,gamma=gamma,probability=True)

clf_rbf.fit(X_train,Y_train)

rbf_test = clf_rbf.score(X_test,Y_test)

parameters = {'gamma':gamma,'C':C}

print(rbf_test)

print("Best parameters:{}".format(parameters))

/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.25, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 0.25, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.4158415841584158
Best parameters:{'gamma': 0.25, 'C': 1}
0.43564356435643564
Best parameters:{'gamma': 0.25, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.44554455445544555
Best parameters:{'gamma': 0.25, 'C': 2}
0.43564356435643564
Best parameters:{'gamma': 0.25, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.25, 'C': 3}
0.43564356435643564
Best parameters:{'gamma': 0.25, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.25, 'C': 4}
0.42574257425742573
Best parameters:{'gamma': 0.25, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.25, 'C': 5}
0.45544554455445546
Best parameters:{'gamma': 0.25, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 5, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 5, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 5, 'C': 1}
0.38613861386138615
Best parameters:{'gamma': 5, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.39603960396039606
Best parameters:{'gamma': 5, 'C': 2}
0.38613861386138615
Best parameters:{'gamma': 5, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.38613861386138615
Best parameters:{'gamma': 5, 'C': 3}
0.37623762376237624
Best parameters:{'gamma': 5, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.36633663366336633
Best parameters:{'gamma': 5, 'C': 4}
0.36633663366336633
Best parameters:{'gamma': 5, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.36633663366336633
Best parameters:{'gamma': 5, 'C': 5}
0.36633663366336633
Best parameters:{'gamma': 5, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 1, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 1, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.36633663366336633
Best parameters:{'gamma': 1, 'C': 1}
0.3564356435643564
Best parameters:{'gamma': 1, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.36633663366336633
Best parameters:{'gamma': 1, 'C': 2}
0.36633663366336633
Best parameters:{'gamma': 1, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 1, 'C': 3}
0.37623762376237624
Best parameters:{'gamma': 1, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.36633663366336633
Best parameters:{'gamma': 1, 'C': 4}
0.37623762376237624
Best parameters:{'gamma': 1, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.38613861386138615
Best parameters:{'gamma': 1, 'C': 5}
0.39603960396039606
Best parameters:{'gamma': 1, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.4, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 0.4, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.40594059405940597
Best parameters:{'gamma': 0.4, 'C': 1}
0.4158415841584158
Best parameters:{'gamma': 0.4, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.4158415841584158
Best parameters:{'gamma': 0.4, 'C': 2}
0.43564356435643564
Best parameters:{'gamma': 0.4, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.4, 'C': 3}
0.43564356435643564
Best parameters:{'gamma': 0.4, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.44554455445544555
Best parameters:{'gamma': 0.4, 'C': 4}
0.44554455445544555
Best parameters:{'gamma': 0.4, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.44554455445544555
Best parameters:{'gamma': 0.4, 'C': 5}
0.44554455445544555
Best parameters:{'gamma': 0.4, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.1, 'C': 0.1}
0.40594059405940597
Best parameters:{'gamma': 0.1, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.39603960396039606
Best parameters:{'gamma': 0.1, 'C': 1}
0.40594059405940597
Best parameters:{'gamma': 0.1, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.40594059405940597
Best parameters:{'gamma': 0.1, 'C': 2}
0.42574257425742573
Best parameters:{'gamma': 0.1, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.1, 'C': 3}
0.43564356435643564
Best parameters:{'gamma': 0.1, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.1, 'C': 4}
0.42574257425742573
Best parameters:{'gamma': 0.1, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.1, 'C': 5}
0.42574257425742573
Best parameters:{'gamma': 0.1, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.15, 'C': 0.1}
0.4158415841584158
Best parameters:{'gamma': 0.15, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.39603960396039606
Best parameters:{'gamma': 0.15, 'C': 1}
0.40594059405940597
Best parameters:{'gamma': 0.15, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.15, 'C': 2}
0.42574257425742573
Best parameters:{'gamma': 0.15, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.15, 'C': 3}
0.42574257425742573
Best parameters:{'gamma': 0.15, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.15, 'C': 4}
0.43564356435643564
Best parameters:{'gamma': 0.15, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.15, 'C': 5}
0.44554455445544555
Best parameters:{'gamma': 0.15, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.2, 'C': 0.1}
0.39603960396039606
Best parameters:{'gamma': 0.2, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.40594059405940597
Best parameters:{'gamma': 0.2, 'C': 1}
0.42574257425742573
Best parameters:{'gamma': 0.2, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.2, 'C': 2}
0.43564356435643564
Best parameters:{'gamma': 0.2, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.2, 'C': 3}
0.43564356435643564
Best parameters:{'gamma': 0.2, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.44554455445544555
Best parameters:{'gamma': 0.2, 'C': 4}
0.44554455445544555
Best parameters:{'gamma': 0.2, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.44554455445544555
Best parameters:{'gamma': 0.2, 'C': 5}
0.45544554455445546
Best parameters:{'gamma': 0.2, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.3, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 0.3, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.39603960396039606
Best parameters:{'gamma': 0.3, 'C': 1}
0.43564356435643564
Best parameters:{'gamma': 0.3, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.3, 'C': 2}
0.42574257425742573
Best parameters:{'gamma': 0.3, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.3, 'C': 3}
0.44554455445544555
Best parameters:{'gamma': 0.3, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.44554455445544555
Best parameters:{'gamma': 0.3, 'C': 4}
0.45544554455445546
Best parameters:{'gamma': 0.3, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.45544554455445546
Best parameters:{'gamma': 0.3, 'C': 5}
0.45544554455445546
Best parameters:{'gamma': 0.3, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.35, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 0.35, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.40594059405940597
Best parameters:{'gamma': 0.35, 'C': 1}
0.43564356435643564
Best parameters:{'gamma': 0.35, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.44554455445544555
Best parameters:{'gamma': 0.35, 'C': 2}
0.44554455445544555
Best parameters:{'gamma': 0.35, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.45544554455445546
Best parameters:{'gamma': 0.35, 'C': 3}
0.44554455445544555
Best parameters:{'gamma': 0.35, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.46534653465346537
Best parameters:{'gamma': 0.35, 'C': 4}
0.46534653465346537
Best parameters:{'gamma': 0.35, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.4752475247524752
Best parameters:{'gamma': 0.35, 'C': 5}
0.46534653465346537
Best parameters:{'gamma': 0.35, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.45, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 0.45, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.39603960396039606
Best parameters:{'gamma': 0.45, 'C': 1}
0.42574257425742573
Best parameters:{'gamma': 0.45, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.45, 'C': 2}
0.43564356435643564
Best parameters:{'gamma': 0.45, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.45, 'C': 3}
0.42574257425742573
Best parameters:{'gamma': 0.45, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.43564356435643564
Best parameters:{'gamma': 0.45, 'C': 4}
0.43564356435643564
Best parameters:{'gamma': 0.45, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.42574257425742573
Best parameters:{'gamma': 0.45, 'C': 5}
0.44554455445544555
Best parameters:{'gamma': 0.45, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 0.5, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 0.5, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.40594059405940597
Best parameters:{'gamma': 0.5, 'C': 1}
0.39603960396039606
Best parameters:{'gamma': 0.5, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.39603960396039606
Best parameters:{'gamma': 0.5, 'C': 2}
0.39603960396039606
Best parameters:{'gamma': 0.5, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.39603960396039606
Best parameters:{'gamma': 0.5, 'C': 3}
0.40594059405940597
Best parameters:{'gamma': 0.5, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.40594059405940597
Best parameters:{'gamma': 0.5, 'C': 4}
0.40594059405940597
Best parameters:{'gamma': 0.5, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.40594059405940597
Best parameters:{'gamma': 0.5, 'C': 5}
0.42574257425742573
Best parameters:{'gamma': 0.5, 'C': 10}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.37623762376237624
Best parameters:{'gamma': 2, 'C': 0.1}
0.37623762376237624
Best parameters:{'gamma': 2, 'C': 0.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.36633663366336633
Best parameters:{'gamma': 2, 'C': 1}
0.37623762376237624
Best parameters:{'gamma': 2, 'C': 1.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.36633663366336633
Best parameters:{'gamma': 2, 'C': 2}
0.36633663366336633
Best parameters:{'gamma': 2, 'C': 2.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.38613861386138615
Best parameters:{'gamma': 2, 'C': 3}
0.39603960396039606
Best parameters:{'gamma': 2, 'C': 3.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.39603960396039606
Best parameters:{'gamma': 2, 'C': 4}
0.40594059405940597
Best parameters:{'gamma': 2, 'C': 4.5}
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
0.40594059405940597
Best parameters:{'gamma': 2, 'C': 5}
0.37623762376237624
Best parameters:{'gamma': 2, 'C': 10}

代码

文本

通过上面的辨识我们发现，得分最高的组合是gamma=0.35 C=5。现在我们训练SVM模型并观察拟合优度score结果。这里我们同时对SVM模型的三个kernel进行比较，观察哪种的模型表现最好，得分最高。

代码

文本

[7]

# input data

C_value=5

gamma_value=0.35

def ml_eis(features, labels, random_state,C_value,gamma_value):

X_train,X_test,Y_train,Y_test=train_test_split(features, labels, test_size=0.2) #, random_state=0

# n_samples, n_features = X_train.shape

# kernel = 'rbf'

clf_rbf = svm.SVC(kernel='rbf',C=C_value,gamma=gamma_value,probability=True)

clf_rbf.fit(X_train,Y_train)

rbf_test = clf_rbf.score(X_test,Y_test)

rbf_train = clf_rbf.score(X_train,Y_train)

# kernel = 'linear'

clf_linear = svm.SVC(kernel='linear',C=C_value,gamma=gamma_value)

clf_linear.fit(X_train,Y_train)

linear_test = clf_linear.score(X_test,Y_test)

linear_train = clf_linear.score(X_train,Y_train)

#kernel = 'poly'

clf_poly = svm.SVC(kernel='poly',C=C_value)

clf_poly.fit(X_train,Y_train)

poly_test = clf_poly.score(X_test,Y_test)

poly_train = clf_poly.score(X_train,Y_train)

result_score=pd.DataFrame([rbf_test,rbf_train,linear_test,linear_train,poly_test, poly_train], columns=[random_state], index=['rbf_test','rbf_train','linear_test','linear_train','poly_test', 'poly_train'])

return result_score

result_score= ml_eis(features, labels, 0, C_value,gamma_value)

for num in range(1,101):

result_score_1= ml_eis(features, labels, num, C_value,gamma_value)

result_score=result_score.join(result_score_1)

print(f"epoch:{num},result score:{result_score_1}")

result_score.to_csv('...',sep=',')

print ('OK')

/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:1,result score:                     1
rbf_test      0.316832
rbf_train     0.877805
linear_test   0.366337
linear_train  0.738155
poly_test     0.336634
poly_train    0.807980
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:2,result score:                     2
rbf_test      0.465347
rbf_train     0.862843
linear_test   0.376238
linear_train  0.728180
poly_test     0.405941
poly_train    0.802993
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:3,result score:                     3
rbf_test      0.435644
rbf_train     0.860349
linear_test   0.415842
linear_train  0.720698
poly_test     0.405941
poly_train    0.793017
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:4,result score:                     4
rbf_test      0.366337
rbf_train     0.875312
linear_test   0.356436
linear_train  0.725686
poly_test     0.386139
poly_train    0.805486
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:5,result score:                     5
rbf_test      0.415842
rbf_train     0.867830
linear_test   0.405941
linear_train  0.700748
poly_test     0.396040
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:6,result score:                     6
rbf_test      0.544554
rbf_train     0.855362
linear_test   0.415842
linear_train  0.690773
poly_test     0.485149
poly_train    0.770574
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:7,result score:                     7
rbf_test      0.425743
rbf_train     0.890274
linear_test   0.405941
linear_train  0.705736
poly_test     0.465347
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:8,result score:                     8
rbf_test      0.346535
rbf_train     0.890274
linear_test   0.336634
linear_train  0.738155
poly_test     0.386139
poly_train    0.807980
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:9,result score:                     9
rbf_test      0.396040
rbf_train     0.872818
linear_test   0.396040
linear_train  0.710723
poly_test     0.396040
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:10,result score:                    10
rbf_test      0.455446
rbf_train     0.850374
linear_test   0.396040
linear_train  0.703242
poly_test     0.455446
poly_train    0.780549
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:11,result score:                    11
rbf_test      0.435644
rbf_train     0.862843
linear_test   0.346535
linear_train  0.725686
poly_test     0.445545
poly_train    0.795511
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:12,result score:                    12
rbf_test      0.326733
rbf_train     0.870324
linear_test   0.356436
linear_train  0.723192
poly_test     0.336634
poly_train    0.793017
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:13,result score:                    13
rbf_test      0.435644
rbf_train     0.857855
linear_test   0.396040
linear_train  0.713217
poly_test     0.445545
poly_train    0.780549
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:14,result score:                    14
rbf_test      0.386139
rbf_train     0.880299
linear_test   0.396040
linear_train  0.710723
poly_test     0.366337
poly_train    0.798005
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:15,result score:                    15
rbf_test      0.336634
rbf_train     0.852868
linear_test   0.356436
linear_train  0.728180
poly_test     0.346535
poly_train    0.790524
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:16,result score:                    16
rbf_test      0.465347
rbf_train     0.852868
linear_test   0.465347
linear_train  0.710723
poly_test     0.465347
poly_train    0.783042
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:17,result score:                    17
rbf_test      0.524752
rbf_train     0.880299
linear_test   0.514851
linear_train  0.705736
poly_test     0.495050
poly_train    0.790524
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:18,result score:                    18
rbf_test      0.386139
rbf_train     0.880299
linear_test   0.336634
linear_train  0.710723
poly_test     0.386139
poly_train    0.800499
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:19,result score:                    19
rbf_test      0.376238
rbf_train     0.857855
linear_test   0.396040
linear_train  0.718204
poly_test     0.425743
poly_train    0.788030
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:20,result score:                    20
rbf_test      0.455446
rbf_train     0.860349
linear_test   0.336634
linear_train  0.723192
poly_test     0.415842
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:21,result score:                    21
rbf_test      0.376238
rbf_train     0.860349
linear_test   0.415842
linear_train  0.733167
poly_test     0.386139
poly_train    0.788030
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:22,result score:                    22
rbf_test      0.514851
rbf_train     0.875312
linear_test   0.514851
linear_train  0.693267
poly_test     0.524752
poly_train    0.775561
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:23,result score:                    23
rbf_test      0.336634
rbf_train     0.870324
linear_test   0.316832
linear_train  0.728180
poly_test     0.336634
poly_train    0.802993
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:24,result score:                    24
rbf_test      0.415842
rbf_train     0.872818
linear_test   0.376238
linear_train  0.700748
poly_test     0.376238
poly_train    0.798005
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:25,result score:                    25
rbf_test      0.376238
rbf_train     0.850374
linear_test   0.415842
linear_train  0.723192
poly_test     0.376238
poly_train    0.788030
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:26,result score:                    26
rbf_test      0.405941
rbf_train     0.862843
linear_test   0.306931
linear_train  0.730673
poly_test     0.405941
poly_train    0.798005
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:27,result score:                    27
rbf_test      0.425743
rbf_train     0.852868
linear_test   0.425743
linear_train  0.693267
poly_test     0.405941
poly_train    0.775561
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:28,result score:                    28
rbf_test      0.435644
rbf_train     0.877805
linear_test   0.415842
linear_train  0.705736
poly_test     0.475248
poly_train    0.800499
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:29,result score:                    29
rbf_test      0.376238
rbf_train     0.867830
linear_test   0.376238
linear_train  0.735661
poly_test     0.396040
poly_train    0.802993
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:30,result score:                    30
rbf_test      0.376238
rbf_train     0.875312
linear_test   0.346535
linear_train  0.733167
poly_test     0.386139
poly_train    0.778055
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:31,result score:                    31
rbf_test      0.386139
rbf_train     0.870324
linear_test   0.376238
linear_train  0.710723
poly_test     0.405941
poly_train    0.800499
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:32,result score:                    32
rbf_test      0.455446
rbf_train     0.870324
linear_test   0.425743
linear_train  0.720698
poly_test     0.485149
poly_train    0.802993
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:33,result score:                    33
rbf_test      0.326733
rbf_train     0.847880
linear_test   0.326733
linear_train  0.700748
poly_test     0.346535
poly_train    0.778055
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:34,result score:                    34
rbf_test      0.465347
rbf_train     0.865337
linear_test   0.396040
linear_train  0.700748
poly_test     0.425743
poly_train    0.780549
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:35,result score:                    35
rbf_test      0.415842
rbf_train     0.867830
linear_test   0.376238
linear_train  0.725686
poly_test     0.425743
poly_train    0.800499
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:36,result score:                    36
rbf_test      0.405941
rbf_train     0.857855
linear_test   0.326733
linear_train  0.715711
poly_test     0.386139
poly_train    0.780549
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:37,result score:                    37
rbf_test      0.415842
rbf_train     0.875312
linear_test   0.376238
linear_train  0.725686
poly_test     0.445545
poly_train    0.802993
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:38,result score:                    38
rbf_test      0.366337
rbf_train     0.857855
linear_test   0.346535
linear_train  0.735661
poly_test     0.366337
poly_train    0.802993
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:39,result score:                    39
rbf_test      0.396040
rbf_train     0.867830
linear_test   0.306931
linear_train  0.720698
poly_test     0.356436
poly_train    0.780549
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:40,result score:                    40
rbf_test      0.346535
rbf_train     0.855362
linear_test   0.386139
linear_train  0.695761
poly_test     0.346535
poly_train    0.790524
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:41,result score:                    41
rbf_test      0.356436
rbf_train     0.855362
linear_test   0.316832
linear_train  0.713217
poly_test     0.336634
poly_train    0.793017
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:42,result score:                    42
rbf_test      0.415842
rbf_train     0.875312
linear_test   0.425743
linear_train  0.705736
poly_test     0.405941
poly_train    0.793017
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:43,result score:                    43
rbf_test      0.465347
rbf_train     0.870324
linear_test   0.405941
linear_train  0.740648
poly_test     0.445545
poly_train    0.798005
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:44,result score:                    44
rbf_test      0.366337
rbf_train     0.862843
linear_test   0.415842
linear_train  0.715711
poly_test     0.435644
poly_train    0.783042
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:45,result score:                    45
rbf_test      0.405941
rbf_train     0.890274
linear_test   0.396040
linear_train  0.710723
poly_test     0.415842
poly_train    0.795511
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:46,result score:                    46
rbf_test      0.346535
rbf_train     0.880299
linear_test   0.316832
linear_train  0.738155
poly_test     0.366337
poly_train    0.795511
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:47,result score:                    47
rbf_test      0.435644
rbf_train     0.857855
linear_test   0.386139
linear_train  0.703242
poly_test     0.475248
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:48,result score:                    48
rbf_test      0.405941
rbf_train     0.882793
linear_test   0.425743
linear_train  0.720698
poly_test     0.465347
poly_train    0.795511
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:49,result score:                    49
rbf_test      0.435644
rbf_train     0.865337
linear_test   0.376238
linear_train  0.715711
poly_test     0.455446
poly_train    0.775561
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:50,result score:                    50
rbf_test      0.485149
rbf_train     0.872818
linear_test   0.465347
linear_train  0.708229
poly_test     0.514851
poly_train    0.770574
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:51,result score:                    51
rbf_test      0.366337
rbf_train     0.880299
linear_test   0.366337
linear_train  0.723192
poly_test     0.376238
poly_train    0.798005
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:52,result score:                    52
rbf_test      0.386139
rbf_train     0.857855
linear_test   0.326733
linear_train  0.745636
poly_test     0.346535
poly_train    0.807980
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:53,result score:                    53
rbf_test      0.346535
rbf_train     0.862843
linear_test   0.356436
linear_train  0.730673
poly_test     0.326733
poly_train    0.800499
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:54,result score:                    54
rbf_test      0.396040
rbf_train     0.882793
linear_test   0.336634
linear_train  0.728180
poly_test     0.336634
poly_train    0.810474
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:55,result score:                    55
rbf_test      0.415842
rbf_train     0.872818
linear_test   0.425743
linear_train  0.713217
poly_test     0.425743
poly_train    0.795511
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:56,result score:                    56
rbf_test      0.376238
rbf_train     0.870324
linear_test   0.396040
linear_train  0.720698
poly_test     0.425743
poly_train    0.780549
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:57,result score:                    57
rbf_test      0.445545
rbf_train     0.880299
linear_test   0.465347
linear_train  0.718204
poly_test     0.455446
poly_train    0.790524
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:58,result score:                    58
rbf_test      0.475248
rbf_train     0.860349
linear_test   0.425743
linear_train  0.713217
poly_test     0.495050
poly_train    0.773067
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:59,result score:                    59
rbf_test      0.475248
rbf_train     0.852868
linear_test   0.396040
linear_train  0.713217
poly_test     0.475248
poly_train    0.778055
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:60,result score:                    60
rbf_test      0.336634
rbf_train     0.852868
linear_test   0.316832
linear_train  0.720698
poly_test     0.346535
poly_train    0.783042
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:61,result score:                    61
rbf_test      0.405941
rbf_train     0.867830
linear_test   0.326733
linear_train  0.738155
poly_test     0.346535
poly_train    0.790524
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:62,result score:                    62
rbf_test      0.425743
rbf_train     0.867830
linear_test   0.396040
linear_train  0.713217
poly_test     0.485149
poly_train    0.798005
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:63,result score:                    63
rbf_test      0.396040
rbf_train     0.852868
linear_test   0.376238
linear_train  0.703242
poly_test     0.425743
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:64,result score:                    64
rbf_test      0.415842
rbf_train     0.865337
linear_test   0.376238
linear_train  0.713217
poly_test     0.376238
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:65,result score:                    65
rbf_test      0.435644
rbf_train     0.855362
linear_test   0.465347
linear_train  0.713217
poly_test     0.425743
poly_train    0.778055
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:66,result score:                    66
rbf_test      0.455446
rbf_train     0.852868
linear_test   0.396040
linear_train  0.720698
poly_test     0.435644
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:67,result score:                    67
rbf_test      0.396040
rbf_train     0.862843
linear_test   0.415842
linear_train  0.708229
poly_test     0.376238
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:68,result score:                    68
rbf_test      0.435644
rbf_train     0.852868
linear_test   0.435644
linear_train  0.713217
poly_test     0.465347
poly_train    0.775561
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:69,result score:                    69
rbf_test      0.366337
rbf_train     0.867830
linear_test   0.376238
linear_train  0.730673
poly_test     0.376238
poly_train    0.795511
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:70,result score:                    70
rbf_test      0.396040
rbf_train     0.867830
linear_test   0.415842
linear_train  0.698254
poly_test     0.465347
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:71,result score:                    71
rbf_test      0.415842
rbf_train     0.870324
linear_test   0.376238
linear_train  0.710723
poly_test     0.475248
poly_train    0.770574
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:72,result score:                    72
rbf_test      0.376238
rbf_train     0.862843
linear_test   0.326733
linear_train  0.730673
poly_test     0.346535
poly_train    0.790524
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:73,result score:                    73
rbf_test      0.326733
rbf_train     0.877805
linear_test   0.306931
linear_train  0.748130
poly_test     0.356436
poly_train    0.798005
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:74,result score:                    74
rbf_test      0.405941
rbf_train     0.872818
linear_test   0.356436
linear_train  0.700748
poly_test     0.425743
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:75,result score:                    75
rbf_test      0.415842
rbf_train     0.877805
linear_test   0.425743
linear_train  0.695761
poly_test     0.435644
poly_train    0.790524
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:76,result score:                    76
rbf_test      0.485149
rbf_train     0.855362
linear_test   0.455446
linear_train  0.708229
poly_test     0.495050
poly_train    0.783042
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:77,result score:                    77
rbf_test      0.445545
rbf_train     0.857855
linear_test   0.425743
linear_train  0.703242
poly_test     0.405941
poly_train    0.788030
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:78,result score:                    78
rbf_test      0.465347
rbf_train     0.852868
linear_test   0.455446
linear_train  0.688279
poly_test     0.445545
poly_train    0.778055
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:79,result score:                    79
rbf_test      0.356436
rbf_train     0.877805
linear_test   0.386139
linear_train  0.723192
poly_test     0.346535
poly_train    0.802993
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:80,result score:                    80
rbf_test      0.435644
rbf_train     0.845387
linear_test   0.336634
linear_train  0.725686
poly_test     0.376238
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:81,result score:                    81
rbf_test      0.346535
rbf_train     0.870324
linear_test   0.346535
linear_train  0.713217
poly_test     0.405941
poly_train    0.798005
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:82,result score:                    82
rbf_test      0.415842
rbf_train     0.860349
linear_test   0.336634
linear_train  0.725686
poly_test     0.415842
poly_train    0.793017
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:83,result score:                    83
rbf_test      0.435644
rbf_train     0.872818
linear_test   0.415842
linear_train  0.718204
poly_test     0.415842
poly_train    0.810474
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:84,result score:                    84
rbf_test      0.445545
rbf_train     0.875312
linear_test   0.455446
linear_train  0.708229
poly_test     0.425743
poly_train    0.788030
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:85,result score:                    85
rbf_test      0.415842
rbf_train     0.870324
linear_test   0.366337
linear_train  0.728180
poly_test     0.455446
poly_train    0.795511
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:86,result score:                    86
rbf_test      0.415842
rbf_train     0.855362
linear_test   0.435644
linear_train  0.708229
poly_test     0.405941
poly_train    0.788030
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:87,result score:                    87
rbf_test      0.405941
rbf_train     0.862843
linear_test   0.386139
linear_train  0.728180
poly_test     0.346535
poly_train    0.785536
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:88,result score:                    88
rbf_test      0.445545
rbf_train     0.837905
linear_test   0.396040
linear_train  0.705736
poly_test     0.405941
poly_train    0.773067
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:89,result score:                    89
rbf_test      0.356436
rbf_train     0.870324
linear_test   0.316832
linear_train  0.745636
poly_test     0.366337
poly_train    0.795511
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:90,result score:                    90
rbf_test      0.405941
rbf_train     0.870324
linear_test   0.475248
linear_train  0.723192
poly_test     0.435644
poly_train    0.788030
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:91,result score:                    91
rbf_test      0.366337
rbf_train     0.877805
linear_test   0.376238
linear_train  0.733167
poly_test     0.396040
poly_train    0.800499
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:92,result score:                    92
rbf_test      0.386139
rbf_train     0.857855
linear_test   0.346535
linear_train  0.715711
poly_test     0.405941
poly_train    0.810474
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:93,result score:                    93
rbf_test      0.415842
rbf_train     0.867830
linear_test   0.356436
linear_train  0.718204
poly_test     0.405941
poly_train    0.778055
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:94,result score:                    94
rbf_test      0.386139
rbf_train     0.872818
linear_test   0.405941
linear_train  0.705736
poly_test     0.415842
poly_train    0.775561
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:95,result score:                    95
rbf_test      0.316832
rbf_train     0.880299
linear_test   0.297030
linear_train  0.725686
poly_test     0.336634
poly_train    0.800499
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:96,result score:                    96
rbf_test      0.435644
rbf_train     0.860349
linear_test   0.386139
linear_train  0.730673
poly_test     0.415842
poly_train    0.790524
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:97,result score:                    97
rbf_test      0.435644
rbf_train     0.852868
linear_test   0.386139
linear_train  0.710723
poly_test     0.445545
poly_train    0.783042
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:98,result score:                    98
rbf_test      0.405941
rbf_train     0.867830
linear_test   0.316832
linear_train  0.733167
poly_test     0.405941
poly_train    0.793017
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
epoch:99,result score:                    99
rbf_test      0.415842
rbf_train     0.867830
linear_test   0.435644
linear_train  0.700748
poly_test     0.425743
poly_train    0.773067
epoch:100,result score:                   100
rbf_test      0.495050
rbf_train     0.867830
linear_test   0.396040
linear_train  0.705736
poly_test     0.475248
poly_train    0.795511
OK
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/opt/miniconda/lib/python3.7/site-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)

代码

文本

通过训练后的结果我们发现，RBF SVM模型相较于其他两个，测试集的精度最高，达到了0.495。这也为我们对模型和数据进行下一步的探索提供了信心。

代码

文本

EIS

ECM

AIEISECM

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