import necessary library¶

In [1]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
In [2]:
pd.set_option('display.max_column', None)

def display():
    plt.figure(figsize=(16,5), dpi=300)

import dataset¶

In [3]:
df = pd.read_csv('data.csv')
df = df.drop(['id', 'Unnamed: 32'], axis=1)

data exploration¶

In [4]:
df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 569 entries, 0 to 568
Data columns (total 31 columns):
 #   Column                   Non-Null Count  Dtype  
---  ------                   --------------  -----  
 0   diagnosis                569 non-null    object 
 1   radius_mean              569 non-null    float64
 2   texture_mean             569 non-null    float64
 3   perimeter_mean           569 non-null    float64
 4   area_mean                569 non-null    float64
 5   smoothness_mean          569 non-null    float64
 6   compactness_mean         569 non-null    float64
 7   concavity_mean           569 non-null    float64
 8   concave points_mean      569 non-null    float64
 9   symmetry_mean            569 non-null    float64
 10  fractal_dimension_mean   569 non-null    float64
 11  radius_se                569 non-null    float64
 12  texture_se               569 non-null    float64
 13  perimeter_se             569 non-null    float64
 14  area_se                  569 non-null    float64
 15  smoothness_se            569 non-null    float64
 16  compactness_se           569 non-null    float64
 17  concavity_se             569 non-null    float64
 18  concave points_se        569 non-null    float64
 19  symmetry_se              569 non-null    float64
 20  fractal_dimension_se     569 non-null    float64
 21  radius_worst             569 non-null    float64
 22  texture_worst            569 non-null    float64
 23  perimeter_worst          569 non-null    float64
 24  area_worst               569 non-null    float64
 25  smoothness_worst         569 non-null    float64
 26  compactness_worst        569 non-null    float64
 27  concavity_worst          569 non-null    float64
 28  concave points_worst     569 non-null    float64
 29  symmetry_worst           569 non-null    float64
 30  fractal_dimension_worst  569 non-null    float64
dtypes: float64(30), object(1)
memory usage: 137.9+ KB
In [5]:
df.isnull().sum()
Out[5]:
diagnosis                  0
radius_mean                0
texture_mean               0
perimeter_mean             0
area_mean                  0
smoothness_mean            0
compactness_mean           0
concavity_mean             0
concave points_mean        0
symmetry_mean              0
fractal_dimension_mean     0
radius_se                  0
texture_se                 0
perimeter_se               0
area_se                    0
smoothness_se              0
compactness_se             0
concavity_se               0
concave points_se          0
symmetry_se                0
fractal_dimension_se       0
radius_worst               0
texture_worst              0
perimeter_worst            0
area_worst                 0
smoothness_worst           0
compactness_worst          0
concavity_worst            0
concave points_worst       0
symmetry_worst             0
fractal_dimension_worst    0
dtype: int64
In [6]:
df.drop(['diagnosis'], axis=1).describe().round(3).T
Out[6]:
count mean std min 25% 50% 75% max
radius_mean 569.0 14.127 3.524 6.981 11.700 13.370 15.780 28.110
texture_mean 569.0 19.290 4.301 9.710 16.170 18.840 21.800 39.280
perimeter_mean 569.0 91.969 24.299 43.790 75.170 86.240 104.100 188.500
area_mean 569.0 654.889 351.914 143.500 420.300 551.100 782.700 2501.000
smoothness_mean 569.0 0.096 0.014 0.053 0.086 0.096 0.105 0.163
compactness_mean 569.0 0.104 0.053 0.019 0.065 0.093 0.130 0.345
concavity_mean 569.0 0.089 0.080 0.000 0.030 0.062 0.131 0.427
concave points_mean 569.0 0.049 0.039 0.000 0.020 0.034 0.074 0.201
symmetry_mean 569.0 0.181 0.027 0.106 0.162 0.179 0.196 0.304
fractal_dimension_mean 569.0 0.063 0.007 0.050 0.058 0.062 0.066 0.097
radius_se 569.0 0.405 0.277 0.112 0.232 0.324 0.479 2.873
texture_se 569.0 1.217 0.552 0.360 0.834 1.108 1.474 4.885
perimeter_se 569.0 2.866 2.022 0.757 1.606 2.287 3.357 21.980
area_se 569.0 40.337 45.491 6.802 17.850 24.530 45.190 542.200
smoothness_se 569.0 0.007 0.003 0.002 0.005 0.006 0.008 0.031
compactness_se 569.0 0.025 0.018 0.002 0.013 0.020 0.032 0.135
concavity_se 569.0 0.032 0.030 0.000 0.015 0.026 0.042 0.396
concave points_se 569.0 0.012 0.006 0.000 0.008 0.011 0.015 0.053
symmetry_se 569.0 0.021 0.008 0.008 0.015 0.019 0.023 0.079
fractal_dimension_se 569.0 0.004 0.003 0.001 0.002 0.003 0.005 0.030
radius_worst 569.0 16.269 4.833 7.930 13.010 14.970 18.790 36.040
texture_worst 569.0 25.677 6.146 12.020 21.080 25.410 29.720 49.540
perimeter_worst 569.0 107.261 33.603 50.410 84.110 97.660 125.400 251.200
area_worst 569.0 880.583 569.357 185.200 515.300 686.500 1084.000 4254.000
smoothness_worst 569.0 0.132 0.023 0.071 0.117 0.131 0.146 0.223
compactness_worst 569.0 0.254 0.157 0.027 0.147 0.212 0.339 1.058
concavity_worst 569.0 0.272 0.209 0.000 0.114 0.227 0.383 1.252
concave points_worst 569.0 0.115 0.066 0.000 0.065 0.100 0.161 0.291
symmetry_worst 569.0 0.290 0.062 0.156 0.250 0.282 0.318 0.664
fractal_dimension_worst 569.0 0.084 0.018 0.055 0.071 0.080 0.092 0.208
In [7]:
print(df.diagnosis.unique())
print(df.diagnosis.nunique())

['M' 'B']
2
In [8]:
df = pd.get_dummies(data=df, columns=['diagnosis'], drop_first=True)
df.head()
Out[8]:
radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean concave points_mean symmetry_mean fractal_dimension_mean radius_se texture_se perimeter_se area_se smoothness_se compactness_se concavity_se concave points_se symmetry_se fractal_dimension_se radius_worst texture_worst perimeter_worst area_worst smoothness_worst compactness_worst concavity_worst concave points_worst symmetry_worst fractal_dimension_worst diagnosis_M
0 17.99 10.38 122.80 1001.0 0.11840 0.27760 0.3001 0.14710 0.2419 0.07871 1.0950 0.9053 8.589 153.40 0.006399 0.04904 0.05373 0.01587 0.03003 0.006193 25.38 17.33 184.60 2019.0 0.1622 0.6656 0.7119 0.2654 0.4601 0.11890 1
1 20.57 17.77 132.90 1326.0 0.08474 0.07864 0.0869 0.07017 0.1812 0.05667 0.5435 0.7339 3.398 74.08 0.005225 0.01308 0.01860 0.01340 0.01389 0.003532 24.99 23.41 158.80 1956.0 0.1238 0.1866 0.2416 0.1860 0.2750 0.08902 1
2 19.69 21.25 130.00 1203.0 0.10960 0.15990 0.1974 0.12790 0.2069 0.05999 0.7456 0.7869 4.585 94.03 0.006150 0.04006 0.03832 0.02058 0.02250 0.004571 23.57 25.53 152.50 1709.0 0.1444 0.4245 0.4504 0.2430 0.3613 0.08758 1
3 11.42 20.38 77.58 386.1 0.14250 0.28390 0.2414 0.10520 0.2597 0.09744 0.4956 1.1560 3.445 27.23 0.009110 0.07458 0.05661 0.01867 0.05963 0.009208 14.91 26.50 98.87 567.7 0.2098 0.8663 0.6869 0.2575 0.6638 0.17300 1
4 20.29 14.34 135.10 1297.0 0.10030 0.13280 0.1980 0.10430 0.1809 0.05883 0.7572 0.7813 5.438 94.44 0.011490 0.02461 0.05688 0.01885 0.01756 0.005115 22.54 16.67 152.20 1575.0 0.1374 0.2050 0.4000 0.1625 0.2364 0.07678 1
In [9]:
display()
sns.countplot(data=df, x='diagnosis_M')
plt.title('Count between benign and malignant')
plt.show()
In [10]:
display()
df.drop(['diagnosis_M'], axis=1).corrwith(df['diagnosis_M']).plot(kind='bar')
plt.title('correlation to diagnosis')
plt.show()

building machine learning model¶

In [11]:
x = df.drop(['diagnosis_M'], axis=1).values
y = df['diagnosis_M'].values
In [12]:
print(x.shape)
print(y.shape)

(569, 30)
(569,)
In [13]:
from sklearn.model_selection import train_test_split, cross_val_score
from sklearn.preprocessing import MinMaxScaler
from sklearn.metrics import accuracy_score, f1_score, recall_score, precision_score, classification_report, ConfusionMatrixDisplay
from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier
from sklearn.linear_model import LogisticRegression
from sklearn.neighbors import KNeighborsClassifier
from sklearn.svm import SVC
from sklearn.tree import DecisionTreeClassifier
from sklearn.model_selection import GridSearchCV

split data for train and test¶

In [14]:
xTrain, xTest, yTrain, yTest = train_test_split(x, y, random_state=42, train_size=0.8, stratify=y)
In [15]:
scaler = MinMaxScaler()
scaler.fit(xTrain)
Out[15]:
MinMaxScaler()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
MinMaxScaler()
In [16]:
xTrain = scaler.transform(xTrain)
xTest = scaler.transform(xTest)

search for best model¶

In [17]:
names = ['RandomForestClassifier', 
         'GradientBoostingClassifier', 
         'LogisticRegression', 
         'KNeighborsClassifier',
         'SVC',
         'DecisionTreeClassifier']

models = [RandomForestClassifier(),
          GradientBoostingClassifier(),
          LogisticRegression(),
          KNeighborsClassifier(),
          SVC(),
          DecisionTreeClassifier()]
In [18]:
accuracy = []
f1 = []
recall = []
precision = []
cross_validation = []

for model in models:
    clf = model.fit(xTrain, yTrain)
    pred = model.predict(xTest)
    accuracy_model = accuracy_score(y_true=yTest, y_pred=pred)
    accuracy.append(accuracy_model)

    f1_model = f1_score(y_true=yTest, y_pred=pred)
    f1.append(f1_model)

    recall_model = recall_score(y_true=yTest, y_pred=pred)
    recall.append(recall_model)
    
    precision_model = precision_score(y_true=yTest, y_pred=pred, average='macro')
    precision.append(precision_model)

    cv = cross_val_score(estimator=model, X=xTrain, y=yTrain, cv=5).mean()
    cross_validation.append(cv)

names = pd.Series(data=names)
accuracy = pd.Series(data=accuracy)
f1 = pd.Series(data=f1)
recall = pd.Series(data=recall)
precision = pd.Series(data=precision)
cross_validation = pd.Series(data=cross_validation)

score_model = pd.DataFrame({'Models': names,
                            'Accuracy': accuracy,
                            'F1': f1,
                            'Recall': recall,
                            'Precision': precision,
                            'Cross Validation': cross_validation})
In [19]:
score_model.round(3)
Out[19]:
Models Accuracy F1 Recall Precision Cross Validation
0 RandomForestClassifier 0.974 0.963 0.929 0.980 0.958
1 GradientBoostingClassifier 0.965 0.950 0.905 0.974 0.949
2 LogisticRegression 0.974 0.963 0.929 0.980 0.963
3 KNeighborsClassifier 0.956 0.938 0.905 0.961 0.967
4 SVC 0.982 0.976 0.952 0.986 0.974
5 DecisionTreeClassifier 0.921 0.889 0.857 0.922 0.936

search for best parameter¶

In [20]:
params = {'C': [0.1, 1, 10, 100, 1000],
          'kernel': ['linear', 'rbf', 'poly'],
          'gamma':[0.1, 1, 10, 100],
          'degree': [1, 2, 3, 4, 5, 6, 7]}
In [21]:
grid = GridSearchCV(estimator=SVC(), param_grid=params, scoring='accuracy', cv=5, verbose=3)
In [22]:
grid.fit(X=xTrain, y=yTrain)

Fitting 5 folds for each of 420 candidates, totalling 2100 fits
[CV 1/5] END C=0.1, degree=1, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=0.1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=0.1, kernel=poly;, score=0.769 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=0.1, kernel=poly;, score=0.857 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=0.1, kernel=poly;, score=0.769 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=0.1, kernel=poly;, score=0.813 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=10, kernel=rbf;, score=0.648 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=10, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=0.1, degree=1, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=0.1, degree=1, gamma=100, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=1, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=1, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=0.1, degree=1, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=0.1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=0.1, kernel=poly;, score=0.736 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=0.1, kernel=poly;, score=0.780 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=0.1, kernel=poly;, score=0.736 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=0.1, kernel=poly;, score=0.780 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=10, kernel=rbf;, score=0.648 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=10, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=10, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=0.1, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=0.1, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=0.1, degree=2, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=0.1, degree=2, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=0.1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=0.1, kernel=poly;, score=0.681 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=0.1, kernel=poly;, score=0.692 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=0.1, kernel=poly;, score=0.670 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=0.1, kernel=poly;, score=0.703 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=0.1, kernel=poly;, score=0.659 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=10, kernel=rbf;, score=0.648 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=0.1, degree=3, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=3, gamma=100, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=0.1, degree=3, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=3, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=0.1, degree=3, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=0.1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=0.1, kernel=poly;, score=0.670 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=0.1, kernel=poly;, score=0.659 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=10, kernel=rbf;, score=0.648 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=0.1, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=4, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=0.1, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=4, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=0.1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=10, kernel=rbf;, score=0.648 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=0.1, degree=5, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=5, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=0.1, degree=5, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=5, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=0.1, degree=5, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=0.1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=10, kernel=rbf;, score=0.648 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=10, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=0.1, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=6, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=6, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=0.1, degree=6, gamma=100, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=0.1, kernel=rbf;, score=0.901 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=0.1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=0.1, kernel=poly;, score=0.626 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=0.1, kernel=poly;, score=0.637 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=10, kernel=rbf;, score=0.648 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=10, kernel=rbf;, score=0.659 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=10, kernel=rbf;, score=0.637 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=10, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=10, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=0.1, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=0.1, degree=7, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=0.1, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=0.1, degree=7, gamma=100, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=0.1, degree=7, gamma=100, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=0.1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=10, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=10, kernel=rbf;, score=0.923 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=10, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=10, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=100, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1, degree=1, gamma=100, kernel=poly;, score=0.978 total time=   0.0s
[CV 2/5] END C=1, degree=1, gamma=100, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=1, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=1, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=1, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=0.1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=0.1, kernel=poly;, score=0.901 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=0.1, kernel=poly;, score=0.923 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=10, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=10, kernel=rbf;, score=0.923 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=10, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=100, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1, degree=2, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=2, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=0.1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=0.1, kernel=poly;, score=0.857 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=0.1, kernel=poly;, score=0.901 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=0.1, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=0.1, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=10, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=10, kernel=rbf;, score=0.923 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=10, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=100, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1, degree=3, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1, degree=3, gamma=100, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=3, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=3, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=3, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=0.1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=0.1, kernel=poly;, score=0.780 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=0.1, kernel=poly;, score=0.780 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=0.1, kernel=poly;, score=0.813 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=10, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=10, kernel=rbf;, score=0.923 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=10, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=100, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=4, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=1, degree=4, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=0.1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=0.1, kernel=poly;, score=0.736 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=0.1, kernel=poly;, score=0.802 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=0.1, kernel=poly;, score=0.736 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=0.1, kernel=poly;, score=0.769 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=0.1, kernel=poly;, score=0.780 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=10, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=10, kernel=rbf;, score=0.923 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=10, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=100, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1, degree=5, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1, degree=5, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1, degree=5, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=5, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1, degree=5, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=0.1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=0.1, kernel=poly;, score=0.681 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=0.1, kernel=poly;, score=0.714 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=0.1, kernel=poly;, score=0.670 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=0.1, kernel=poly;, score=0.703 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=0.1, kernel=poly;, score=0.703 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=10, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=10, kernel=rbf;, score=0.923 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=10, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=10, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=100, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=1, degree=6, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=6, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1, degree=6, gamma=100, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=0.1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=0.1, kernel=rbf;, score=0.945 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=0.1, kernel=poly;, score=0.681 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=0.1, kernel=poly;, score=0.670 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=0.1, kernel=poly;, score=0.648 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=0.1, kernel=poly;, score=0.681 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=0.1, kernel=poly;, score=0.659 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=1, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=10, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=10, kernel=rbf;, score=0.923 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=10, kernel=rbf;, score=0.934 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=10, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=10, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=100, kernel=linear;, score=1.000 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1, degree=7, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=1, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1, degree=7, gamma=100, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=1, degree=7, gamma=100, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=0.1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=0.1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=10, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=10, degree=1, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=1, gamma=100, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=1, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=1, gamma=100, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=1, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=0.1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=10, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=10, degree=2, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=2, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=0.1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=10, degree=3, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=3, gamma=100, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=3, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=3, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=3, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=0.1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=0.1, kernel=poly;, score=0.901 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=0.1, kernel=poly;, score=0.923 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=0.1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=10, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=4, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=10, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=10, degree=4, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=0.1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=0.1, kernel=poly;, score=0.835 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=0.1, kernel=poly;, score=0.890 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=0.1, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=0.1, kernel=poly;, score=0.912 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=10, degree=5, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=5, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=10, degree=5, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=5, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=10, degree=5, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=0.1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=0.1, kernel=poly;, score=0.780 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=0.1, kernel=poly;, score=0.791 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=0.1, kernel=poly;, score=0.813 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=1, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=10, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=10, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=10, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=10, degree=6, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=6, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=10, degree=6, gamma=100, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=0.1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=0.1, kernel=poly;, score=0.736 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=0.1, kernel=poly;, score=0.835 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=0.1, kernel=poly;, score=0.813 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=0.1, kernel=poly;, score=0.835 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=1, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=1, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=10, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=10, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=10, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=10, degree=7, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=10, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=10, degree=7, gamma=100, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=10, degree=7, gamma=100, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=100, degree=1, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=1, gamma=100, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=1, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=1, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=1, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=0.1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=100, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=2, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=2, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=0.1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=100, degree=3, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=3, gamma=100, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=3, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=3, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=3, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=100, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=100, degree=4, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=100, degree=4, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=0.1, kernel=poly;, score=0.923 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=100, degree=5, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=5, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=100, degree=5, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=5, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=100, degree=5, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=0.1, kernel=poly;, score=0.890 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=0.1, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=0.1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=1, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=10, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=100, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=100, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=100, degree=6, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=6, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=100, degree=6, gamma=100, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=0.1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=0.1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=0.1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=0.1, kernel=rbf;, score=1.000 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=0.1, kernel=rbf;, score=0.934 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=0.1, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=0.1, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=1, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=1, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=1, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=1, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=1, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=10, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=10, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=10, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=10, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=10, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=100, kernel=linear;, score=0.989 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=100, kernel=linear;, score=0.967 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=100, kernel=linear;, score=0.945 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=100, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=100, degree=7, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=100, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=100, degree=7, gamma=100, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=100, degree=7, gamma=100, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=0.1, kernel=rbf;, score=0.912 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=10, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1000, degree=1, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=1, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=1, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=1, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=1, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=0.1, kernel=rbf;, score=0.912 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1000, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=2, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=2, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=2, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=0.1, kernel=rbf;, score=0.912 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=0.1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=1, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=10, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1000, degree=3, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=3, gamma=100, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=3, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=3, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=3, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=0.1, kernel=rbf;, score=0.912 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=0.1, kernel=poly;, score=1.000 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1000, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=4, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=4, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=1000, degree=4, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=0.1, kernel=rbf;, score=0.912 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=0.1, kernel=poly;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=0.1, kernel=poly;, score=0.967 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=1, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=10, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1000, degree=5, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=5, gamma=100, kernel=poly;, score=0.967 total time=   0.0s
[CV 3/5] END C=1000, degree=5, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=5, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1000, degree=5, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=0.1, kernel=rbf;, score=0.912 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=0.1, kernel=poly;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=0.1, kernel=poly;, score=0.945 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=1, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=1, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=1, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=10, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=10, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=10, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1000, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 2/5] END C=1000, degree=6, gamma=100, kernel=poly;, score=0.945 total time=   0.0s
[CV 3/5] END C=1000, degree=6, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=6, gamma=100, kernel=poly;, score=0.934 total time=   0.0s
[CV 5/5] END C=1000, degree=6, gamma=100, kernel=poly;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=0.1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=0.1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=0.1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=0.1, kernel=rbf;, score=0.967 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=0.1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=0.1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=0.1, kernel=rbf;, score=0.912 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=0.1, kernel=poly;, score=0.912 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=0.1, kernel=poly;, score=0.956 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=0.1, kernel=poly;, score=0.934 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=0.1, kernel=poly;, score=0.923 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=0.1, kernel=poly;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=1, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=1, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=1, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=1, kernel=rbf;, score=0.989 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=1, kernel=rbf;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=1, kernel=rbf;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=1, kernel=rbf;, score=0.923 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=1, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=1, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=1, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=1, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=10, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=10, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=10, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=10, kernel=rbf;, score=0.912 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=10, kernel=rbf;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=10, kernel=rbf;, score=0.945 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=10, kernel=rbf;, score=0.967 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=10, kernel=rbf;, score=0.901 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=10, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=10, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=10, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=10, kernel=poly;, score=0.890 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=100, kernel=linear;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=100, kernel=linear;, score=0.978 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=100, kernel=linear;, score=0.934 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=100, kernel=rbf;, score=0.626 total time=   0.0s
[CV 1/5] END C=1000, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 2/5] END C=1000, degree=7, gamma=100, kernel=poly;, score=0.923 total time=   0.0s
[CV 3/5] END C=1000, degree=7, gamma=100, kernel=poly;, score=0.956 total time=   0.0s
[CV 4/5] END C=1000, degree=7, gamma=100, kernel=poly;, score=0.912 total time=   0.0s
[CV 5/5] END C=1000, degree=7, gamma=100, kernel=poly;, score=0.890 total time=   0.0s
Out[22]:
GridSearchCV(cv=5, estimator=SVC(),
             param_grid={'C': [0.1, 1, 10, 100, 1000],
                         'degree': [1, 2, 3, 4, 5, 6, 7],
                         'gamma': [0.1, 1, 10, 100],
                         'kernel': ['linear', 'rbf', 'poly']},
             scoring='accuracy', verbose=3)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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GridSearchCV(cv=5, estimator=SVC(),
             param_grid={'C': [0.1, 1, 10, 100, 1000],
                         'degree': [1, 2, 3, 4, 5, 6, 7],
                         'gamma': [0.1, 1, 10, 100],
                         'kernel': ['linear', 'rbf', 'poly']},
             scoring='accuracy', verbose=3)
SVC()
SVC()
In [23]:
print(f"the best parameter: {grid.best_params_}")
print(f"the best score: {grid.best_score_.round(3)}")

the best parameter: {'C': 10, 'degree': 1, 'gamma': 1, 'kernel': 'rbf'}
the best score: 0.976

train the model with the best parameter¶

In [24]:
classifier = SVC(**grid.best_params_)
classifier.fit(X=xTrain, y=yTrain)
pred = classifier.predict(X=xTest)
In [25]:
print('Classification Report:')
print(classification_report(y_true=yTest, y_pred=pred))
print('Confusion Matrix:')
ConfusionMatrixDisplay.from_predictions(y_true=yTest, y_pred=yTest)
plt.show()

Classification Report:
              precision    recall  f1-score   support

           0       0.96      1.00      0.98        72
           1       1.00      0.93      0.96        42

    accuracy                           0.97       114
   macro avg       0.98      0.96      0.97       114
weighted avg       0.97      0.97      0.97       114

Confusion Matrix:

build the final model¶

In [26]:
final_scaler = MinMaxScaler()
x = final_scaler.fit_transform(x)
In [27]:
final_classifier = SVC(**grid.best_params_)
final_classifier.fit(X=x, y=y)
Out[27]:
SVC(C=10, degree=1, gamma=1)
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SVC(C=10, degree=1, gamma=1)

save the algorithm¶

In [28]:
# import joblib
# joblib.dump(value=final_classifier, filename='final_clf.joblib')