classic_svm.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:02.350681Z",
     "start_time": "2024-06-24T17:04:01.078948Z"
    }
   },
   "source": [
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "from sklearn.svm import SVC\n",
    "from qsonar.load import load_data_from_internet, scale_and_split\n",
    "from sklearn.metrics import classification_report, recall_score"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:02.355487Z",
     "start_time": "2024-06-24T17:04:02.352794Z"
    }
   },
   "cell_type": "code",
   "source": "SEED = 42",
   "id": "1c3573c262b01f37",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:02.362540Z",
     "start_time": "2024-06-24T17:04:02.356599Z"
    }
   },
   "cell_type": "code",
   "source": "df = load_data_from_internet()",
   "id": "b7a2e205caa2e8ad",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:02.378664Z",
     "start_time": "2024-06-24T17:04:02.363541Z"
    }
   },
   "cell_type": "code",
   "source": "df",
   "id": "7957c9e9a41f2575",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         f0      f1      f2      f3      f4      f5      f6      f7      f8  \\\n",
       "0    0.0200  0.0371  0.0428  0.0207  0.0954  0.0986  0.1539  0.1601  0.3109   \n",
       "1    0.0453  0.0523  0.0843  0.0689  0.1183  0.2583  0.2156  0.3481  0.3337   \n",
       "2    0.0262  0.0582  0.1099  0.1083  0.0974  0.2280  0.2431  0.3771  0.5598   \n",
       "3    0.0100  0.0171  0.0623  0.0205  0.0205  0.0368  0.1098  0.1276  0.0598   \n",
       "4    0.0762  0.0666  0.0481  0.0394  0.0590  0.0649  0.1209  0.2467  0.3564   \n",
       "..      ...     ...     ...     ...     ...     ...     ...     ...     ...   \n",
       "203  0.0187  0.0346  0.0168  0.0177  0.0393  0.1630  0.2028  0.1694  0.2328   \n",
       "204  0.0323  0.0101  0.0298  0.0564  0.0760  0.0958  0.0990  0.1018  0.1030   \n",
       "205  0.0522  0.0437  0.0180  0.0292  0.0351  0.1171  0.1257  0.1178  0.1258   \n",
       "206  0.0303  0.0353  0.0490  0.0608  0.0167  0.1354  0.1465  0.1123  0.1945   \n",
       "207  0.0260  0.0363  0.0136  0.0272  0.0214  0.0338  0.0655  0.1400  0.1843   \n",
       "\n",
       "         f9  ...     f51     f52     f53     f54     f55     f56     f57  \\\n",
       "0    0.2111  ...  0.0027  0.0065  0.0159  0.0072  0.0167  0.0180  0.0084   \n",
       "1    0.2872  ...  0.0084  0.0089  0.0048  0.0094  0.0191  0.0140  0.0049   \n",
       "2    0.6194  ...  0.0232  0.0166  0.0095  0.0180  0.0244  0.0316  0.0164   \n",
       "3    0.1264  ...  0.0121  0.0036  0.0150  0.0085  0.0073  0.0050  0.0044   \n",
       "4    0.4459  ...  0.0031  0.0054  0.0105  0.0110  0.0015  0.0072  0.0048   \n",
       "..      ...  ...     ...     ...     ...     ...     ...     ...     ...   \n",
       "203  0.2684  ...  0.0116  0.0098  0.0199  0.0033  0.0101  0.0065  0.0115   \n",
       "204  0.2154  ...  0.0061  0.0093  0.0135  0.0063  0.0063  0.0034  0.0032   \n",
       "205  0.2529  ...  0.0160  0.0029  0.0051  0.0062  0.0089  0.0140  0.0138   \n",
       "206  0.2354  ...  0.0086  0.0046  0.0126  0.0036  0.0035  0.0034  0.0079   \n",
       "207  0.2354  ...  0.0146  0.0129  0.0047  0.0039  0.0061  0.0040  0.0036   \n",
       "\n",
       "        f58     f59  Y  \n",
       "0    0.0090  0.0032  R  \n",
       "1    0.0052  0.0044  R  \n",
       "2    0.0095  0.0078  R  \n",
       "3    0.0040  0.0117  R  \n",
       "4    0.0107  0.0094  R  \n",
       "..      ...     ... ..  \n",
       "203  0.0193  0.0157  M  \n",
       "204  0.0062  0.0067  M  \n",
       "205  0.0077  0.0031  M  \n",
       "206  0.0036  0.0048  M  \n",
       "207  0.0061  0.0115  M  \n",
       "\n",
       "[208 rows x 61 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>f0</th>\n",
       "      <th>f1</th>\n",
       "      <th>f2</th>\n",
       "      <th>f3</th>\n",
       "      <th>f4</th>\n",
       "      <th>f5</th>\n",
       "      <th>f6</th>\n",
       "      <th>f7</th>\n",
       "      <th>f8</th>\n",
       "      <th>f9</th>\n",
       "      <th>...</th>\n",
       "      <th>f51</th>\n",
       "      <th>f52</th>\n",
       "      <th>f53</th>\n",
       "      <th>f54</th>\n",
       "      <th>f55</th>\n",
       "      <th>f56</th>\n",
       "      <th>f57</th>\n",
       "      <th>f58</th>\n",
       "      <th>f59</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0200</td>\n",
       "      <td>0.0371</td>\n",
       "      <td>0.0428</td>\n",
       "      <td>0.0207</td>\n",
       "      <td>0.0954</td>\n",
       "      <td>0.0986</td>\n",
       "      <td>0.1539</td>\n",
       "      <td>0.1601</td>\n",
       "      <td>0.3109</td>\n",
       "      <td>0.2111</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0027</td>\n",
       "      <td>0.0065</td>\n",
       "      <td>0.0159</td>\n",
       "      <td>0.0072</td>\n",
       "      <td>0.0167</td>\n",
       "      <td>0.0180</td>\n",
       "      <td>0.0084</td>\n",
       "      <td>0.0090</td>\n",
       "      <td>0.0032</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0453</td>\n",
       "      <td>0.0523</td>\n",
       "      <td>0.0843</td>\n",
       "      <td>0.0689</td>\n",
       "      <td>0.1183</td>\n",
       "      <td>0.2583</td>\n",
       "      <td>0.2156</td>\n",
       "      <td>0.3481</td>\n",
       "      <td>0.3337</td>\n",
       "      <td>0.2872</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0084</td>\n",
       "      <td>0.0089</td>\n",
       "      <td>0.0048</td>\n",
       "      <td>0.0094</td>\n",
       "      <td>0.0191</td>\n",
       "      <td>0.0140</td>\n",
       "      <td>0.0049</td>\n",
       "      <td>0.0052</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0262</td>\n",
       "      <td>0.0582</td>\n",
       "      <td>0.1099</td>\n",
       "      <td>0.1083</td>\n",
       "      <td>0.0974</td>\n",
       "      <td>0.2280</td>\n",
       "      <td>0.2431</td>\n",
       "      <td>0.3771</td>\n",
       "      <td>0.5598</td>\n",
       "      <td>0.6194</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0232</td>\n",
       "      <td>0.0166</td>\n",
       "      <td>0.0095</td>\n",
       "      <td>0.0180</td>\n",
       "      <td>0.0244</td>\n",
       "      <td>0.0316</td>\n",
       "      <td>0.0164</td>\n",
       "      <td>0.0095</td>\n",
       "      <td>0.0078</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0100</td>\n",
       "      <td>0.0171</td>\n",
       "      <td>0.0623</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.1098</td>\n",
       "      <td>0.1276</td>\n",
       "      <td>0.0598</td>\n",
       "      <td>0.1264</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0121</td>\n",
       "      <td>0.0036</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>0.0085</td>\n",
       "      <td>0.0073</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.0117</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0762</td>\n",
       "      <td>0.0666</td>\n",
       "      <td>0.0481</td>\n",
       "      <td>0.0394</td>\n",
       "      <td>0.0590</td>\n",
       "      <td>0.0649</td>\n",
       "      <td>0.1209</td>\n",
       "      <td>0.2467</td>\n",
       "      <td>0.3564</td>\n",
       "      <td>0.4459</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0031</td>\n",
       "      <td>0.0054</td>\n",
       "      <td>0.0105</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>0.0015</td>\n",
       "      <td>0.0072</td>\n",
       "      <td>0.0048</td>\n",
       "      <td>0.0107</td>\n",
       "      <td>0.0094</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>0.0187</td>\n",
       "      <td>0.0346</td>\n",
       "      <td>0.0168</td>\n",
       "      <td>0.0177</td>\n",
       "      <td>0.0393</td>\n",
       "      <td>0.1630</td>\n",
       "      <td>0.2028</td>\n",
       "      <td>0.1694</td>\n",
       "      <td>0.2328</td>\n",
       "      <td>0.2684</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0116</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0199</td>\n",
       "      <td>0.0033</td>\n",
       "      <td>0.0101</td>\n",
       "      <td>0.0065</td>\n",
       "      <td>0.0115</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0157</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.0101</td>\n",
       "      <td>0.0298</td>\n",
       "      <td>0.0564</td>\n",
       "      <td>0.0760</td>\n",
       "      <td>0.0958</td>\n",
       "      <td>0.0990</td>\n",
       "      <td>0.1018</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.2154</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0061</td>\n",
       "      <td>0.0093</td>\n",
       "      <td>0.0135</td>\n",
       "      <td>0.0063</td>\n",
       "      <td>0.0063</td>\n",
       "      <td>0.0034</td>\n",
       "      <td>0.0032</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>0.0067</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>0.0522</td>\n",
       "      <td>0.0437</td>\n",
       "      <td>0.0180</td>\n",
       "      <td>0.0292</td>\n",
       "      <td>0.0351</td>\n",
       "      <td>0.1171</td>\n",
       "      <td>0.1257</td>\n",
       "      <td>0.1178</td>\n",
       "      <td>0.1258</td>\n",
       "      <td>0.2529</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0160</td>\n",
       "      <td>0.0029</td>\n",
       "      <td>0.0051</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>0.0089</td>\n",
       "      <td>0.0140</td>\n",
       "      <td>0.0138</td>\n",
       "      <td>0.0077</td>\n",
       "      <td>0.0031</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>0.0303</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.0490</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.0167</td>\n",
       "      <td>0.1354</td>\n",
       "      <td>0.1465</td>\n",
       "      <td>0.1123</td>\n",
       "      <td>0.1945</td>\n",
       "      <td>0.2354</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0086</td>\n",
       "      <td>0.0046</td>\n",
       "      <td>0.0126</td>\n",
       "      <td>0.0036</td>\n",
       "      <td>0.0035</td>\n",
       "      <td>0.0034</td>\n",
       "      <td>0.0079</td>\n",
       "      <td>0.0036</td>\n",
       "      <td>0.0048</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>0.0260</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.0136</td>\n",
       "      <td>0.0272</td>\n",
       "      <td>0.0214</td>\n",
       "      <td>0.0338</td>\n",
       "      <td>0.0655</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>0.1843</td>\n",
       "      <td>0.2354</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0146</td>\n",
       "      <td>0.0129</td>\n",
       "      <td>0.0047</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0061</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.0036</td>\n",
       "      <td>0.0061</td>\n",
       "      <td>0.0115</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>208 rows × 61 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-25T09:00:31.955715Z",
     "start_time": "2024-06-25T09:00:31.953387Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "d6ed1a5f7d20d3ed",
   "outputs": [],
   "execution_count": 76
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-25T10:17:02.993054Z",
     "start_time": "2024-06-25T10:15:50.427987Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.metrics import f1_score\n",
    "results = {}\n",
    "for c in [2, 4] + list(range(6, 17, 2)) + [20, 24]:\n",
    "    X_train, X_test, y_train, y_test_true = scale_and_split(df, pca_components=c, random_state=SEED, test_size=0.2)\n",
    "    svc = SVC(kernel='rbf')\n",
    "    svc_grid_search = {\n",
    "        'C': [0.1, 1, 10, 100, 1000],\n",
    "        'gamma': [1, 0.1, 0.01, 0.001, 0.0001],\n",
    "        'kernel': ['rbf', 'linear', 'poly', 'sigmoid']\n",
    "    }\n",
    "    svc_grid = GridSearchCV(svc, svc_grid_search, cv=5, refit=True, verbose=3, scoring='accuracy')\n",
    "    svc_grid.fit(X_train, y_train)\n",
    "    \n",
    "    svc = svc_grid.best_estimator_\n",
    "    # svc.fit(X_train, y_train)\n",
    "    \n",
    "    y_test_pred = svc.predict(X_test)\n",
    "    recall = recall_score(y_test_true, y_test_pred)\n",
    "    accuracy = svc.score(X_test, y_test_true)\n",
    "    f1 = f1_score(y_test_true, y_test_pred)\n",
    "    \n",
    "    results[str(c)] = {\n",
    "        'best_params': str(svc_grid.best_params_),\n",
    "        'recall': recall,\n",
    "        'accuracy': accuracy,\n",
    "        'best_score': svc_grid.best_score_,\n",
    "        'f1': f1,\n",
    "    }\n",
    "    \n",
    "    \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(list(results.keys()), [results[k]['recall'] for k in results.keys()])"
   ],
   "id": "4e591ce8430490cd",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.412 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.364 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.485 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.424 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.424 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.382 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.485 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.455 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.424 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.455 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.382 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.412 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.394 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.455 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.529 total time=   0.1s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.545 total time=   0.6s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.515 total time=   0.3s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.515 total time=   0.2s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.455 total time=   0.6s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.382 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.485 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.382 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.394 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.364 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.424 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.455 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.424 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.364 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.706 total time=   0.2s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.667 total time=   0.1s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.758 total time=   0.3s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.697 total time=   0.2s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.606 total time=   0.3s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.706 total time=   1.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.667 total time=   1.6s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.758 total time=   1.8s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.697 total time=   2.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.606 total time=   3.1s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.471 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.939 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.1s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.706 total time=   0.3s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.848 total time=   0.5s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.706 total time=   0.3s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.848 total time=   0.5s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.706 total time=   0.3s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.848 total time=   0.5s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.706 total time=   0.3s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.848 total time=   0.5s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.3s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.5s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.667 total time=   0.6s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.758 total time=   0.4s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.758 total time=   0.2s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.667 total time=   0.6s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.758 total time=   0.4s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.758 total time=   0.2s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.667 total time=   0.6s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.758 total time=   0.4s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.765 total time=   0.2s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.758 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.667 total time=   0.6s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.758 total time=   0.4s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.765 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.1s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.6s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.4s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.441 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.970 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.1s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.794 total time=   0.2s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.879 total time=   0.3s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.697 total time=   0.6s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.794 total time=   0.2s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.879 total time=   0.3s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.697 total time=   0.6s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.939 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.794 total time=   0.2s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.879 total time=   0.3s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.697 total time=   0.6s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.794 total time=   0.2s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.879 total time=   0.3s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.697 total time=   0.6s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.909 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.794 total time=   0.2s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.879 total time=   0.3s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.6s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.735 total time=   0.1s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.758 total time=   0.2s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.735 total time=   0.1s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.758 total time=   0.2s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.735 total time=   0.1s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.735 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.758 total time=   0.2s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.912 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.939 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.667 total time=   0.2s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.667 total time=   0.2s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.882 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.706 total time=   0.2s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.667 total time=   0.2s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.667 total time=   0.2s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.2s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.2s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.2s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.2s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.559 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.1s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.1s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.588 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.735 total time=   0.4s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.788 total time=   0.4s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.788 total time=   0.8s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.727 total time=   0.7s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.455 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.735 total time=   0.4s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.788 total time=   0.4s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.788 total time=   0.8s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.727 total time=   0.7s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.424 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.853 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.735 total time=   0.4s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.788 total time=   0.4s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.788 total time=   0.8s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.727 total time=   0.7s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.618 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.735 total time=   0.4s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.788 total time=   0.4s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.788 total time=   0.8s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.727 total time=   0.7s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.735 total time=   0.4s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.4s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.3s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.8s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.7s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.500 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x3279299a0>]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 96
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-25T10:19:18.051916Z",
     "start_time": "2024-06-25T10:19:18.048573Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import json\n",
    "\n",
    "with open('results.json', 'w') as f:\n",
    "    json.dump(results, f)"
   ],
   "id": "852a1ce80efd71a7",
   "outputs": [],
   "execution_count": 97
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-25T09:00:52.332300Z",
     "start_time": "2024-06-25T09:00:52.270243Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "741ba6a6fcd8887e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x3268a1640>]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABSUklEQVR4nO3dd3hUZdoG8HtmkplJ771SQugJJCGGjkZQWYoNFJAm7IrwCWZhFRVxdRdcVxELK4IgXbCAoigKkSLSE0InBUghIQ1IJzPJzPn+SDIYSSATZnKm3L/rmj88zDnnAWHmznve530lgiAIICIiIhKJVOwCiIiIyLoxjBAREZGoGEaIiIhIVAwjREREJCqGESIiIhIVwwgRERGJimGEiIiIRMUwQkRERKKyEbuAltBqtcjLy4OTkxMkEonY5RAREVELCIKA8vJy+Pv7QyptfvzDLMJIXl4egoKCxC6DiIiIWiEnJweBgYHN/rpZhBEnJycAdb8ZZ2dnkashIiKiligrK0NQUJDue7w5ZhFGGh7NODs7M4wQERGZmbtNseAEViIiIhIVwwgRERGJqlVhZNmyZQgNDYVSqURsbCyOHj3a7Htramrw5ptvokOHDlAqlYiIiMDOnTtbXTARERFZFr3DyJYtW5CQkICFCxciOTkZERERGDZsGAoLC5t8/2uvvYZPP/0UH330Ec6dO4fnnnsOjz76KE6cOHHPxRMREZH5kwiCIOhzQmxsLGJiYvDxxx8DqFsDJCgoCP/3f/+Hl19++bb3+/v749VXX8XMmTN1xx5//HHY2dlhw4YNLbpnWVkZXFxcUFpaygmsREREZqKl3996jYyo1WokJSUhPj7+1gWkUsTHx+PQoUNNnqNSqaBUKhsds7Ozw4EDB5q9j0qlQllZWaMXERERWSa9wkhxcTE0Gg18fHwaHffx8UF+fn6T5wwbNgxLlixBeno6tFotdu3aha1bt+Lq1avN3mfx4sVwcXHRvbjgGRERkeUyejfNBx98gLCwMHTu3BlyuRyzZs3ClClT7rgs7Pz581FaWqp75eTkGLtMIiIiEoleYcTT0xMymQwFBQWNjhcUFMDX17fJc7y8vPDtt9+isrISWVlZuHDhAhwdHdG+fftm76NQKHQLnHGhMyIiIsumVxiRy+WIiopCYmKi7phWq0ViYiLi4uLueK5SqURAQABqa2vxzTffYNSoUa2rmIiIiCyK3svBJyQkYNKkSYiOjkafPn2wdOlSVFZWYsqUKQCAiRMnIiAgAIsXLwYAHDlyBLm5uYiMjERubi7eeOMNaLVa/OMf/zDs74SIiIjMkt5hZOzYsSgqKsLrr7+O/Px8REZGYufOnbpJrdnZ2Y3mg1RXV+O1117DpUuX4OjoiEceeQTr16+Hq6urwX4TREREZL70XmdEDFxnhIgsSUpOCU7nlmJ8n2BIpXfeQIzInLX0+9ssdu0lIrIUqloNpq09huIKNZyVNhgVGSB2SUSi40Z5RERtaMepqyiuUAMA1hzMFLcYIhPBMEJE1EYEQWgUQE5kl+BkTolo9RCZCoYRIqI2ciKnBKeulEJuI8WQcC8AwFqOjhAxjBARtZWG4DGipz/mxHcCAPxw6iqKK1QiVkUkPoYRIqI2UFhWjR9P1+3JNblvKCKCXBEZ5Aq1RosvjmSLXB2RuBhGiIjawMYj2ajRCIgKcUOPQBcAwJR+oQCADUeyUKPRilgdkbgYRoiIjExdq8Wmo3WjH5P6huqOP9zdD15OChSUqbDzTNM7nxNZA4YRIiIj++nMVRSVq+DtpMDD3W9tKiq3kWJcn2AAnMhK1o1hhIjIyD7/PRMAMOG+ENjKGn/sjo8Nhq1MguNZN3Amt1SE6ojExzBCRGREJ3NKkJJTArlMiqfrR0H+yNtZiUd6+AHgImhkvRhGiIiMqOHxy/CedfNDmtIwj2T7yTxcY5svWSGGESIiIykqV+H7U3kA6tp5m9MryBU9A12grtVi87GcNqqOyHQwjBARGckXR+vaeSODXBER5Nrs+yQSiS6sbDichVq2+ZKVYRghIjKCGo0WGw5nAbjzqEiD4T394Okox9XSavxyrsDI1RGZFoYRIiIj+OlMPgrLVfB0VOgmqN6Jwkamm+C6pr77hshaMIwQERlBw8TV8bHBkNu07KN2fGwIbKQSHM28jnN5ZUasjsi0MIwQERnYmdxSJGXdgI1UgvGxt7fzNsfXRYmH6hdF4yJoZE0YRoiIDKxhvZBHevjB21mp17kN80u+TcnFjUq1gSsjMk0MI0REBnStQoXtJ+vbees3wtNHVIgbugc4Q8U2X7IiDCNERAa0+VgO1LVa9Ax0Qa87tPM2RyKRYFJcKAC2+ZL1YBghIjKQP7bzTooLhUQiadV1RkT4w91BjtySm9h9vtCQJRKZJIYRIiID+eVsAa6WVsPTUY6/RNy9nbc5SlsZnooJAgCsOXjZUOURmSyGESIiA2nogHm6TzAUNrJ7utaE+0Igk0pw+NJ1XMhnmy9ZNoYRIiIDOJtXiqOZ1+vbeUPu+Xr+rnYY1s0HALD2YNY9X4/IlDGMEBEZQMOoyEPdfeHrol87b3MaJrJuO3EFJVVs8yXLxTBCRHSPblSq8V3K3Xfn1Vefdu7o4ueM6hotvjzONl+yXAwjRET3aPOxHKhqtejm74yoEDeDXbduN9+6Rz7rDmVBoxUMdm0iU8IwQkR0D2o1Wqw/lAmgblSkte28zRkVGQBXe1tcuXETiee5my9ZJoYRIqJ7sPt8AfJKq+HuIMeICH+DX7+uzbduf5u19aGHyNIwjBAR3YOGfWieigmC0vbe2nmbM+G+YEglwO8Z15BeUG6UexCJiWGEiKiVzl8tw+FL1yGTSjDhvntv521OoJs9Huxa1+a7hrv5kgViGCEiaqV19Y9NhnXzgb+rnVHvNam+S2drci5Kb9YY9V5EbY1hhIioFUqq1Nh2IhfArfVAjCmuvQfCfZxws0aDr9jmSxaGYYSIqBW+PJ6D6hotOvs6oU87d6PfTyKR6EZH2OZLloZhhIhITxqtgHWH6pZon9LP8O28zRndyx/OShtkX6/C3lTu5kuWg2GEiEhPiecLcOXGTbja22JUZECb3ddeboOn+tS1+XIiK1kShhEiIj01rPcx1ojtvM155r4QSCTAb+nFyCisaNN7ExkLwwgRkR7SCsrxe8Y1SCV1waCtBbnb44HOdW2+67gIGlkIhhEiIj007M77YFcfBLrZi1LDlH6hAIBvkq6gvJptvmT+GEaIiFqo9GYNtibXt/MacHdeffXt4IEwb0dUqjX4OumKaHUQGQrDCBFRC311PAc3azQI93FCXHsP0eqQSCSYWB+G1h7MhJZtvmTmGEaIiFrgj+28k4ywO6++HusVACelDTKvVWFfepGotRDdK4YRIqIW2JtaiOzrVXBW2mB0L8PvzqsvB4UNxkQHAbg1j4XIXDGMEBG1gG533j7BsJfbiFtMvYlxdW2+e1OLcKmIbb5kvhhGiIjuIqOwAr+lF0MiUjtvc0I8HDAk3BsAdI+QiMwRwwgR0V00rOfxQGcfBLmL087bnMn1E1m/TrqCClWtuMUQtRLDCJGJSM6+geX7LqKkSi12KfQHZdU1uvbZhvU9TEn/jp5o7+WAClUtvmGbL5kphhEiE3DqSgnGrTyMt3+6gCHv7sWGw9yV1VR8ffwKqtQahHk7om8H8dp5myOVSjApLhRA3TL1bPMlc8QwQiSyvJKbeHbtcVTXaGFnK8ONqhq89u0ZjPjoAI5evi52eVZNqxV0j2gmmkA7b3MejwqEo8IGl4oqcSCjWOxyiPTGMEIkogpVLaauOYaichXCfZxwaP79+OfIbnBW2uDc1TKM+fQQXvjiBK6W3hS7VKu0L60Imdeq4KS0wWO92m53Xn05KmzwRFQgAO7mS+aJYYRIJLUaLWZtSsaF/HJ4OiqwanI0XO3lmNQ3FHvmDsa42GBIJMD2k3m4/919WLYnA9U1GrHLtioNX+xjooPgoDCNdt7mTIyr6/LZk1qIrGuVIldDpB+GESKRvPXDOexNLYLSVopVk6Ibbbrm4ajAokd74PtZ/REd4oabNRr89+dUDH1/P3adK4AgcF6AsV0qqsC+tCJIJLe+6E1Zey9HDA73giCwzZfMD8MIkQg+//0y1tZ/Ybw/JhIRQa5Nvq97gAu+ei4OHzwVCR9nBbKvV2H6uuOY9PkxZBRykStjavhCHxLujRAPB5GraZmGzfu+PJ6DSrb5khlpVRhZtmwZQkNDoVQqERsbi6NHj97x/UuXLkV4eDjs7OwQFBSEF198EdXV1a0qmMjcJZ4vwFs/nAMAvPxwZzzcw++O75dIJBgVGYBf/z4Yzw/uALlMiv1pRXho6X7864dzKOMW8gZXoarVtfNOFnF3Xn0NCvNCO08HlFfXYuuJXLHLIWoxvcPIli1bkJCQgIULFyI5ORkREREYNmwYCgsLm3z/pk2b8PLLL2PhwoU4f/48Vq1ahS1btuCVV1655+KJzM3ZvFL83xcnoBWAp2KC8LeB7Vt8roPCBv94qDN+eXEg4rt4o1Yr4LMDl3H/u3vx5fEctnQa0Df1C4i193JA/46eYpfTYlKpRLdC7LqDmXycR2ZD7zCyZMkSTJ8+HVOmTEHXrl2xfPly2NvbY/Xq1U2+/+DBg+jXrx/GjRuH0NBQDB06FE8//fRdR1OILE1+aTWeXXMcVWoN+nX0wFuju7eqVTTU0wGfTYrBmikxaO/lgOIKNf7x9Sk8+r/fcSL7hhEqty5arYC19e28k+JCIZWaZjtvc56IDoSDXIb0wgocvHhN7HKIWkSvMKJWq5GUlIT4+PhbF5BKER8fj0OHDjV5Tt++fZGUlKQLH5cuXcKPP/6IRx55pNn7qFQqlJWVNXoRmbNKVS2eXXsM+WXV6ODlgP+Nj4Kt7N6mbA0O98bO2QPx6iNd4KiwwckrpXj0fwcx96uTKCznY9DW+i2jGJeKKuGosMHj9e2y5sRZaaur+/PfM8UthqiF9Po0LC4uhkajgY+PT6PjPj4+yM/Pb/KccePG4c0330T//v1ha2uLDh06YPDgwXd8TLN48WK4uLjoXkFBQfqUSWRSNFoBszen4GxeGTwc5Ph8ch+42Nka5NpyGymmD2yPX+cO0q0z8XXSFdz/7j6s2H8R6lqtQe5jTdbWt/M+Ub+QmDmaWL8ia+KFAuRcrxK3GKIWMHo3zd69e7Fo0SL873//Q3JyMrZu3YodO3bgrbfeavac+fPno7S0VPfKyckxdplERrPox/PYfb4AchspVkyMRrCH4Tda83ZS4t0nI7Dt+b6ICHRBhaoWi368gIeW7sfe1Kbnc9HtMosrsaf+z8sc2nmb09HbEQPCPCEIwPrDbPMl06dXGPH09IRMJkNBQUGj4wUFBfD19W3ynAULFuCZZ57BtGnT0KNHDzz66KNYtGgRFi9eDK226Z/aFAoFnJ2dG72IzNH6w1lYdeAyAOC9JyMQFeJm1Pv1CnbDtuf74Z0nesLTUY5LxZWY/PkxTFt7DJnFXAjrbtYdyoIgAIPDvdDey1Hscu5JQxfQ5qPZqFKzzZdMm15hRC6XIyoqComJibpjWq0WiYmJiIuLa/KcqqoqSKWNbyOTyQCAM73Jou1LK8Ib288CAP7+YCeMiPBvk/tKpRKMiQ7Cr3MHY/qAdrCRSrD7fCGGvr8f7+y8wPUnmlGpqsVXx+tGYSeZUTtvcwaHeyPY3R5l1bX49kSe2OUQ3ZHej2kSEhKwcuVKrF27FufPn8eMGTNQWVmJKVOmAAAmTpyI+fPn694/YsQIfPLJJ9i8eTMuX76MXbt2YcGCBRgxYoQulBBZmtT8cszcmAyNVsDjvQMx6/6ObV6Ds9IWrw7vip1zBmJAmCfUGi3+t/ci7n9vL749kcsfBv5k64lclKtq0c7TAYPCvMQu557JpBLdo6a1bPMlE6f37KyxY8eiqKgIr7/+OvLz8xEZGYmdO3fqJrVmZ2c3Ggl57bXXIJFI8NprryE3NxdeXl4YMWIE/v3vfxvud0FkQgrLqzF1zTFUqGoR284dix/rIepurx29HbFuah/sPl+It344h+zrVZizJQUbDmfhjZHd0D3ARbTaTIUgCLqJqxPjQsyunbc5T0YH4b1f0pBaUI5Dl66hbwfzWTOFrItEMIO4XFZWBhcXF5SWlnL+CJm0m2oNnlpxCCevlKKdpwO2zugLNwe52GXpVNdosOrAZXz8awZu1mggkQBPxQRj7tBO8HBUiF2eaA6kF2PCqiNwkMtw+JUH4KQ0TLeTKXh122lsPJKNYd188Okz0WKXQ1ampd/f3JuGyEC0WgEJX6bg5JVSuNrbYvXkGJMKIgCgtJVh5pCO+HXuIIyK9IcgAF8czcaQd/dize+XUauxzlbght15H48KtKggAtya/7LrXAGu3GCbL5kmhhEiA3nn51T8dCYftjIJPp0QhXaepru5mp+LHT54qhe+/Fscuvo5o6y6Fm98fw7DPzyAgxnFYpfXprKvVSHxQl2HYMP6HJakk48T+nX0gJZtvmTCGEaIDGDz0Wws33cRAPDOEz0R295D5Ipapk87d3z/f/3x70e7w83eFqkF5Rj32RHM2JBkNYtlrT+cCUEABoR5oqO3ebfzNmdSfcjaciwH1TUacYshagLDCNE9+j2jGK99ewYA8MIDYXi0l3ktIS6TSjA+NgR75g7GpLgQSCXAT2fyEb9kH97flYabasv98qpS12LLsbp2XnPanVdfD3TxQaCbHUqqavBdCnfzJdPDMEJ0DzIKy/HchiTUagWMjPDHi/FhYpfUaq72cvxzVHf8OHsA7mvvDlWtFh8kpiN+yT78ePqqRbaGfnsiD2XVtQh2t8fgcG+xyzGaP7b5rjmYZZH/L8m8MYwQtdK1ChWmrDmG8upaRIW44Z0neorawmsonX2d8cX0+/C/8b0R4GqH3JKbeH5jMsatPIIL+ZazaaUgCFhzsG513IlxIZBZSDtvc8ZEB0FpK8X5q2U4evm62OUQNcIwQtQK1TUa/HV9EnKu30Swuz1WPBMFpa3lLOInkUjwSA8/7E4YhNkPhEFhI8WhS9cw/MMDWPjdGZRUqcUu8Z4dunQNaQUVsLOV4cloy9+M09Vejkd7BQAA1h7KFLcYAxAEAbvOFVh1F5glYRgh0pNWK2De16eQlHUDzkobrJ4cY7FrdNjJZXjxwU7YnTAID3f3hUYrYO2hLAx5dy82HcmGRmu+w/0Ni5w91jvAYLsom7qGNt+fzxYgr+SmuMXcg9T8coxbeQTT1x3HG9+fwz+/P8dHT2aOYYRIT0t3p+H7k3mwkUqwfEKUxXZg/FGQuz0+mRCFjdNi0cnHETeqavDKttMY+fEBHM80vyH/KzeqsOtcXTuvJU9c/bPOvs64r707NFoBG8ywzbe0qgZvbD+LRz78DYcuXYPcRgqJpK5l+fPfM8Uuj+4BwwiRHr5JuoIPf80AACx6tAf6drSu5bX7dfTEjhcGYOGIrnBS2uBsXhmeWH4IszefQH5ptdjltdj6w1nQCkC/jh4I83ESu5w2pdvN14zafDVaAZuOZGPwu3uw5mAmNFoBD3f3RWLCILzycBcAwFs7zmH3uYK7XIlMFcMIUQsdvnQNL289BQCYMbgDxsRY/jyDptjKpJjSrx32zh2Mp/sEQSIBvkvJw/3v7cWyPRkm/wV3U63RtfNOssBFzu4mvosPAlztcL1Sje9Pmv5uvsczr2PkxwfwyrbTuFFVgzBvR2ycFotPJkQhyN0e0wa0w9N9giEIwAubT+BMbqnYJVMrMIwQtcClogr8bX0SajQCHunhi3lDw8UuSXQejgosfqwnts/sj6gQN1SpNfjvz6kYtnQ/dp8rMNln+N+l5KKkqgaBbnZ4oIuP2OW0ORuZFBPua2jzNd3dfPNLqzF78wk8sfwQzuaVwUlpg4UjuuLH2QPQ7w8jkhKJBG+O6oYBYZ6oUmvw7NpjZjVKR3UYRoju4kalGlPXHEPpzRpEBLliyZhIi9nV1RB6BLrg6+fisHRsJLydFMi6VoVp645j8ufHcLGoQuzyGqlr580EYB3tvM15KiYIChspzuaVISnrhtjlNFJdo8GyPRm4/729+C4lDxIJ8HSfIOydOxhT+rWDrez2ry1bmRTLxvdGmLcjCspUeHbtMVSqakWonlqLYYToDlS1GvxtfRIyr1UhwNUOn02MtqgWXkORSCQY3SsAv84djBmDO0Auk2JfWhGGvb8f/95xDuXVNWKXCAA4evk6LuSXQ2krxRgraOdtjpuDHKMi/QHc2iRQbIIgYPe5Agxbuh///TkVVWoNege7YvvM/lj8WM+7dqw5K+s2p/R0lONsXhlmbz5h1t1e1oZhhKgZgiBg/jencTTzOpwUdS28Xk6W2cJrKI4KG7z0UGf8/OJAPNDZG7VaASt/u4wh7+7DV8dzoBX5y6Hhi/fRXoFwtTetHZXbWkOb709n8kV/rHGxqAKTPz+GaeuOI+taFbydFFg6NhLfzOiLHoEuLb5OkLs9VkyMhsJGit3nC/HvHeeNWDUZEsMIUTM++jUDW0/kQiaV4OPxvRHua11dF/einacDVk2OwedTYtDe0wHFFSrM+/oUHv3kIFJySkSpKa/kJn6p77aY1DdElBpMSTd/F/QJrWvz3XhEnDbf8uoaLPrxPIa9vx/70oogl0kxY3AH/Dp3MEb3CmjVisa9g92wZEwkAGD175ex3gIWeLMGDCNETfguJRdLdqUBAP45shsGdfISuSLzNCTcGzvnDMQrj3SGg1yGkzklGL3sd8z76iSKylVtWsuGw1nQaAXc194dnX2d2/TepqphdGTTkWyoatuuC0qrFfDV8RwMeXcfVuy/hFqtgAc6e+PnFwfipYc6w1Fhc0/XH97TD/OG1U0yX7j9LPamFhqibDIihhGiP0nKuo55X9e18E7r307XeUCtI7eR4q8DO2DP3MF4vHfdjsZfJV3B/e/uxWe/XYK61vhLeVfXaPDF0WwA1rXI2d0M7eYDPxclrlWq8cPJq21yz5ScEjz6yUHM+/oUiitUaOfpgM8nx2DV5Bi083Qw2H2eH9wBT0YFQisAszadsKh9lSwRwwjRH2Rdq8T0dUlQ12rxYFcfzH+ki9glWQxvZyXeGxOBrc/3Rc9AF5SravGvHefx8Ad1Q/TGtP1kHm5U1SDA1Q7xVtjO2xzbP7T5rj1k3DbfonIV5n11EqOX/Y6TOSVwkMsw/+HO+HnOQAzpbPgdkyUSCf79aA/EtfdAhaoWUz8/hsIytvyaKoYRonqlVTWYuuYYrleq0T3AGR88FWm1rZ/G1DvYDd8+3w/vPN4Tno5yXCyqxKTVRzFt7XFkXas0+P0EQdDtQzPhvhDYNNEaas2eigmC3EaKU1dKccII83nUtVp89tsl3P/uXnyVdAUA8HjvQOyZOxh/G9QBchvj/f+Q20ixfEIU2ns5IK+0GtPWHcdNtWkvymet+K+SCHUfmDM2JuFiUSV8nZVYNSkG9vJ7e25NzZNKJRgTE4Rf5w7GtP7tYCOVYPf5Ajy4ZD/++/MFg64RkZR1A2fzyqCwkeIpK1019048HBUYGVHX5rvWwG2++9KK8PAH+/GvHedRrqpFz0AXbH2+L94bEwFvZ6VB79UcF3tbfD45Bm72tjh1pRQvbkkRvauLbscwQlZPEAQs+PYMDl68Bnu5DKsmR8OnjT4orZ2z0hav/aUrds4ZgAFhnlBrtFi25yIeeG8fvkvJNchjg8/rv2BHRwbAzcG623mb0zCPZsepqwZ5lJF1rRLT1h7HpNVHcbGoEp6OcrzzeE98+3w/9A52u+fr6yvEwwErJkZDLpNi59l8/OfnC21eA90ZwwhZveX7LmHL8RxIJcDH43qhm3/L1zUgw+jo7YR1U/tgxTNRCHK3Q35ZNWZvTsGYTw/hbF7r9xrJL63GzjP5AG51jtDtuge4ICrEDbVaARuPZLf6OpWqWvz35wt4cMl+7D5fABupBNP6t8OvcwdjTEyQqCsXx4S6479P9gQAfLrvkm5CM5kGhhGyaj+evor/7Kz7Ken1v3TF/Z05uVEsEokEQ7v5YteLgzB3aCfY2cpwLPMGRnx0AK9uO43rlWq9r7nxSF07b59Qd3T1ZzvvnTSEtY1HsvXucBIEAd+l5OKB9/Zh2Z6LUGu0GBDmiZ1zBuC1v3SFs9LWCBXrb1RkAObEhwEAXvv2DA6kF4tcETVgGCGrlZJTghe3pAAAJsWFYHK/duIWRAAApa0Ms+4Pw69zB2FkhD+0Qt0X5OD/7sHag5mo1bTsi7K6RoNN9T/lT+4XasSKLcPD3X3h46xAcYUKP55ueZvvmdxSjPn0EGZvTkF+WTWC3O2w4pkorJvaBx29TW+hwNkPhOHRXgHQaAXM2JiE9IJysUsiMIyQlbpyowrT1h6HqlaLIeFeWPCXrmKXRH/i52KHD5/uhS1/vQ9d/JxRVl2LhdvPYviHB3Dw4t1/ot1x6iquVarh56LE0K4c8bobW5kU42Nv7eZ7N9cr1Xhl22mM+PgAjmXegJ2tDHOHdsKuFwdhaDffVq2e2hYkEgnefrwHYkLdUF5diylrjqG4om0X4KPbMYyQ1SmrrmvhLa5QobOvEz4a15vtniYstr0Hfvi//vjX6O5wtbdFakE5xq08gpkbk5FbcrPJc/64Oy/beVvu6T7BkMukSMkpaXbZ/lqNFmsPZmLwf/dg05FsCAIwMsIfv84dhFn3h5nFRpIKGxk+fSYaIR72uHLjJqavO47qGrb8ion/Qsmq1Gq0mLkxGWkFFfB2UmD15Jh7XnqajE8mlWDCfSHYO3cwJsaFQCoBdpy+igfe24sPdqff9kWSnF2C07mlkLOdVy9eTgr8pacfgKbbfA9eLMbwDw9g4fazKKuuRRc/Z2z563348Ole8HOxa+Nq7427gxyfT46Bi50tTmSXYO5XJ9nyKyKGEbIagiBg4faz+C29GHa2MqyaFAN/V/P6ALV2rvZyvDmqO3a8MACx7dxRXaPF+7vT8MB7+/DT6au6VuCGL9KREf533XqeGmuYyPrDqTzd/kFXblRh5sZkjFt5BKkF5XC1t8W/RnfHD//XH7HtPUSs9t6093LEp89EwVYmwQ+nrur2o6K2xx8JyWqsOnAZG49kQyIBlj4VqdfW5GRauvg5Y/Nf78OO01exaMd55JbcxIyNyejbwQPPD+6om4DJfWj0FxHkisggV6TklODz3y9DYSPDJ/syUF2jhVRS99gr4cFOcLW3jDVb7mvvgcWP9cTcr07i4z0ZCPGwx5PRHE1raxLBmJsRGEhZWRlcXFxQWloKZ2e255H+dp8rwPT1xyEIwKuPdMH0ge3FLokMpEpdi+V7L2L5/sab7kWHuOHrGX1FrMx8fZeSi9mbUxodi23njjdGdkMXP8v8DH7351R8vCcDtjIJ1k2NRVwH8x3x0YcgCPjh1FVsP5mH5ROiDL4FRku/v/mYhqzCkl1pEIS6CXrTBrCF15LYy22QMDQciQmD8FA3X91xtvO23sPd/eDtVPd4y99FiY/H9cLm+q4mS5XwYCf8pacfajQCntuQhItFFWKXZHTn8sowdsVh/N8XJ7DrXAG2ncgVrRaOjJDFq9Fo0fX1najRCPjtH0MQ5G4vdklkREcuXcPV0mqMivQ32fZSc3D+ahlOXynFiAh/2MlNv0PGEKprNHh65WGcyC5BiIc9tj3fD+4WuIXAjUo1luxKw8YjWdAKgMJGihmDO+BvAzsY/P91S7+/OWeELF5mcSVqNAIc5DIEcMKqxTPnCZWmpIufs0WPhDRFaSvDyonRGL3sd2Rdq8Lf1h/HhmmxUNhYRhjTaAVsOpqN935JRUlVDQBgeA8/zH+kMwLdxP0hjY9pyOKl1q+w2NHHSdS9MYjI9Hk6KvD55Bg4KW1wLPMGXv7mtEE2bBTbkUvX8JePDmDBt2dQUlWDcB8nbJoei2Xje4seRACOjJAVSCuoe/Yb7uMociVEZA7CfJzwyfgoTP78KLadyEWohwNm1+9pY27ySm5i8U8X8P3JPACAi50tEh7shPGxwSa1GCDDCFm8tPy6kZFOPqa3TwYRmab+YZ54a3R3zN96Gu/vTkOopz1GRQaIXVaLVddosHL/Jfxv70XcrNFAIgHG9QnG34eGm+Q8GIYRsnhp9Y9pwn0ZRoio5Z7uE4zM4kp8uv8S5n11Cv6udogJdRe7rDsSBAG/nCvAv3acQ871uu0SYkLdsHBEN3QPMN21lRhGyKJV12iQea0SAEdGiEh/Lz3UGVnXqrDzbD7+uu44vp3ZDyEeDmKX1aSMwnL88/tz+C29biNJX2cl5j/SGSMjTL+zzHQeGBEZwcWiCmiFuuekDesmEBG1lFQqwftjI9Ez0AU3qmowZc0xlNZ3opiKsuoavPXDOTy09Df8ll4MuUyKmUM6IPHvgzAqMsDkgwjAMEIWTveIxsfJLP5BEpHpsZPL8NnEaPi7KHGpqBLPbUhqtNqvWLRaAV8ey8H97+7FqgOXUasV8GBXH+xKGIh5wzrDwYw2AWUYIYuWml/XSdPJl500RNR63s5KrJ5St8v3oUvX8Oo2cVt+k7JuYPT/fsc/vjmF4go12ns5YO3UPlg5MdpkHyPdifnEJqJWSC9gJw0RGUZnX2d8NK4Xnl1zDF8lXUGopwNmDunYpjUUllXj7Z0XsDW5bul2R4UN5sSHYWJcKOQ25ju+wDBCFi2VYYSIDGhIuDf+ObIbFnx3Fv/9ORWhHg4Y3tPP6PdV12rx+e+X8WFiOirVGgDAk1GBmPdQOLydlEa/v7ExjJDFqlTV4sqNutY2hhEiMpRn4kJxubgKq3+/jIQvU+DnqkTvYDej3W9PaiHe+v4cLhXXdQZGBLninyO7ITLI1Wj3bGsMI2Sx0gvr5ot4OipMcpEfIjJfrw7vguzrldh9vhB/XXcc257vZ/BNOC8XV+KtH87h1wuFAOo+y156KByP9w60uK0tzPcBE9FdNKy8Gs7Jq0RkYDKpBB881Qvd/J1RXKHG1DXHUFZtmJbfClUt3v7pAoa+vw+/XiiEjVSCvw5sjz1zB+HJ6CCLCyIAwwhZMM4XISJjclDYYNWkGPg4K5BeWIGZG5NRo2l9y68gCNh24gruf3cvlu+7iBqNgIGdvLBzzkC88kgXOCltDVi9aWEYIYv1xzVGiIiMwddFiVWTYmAvl+G39GIs3H62VS2/p6+U4onlh/DilpMoLFch2N0en02MxtopMejobfmju5wzQharIYyEMYwQkRF1D3DBh0/1wvT1x7HpSDbaeThg+sD2LTr3WoUK7/6Sis3HciAIgL1chplDOuLZ/u2gtJUZuXLTwTBCFqmkSo2CMhUAoJOP5f9UQUTiiu/qg9eGd8VbP5zDop/OI9jDHsO6+Tb7/hqNFusPZeH93Wkor64FAIyO9MfLD3eBr4v5t+rqi2GELFJaQV0nTYCrnUU/ZyUi0zG1Xygyiyux/nAWZm8+ga/+1hc9Am/fKff3jGK8sf2sruOvm78z3hjZzeR3BDYmhhGySKm6RzQcFSGitiGRSLBwRFdkX6/CvrQiPLv2GL6d2Q/+rnYAgJzrVfj3jvPYeTYfAOBmb4t5wzpjbEwQZBbYIaMPTmAli5TOyatEJAIbmRQfj+uFzr5OKCxXYeqaYygqV2HJrjTEL9mHnWfzIZNKMLlvKPbOHYJxscFWH0SAVoaRZcuWITQ0FEqlErGxsTh69Giz7x08eDAkEsltr+HDh7e6aKK7Sc1nWy8RicNJaYtVk2Pg5aTAhfxy9H07ER8mpkNVq0Vcew/8+MIAvDGyG1zs+Qi5gd5hZMuWLUhISMDChQuRnJyMiIgIDBs2DIWFhU2+f+vWrbh69arudebMGchkMjz55JP3XDxRUwRBuNXW68swQkRtL8DVDp9NjIbSVooajYAAVzt8Mr43Nk2P5edSE/SeM7JkyRJMnz4dU6ZMAQAsX74cO3bswOrVq/Hyyy/f9n5398YTcjZv3gx7e3uGETKa4go1blTVQCIBOnhxzggRiSMiyBVb/hqHs3lleLRXAOzk1tOqqy+9woharUZSUhLmz5+vOyaVShEfH49Dhw616BqrVq3CU089BQcHh2bfo1KpoFKpdP9dVlamT5lk5RpGRULc7fmPn4hEFRHkiggL2tDOWPR6TFNcXAyNRgMfH59Gx318fJCfn3/X848ePYozZ85g2rRpd3zf4sWL4eLionsFBQXpUyZZOc4XISIyL23aTbNq1Sr06NEDffr0ueP75s+fj9LSUt0rJyenjSokS8D5IkRE5kWvxzSenp6QyWQoKChodLygoAC+vs2vNAcAlZWV2Lx5M95888273kehUEChUOhTGpEOl4EnIjIveo2MyOVyREVFITExUXdMq9UiMTERcXFxdzz3q6++gkqlwoQJE1pXKVEL1HXS1K1qyDVGiIjMg97dNAkJCZg0aRKio6PRp08fLF26FJWVlbrumokTJyIgIACLFy9udN6qVaswevRoeHh4GKZyoibklVajQlULG6kE7TybnyRNRESmQ+8wMnbsWBQVFeH1119Hfn4+IiMjsXPnTt2k1uzsbEiljQdcUlNTceDAAfzyyy+GqZqoGQ2PaNp5OkBuwwWGiYjMQav2ppk1axZmzZrV5K/t3bv3tmPh4eEQBKE1tyLSS1pDJw0nrxIRmQ3+6EgWJZV70hARmR2GEbIoDY9puMYIEZH5YBghi6HRCsgorOuk6eTDZeCJiMwFwwhZjJzrVaiu0UJuI0WIBztpiIjMBcMIWYyG+SJh3o6QSSUiV0NERC3FMEIWo6GThpNXiYjMC8MIWYy0+vkiXAaeiMi8MIyQxdCNjPhy8ioRkTlhGCGLUKPR4lJxQycNR0aIiMwJwwhZhMziStRoBDjIZQhwtRO7HCIi0gPDCFkEXSeNjxMkEnbSEBGZE4YRsgjspCEiMl8MI2QRGkZGuEEeEZH5YRghi5BewGXgiYjMFcMImb3qGg0yr1UC4GMaIiJzxDBCZi+jsAJaAXC1t4WXk0LscoiISE8MI2T20gvr54uwk4aIyCwxjJDZS83nfBEiInPGMEJmL62Abb1EROaMYYTMXmr+rcc0RERkfhhGyKxVqGqRW3ITAMMIEZG5Yhghs5Ze/4jGy0kBNwe5yNUQEVFrMIyQWeN8ESIi88cwQmbtVicNwwgRkbliGCGzdmuNEbb1EhGZK4YRMmu6ThpukEdEZLYYRshslVSpUViuAgCEeXNkhIjIXDGMkNlKq9+pN8DVDk5KW5GrISKi1mIYIbOVWsD5IkREloBhhMxWGueLEBFZBIYRMlupXGOEiMgiMIyQWRIEQbf6KtcYISIybwwjZJaKKlS4UVUDiQToyE4aIiKzxjBCZimtfuXVUA8HKG1lIldDRET3gmGEzFIaO2mIiCwGwwiZpTTOFyEishgMI2SWUhlGiIgsBsMImZ26Tpq6OSPhXGOEiMjsMYyQ2ckrrUaFqha2MglCPRzELoeIiO4RwwiZnYaVV9t5OkBuw7/CRETmjp/kZHY4X4SIyLIwjJDZaRgZ4TLwRESWgWGEzE5aYV0YCWMYISKyCAwjZFY0WnbSEBFZGoYRMivZ16ugqtVCYSNFsLu92OUQEZEBMIyQWWlYeTXMxxEyqUTkaoiIyBAYRsisNExe7eTNRzRERJaCYYTMiq6tl/NFiIgsBsMImZWGxzRs6yUishwMI2Q21LVaXCqqBMCRESIiS8IwQmYj81olarUCHBU28HdRil0OEREZCMMImY3U/FudNBIJO2mIiCwFwwiZjXTOFyEiskitCiPLli1DaGgolEolYmNjcfTo0Tu+v6SkBDNnzoSfnx8UCgU6deqEH3/8sVUFk/VKLeAy8ERElshG3xO2bNmChIQELF++HLGxsVi6dCmGDRuG1NRUeHt73/Z+tVqNBx98EN7e3vj6668REBCArKwsuLq6GqJ+siJpDcvAM4wQEVkUvcPIkiVLMH36dEyZMgUAsHz5cuzYsQOrV6/Gyy+/fNv7V69ejevXr+PgwYOwtbUFAISGht5b1WR1qms0yLzW0EnjKHI1RERkSHo9plGr1UhKSkJ8fPytC0iliI+Px6FDh5o8Z/v27YiLi8PMmTPh4+OD7t27Y9GiRdBoNPdWOVmVjMIKCALgZm8LL0eF2OUQEZEB6TUyUlxcDI1GAx8fn0bHfXx8cOHChSbPuXTpEn799VeMHz8eP/74IzIyMvD888+jpqYGCxcubPIclUoFlUql+++ysjJ9yiQLlPaH+SLspCEisixG76bRarXw9vbGihUrEBUVhbFjx+LVV1/F8uXLmz1n8eLFcHFx0b2CgoKMXSaZuFR20hARWSy9woinpydkMhkKCgoaHS8oKICvr2+T5/j5+aFTp06QyWS6Y126dEF+fj7UanWT58yfPx+lpaW6V05Ojj5lkgXSbZDHlVeJiCyOXmFELpcjKioKiYmJumNarRaJiYmIi4tr8px+/fohIyMDWq1WdywtLQ1+fn6Qy+VNnqNQKODs7NzoRdaNnTRERJZL78c0CQkJWLlyJdauXYvz589jxowZqKys1HXXTJw4EfPnz9e9f8aMGbh+/Tpmz56NtLQ07NixA4sWLcLMmTMN97sgi1ZeXYPckpsAgE4+7KQhIrI0erf2jh07FkVFRXj99deRn5+PyMhI7Ny5UzepNTs7G1LprYwTFBSEn3/+GS+++CJ69uyJgIAAzJ49Gy+99JLhfhdk0dIL60ZFvJ0UcLVvejSNiIjMl0QQBEHsIu6mrKwMLi4uKC0t5SMbK7TlWDZe+uY0BoR5Yv2zsWKXQ0RELdTS72/uTUMmLzW/bmQkzJvzRYiILBHDCJm8hjVGwrnyKhGRRWIYIZPXsMZIJ3bSEBFZJIYRMmk3KtUoKq9bjZe79RIRWSaGETJpDY9oAlzt4KjQu/mLiIjMAMMImbRb80U4KkJEZKkYRsikNay8yvkiRESWi2GETFoqO2mIiCwewwiZLEEQdI9puMYIEZHlYhghk1VUrkJJVQ2kEqCjN0dGiIgsFcMImayG+SKhHg5Q2spEroaIiIyFYYRMVsN8kTDu1EtEZNEYRshkpeXXT15lJw0RkUVjGCGTpVsGnmuMEBFZNIYRMkmCICC9gCMjRETWgGGETFJuyU1UqjWwlUkQ6ukgdjlERGREDCNkkhrWF2nv6QhbGf+aEhFZMn7Kk0nSLQPP+SJERBaPYYRM0q1OGrb1EhFZOoYRMkm31hjhyAgRkaVjGCGTo9EKyCise0zDThoiIsvHMEImJ/t6FVS1WihtpQhytxe7HCIiMjKGETI5qfXzRTp6O0ImlYhcDRERGRvDCJmchrbeTnxEQ0RkFRhGyOSkceVVIiKrwjBCJieNe9IQEVkVhhEyKepaLS4VVQLgYxoiImvBMEIm5XJxJWq1AhwVNvB3UYpdDhERtQGGETIptyavOkIiYScNEZE1YBghk6KbvMr5IkREVoNhhExKwxojYd4MI0RE1oJhhEwKR0aIiKwPwwiZjOoaDbKuVwFgJw0RkTVhGCGTkVFYAUEA3Oxt4ekoF7scIiJqIwwjZDIa5ot08nFiJw0RkRVhGCGTkVbI+SJERNaIYYRMRlo+N8gjIrJGDCNkMtIKKgAwjBARWRuGETIJ5dU1yC25CaBu9VUiIrIeDCNkEtIL60ZFfJwVcLVnJw0RkTVhGCGTwPkiRETWi2GETEJqAcMIEZG1Yhghk5BeP3k1nGGEiMjqMIyQSdCNjHCNESIiq8MwQqK7XqlGUbkKABDmzU4aIiJrwzBi4k7mlGDl/kuo1WjFLsVoGnbqDXSzg4PCRuRqiIiorfGT34SdyyvDuJWHUanWwF4hw/jYELFLMor0+jDC+SJERNaJIyMmqqCsGs+uPYZKtQYAsPZgJgRBELkq4+B8ESIi68YwYoKq1LV4du0xXC2tRnsvB9jLZUgrqMChS9fELs0o0vIbloHnfBEiImvEMGJiNFoBszen4ExuGTwc5FgzuQ8e6x0AAFjze6a4xRmBIAhcY4SIyMoxjJiYt386j13nCiC3kWLFxCgEe9hjUlwoAGD3+QJcuVElboEGVlSuQunNGkglQAcvjowQEVkjhhETsvFIFlb+dhkA8O6TEYgKcQcAhPk4oX9HT2gFYP3hLDFLNLiGUZFQTwcobWUiV0NERGJgGDER+9OK8Pp3ZwEAf3+wE0ZG+Df69Ul9QwEAm4/m4Gb9pFZLkNqwJ403H9EQEVkrhhETkJpfjpkbk6HRCnisdwBm3d/xtvfc39kbgW52KL1Zg+9SckWo0jgaloFnJw0RkfVqVRhZtmwZQkNDoVQqERsbi6NHjzb73jVr1kAikTR6KZXKVhdsaYrKVZi65hjKVbXo084dix/rAYlEctv7ZFKJbu7IGgtq803lGiNERFZP7zCyZcsWJCQkYOHChUhOTkZERASGDRuGwsLCZs9xdnbG1atXda+sLMua99Ba1TUaTFt3HLklN9HO0wGfToiCwqb5eRNjooNgZyvDhfxyHLl8vQ0rNQ6tVtAteMa2XiIi66V3GFmyZAmmT5+OKVOmoGvXrli+fDns7e2xevXqZs+RSCTw9fXVvXx8fO6paEug1QpI+DIFJ3NK4Gpvi9WTY+DmIL/jOS72thjdq67Nd+3BzDao0rhyS26iUq2BrUyCUE8HscshIiKR6BVG1Go1kpKSEB8ff+sCUini4+Nx6NChZs+rqKhASEgIgoKCMGrUKJw9e/aO91GpVCgrK2v0sjTv/pKKH0/nw1YmwacTotCuhV/Gk+snsv5yrgC5JTeNWKHxpRfWjYp08HKErYzTl4iIrJVe3wDFxcXQaDS3jWz4+PggPz+/yXPCw8OxevVqfPfdd9iwYQO0Wi369u2LK1euNHufxYsXw8XFRfcKCgrSp0yT9+XxHPxv70UAwH8e74nY9h4tPjfc1wlx7T2g0QrYYOZtvqm6lVc5X4SIyJoZ/cfRuLg4TJw4EZGRkRg0aBC2bt0KLy8vfPrpp82eM3/+fJSWlupeOTk5xi6zzRzMKMYrW08DAF64vyMe6x2o9zVutflmo7rGfNt80zhfhIiIoGcY8fT0hEwmQ0FBQaPjBQUF8PX1bdE1bG1t0atXL2RkZDT7HoVCAWdn50YvS5BRWIHnNiShVitgZIQ/XnywU6uuE9/FGwGudrhRVYPtJ/MMXGXbSeMy8EREBD3DiFwuR1RUFBITE3XHtFotEhMTERcX16JraDQanD59Gn5+fvpVauauVdS18JZV1yIqxA3vPNGzyRbelrCRSfFMXAgA893NV6MVkF5Y95gmnGuMEBFZNb0f0yQkJGDlypVYu3Ytzp8/jxkzZqCyshJTpkwBAEycOBHz58/Xvf/NN9/EL7/8gkuXLiE5ORkTJkxAVlYWpk2bZrjfhYmrrtHgr+uTkH29CsHu9ljxTNQ9L30+NjoIChspzuaV4XjWDQNV2nayrlVCXauF0laKIDd7scshIiIR2eh7wtixY1FUVITXX38d+fn5iIyMxM6dO3WTWrOzsyGV3so4N27cwPTp05Gfnw83NzdERUXh4MGD6Nq1q+F+FyZMEAT84+tTSMq6AWelDVZPjoGHo+Ker+vmIMfoyABsOZ6DNQczERPqboBq207DI5owbydIpa0bISIiIssgEcxgjL+srAwuLi4oLS01u/kjS3al4cPEdNhIJVg3tQ/6dvQ02LXP5ZXhkQ9/g0wqwYGXhsDPxc5g1za2DxPTsWRXGh7vHYj3xkSIXQ4RERlBS7+/ubiDEW07cQUfJqYDABY92sOgQQQAuvo7o087d2i0AjYezjbotY1Ntwy8LztpiIisHcOIkRy9fB0vfV3XwjtjcAeMiTHOWikNi6B9YWZtvmn1u/WGsZOGiMjqMYwYweXiSvx1/XGoNVo80sMX84aGG+1eQ7v6wM9FiWuVauw4ddVo9zEkda0Wl4srAXCDPCIiYhgxuJIqNaauOYaSqhpEBLliyZhIo07QtJFJMeG+ujZfc9nN93JxJWq1ApwUNvBz4Q7ORETWjmHEgNS1WvxtfRIuF1ciwNUOn02MvucW3pZ4uk8w5DZSnM4tRXJ2idHvd68a5ot08nVq9VorRERkORhGDEQQBMzfehpHLl+Hk6KuhdfL6d5beFvC3UGOURH+AMxjN9+G+SJcBp6IiACGEYNZticD3yRfgUwqwbLxvdt8VdGG/Wp+PH0VBWXVbXpvfXEZeCIi+iOGEQP4/mQe3v0lDQDw5qhuGNjJq81r6B7ggugQN9RqBWw8Ytptvg1hhJNXiYgIYBi5Z0lZN/D3r04CAKb1b4fxsSGi1TK5XygAYNORbKhrtaLVcSc31RpkXa8CUDdnhIiIiGHkHmRfq8Jf1x2HulaLB7v6YP4jXUStZ1g3X/g6K1FcocKPp02zzTejsAKCUDfPxdMAy+ITEZH5YxhppdKbNZiy5iiuVarRPcAZHzwVCZnIe6zYyqQYHxsMAPjcRCey3povwsmrRERUh2GkFWo0Wjy/MQkXiyrh56LEqkkxsJfrveegUTwdGwy5TIqTOSVIySkRu5zbcL4IERH9GcOIngRBwIJvz+D3jGtwkMuwalIMfJxNZ+EuT0cF/hLhB8A023wb1hjhMvBERNSAYURPK/ZfwuZjOZBKgI/G9UJXf9PbRbhhv5ofTuWhsNy02nzTCyoAoM1bn4mIyHQxjOhh55mreHvnBQDA63/pivs7+4hcUdN6BrqiV7ArajQCvjiSI3Y5OuXVNcgtuQkA6OTNMEJERHUYRlroZE4J5mxJgSAAk+JCMLlfO7FLuqOG0ZGNR7JMps03rX5UxNdZCRd7W5GrISIiU8Ew0gK5JTfx7NrjqK7RYki4Fxb8pavYJd3Vw9394OWkQGG5Cj+dMY023zTdfBF20hAR0S0MI3dRXl2DqZ8fQ3GFCp19nfDRuN6wkZn+H5vc5labr6lMZGUnDRERNcX0v1VFVKvRYtamE0gtKIe3kwKrJ8fAUWEaLbwtMS42GLYyCZKzS3DqSonY5dxaY4STV4mI6A8YRpohCALe+P4s9qUVwc62roXX39VO7LL04u2kxPAedW2+a0xgdCQ1v76ThiMjRET0BwwjzVj9eyY2HM6GRAIsfSoSPQJdxC6pVRp28/3h5FUUV6hEq+N6pVp3/47enDNCRES3MIw0Yfe5AvxrxzkAwCsPd8Gwbr4iV9R6vYLdEBHkCrVGi81HxdvNt+ERTZC7HRzM6FEXEREZH8PIn5zJLcULm09AEOrmXEwbYNotvC0xuW/dTsIbDmejRiNOmy8nrxIRUXMYRv7gaulNPLv2GKrUGgwI88Q/R3aDRCLu5neG8EgPP3g6ypFfVo2fz+aLUkNqPpeBJyKipjGM1KtU1eLZNcdRUKZCJx9HLBvfG7Zm0MLbEgobGcbF1o2OiNXmq1sGnmGEiIj+xDK+be+RRitg9uYTOHe1DJ6OcqyaFANnpWWtEDo+Nhg2UgmOZd7AmdzSNr23IAi6DfI6MYwQEdGfMIwA+PeO89h9vhAKGylWToxGkLu92CUZnI+zEg/3EGc338JyFUpv1kAmlaC9l0Ob3puIiEyf1YeR9Ycysfr3ywCA98dGolewm8gVGU/DRNbvTubheqW6ze7bMF8kxMMeSltZm92XiIjMg1WHkT2phVi4/SwA4B8PheOR+pEDS9U72A09AlygrtVi87G2a/NlJw0REd2J1YaRKnUt5n55EloBGBMdiBmDOohdktFJJBLdImgbDmWhto3afNM4X4SIiO7AasOIvdwGKyZGYXhPP/xrdA+LaOFtib/09IO7gxx5pdXYda6gTe6Z2tBJwz1piIioCVYbRgAgKsQdy8b1htzGev4YlLYyjOtTt5tvW+xXo9UKyNCNjHAZeCIiup31fAuTzvj7giGTSnDk8nWcv1pm1HvlltxEpVoDuUyKEA920hAR0e0YRqyQn4sdHqrfb8fYbb4N80XaezlYzCJyRERkWPx2sFKT+4UCAL5NycUNI7b5crEzIiK6G4YRKxUd4oaufs6ortFiy/Eco90nnZNXiYjoLhhGrJREIsHk+jbf9YeyoNEKRrlPw4JnHBkhIqLmMIxYsZGR/nCzt0VuyU3sPm/4Nt9ajRYZRdwgj4iI7oxhxIopbWV4qr7N1xgTWbOuV0Fdq4WdrQyBbnYGvz4REVkGhhErN+G+EEglwMGL13SPVAwlvX7yapiPI6RS61hUjoiI9McwYuUCXO0wtGt9m++hTINeOzW/7hEN54sQEdGdMIyQrs13W3IuSqtqDHZdbpBHREQtwTBCiG3njs6+TrhZo8GXBmzzTfvDYxoiIqLmMIxQo9181x3ONEibr6pWg8vFlQC4xggREd0ZwwgBAEZHBsDFzhY5129iz4XCe77e5eJK1GoFOClt4OusNECFRERkqRhGCABgJ5fhqZggAIbZzfePi51JJOykISKi5jGMkE5Dm++BjGJkFN5bm2/DMvDspCEiorthGCGdIHd7xHfxAQCsPZh1T9dK1XXScPIqERHdGcMINdKwX803yVdQVt36Nt+GTppOnLxKRER3wTBCjcR18EAnH0dUqTX46viVVl3jplqD7OtVAPiYhoiI7o5hhBr5Y5vv+kOZ0LaizTejsAKCAHg4yOHpqDBwhUREZGkYRug2j/YKgLPSBpnXqrAvrUjv8xvmi3BUhIiIWoJhhG5jL7fBmOi6Nt/PW9Hmq1sGnvNFiIioBRhGqEkT40IhkQD704pwsahCr3O5DDwREemjVWFk2bJlCA0NhVKpRGxsLI4ePdqi8zZv3gyJRILRo0e35rbUhoI97PFAZ28AwPpD+rX5puVzgzwiImo5vcPIli1bkJCQgIULFyI5ORkREREYNmwYCgvvvIR4ZmYm5s6diwEDBrS6WGpbDRNZvzqeg/IWtvmWVdcgr7QaABDGMEJERC2gdxhZsmQJpk+fjilTpqBr165Yvnw57O3tsXr16mbP0Wg0GD9+PP75z3+iffv291QwtZ3+HT3RwcsBlWoNvklqWZtvev0jGl9nJVzsbI1ZHhERWQi9woharUZSUhLi4+NvXUAqRXx8PA4dOtTseW+++Sa8vb3x7LPPtug+KpUKZWVljV7U9iQSiW4RtHWHslrU5pvWsAw8J68SEVEL6RVGiouLodFo4OPj0+i4j48P8vPzmzznwIEDWLVqFVauXNni+yxevBguLi66V1BQkD5lkgE91jsQTgobXCquxP70u7f5puZzGXgiItKPUbtpysvL8cwzz2DlypXw9PRs8Xnz589HaWmp7pWTk2PEKulOHBQ2eCI6EACwtgVtvmlcY4SIiPRko8+bPT09IZPJUFBQ0Oh4QUEBfH19b3v/xYsXkZmZiREjRuiOabXauhvb2CA1NRUdOnS47TyFQgGFgit3mopJcaFYczATe1KLcLm4Eu08HZp9bxp36yUiIj3pNTIil8sRFRWFxMRE3TGtVovExETExcXd9v7OnTvj9OnTSElJ0b1GjhyJIUOGICUlhY9fzESopwMGd/ICAKw7lNns+65VqFBcoQLANUaIiKjl9BoZAYCEhARMmjQJ0dHR6NOnD5YuXYrKykpMmTIFADBx4kQEBARg8eLFUCqV6N69e6PzXV1dAeC242TaJvUNxZ7UInx9/ArmDg2Hg+L2vzoNoyLB7vawl+v9V4uIiKyU3t8YY8eORVFREV5//XXk5+cjMjISO3fu1E1qzc7OhlTKhV0tzcAwL7T3dMCl4kpsTb6CZ+JCb3sP54sQEVFrSARB0H9b1jZWVlYGFxcXlJaWwtnZWexyrNaa3y/jje/PoYOXA3YnDIJEImn0669uO42NR7Lx/OAO+MdDnUWqkoiITEVLv785hEEt9nhUIBzkMlwsqsSBjOLbfp0b5BERUWswjFCLOSlt8URU022+giDo1hjhYxoiItIHwwjpZWL9iqyJFwqRfa1Kd7ywXIWy6lrIpBK092q+9ZeIiOjPGEZILx28HDGwkxcEoXGbb8OoSKiHPRQ2MpGqIyIic8QwQnqb3DcEAPDl8RxUqWsBcL4IERG1HsMI6W1wJ2+EeNijrLoW207kAgDnixARUasxjJDepFIJJtavM7L2YCYEQUBaIZeBJyKi1mEYoVZ5MjoQ9nIZ0goqcPDiNaRzwTMiImolhhFqFWelLR7vXdfmu/in86hSayCXSRHqYS9yZUREZG4YRqjVJtVPZD2TWwYA6ODtCBsZ/0oREZF++M1BrdbR2wn9O3rq/rsTd+olIqJWYBihezK5fhE0gPNFiIiodRhG6J4M6VzX5gsAPQJcRK6GiIjMkY3YBZB5k0klWDUpBik5JRgQ5nn3E4iIiP6EYYTuWUdvR3T05nwRIiJqHT6mISIiIlExjBAREZGoGEaIiIhIVAwjREREJCqGESIiIhIVwwgRERGJimGEiIiIRMUwQkRERKJiGCEiIiJRMYwQERGRqBhGiIiISFQMI0RERCQqhhEiIiISlVns2isIAgCgrKxM5EqIiIiopRq+txu+x5tjFmGkvLwcABAUFCRyJURERKSv8vJyuLi4NPvrEuFuccUEaLVa5OXlwcnJCRKJxGDXLSsrQ1BQEHJycuDs7Gyw6xoSazQM1mgYrNEwWKNhsEbDMGaNgiCgvLwc/v7+kEqbnxliFiMjUqkUgYGBRru+s7Ozyf4lacAaDYM1GgZrNAzWaBis0TCMVeOdRkQacAIrERERiYphhIiIiERl1WFEoVBg4cKFUCgUYpfSLNZoGKzRMFijYbBGw2CNhmEKNZrFBFYiIiKyXFY9MkJERETiYxghIiIiUTGMEBERkagYRoiIiEhUVhlG9u/fjxEjRsDf3x8SiQTffvut2CXdZvHixYiJiYGTkxO8vb0xevRopKamil1WI5988gl69uypWygnLi4OP/30k9hl3dHbb78NiUSCOXPmiF2KzhtvvAGJRNLo1blzZ7HLuk1ubi4mTJgADw8P2NnZoUePHjh+/LjYZeloNBosWLAA7dq1g52dHTp06IC33nrrrntiGNPdPmsEQcDrr78OPz8/2NnZIT4+Hunp6SZTY01NDV566SX06NEDDg4O8Pf3x8SJE5GXl2cyNf7Zc889B4lEgqVLl7ZZfUDLajx//jxGjhwJFxcXODg4ICYmBtnZ2SZTY0VFBWbNmoXAwEDY2dmha9euWL58eZvUZpVhpLKyEhEREVi2bJnYpTRr3759mDlzJg4fPoxdu3ahpqYGQ4cORWVlpdil6QQGBuLtt99GUlISjh8/jvvvvx+jRo3C2bNnxS6tSceOHcOnn36Knj17il3Kbbp164arV6/qXgcOHBC7pEZu3LiBfv36wdbWFj/99BPOnTuH9957D25ubmKXpvOf//wHn3zyCT7++GOcP38e//nPf/DOO+/go48+Eq2mu33WvPPOO/jwww+xfPlyHDlyBA4ODhg2bBiqq6tNosaqqiokJydjwYIFSE5OxtatW5GamoqRI0e2WX13q/GPtm3bhsOHD8Pf37+NKrvlbjVevHgR/fv3R+fOnbF3716cOnUKCxYsgFKpNJkaExISsHPnTmzYsAHnz5/HnDlzMGvWLGzfvt34xQlWDoCwbds2scu4q8LCQgGAsG/fPrFLuSM3Nzfhs88+E7uM25SXlwthYWHCrl27hEGDBgmzZ88WuySdhQsXChEREWKXcUcvvfSS0L9/f7HLuKPhw4cLU6dObXTsscceE8aPHy9SRY39+bNGq9UKvr6+wn//+1/dsZKSEkGhUAhffPGFCBW27PPw6NGjAgAhKyurbYr6k+ZqvHLlihAQECCcOXNGCAkJEd5///02r61BUzWOHTtWmDBhgjgFNaGpGrt16ya8+eabjY717t1bePXVV41ej1WOjJij0tJSAIC7u7vIlTRNo9Fg8+bNqKysRFxcnNjl3GbmzJkYPnw44uPjxS6lSenp6fD390f79u0xfvz4Nh26bYnt27cjOjoaTz75JLy9vdGrVy+sXLlS7LIa6du3LxITE5GWlgYAOHnyJA4cOICHH35Y5MqadvnyZeTn5zf6O+ni4oLY2FgcOnRIxMrurLS0FBKJBK6urmKXoqPVavHMM89g3rx56Natm9jl3Ear1WLHjh3o1KkThg0bBm9vb8TGxprcFIG+ffti+/btyM3NhSAI2LNnD9LS0jB06FCj35thxAxotVrMmTMH/fr1Q/fu3cUup5HTp0/D0dERCoUCzz33HLZt24auXbuKXVYjmzdvRnJyMhYvXix2KU2KjY3FmjVrsHPnTnzyySe4fPkyBgwYgPLycrFL07l06RI++eQThIWF4eeff8aMGTPwwgsvYO3atWKXpvPyyy/jqaeeQufOnWFra4tevXphzpw5GD9+vNilNSk/Px8A4OPj0+i4j4+P7tdMTXV1NV566SU8/fTTJrXp23/+8x/Y2NjghRdeELuUJhUWFqKiogJvv/02HnroIfzyyy949NFH8dhjj2Hfvn1il6fz0UcfoWvXrggMDIRcLsdDDz2EZcuWYeDAgUa/t1ns2mvtZs6ciTNnzpjcPAIACA8PR0pKCkpLS/H1119j0qRJ2Ldvn8kEkpycHMyePRu7du1q02ez+vjjT+49e/ZEbGwsQkJC8OWXX+LZZ58VsbJbtFotoqOjsWjRIgBAr169cObMGSxfvhyTJk0Subo6X375JTZu3IhNmzahW7duSElJwZw5c+Dv728yNZqzmpoajBkzBoIg4JNPPhG7HJ2kpCR88MEHSE5OhkQiEbucJmm1WgDAqFGj8OKLLwIAIiMjcfDgQSxfvhyDBg0Sszydjz76CIcPH8b27dsREhKC/fv3Y+bMmfD39zf6qDLDiImbNWsWfvjhB+zfvx+BgYFil3MbuVyOjh07AgCioqJw7NgxfPDBB/j0009FrqxOUlISCgsL0bt3b90xjUaD/fv34+OPP4ZKpYJMJhOxwtu5urqiU6dOyMjIELsUHT8/v9sCZpcuXfDNN9+IVNHt5s2bpxsdAYAePXogKysLixcvNskw4uvrCwAoKCiAn5+f7nhBQQEiIyNFqqppDUEkKysLv/76q0mNivz2228oLCxEcHCw7phGo8Hf//53LF26FJmZmeIVV8/T0xM2NjZN/hsylR8yb968iVdeeQXbtm3D8OHDAdT9cJSSkoJ3333X6GGEj2lMlCAImDVrFrZt24Zff/0V7dq1E7ukFtFqtVCpVGKXofPAAw/g9OnTSElJ0b2io6Mxfvx4pKSkmFwQAera6y5evNjoC0ps/fr1u621PC0tDSEhISJVdLuqqipIpY0/0mQyme6nUlPTrl07+Pr6IjExUXesrKwMR44cMal5Vw1BJD09Hbt374aHh4fYJTXyzDPP4NSpU43+jfv7+2PevHn4+eefxS4PQN0PbTExMSb9b6impgY1NTWi/RuyypGRioqKRj91Xr58GSkpKXB3d2+UrsU0c+ZMbNq0Cd999x2cnJx0z5BdXFxgZ2cncnV15s+fj4cffhjBwcEoLy/Hpk2bsHfvXpP5AAAAJyen2+bZODg4wMPDw2Tm38ydOxcjRoxASEgI8vLysHDhQshkMjz99NNil6bz4osvom/fvli0aBHGjBmDo0ePYsWKFVixYoXYpemMGDEC//73vxEcHIxu3brhxIkTWLJkCaZOnSpaTXf7rJkzZw7+9a9/ISwsDO3atcOCBQvg7++P0aNHm0SNfn5+eOKJJ5CcnIwffvgBGo1G91nk7u4OuVwueo3BwcG3BSRbW1v4+voiPDy8TeprSY3z5s3D2LFjMXDgQAwZMgQ7d+7E999/j71795pMjYMGDcK8efNgZ2eHkJAQ7Nu3D+vWrcOSJUuMX5zR+3VM0J49ewQAt70mTZokdmk6TdUHQPj888/FLk1n6tSpQkhIiCCXywUvLy/hgQceEH755Rexy7orU2vtHTt2rODn5yfI5XIhICBAGDt2rJCRkSF2Wbf5/vvvhe7duwsKhULo3LmzsGLFCrFLaqSsrEyYPXu2EBwcLCiVSqF9+/bCq6++KqhUKtFquttnjVarFRYsWCD4+PgICoVCeOCBB4TU1FSTqfHy5cvNfhbt2bPHJGpsihitvS2pcdWqVULHjh0FpVIpRERECN9++61J1Xj16lVh8uTJgr+/v6BUKoXw8HDhvffeE7RardFrkwiCiMsTEhERkdXjnBEiIiISFcMIERERiYphhIiIiETFMEJERESiYhghIiIiUTGMEBERkagYRoiIiEhUDCNEREQkKoYRIiIiEhXDCBEREYmKYYSIiIhExTBCREREovp/KdpqJWHivqUAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 82
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-25T09:00:52.493941Z",
     "start_time": "2024-06-25T09:00:52.439567Z"
    }
   },
   "cell_type": "code",
   "source": "plt.plot(list(results.keys()), [results[k]['accuracy'] for k in results.keys()])",
   "id": "b79d247380a1ab1e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x3269915b0>]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 83
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T23:03:22.673847Z",
     "start_time": "2024-06-24T23:03:22.629623Z"
    }
   },
   "cell_type": "code",
   "source": "plt.plot(list(results.keys()), [results[k]['best_score'] for k in results.keys()])",
   "id": "a2df03719b56318a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x172460bc0>]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 57
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-25T08:21:35.511809Z",
     "start_time": "2024-06-25T08:21:35.454712Z"
    }
   },
   "cell_type": "code",
   "source": "plt.plot(list(results.keys()), [results[k]['f1'] for k in results.keys()])",
   "id": "cf3385b94f9b5dfd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x172355c10>]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGdCAYAAAAxCSikAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABR+0lEQVR4nO3de1hUdf4H8PeZgZkBZAYRGC6ieMcrGCaLWpqReFlTa0uttNy01my3YmuLXS+1tbLV5trFtExTa0urtcsvXVIpLBMlwbwi3hBQYbgJw0UYmDm/P2DGSEAHYc6Z4f16nnkeOZxz+Mw4OG/P+X4/X0EURRFEREREMqaQugAiIiKia2FgISIiItljYCEiIiLZY2AhIiIi2WNgISIiItljYCEiIiLZY2AhIiIi2WNgISIiItlzk7qA9mCxWHDx4kV4e3tDEASpyyEiIqLrIIoiKioqEBwcDIWi9WsoLhFYLl68iNDQUKnLICIiojbIy8tD9+7dW93HJQKLt7c3gIYnrNVqJa6GiIiIrofRaERoaKjtc7w1bQosq1atwquvvoqCggJERETgzTffxMiRI5vdt66uDomJidi4cSMuXLiAAQMG4OWXX8bEiRPbfM5fs94G0mq1DCxERERO5nqGc9g96HbLli2Ij4/HsmXLkJGRgYiICMTFxaGwsLDZ/RcvXox33nkHb775Jo4fP44//OEPmDFjBg4ePNjmcxIREVHnIti7WnN0dDRuvvlmvPXWWwAaBryGhobij3/8I5577rmr9g8ODsbf/vY3LFq0yLbt7rvvhoeHBz788MM2nfPXjEYjdDodysvLeYWFiIjISdjz+W3XFRaTyYT09HTExsZeOYFCgdjYWKSmpjZ7TG1tLTQaTZNtHh4e2LNnzw2d02g0NnkQERGR67IrsBQXF8NsNkOv1zfZrtfrUVBQ0OwxcXFxWLFiBU6dOgWLxYKdO3di69atyM/Pb/M5ExMTodPpbA/OECIiInJtHd447vXXX0e/fv0QHh4OlUqFxx9/HPPmzbvmfOvWJCQkoLy83PbIy8trx4qJiIhIbuxKDX5+flAqlTAYDE22GwwGBAYGNnuMv78/vvjiC1RVVSEnJwcnTpxAly5d0Lt37zafU61W22YEcWYQERGR67MrsKhUKkRFRSE5Odm2zWKxIDk5GTExMa0eq9FoEBISgvr6evz3v//FtGnTbvicRERE1DnY3YclPj4eDz74IEaMGIGRI0di5cqVqKqqwrx58wAAc+fORUhICBITEwEA+/fvx4ULFxAZGYkLFy7g+eefh8ViwV/+8pfrPicRERF1bnYHlpkzZ6KoqAhLly5FQUEBIiMjkZSUZBs0m5ub22R8Sk1NDRYvXoyzZ8+iS5cumDx5Mj744AP4+Phc9zmJiIioc7O7D4scsQ8LERGR8+mwPixEREREUmBgISIiItlzidWaiajtDMYabE7Lg9ligY+nCr5eKvh4usPXS4Wunip09VLBS6W8rsXJiIg6CgMLUSd12WTG2h/OYs3uM6g2mVvd110pNIQXTxW6ermjq6eqMdy4X7XdGnK0GjeGHCJqNwwsRJ2MxSLiy0MX8EpSFvLLawAAw3v4YEiwDqXVJpRVm3Cpqg6Xqk0orTKhtt6COrOIwopaFFbUXvfPUSoEdPV0bwg2nleu2liDjnX7L4OOzsMdCgVDDhFdjYGFqBM5cK4UL27LxKG8MgBAiI8HnpsUjt8OC2rxashlk9kWXsqq62yhxvZ1lQmXqhsfjUGn2mSG2SKiuNKE4krTddenEACdhzu6Wm9HearQtbmg49Ww3Rpy3JQcjkfk6hhYiDqBvNJq/DPpBLYdblh01EulxGO39cXDY3pB465s9VgPlRIeKg8E+3hc98+rqTOjrLquMcSYcMkadKpMjYGnrjHwNH5dVYeK2npYROBSdR0uVdcBqLrun6fzcG8IML8IOt26qHBPVHf003tf93mISL7Yh4XIhVXU1GHVd2ew/sdsmOotEARg5ohQxE/ojwBvjdTlNWGqt6Ds8pWrNNagY/3zVUGnygRjTX2r59R5uOPLRaMR5ufloGdBRPaw5/ObV1iIXJDZImLLT3lYsTPLdktmdN9u+NvkQRgULM9Qr3JTIMBbY1eQqjdbUHa5rmHcTZMwU4evD1/EsYtGzN90AFsfGwWtxr0DqyeijsbAQuRifjhVhH9sy8SJggoAQG8/L/x18kDcPjDA5WbtuCkV8Ouihl8X9VXfu/umENz51o84XViJJzf/jLVzR0DJAb1ETosj1YhcxOnCSvx+w0+Ysy4NJwoqoPNwx9LfDkLSk7cidpDe5cLKtQRoNXh3bhTUbgp8e6IQr3xzQuqSiOgG8AoLkZO7VGXCyl0n8eH+XJgtItwUAubE9MQTt/eDj6dK6vIkNay7D1753TA8sflnvLP7LMIDvTFjeHepyyKiNmBgIXJSpnoLNqWewxvJp2yDT2MHBiBh8kD08e8icXXyMS0yBCcNFVj13Rk8+98jCOvmheE9ukpdFhHZiYGFyMmIooidxw1I/N8JZBc3TP0ND/TGkt8Owui+fhJXJ09/vmMAsgoqsSvTgEc/SMdXj49BoE5es6SIqHWc1kzkRI5dLMdLX2ci9WwJAMCvixpPT+iPe0aEckDpNVTW1uOut3/ESUMlIrrrsOXRmGv2oCGijmXP5zcH3ZJLOH7RiF3HDXCB/N2sQmMN/vLZIfz2zT1IPVsClZsCj43rg5RnxmHWyB4MK9ehi9oN7829GV093XHofDme/e9hl32/ELki3hIipyeKIh56Pw2FFbWI7uWLxLuGoreLjOGoqTPjvR/O4u2UKwsUTo0IxrMTB6B7V0+Jq3M+Pbp54u37ozBn3X58+fNFhAdqsXBcH6nLIqLrwCss5PRySqpti/Ltzy7FxNd/wFvfnoKp3iJxZW0niiK+/PkCxv8rBf/acRLVJjMiQ33w34Wj8Obs4QwrNyCmTzcsu3MwAOCVb05g13GDxBUR0fVgYCGnd/hCOQCgb0AX3NLPD6Z6C/614ySmvrkHB3MvSVyd/dJzLmHG23vxxOafcbG8BsE6DV6fFYnPHxuFqJ6c3dIe5vymJx74TQ+IIvDE5oM4aaiQuiQiugYGFnJ6hxtXHh7Vpxs2/X4k/j0zAr5eKmQZKnDX6r14/qtjqKxtfc0ZOTh/qRqPf5SBu1fvxc95ZfBUKfH0hP749ulxmBYZ0ukav3W0ZVMH4ze9fVFlMmP+xgO4VHX9q0oTkeMxsJDTO3y+4QrLsO4+EAQBM4Z3x674sbjrphCIIrBh7zncsWK3bC/9V9bW45WkExj/2m58fTjftkBhytPj8Pj4fpzJ0kHclQq8fX8UQn09kFtajcf+k4E6s/PeRiRydQws5NTMFhFHLzYElojuOtt2Xy8VVtwbiQ8eHolQXw/kl9dg/qYDWPSfDBRW1EhVbhNmi4jNabkY92oK3k45A1O9BTG9u+HrP47By78bhgAt+4R0NF8vFd6bezO8VEqkni3BS18fl7okImoBAws5tdOFlag2meGlUjY7M+iWfv7Y8eRYPHprbygVArYdyUfsa7uxOS1X0imtP54uxpQ3fsBzW4+guLIWYd088e6cKHy0IBqDg3XXPgG1mwGB3vj3zEgIArAxNQcf7c+VuiQiagYDCzm1Q+fLAACDQ3Qt9iLxUCmRMHkgvlw0GkNCtDDW1OO5rUcw6919OFtU6cBqgTNFlZi/8Sfc/95+nCiogFbjhiW/HYQdT43FhMGBHKcikQmDA/H0hAEAgKVfHsX+xsZ8RCQfDCzk1A43BpZf3g5qyZAQHb54bDQWTxkID3elQ6dAl1Wb8PxXxxD37++xK7MQSoWAh0aFYfczt+HhMb2gcuOvotQeG9cHUyOCUW8RsfA/GcgrrZa6JCL6Bf4rSU7tlwNur4ebUoH5t/TGjqduxa39/ZtMgc7ogCnQdWYL1u/JxthXU7Bh7znUW0SMDw/AN0/eiufvHIyuXp17NWU5EQQBr9w9DENDdCitMmHBpgOocoLZZUSdBQMLOa3aejMy840AgIjrDCxWob6e2DjvZqycGWmbAn336r1Y9uXRdpkCbV2gMO7f3+PvXx9H+eU6hAd644OHR2L9Qzejb4BrdOJ1NR4qJd6dGwW/LmqcKKjAU1t+hsXC9v1EcsDAQk4rq6ACdWYRXT3dEerrYffxgiBg+vCQJlOgN6bm3PAU6OMXjbj/vf1YsOkAzhZXwa+LCstnDMW2P92CW/r5t/m85BhBOg+8OzcKKqUCO44bsHLXSalLIiIwsJATO9R4O2hoY/+VtvrlFOgevp5tngJdWFGD5/57GFPe/AF7zzQsULhwXB989/Q43BfNBQqdyU09umL5XUMBAG98expfH74ocUVExMBCTsva4fZ6Btxej1v6+eObJ2/Fo2PtmwJdU2fGqu9O47ZXU7D5pzyIIjBlWBCS48fi2Ynh8Na4t0t95Fi/i+qOBbf0AgA8/ekhHG1cAoKIpMHAQk7L3gG318NDpUTCpIYp0ENDdE2mQJ/51RRoURTx1aGLuP213Xj1myxUmcyI6K7DZ3+Iwar7bkKoLxcodHbPTRqIsf39UVNnwYJNB1DUuMgmETkeAws5pWpTPU4VNixYN6ydrrD80pAQHT5/bFSTKdCTXv8BbyY3TIHOyL2Eu1bvxZ8+PogLZZcRpNNg5cxIfP7YaIwI8233ekgaSoWAN2YPR29/L+SX1+DRDw6gtt4sdVlEnZIgStnus50YjUbodDqUl5dDq9VKXQ45QFp2Ke59JxV6rRr7/xrboT8rr7Qai784it0niwAAeq0aBmPD/7Q93JVYOK4PFtzSGx4qrvnjqs4WVWL6qh9hrKnH76K649XfDWOTP6J2YM/nN6+wkFOyNoxrz9tBLQn19cSGeTfj9VkNU6ANxloIQsMYh5RnxuFPt/djWHFxvf274K37boJCAD5LP491e7KlLomo03GTugCitrDOEGqvAbfXIggCpkWG4NZ+/vhvxnn8pnc3DAnhmj+dya39/fG3KYPw4tfHsXx7JvrpvTG2P6epEzkKr7CQU3LkFZZf6uqlwvxbejOsdFK/Hx2Ge0d0h0UEHv8o46qB2ETUcdoUWFatWoWwsDBoNBpER0cjLS2t1f1XrlyJAQMGwMPDA6GhoXjqqadQU3Olv8Xzzz8PQRCaPMLDw9tSGnUC5dV1yClpWOelIwbcErVEEAS8OH0Ionp2RUVNPRZsPIDyy3VSl0XUKdgdWLZs2YL4+HgsW7YMGRkZiIiIQFxcHAoLC5vd/6OPPsJzzz2HZcuWITMzE+vWrcOWLVvw17/+tcl+gwcPRn5+vu2xZ8+etj0jcnmHL5QBAHp284SPJ9fiIcdSuymx5oEoBOs0OFtchT9+fBBmtu8n6nB2B5YVK1ZgwYIFmDdvHgYNGoQ1a9bA09MT69evb3b/vXv3YvTo0bjvvvsQFhaGCRMmYPbs2VddlXFzc0NgYKDt4efn17ZnRC6vI/qvENnD31uNd+eOgIe7Et+fLELi9kypSyJyeXYFFpPJhPT0dMTGXplGqlAoEBsbi9TU1GaPGTVqFNLT020B5ezZs9i+fTsmT57cZL9Tp04hODgYvXv3xv3334/c3NwW66itrYXRaGzyoM7jUDt3uCVqiyEhOvzrnggAwHt7svHpgTyJKyJybXYFluLiYpjNZuj1+ibb9Xo9CgoKmj3mvvvuw9///neMGTMG7u7u6NOnD8aNG9fkllB0dDQ2bNiApKQkrF69GtnZ2bjllltQUVHR7DkTExOh0+lsj9DQUHueBjk56xWWoRz4ShKbMiwIf7q9HwDgb58fRXpOqcQVEbmuDp8llJKSguXLl+Ptt99GRkYGtm7dim3btuHFF1+07TNp0iTcc889GDZsGOLi4rB9+3aUlZXhk08+afacCQkJKC8vtz3y8vg/m86i0FiDAmMNFAI4U4dk4cnb+yFusB4mswWPfpCBi2WXpS6JyCXZFVj8/PygVCphMBiabDcYDAgMDGz2mCVLlmDOnDmYP38+hg4dihkzZmD58uVITEyExWJp9hgfHx/0798fp0+fbvb7arUaWq22yYM6B2v/lb4BXeClZhshkp5CIWDFvZEID/RGcWUtHvngAC6b2L6fqL3ZFVhUKhWioqKQnJxs22axWJCcnIyYmJhmj6muroZC0fTHKJUNXUFbWhWgsrISZ86cQVBQkD3lUScgVf8VotZ4qd2wdu4I+HqpcPSCEU9/dqjVFb6JyH523xKKj4/H2rVrsXHjRmRmZmLhwoWoqqrCvHnzAABz585FQkKCbf+pU6di9erV2Lx5M7Kzs7Fz504sWbIEU6dOtQWXp59+Grt378a5c+ewd+9ezJgxA0qlErNnz26np0mu4rCDO9wSXa9QX0+seSAKbgoB2w7n461vm79CTERtY/c19ZkzZ6KoqAhLly5FQUEBIiMjkZSUZBuIm5ub2+SKyuLFiyEIAhYvXowLFy7A398fU6dOxT/+8Q/bPufPn8fs2bNRUlICf39/jBkzBvv27YO/P9te0xWiKPIKC8nayF6+eHH6ECRsPYLXdp5EP703Jg5p/nY5EdmHqzWT08grrcYtr3wHd6WAoy/EQe3GBQdJnp7/6hg27D0HT5USWx8bhfBA/rtE1Byu1kwu6VDj1ZWBQVqGFZK1xVMGYnTfbqg2mTF/4wGUVNZKXRKR02NgIadxpcMtx6+QvLkpFVh1303o2c0T5y9dxsL/ZMBU3/ysSCK6Pgws5DSsHW6HhfhIWgfR9fDxVOG9uSPQRe2GtOxSPP9/xzhziOgGMLCQUzBbRBy90HiFJZRXWMg59NN7443ZkRAE4KP9ufhwX47UJRE5LQYWcgpniypRZTLDw12Jvv5dpC6H6LqND9fj2YnhAIDn/+849p4ulrgiIufEwEJOwdrhdkiIFm5Kvm3JuTx6a2/MGB4Cs0XEYx9lIKekSuqSiJwO/+Unp3CE/VfIiQmCgMS7hiIi1Adl1XWYv/EAKmrqpC6LyKkwsJBTOMQZQuTkNO5KvDsnCnqtGqcKK/HUlp9htnAQLtH1YmAh2TPVW3A83wgAiOAVFnJieq0G784ZAZWbArsyC/HajiypSyJyGgwsJHsnDRUw1Vug1bihZzdPqcshuiERoT545e5hAIC3U87gy58vSFwRkXNgYCHZO/SL8SuCIEhbDFE7mD48BH8Y2wcA8JfPDtt6DBFRyxhYSPYO53H8CrmeZ+IG4PbwANTWW/DIBwdgMNZIXRKRrDGwkOwd4gwhckFKhYCVsyLRL6ALDMZaPPJBOmrqzFKXRSRbDCwka5dNZpwqrAQARLDDLbkYb4073ntwBHQe7jiUV4aErUfYvp+oBQwsJGvH88thtojw91YjUKuRuhyidtezmxdW338TlAoBnx+8gHe/Pyt1SUSyxMBCsnaocfxKRHcdB9ySyxrV1w/Lpg4CAPwz6QS+O1EocUVE8sPAQrJ2mONXqJOY85uemD2yB0QR+NPHB3G6sELqkohkhYGFZO0wO9xSJyEIAl64czBG9vJFRW095m88gLJqk9RlEckGAwvJVvnlOpwtblgkjldYqDNQuSmw+v6bEOLjgXMl1Xj8o4OoN1ukLotIFhhYSLaOXmi4utK9qwd8vVQSV0PkGN26qPHegyPgqVJiz+livLQtU+qSiGSBgYVky9p/hesHUWczMEiLFfdGAgA27D2HzWm50hZEJAMMLCRb7HBLndnEIYGIv6M/AGDJl0eRll0qcUVE0mJgIdniDCHq7P44vi+mDA1CnVnEwg/Tcf5StdQlEUmGgYVkqaiiFhfLayAIwFBeYaFOShAEvHrPMAwO1qKkyoQFm9JRVVsvdVlEkmBgIVk6cqEMANDHvwu6qN2kLYZIQp4qN7w7dwT8uqiQmW/Eb9/cg8Ttmdh3tgR1nEFEnQg/CUiWDnH8CpFNiI8H3pkThQfX/4Ts4iq88/1ZvPP9WXhr3HBrP3+MG+CPcQMC4O+tlrpUog7DwEKydJgzhIiaiOrpix+fHY/dp4qQcqIQKSeLUFplwrYj+dh2JB9AQ8C/bUAAbgsPwLAQHRQKLmdBroOBhWRHFEVbh1uOXyG6QufpjjsjgnFnRDDMFhGHz5fhuxOF+C6rCEculOPw+YbH68mn0M1LhbED/HHbgADc2t8fOg93qcsnuiGC6AJrmRuNRuh0OpSXl0Or1UpdDt2g85eqMebl7+CmEHD0hTho3JVSl0Qke4XGGqScLEJKViF+OFmMil8MzlUqBET16IrbwgNwW7g/Bui9uZgoyYI9n9+8wkKyY726MiDQm2GF6DoFaDW4d0Qo7h0RijqzBQfOXcJ3WYX47kQhThVWIu1cKdLOleLlpBMI1mkwLjwA4wcEYFTfbvBU8aOA5I/vUpKdQ+y/QnRD3JUKxPTphpg+3fDXyQORV1qNlKyGW0c/ni7GxfIafLQ/Fx/tz4VKqUB0b1+MDw/AbQMCEObnJXX5RM1iYCHZOdJ4hSWC41eI2kWoryfmxIRhTkwYaurMSD1bgu9OFOLbE4U4f+kyfjhVjB9OFeOF/zuO3n5eGDcgAOPDA3Bzr65Qu/EqJ8kDx7CQrFgsIiJe2IGK2nps/9MtGBTMv0+ijiKKIs4UVeK7E0X49kQhfjpXinrLlY8ET5USo/v6YXx4AMYN8EeQzkPCaskVcQwLOa3skipU1NZD465Af30XqcshcmmCIKBvgDf6Bnhjwa29UVFThz2nihvGvmQVoaiiFjuPG7DzuAFAw6KMtw3wx/jwAESG+sBNyd6j5DgMLCQr1v4rg4N1/MeQyMG8Ne6YNDQIk4YGwWIRcTzf2HDrKKsQP+eVITPfiMx8I95OOQOdhzvG9vfHbeH+GNs/AL5eKqnLJxfHwEKywg63RPKgUAgYEqLDkBAd/nh7P5RWmbD7ZCG+O1GE3SeLUH65Dl8duoivDl2EIACRoT64rXHsy6AgLZvWUbtr039hV61ahbCwMGg0GkRHRyMtLa3V/VeuXIkBAwbAw8MDoaGheOqpp1BTU3ND5yTXdGWFZgYWIjnx9VJhxvDueGP2cKQvjsVnf4jBotv6YGCQFqIIHMwtw4qdJ/HbN/cgOjEZf/nsEP53JB8VNXVSl04uwu4rLFu2bEF8fDzWrFmD6OhorFy5EnFxccjKykJAQMBV+3/00Ud47rnnsH79eowaNQonT57EQw89BEEQsGLFijadk1xTndmCYxeNADilmUjO3JQKjAjzxYgwXzwTF46C8hpbz5c9p4tRVFGLTw6cxycHzsNNIeDmsMZp0+H+6OPfhU3rqE3sniUUHR2Nm2++GW+99RYAwGKxIDQ0FH/84x/x3HPPXbX/448/jszMTCQnJ9u2/fnPf8b+/fuxZ8+eNp3z1zhLyDUcu1iOKW/sgbfaDYeWTeAlZSInVFtvxk/Zl/DtiUKkZBXibHFVk+937+ph6/kS06cbm0N2ch02S8hkMiE9PR0JCQm2bQqFArGxsUhNTW32mFGjRuHDDz9EWloaRo4cibNnz2L79u2YM2dOm89ZW1uL2tpa29dGo9Gep0Ey9cv1gxhWiJyT2k2JMf38MKafH5ZOHYRzxVW2WUf7zpbg/KXL2JSag02pOVC7KTCqTzfMv6U3Rvf1k7p0kjm7AktxcTHMZjP0en2T7Xq9HidOnGj2mPvuuw/FxcUYM2YMRFFEfX09/vCHP+Cvf/1rm8+ZmJiIF154wZ7SyQlYAwtvBxG5jjA/L8zz64V5o3uh2lSPvadL8G1WIVJOFOJieU1j990SfPxINKJ6+kpdLslYh88bTUlJwfLly/H2228jIyMDW7duxbZt2/Diiy+2+ZwJCQkoLy+3PfLy8tqxYpKKdcAtO9wSuSZPlRtiB+mxfMZQ/PjceHzz5K24PTwAJrMFj36Qjgtll6UukWTMrsDi5+cHpVIJg8HQZLvBYEBgYGCzxyxZsgRz5szB/PnzMXToUMyYMQPLly9HYmIiLBZLm86pVquh1WqbPMi51dSZkVVQAQAYFuojbTFE1OEEQcCAQG+8ed9wDAzSorjShEc2HcBlk1nq0kim7AosKpUKUVFRTQbQWiwWJCcnIyYmptljqquroVA0/TFKZcMgK1EU23ROcj3H842ot4jw66JCsE4jdTlE5CCeKjesnRuFbl4qHLtoxNOfHYILrBhDHcDuW0Lx8fFYu3YtNm7ciMzMTCxcuBBVVVWYN28eAGDu3LlNBtBOnToVq1evxubNm5GdnY2dO3diyZIlmDp1qi24XOuc5PoO55UBAIaG6DjlkaiT6d7VE6sfiIK7UsC2w/l469vTUpdEMmR3H5aZM2eiqKgIS5cuRUFBASIjI5GUlGQbNJubm9vkisrixYshCAIWL16MCxcuwN/fH1OnTsU//vGP6z4nuT4OuCXq3Eb28sWL04bgua1H8NrOk+in98bEIc0PC6DOias1kyzc/loKzhRVYf1DIzA+nEGVqLN6/qtj2LD3HDxVSvx34SgMDOK/6a7Mns9vri5HkquoqbM1l+IVFqLObfGUgRjT1w/VJjPmbzyAksraax9EnQIDC0nuyIVyiCIQ4uMBvy5qqcshIgm5KRV4677hCOvmiQtll7HwPxkw1VukLotkgIGFJHfkPFdoJqIrfDxVeO/BEeiidkNadimWfXWMM4eIgYWkxwG3RPRrfQO88cbsSAgC8HFaLj7YlyN1SSQxBhaS3CF2uCWiZowP1+PZieEAgBf+7zj2ni6WuCKSEgMLSaqkshbnLzW04x7CwEJEv/Lorb0xY3gIzBYRj32UgZySqmsfRC6JgYUkdfhCw+2g3n5e0GrcJa6GiORGEAQk3jUUEaE+KKuuw/yNB1BRUyd1WSQBBhaS1OE8DrglotZp3JV4d04U9Fo1ThVW4snNP8Ns4SDczoaBhSRlXaGZA26JqDV6rQbvzhkBlZsCyScK8a8dWVKXRA7GwEKSEUURhxpnCEWE8goLEbUuItQHr/5uGABgdcoZfPnzBYkrIkdiYCHJFBhrUFxZC6VCwKAgBhYiurZpkSFYOK4PAOAvnx3GocaFU8n1MbCQZA41jl/pr/eGh0opcTVE5CyenjAAt4cHoLbegkc+OACDsUbqksgBGFhIMofZf4WI2kCpELByViT6BXSBwViLRz5IR02dWeqyqIMxsJBk2OGWiNrKW+OO9x4cAR9PdxzKK0PC1iNs3+/iGFhIEqIo/mKGEK+wEJH9enbzwtv33QSlQsDnBy/g3e/PSl0SdSAGFpLEuZJqGGvqoXJTYECgt9TlEJGTGtXXD8umDgIA/DPpBL49YZC4IuooDCwkCevVlUFBWrgr+TYkorab85uemD2yB0QR+NPHP+N0YYXUJVEH4CcFScI6Q4gDbonoRgmCgBfuHIyRvXxRWVuP+RsPoKzaJHVZ1M4YWEgS7HBLRO1J5abA6vtvQveuHjhXUo3HPzqIerNF6rKoHTGwkMPVmy04dtEIgB1uiaj9dOuixtq5I+CpUmLP6WK8tC1T6pKoHTGwkMOdLqrE5Tozuqjd0Nuvi9TlEJELGRikxYp7IwEAG/aew+a0XGkLonbDwEIOZ12heUiIFgqFIHE1RORqJg4JxJ/v6A8AWPLlUaRll0pcEbUHBhZyuEO2Drc+ktZBRK7r8fF9MWVoEOrMIhZ+mI7zl6qlLoluEAMLOZy1w+1QzhAiog4iCAL+dU8EBgdrUVJlwvyNB1BVWy91WXQDGFjIoWrrzThR0DjglldYiKgDeaiUWDt3BPy6qHCioAJPf3oIFgvb9zsrBhZyqMz8CtSZRXT1dEf3rh5Sl0NELi7YxwPvzImCSqnA/44W4PXkU1KXRG3EwEIO9cv+K4LAAbdE1PGievripRlDAACvJ5/C9iP5EldEbcHAQg5lHb/CDrdE5Ej3jgjFw2N6AQD+/MkhHLtYLnFFZC8GFnIodrglIqkkTArHrf39cbnOjAUbD6CoolbqksgODCzkMFW19ThdWAkAGMYOt0TkYG5KBd6cPRy9/bxwsbwGCz9Mh6me7fudBQMLOczRC+WwiECQToMAb43U5RBRJ6TzcMfaB0fAW+OGAzmXsOSLoxBFzhxyBgws5DDW8SvDOH6FiCTUx78L3rrvJigEYMuBPGzYe07qkug6MLCQwxzi+BUikomx/f3x18kDAQAvfn0cP5wqkrgiuhYGFnIYXmEhIjl5eEwv/C6qOywisOg/GcgurpK6JGoFAws5xKUqE3JLG9byGBbiI20xRERoaN//jxlDcFMPHxhr6jF/408w1tRJXRa1gIGFHOLwhYarK2HdPKHzdJe4GiKiBmo3JdbMiUKQToMzRVX408cHYWb7flliYCGHOMLxK0QkUwHeGqydOwIadwVSsorwStIJqUuiZrQpsKxatQphYWHQaDSIjo5GWlpai/uOGzcOgiBc9ZgyZYptn4ceeuiq70+cOLEtpZFMHeL4FSKSsSEhOrz6uwgAwDvfn8V/089LXBH9mt2BZcuWLYiPj8eyZcuQkZGBiIgIxMXFobCwsNn9t27divz8fNvj6NGjUCqVuOeee5rsN3HixCb7ffzxx217RiRL1g63EaE+ktZBRNSSqRHB+OP4vgCAhK1HkJF7SeKK6JfsDiwrVqzAggULMG/ePAwaNAhr1qyBp6cn1q9f3+z+vr6+CAwMtD127twJT0/PqwKLWq1usl/Xrl3b9oxIdgzGGhiMtVAIwOBgrdTlEBG16KnY/pgwSA+T2YJHP0hHfvllqUuiRnYFFpPJhPT0dMTGxl45gUKB2NhYpKamXtc51q1bh1mzZsHLy6vJ9pSUFAQEBGDAgAFYuHAhSkpKWjxHbW0tjEZjkwfJ16G8MgBAvwBveKrcpC2GiKgVCoWAf8+MRHigN4oqavHIpnTU1JmlLotgZ2ApLi6G2WyGXq9vsl2v16OgoOCax6elpeHo0aOYP39+k+0TJ07Epk2bkJycjJdffhm7d+/GpEmTYDY3/yZJTEyETqezPUJDQ+15GuRg7L9CRM7ES+2GtXNHwNdLhSMXyvGXzw6zfb8MOHSW0Lp16zB06FCMHDmyyfZZs2bhzjvvxNChQzF9+nR8/fXX+Omnn5CSktLseRISElBeXm575OXlOaB6aitbh1uOXyEiJxHq64m3778JbgoBXx26iLdTzkhdUqdnV2Dx8/ODUqmEwWBost1gMCAwMLDVY6uqqrB582Y8/PDD1/w5vXv3hp+fH06fPt3s99VqNbRabZMHyZMoijjS2IMlgldYiMiJ/KZ3N7wwbTAA4F87srDzuOEaR1BHsiuwqFQqREVFITk52bbNYrEgOTkZMTExrR776aefora2Fg888MA1f8758+dRUlKCoKAge8ojGcorvYyy6jqolAqEBzJYEpFzuT+6J+b8pidEEXhy80FkFVRIXVKnZfctofj4eKxduxYbN25EZmYmFi5ciKqqKsybNw8AMHfuXCQkJFx13Lp16zB9+nR069atyfbKyko888wz2LdvH86dO4fk5GRMmzYNffv2RVxcXBufFsmF9XbQwCBvqNzYp5CInM/SqYMQ07sbqkxmzN/0Ey5VmaQuqVOye8rGzJkzUVRUhKVLl6KgoACRkZFISkqyDcTNzc2FQtH0gykrKwt79uzBjh07rjqfUqnE4cOHsXHjRpSVlSE4OBgTJkzAiy++CLVa3canRXJxmB1uicjJuSsVePv+mzBt1Y/ILa3Gwv+k44OHo+Gu5H/CHEkQXWDos9FohE6nQ3l5OcezyMy976QiLbsUr/5uGO4ZwdlcROS8ThoqMGPVj6gymTHnNz3x4vQhUpfk9Oz5/GY8pA5jtog4ah1wyxlCROTk+uu98fqs4RAE4IN9OfhwX47UJXUqDCzUYc4UVaLaZIanSok+/l2kLoeI6IbFDtLj6QkDAADPf3UMqWdabnJK7YuBhTqMtWHckGAdlApB4mqIiNrHY+P64M6IYNRbRDz2n3TklVZLXVKnwMBCHeZUYcP0v4FB3hJXQkTUfgRBwCu/G4Zh3XW4VF2H+RsPoLK2XuqyXB4DC3UY6/86enTzusaeRETOReOuxLtzRsDfW40sQwWe2vIzLBann8Miawws1GFyShoCS09fT4krISJqf4E6Dd6dEwWVmwI7jxvw710npS7JpTGwUIcQRRG51sDSjYGFiFzT8B5d8c+7hgIA3vz2NP7v0EWJK3JdDCzUIS5V16Gi8Z5uKK+wEJELu+um7nj01t4AgGc+O4QjjRMOqH0xsFCHyCmpAgAEajXQuCslroaIqGP9ZWI4bhvgj5o6Cx754AAKK2qkLsnlMLBQh8i1Dbjl1RUicn1KhYDXZw9HH38v5JfX4Ldv7MGyL49iz6li1JktUpfnEuxeS4joenDALRF1NlqNO9578GbMejcVBmMtNqbmYGNqDrQaN9wWHoAJgwIxdoA/uqj50dsWfNWoQ+RwwC0RdUK9/Lyw+5nb8OPpYuw8bsCuTAOKK0348ueL+PLni1ApFRjVtxvuGKTHHQP1CNBqpC7ZaTCwUIfILW0Yw8IeLETU2Wjclbh9oB63D9TDbBHxc94l7DhmwM7jBpwtrkJKVhFSsorwt8+PIjLUB3cM0iNusB59/LtAENgVvCUMLNQheEuIiKhhbEtUT19E9fRFwuSBOF1YiR3HC7DzuAEHc8vwc17D49VvstDLzwsTBulxxyA9hvfoyiVNfkUQRdHpW/PZszw1dbzLJjMGLk0CABxccge6eqkkroiISH4KjTXYlVmIHccLsPd0CUy/GJzr10WF28P1mDBYj9F9/Vx2tqU9n9+8wkLtzjpDyFvjBh9Pd4mrISKSpwCtBvdF98B90T1QWVuP3VlF2Hm8AMknClFcacKWA3nYciAPHu5KjO3vjzsG6TE+PKDT/ieQgYXanTWw9OzmyfuxRETXoYvaDVOGBWHKsCDUmS1Iyy7FjmMNt44ultcg6VgBko4VQKkQcHNYV9wxKBATBuk7VWNOBhZqd9amcT19OeCWiMhe7koFRvf1w+i+fnj+zsE4dtGIHccbBu1m5hux72wp9p0txYtfH0d4oDcmDG4IL4ODtS79n0QGFmp3bBpHRNQ+BEHAkBAdhoToEH9Hf+SVVmPncQN2HC/AT+cu4URBBU4UVOCN5FMI1mlwxyA9JgwOxMhevnBXulZvWAYWanecIURE1DFCfT3x+zG98PsxvXCpyoRvTxRi53EDdp8swsXyGpduVuf8z4Bkh1dYiIg6XlcvFe6O6o67o7qjps6MH08XY8cxA5JPuGazOgYWaldmi4jzl6yDbjmGhYjIEVpqVrfjuAHZLtKsjn1YqF3llVbjlle+g0qpQOaLE9n4iIhIQqIo4kxRJXYcN2DHMQN+zitr8n2pm9WxDwtJxno7qLuvB8MKEZHEBEFA3wBv9A3wxmPj+l7VrC67uArvfH8W73x/VvbN6hhYqF1xwC0RkXw5c7M6BhZqVzmNix5y/AoRkby1pVndzJtDJZtxxMBC7Sq38QpLZ+q+SETk7FpqVrfjWAFOFFRg39lSZOSWYdbNoZLVyMBC7Yq3hIiInFtLzepKq0zwkrCfCwMLtRtRFJH3i3WEiIjI+Vmb1UnNtfr2kqQuVdehorYeAG8JERFR+2JgoXZjXfQwUKuR3XQ4IiJybgws1G7Ykp+IiDoKAwu1Gw64JSKijsLAQu3GFlh4hYWIiNoZAwu1m9zGpnE92DSOiIjaGQMLtRveEiIioo7SpsCyatUqhIWFQaPRIDo6GmlpaS3uO27cOAiCcNVjypQptn1EUcTSpUsRFBQEDw8PxMbG4tSpU20pjSRy2WRGYUUtAN4SIiKi9md3YNmyZQvi4+OxbNkyZGRkICIiAnFxcSgsLGx2/61btyI/P9/2OHr0KJRKJe655x7bPq+88greeOMNrFmzBvv374eXlxfi4uJQU1PT9mdGDmWdIeStcYPOw13iaoiIyNXYHVhWrFiBBQsWYN68eRg0aBDWrFkDT09PrF+/vtn9fX19ERgYaHvs3LkTnp6etsAiiiJWrlyJxYsXY9q0aRg2bBg2bdqEixcv4osvvrihJ0eOY+3B0rObJwRBkLgaIiJyNXYFFpPJhPT0dMTGxl45gUKB2NhYpKamXtc51q1bh1mzZsHLq2FgZnZ2NgoKCpqcU6fTITo6usVz1tbWwmg0NnmQtKxXWHr6csAtERG1P7sCS3FxMcxmM/R6fZPter0eBQUF1zw+LS0NR48exfz5823brMfZc87ExETodDrbIzRUutUjqQGbxhERUUdy6CyhdevWYejQoRg5cuQNnSchIQHl5eW2R15eXjtVSG3FGUJERNSR7Aosfn5+UCqVMBgMTbYbDAYEBga2emxVVRU2b96Mhx9+uMl263H2nFOtVkOr1TZ5kLR4hYWIiDqSXYFFpVIhKioKycnJtm0WiwXJycmIiYlp9dhPP/0UtbW1eOCBB5ps79WrFwIDA5uc02g0Yv/+/dc8J8mD2SLi/CVrl1uOYSEiovbnZu8B8fHxePDBBzFixAiMHDkSK1euRFVVFebNmwcAmDt3LkJCQpCYmNjkuHXr1mH69Ono1q1bk+2CIODJJ5/ESy+9hH79+qFXr15YsmQJgoODMX369LY/M3KYi2WXUWcWoVIqEKjVSF0OERG5ILsDy8yZM1FUVISlS5eioKAAkZGRSEpKsg2azc3NhULR9MJNVlYW9uzZgx07djR7zr/85S+oqqrCI488grKyMowZMwZJSUnQaPjh5wyst4O6+3pAqeCUZiIian+CKIqi1EXcKKPRCJ1Oh/Lyco5nkcBH+3Px18+P4LYB/nh/3o0NqCYios7Dns9vriVENyyn1No0juNXiIioYzCw0A3LbZzS3INTmomIqIMwsNANy2FgISKiDsbAQjdEFMUrbfnZg4WIiDoIAwvdkNIqEypr6wEAobzCQkREHYSBhW6I9epKoFYDjbtS4mqIiMhVMbDQDWFLfiIicgQGFrohXPSQiIgcgYGFbogtsPAKCxERdSAGFrohuY1N43qwaRwREXUgBha6IbwlREREjsDAQm122WRGYUUtAN4SIiKijsXAQm1mnSGk1bjBx1MlcTVEROTKGFiozXJKuOghERE5BgMLtZmtBwvHrxARUQdjYKE2sy16yPErRETUwRhYqM1ySjlDiIiIHIOBhdosj235iYjIQRhYqE3MFhHnL1m73HLQLRERdSwGFmqTi2WXUWcWoVIqEKjVSF0OERG5OAYWahPrDKHuvh5QKgSJqyEiIlfHwEJtwpb8RETkSAws1CY5pWwaR0REjsPAQm2SW8KmcURE5DgMLNQmtltCnNJMREQOwMBCdhNF0TboloGFiIgcgYGF7FZaZUJlbT0AoHtXBhYiIup4DCxkN2tL/kCtBhp3pcTVEBFRZ8DAQnbL5aKHRETkYAwsZLdcLnpIREQOxsBCduMMISIicjQGFrJbbmPTuB5sGkdERA7CwEJ2Y1t+IiJyNAYWsstlkxmFFbUAeEuIiIgch4GF7GIdcKvVuMHHUyVxNURE1FkwsJBdckq46CERETlemwLLqlWrEBYWBo1Gg+joaKSlpbW6f1lZGRYtWoSgoCCo1Wr0798f27dvt33/+eefhyAITR7h4eFtKY06mPUKC3uwEBGRI7nZe8CWLVsQHx+PNWvWIDo6GitXrkRcXByysrIQEBBw1f4mkwl33HEHAgIC8NlnnyEkJAQ5OTnw8fFpst/gwYOxa9euK4W52V0aOQAH3BIRkRTsTgUrVqzAggULMG/ePADAmjVrsG3bNqxfvx7PPffcVfuvX78epaWl2Lt3L9zd3QEAYWFhVxfi5obAwEB7yyEHs7bl78HAQkREDmTXLSGTyYT09HTExsZeOYFCgdjYWKSmpjZ7zFdffYWYmBgsWrQIer0eQ4YMwfLly2E2m5vsd+rUKQQHB6N37964//77kZub22IdtbW1MBqNTR7kGLkl1h4sDCxEROQ4dgWW4uJimM1m6PX6Jtv1ej0KCgqaPebs2bP47LPPYDabsX37dixZsgSvvfYaXnrpJds+0dHR2LBhA5KSkrB69WpkZ2fjlltuQUVFRbPnTExMhE6nsz1CQ0PteRrURvVmC85fugyAg26JiMixOnygiMViQUBAAN59910olUpERUXhwoULePXVV7Fs2TIAwKRJk2z7Dxs2DNHR0ejZsyc++eQTPPzww1edMyEhAfHx8bavjUYjQ4sD5JfXoN4iQqVUIFCrkbocIiLqROwKLH5+flAqlTAYDE22GwyGFsefBAUFwd3dHUql0rZt4MCBKCgogMlkgkp1dS8PHx8f9O/fH6dPn272nGq1Gmq12p7SqR1YZwh19/WAUiFIXA0REXUmdt0SUqlUiIqKQnJysm2bxWJBcnIyYmJimj1m9OjROH36NCwWi23byZMnERQU1GxYAYDKykqcOXMGQUFB9pRHHYwzhIiISCp292GJj4/H2rVrsXHjRmRmZmLhwoWoqqqyzRqaO3cuEhISbPsvXLgQpaWleOKJJ3Dy5Els27YNy5cvx6JFi2z7PP3009i9ezfOnTuHvXv3YsaMGVAqlZg9e3Y7PEVqLzmlbBpHRETSsHsMy8yZM1FUVISlS5eioKAAkZGRSEpKsg3Ezc3NhUJxJQeFhobim2++wVNPPYVhw4YhJCQETzzxBJ599lnbPufPn8fs2bNRUlICf39/jBkzBvv27YO/v387PEVqL7klnNJMRETSEERRFKUu4kYZjUbodDqUl5dDq9VKXY7Lmvz6Dzieb8S6B0fg9oH6ax9ARETUCns+v7mWEF0XURRtg265SjMRETkaAwtdl9IqEypr6wEA3bsysBARkWMxsFxDTZ352jt1AtaW/IFaDTTuymvsTURE1L4YWFohiiL+8GE6nth8EOXVdVKXIynbgFveDiIiIglwSeRWHL1gxA+nimG2iNh3tgSv/C4CY/t3zplL7MFCRERS4hWWVgztrsN/F45Cb38vGIy1eHB9GhZ/cQTVpnqpS3O4Kz1YGFiIiMjxGFiuITLUB9v+eAvmjQ4DAHy4LxeTXv8BB86VSluYg+WVWm8JsWkcERE5HgPLdfBQKbFs6mB8ND8awToNckqqce87qfjn/06gtr5zDMrlLSEiIpISA4sdRvX1Q9JTt+J3Ud1hEYE1u89g2ls/4vhFo9SldajLJjMKK2oB8JYQERFJg4HFTlqNO/51TwTenROFbl4qnCiowLRVe7Dqu9OoN1uufQInZG0Yp9W4wcez+QUriYiIOhIDSxtNGByIb566FXGD9agzi3j1myzc804qsourpC6t3eWUcNFDIiKSFgPLDfDrosaaB6Lw2j0R8Fa74WBuGSa//gM2pZ6DxeL0SzTZ5JayBwsREUmLgeUGCYKAu6O6I+mpWzG6bzdcrjNj6ZfH8OD7acgvvyx1ee2CA26JiEhqDCztJMTHAx/8PhrPTx0EjbsCP5wqxoR/f4/PD56Hsy+IncNFD4mISGIMLO1IoRDw0Ohe2P6nWxAZ6oOKmno8teUQFn6YgZLKWqnLa7PcxjEsobzCQkREEmFg6QC9/bvgsz/E4OkJ/eGmEJB0rABxK7/HzuMGqUuzW73ZgvOXGm5tcdAtERFJhYGlg7gpFXh8fD98sWg0+uu7oLjShAWbDuCZTw+hosZ5FlLML69BvUWESqlAoFYjdTlERNRJMbB0sCEhOnz1+Bg8emtvCALwafp5TFz5A/aeKZa6tOtiHXDb3dcDSoUgcTVERNRZMbA4gMZdiYTJA7HlkRiE+nrgQtll3Ld2P/7+f8dRUyfv1v7WKc2cIURERFJiYHGgkb188b8nbsXskT0AAOt/zMaUN37AobwyaQtrxZVVmjl+hYiIpMPA4mBd1G5IvGso3n/oZgR4q3GmqAp3rd6LFTtPok6Grf1zG28J9eAVFiIikhADi0RuCw/AN0/eit8OC4LZIuKN5FOY8faPuFgmr2ZztqZx7MFCREQSYmCRUFcvFd667ya8MXs4dB7uOHrBiFeSTkhdlo0oilfGsDCwEBGRhBhYZODOiGC89+AIAMCuzELU1stjIG5plQmVtfUQBKB7VwYWIiKSDgOLTET16IpArQaVtfXYc0oeU56tLfkDtRpo3JUSV0NERJ0ZA4tMKBQCJg4JBABsP1IgcTUNOOCWiIjkgoFFRiY1Bpadxwtgqpd+xlAOAwsREckEA4uMjAjzhV8XNYw19bLohHulBwsDCxERSYuBRUaUCgETh+gBAP+TwW0h2y0hNo0jIiKJMbDIzOQhQQCAHccLUC9xI7kctuUnIiKZYGCRmZG9fOHrpcKl6jrszy6VrI7LJjOKKmoB8JYQERFJj4FFZtyUCsQNbrgttP1IvmR1WBvGaTVu8PFUSVYHERERwMAiSxMbbwt9c6wAZosoSQ05JVz0kIiI5IOBRYZG9ekGnYc7iitN+OmcNLeFrFdYevB2EBERyQADiwy5KxW4Y5B1tpA0t4Vsix5ywC0REckAA4tMTR7a0EQu6VgBLBLcFsrhoodERCQjbQosq1atQlhYGDQaDaKjo5GWltbq/mVlZVi0aBGCgoKgVqvRv39/bN++/YbO6epG9/WDt9oNBmMtDuZdcvjPz20cw9LDl2NYiIhIenYHli1btiA+Ph7Lli1DRkYGIiIiEBcXh8LCwmb3N5lMuOOOO3Du3Dl89tlnyMrKwtq1axESEtLmc3YGajclbh8YAMDxawvVmy04f+kyAF5hISIiebA7sKxYsQILFizAvHnzMGjQIKxZswaenp5Yv359s/uvX78epaWl+OKLLzB69GiEhYVh7NixiIiIaPM5O4tJQxtmC/3vSD5E0XG3hfLLa1BvEaFSKqDXahz2c4mIiFpiV2AxmUxIT09HbGzslRMoFIiNjUVqamqzx3z11VeIiYnBokWLoNfrMWTIECxfvhxms7nN56ytrYXRaGzycEVj+/vDU6XExfIaHDpf7rCfax1w293XA0qF4LCfS0RE1BK7AktxcTHMZjP0en2T7Xq9HgUFzd+2OHv2LD777DOYzWZs374dS5YswWuvvYaXXnqpzedMTEyETqezPUJDQ+15Gk5D467E+PCG20KOnC1kW/SQM4SIiEgmOnyWkMViQUBAAN59911ERUVh5syZ+Nvf/oY1a9a0+ZwJCQkoLy+3PfLy8tqxYnmZbL0tdLTAYbeFrIsesmkcERHJhZs9O/v5+UGpVMJgMDTZbjAYEBgY2OwxQUFBcHd3h1KptG0bOHAgCgoKYDKZ2nROtVoNtVptT+lOa9wAf2jcFcgtrcaxi0YMCdF1+M+0NY3jFRYiIpIJu66wqFQqREVFITk52bbNYrEgOTkZMTExzR4zevRonD59GhbLlZWHT548iaCgIKhUqjadszPxVLlhXP/G20JHHXNbyNY0jjOEiIhIJuy+JRQfH4+1a9di48aNyMzMxMKFC1FVVYV58+YBAObOnYuEhATb/gsXLkRpaSmeeOIJnDx5Etu2bcPy5cuxaNGi6z5nZzepsYnc9iMdf1tIFEXbFRYGFiIikgu7bgkBwMyZM1FUVISlS5eioKAAkZGRSEpKsg2azc3NhUJxJQeFhobim2++wVNPPYVhw4YhJCQETzzxBJ599tnrPmdnNz48ACo3BbKLq5BlqEB4oLbDflZplQmVtfUQBKB7VwYWIiKSB0F0ZIOPDmI0GqHT6VBeXg6ttuM+zKU0f+MB7Mo04E+390P8Hf077Odk5F7CXW/vRZBOg9SE2zvs5xAREdnz+c21hJyEbW2hDh7HYp0hxAG3REQkJwwsTuL2gXq4KwWcNFTidGFFh/0cDrglIiI5YmBxEjoPd4zu6wcA+F8Hri1kaxrHHixERCQjDCxOZPKQhiZy2492XGCx3hIK5S0hIiKSEQYWJ3LHID2UCgGZ+UacK67qkJ+RY53SzMBCREQywsDiRLp6qTCqTzcADa3621u1qR5FFbUAOIaFiIjkhYHFyUwaYl1bqP1nC1kbxmk1bvDxVLX7+YmIiNqKgcXJTBish0IADp8vR15jwGgvXPSQiIjkioHFyfh1UWNkL18AQFI73xayLXrI20FERCQzDCxOaPJQ62yh9r0tZOvBwgG3REQkMwwsTihucCAEATiYW4b88svtdt4cLnpIREQyxcDihPRaDUb07AqgfW8L5ZY0TJXu4csxLEREJC8MLE7KNluonbre1pstOH+p4WoNr7AQEZHcMLA4qYlDGhZD/CmnFIXGmhs+X355DeotIlRuCgRqNTd8PiIiovbEwOKkgn08EBnqA1EEvjl241dZrANuQ7t6QKEQbvh8RERE7YmBxYlNHtpwlWV7O9wWsi562IMzhIiISIYYWJyYdRzL/uwSlFTW3tC52DSOiIjkjIHFiYX6emJoiA4WEdhx3HBD57LeEuIVFiIikiMGFic3yXZb6MaayLEHCxERyRkDi5Oz3hbae6YEl6pMbTqHKIq2dYkYWIiISI4YWJxcLz8vhAd6w2wRsTOzbbeFSqtMqKythyAA3bsysBARkfwwsLgA69pC/2vjbSHr7aBArQYad2W71UVERNReGFhcgHV6857TxSi/XGf38bkccEtERDLHwOIC+gZ4o19AF9SZRXx7wv7bQrZVmjl+hYiIZIqBxUVMarwt1JYmctamcezBQkREcsXA4iImNa4ttPtkESpr6+06lreEiIhI7hhYXER4oDd6+XnBVG/BtycK7TrWOuiWgYWIiOSKgcVFCIJgu8piz2yhalM9iioa2vpzDAsREckVA4sLsU5vTskqQrXp+m4L5TZeXdFq3ODjqeqw2oiIiG4EA4sLGRysRaivBy7XmbE7q+i6jsnhoodEROQEGFhciCAImNzYqn/70eubLWQbcMvbQUREJGMMLC5mYuM4lm8zDaipM19zf+stoZ4ccEtERDLGwOJiIkN9EKzToMpkxvcnr31biKs0ExGRM2BgcTGCIGBi422h/13HbaHckoamcT18OYaFiIjki4HFBVnXFtqVaUBtfcu3herNFpy/dBkAr7AQEZG8MbC4oJt6dEWAtxoVNfXYe7qkxf3yy2tQbxGhclMgUKtxYIVERET2YWBxQQrFlSZy21tpImed0hza1QMKheCQ2oiIiNqiTYFl1apVCAsLg0ajQXR0NNLS0lrcd8OGDRAEoclDo2n6v/mHHnroqn0mTpzYltKokXUcy47jBtSZLc3uw0UPiYjIWdgdWLZs2YL4+HgsW7YMGRkZiIiIQFxcHAoLW16/RqvVIj8/3/bIycm5ap+JEyc22efjjz+2tzT6hZG9fNHNS4Xyy3VIPdP8bSEuekhERM7C7sCyYsUKLFiwAPPmzcOgQYOwZs0aeHp6Yv369S0eIwgCAgMDbQ+9Xn/VPmq1usk+Xbt2tbc0+gWlQkCcdW2ho83fFsphYCEiIidhV2AxmUxIT09HbGzslRMoFIiNjUVqamqLx1VWVqJnz54IDQ3FtGnTcOzYsav2SUlJQUBAAAYMGICFCxeipKTlwaK1tbUwGo1NHnQ1a9fbHccMqG/mthB7sBARkbOwK7AUFxfDbDZfdYVEr9ejoKD5nh8DBgzA+vXr8eWXX+LDDz+ExWLBqFGjcP78eds+EydOxKZNm5CcnIyXX34Zu3fvxqRJk2A2Nz8lNzExETqdzvYIDQ2152l0GtG9fdHV0x0lVSaknStt8j1RFG09WBhYiIhI7jp8llBMTAzmzp2LyMhIjB07Flu3boW/vz/eeecd2z6zZs3CnXfeiaFDh2L69On4+uuv8dNPPyElJaXZcyYkJKC8vNz2yMvL6+in4ZTclQpMGNR4W+hI00BZUmVClckMQQC6d2VgISIiebMrsPj5+UGpVMJgMDTZbjAYEBgYeF3ncHd3x/Dhw3H69OkW9+nduzf8/Pxa3EetVkOr1TZ5UPMmNjaRSzpWALNFtG23riEUqNVA466UpDYiIqLrZVdgUalUiIqKQnJysm2bxWJBcnIyYmJiruscZrMZR44cQVBQUIv7nD9/HiUlJa3uQ9dndB8/eGvcUFRRi/ScS7btnCFERETOxO5bQvHx8Vi7di02btyIzMxMLFy4EFVVVZg3bx4AYO7cuUhISLDt//e//x07duzA2bNnkZGRgQceeAA5OTmYP38+gIYBuc888wz27duHc+fOITk5GdOmTUPfvn0RFxfXTk+z81K5KXDHoIYxR7+cLWSdIcTxK0RE5Azc7D1g5syZKCoqwtKlS1FQUIDIyEgkJSXZBuLm5uZCobiSgy5duoQFCxagoKAAXbt2RVRUFPbu3YtBgwYBAJRKJQ4fPoyNGzeirKwMwcHBmDBhAl588UWo1ep2epqd2+QhQdiacQFJRwuwZMogKBQCm8YREZFTEURRFK+9m7wZjUbodDqUl5dzPEszaurMGPHSLlTW1mPrY6NwU4+u+N3qvTiQcwlvzh6OqRHBUpdIRESdkD2f31xLqBPQuCtx+8AAAMD/GtcWYg8WIiJyJgwsncSVxRALUFVbj6KKWgBAT1/eEiIiIvljYOkkxvYPgIe7EhfKLttWcNZq3KDzdJe4MiIiomtjYOkkPFRKjA9vuC30zvdnAXDALREROQ8Glk5kUmMTudOFlQCAHhy/QkREToKBpRO5bUAA1G5X/sp7smkcERE5CQaWTsRL7YZxA/xtX3OGEBEROQsGlk5m0pAryx304AwhIiJyEgwsncz4gQHQuCugVAjoE8DAQkREzsHu1vzk3LQad3zwcDQqa+sR4K2RuhwiIqLrwsDSCd0c5it1CURERHbhLSEiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPZdYrVkURQCA0WiUuBIiIiK6XtbPbevneGtcIrBUVFQAAEJDQyWuhIiIiOxVUVEBnU7X6j6CeD2xRuYsFgsuXrwIb29vCIIgdTkOZTQaERoairy8PGi1WqnLkQxfhwZ8Ha7ga9GAr0MDvg5XyOm1EEURFRUVCA4OhkLR+igVl7jColAo0L17d6nLkJRWq5X8jScHfB0a8HW4gq9FA74ODfg6XCGX1+JaV1asOOiWiIiIZI+BhYiIiGSPgcXJqdVqLFu2DGq1WupSJMXXoQFfhyv4WjTg69CAr8MVzvpauMSgWyIiInJtvMJCREREssfAQkRERLLHwEJERESyx8BCREREssfAImOJiYm4+eab4e3tjYCAAEyfPh1ZWVmtHrNhwwYIgtDkodFoHFRxx3j++eevek7h4eGtHvPpp58iPDwcGo0GQ4cOxfbt2x1UbccKCwu76rUQBAGLFi1qdn9XeT98//33mDp1KoKDgyEIAr744osm3xdFEUuXLkVQUBA8PDwQGxuLU6dOXfO8q1atQlhYGDQaDaKjo5GWltZBz6B9tPY61NXV4dlnn8XQoUPh5eWF4OBgzJ07FxcvXmz1nG35/ZKDa70nHnrooaue18SJE695Xld6TwBo9t8LQRDw6quvtnhOub4nGFhkbPfu3Vi0aBH27duHnTt3oq6uDhMmTEBVVVWrx2m1WuTn59seOTk5Dqq44wwePLjJc9qzZ0+L++7duxezZ8/Gww8/jIMHD2L69OmYPn06jh496sCKO8ZPP/3U5HXYuXMnAOCee+5p8RhXeD9UVVUhIiICq1atavb7r7zyCt544w2sWbMG+/fvh5eXF+Li4lBTU9PiObds2YL4+HgsW7YMGRkZiIiIQFxcHAoLCzvqadyw1l6H6upqZGRkYMmSJcjIyMDWrVuRlZWFO++885rntef3Sy6u9Z4AgIkTJzZ5Xh9//HGr53S19wSAJs8/Pz8f69evhyAIuPvuu1s9ryzfEyI5jcLCQhGAuHv37hb3ef/990WdTue4ohxg2bJlYkRExHXvf++994pTpkxpsi06Olp89NFH27ky6T3xxBNinz59RIvF0uz3XfH9AED8/PPPbV9bLBYxMDBQfPXVV23bysrKRLVaLX788cctnmfkyJHiokWLbF+bzWYxODhYTExM7JC629uvX4fmpKWliQDEnJycFvex9/dLjpp7LR588EFx2rRpdp2nM7wnpk2bJo4fP77VfeT6nuAVFidSXl4OAPD19W11v8rKSvTs2ROhoaGYNm0ajh075ojyOtSpU6cQHByM3r174/7770dubm6L+6ampiI2NrbJtri4OKSmpnZ0mQ5lMpnw4Ycf4ve//32ri3664vvhl7Kzs1FQUNDk71yn0yE6OrrFv3OTyYT09PQmxygUCsTGxrrU+6S8vByCIMDHx6fV/ez5/XImKSkpCAgIwIABA7Bw4UKUlJS0uG9neE8YDAZs27YNDz/88DX3leN7goHFSVgsFjz55JMYPXo0hgwZ0uJ+AwYMwPr16/Hll1/iww8/hMViwahRo3D+/HkHVtu+oqOjsWHDBiQlJWH16tXIzs7GLbfcgoqKimb3LygogF6vb7JNr9ejoKDAEeU6zBdffIGysjI89NBDLe7jiu+HX7P+vdrzd15cXAyz2ezS75Oamho8++yzmD17dqsL3Nn7++UsJk6ciE2bNiE5ORkvv/wydu/ejUmTJsFsNje7f2d4T2zcuBHe3t646667Wt1Pru8Jl1ituTNYtGgRjh49es37iDExMYiJibF9PWrUKAwcOBDvvPMOXnzxxY4us0NMmjTJ9udhw4YhOjoaPXv2xCeffHJd/1NwVevWrcOkSZMQHBzc4j6u+H6ga6urq8O9994LURSxevXqVvd11d+vWbNm2f48dOhQDBs2DH369EFKSgpuv/12CSuTzvr163H//fdfc+C9XN8TvMLiBB5//HF8/fXX+O6779C9e3e7jnV3d8fw4cNx+vTpDqrO8Xx8fNC/f/8Wn1NgYCAMBkOTbQaDAYGBgY4ozyFycnKwa9cuzJ8/367jXPH9YP17tefv3M/PD0ql0iXfJ9awkpOTg507d7Z6daU51/r9cla9e/eGn59fi8/Lld8TAPDDDz8gKyvL7n8zAPm8JxhYZEwURTz++OP4/PPP8e2336JXr152n8NsNuPIkSMICgrqgAqlUVlZiTNnzrT4nGJiYpCcnNxk286dO5tcaXB277//PgICAjBlyhS7jnPF90OvXr0QGBjY5O/caDRi//79Lf6dq1QqREVFNTnGYrEgOTnZqd8n1rBy6tQp7Nq1C926dbP7HNf6/XJW58+fR0lJSYvPy1XfE1br1q1DVFQUIiIi7D5WNu8JqUf9UssWLlwo6nQ6MSUlRczPz7c9qqurbfvMmTNHfO6552xfv/DCC+I333wjnjlzRkxPTxdnzZolajQa8dixY1I8hXbx5z//WUxJSRGzs7PFH3/8UYyNjRX9/PzEwsJCURSvfg1+/PFH0c3NTfzXv/4lZmZmisuWLRPd3d3FI0eOSPUU2pXZbBZ79OghPvvss1d9z1XfDxUVFeLBgwfFgwcPigDEFStWiAcPHrTNfvnnP/8p+vj4iF9++aV4+PBhcdq0aWKvXr3Ey5cv284xfvx48c0337R9vXnzZlGtVosbNmwQjx8/Lj7yyCOij4+PWFBQ4PDnd71aex1MJpN45513it27dxd//vnnJv9m1NbW2s7x69fhWr9fctXaa1FRUSE+/fTTYmpqqpidnS3u2rVLvOmmm8R+/fqJNTU1tnO4+nvCqry8XPT09BRXr17d7Dmc5T3BwCJjAJp9vP/++7Z9xo4dKz744IO2r5988kmxR48eokqlEvV6vTh58mQxIyPD8cW3o5kzZ4pBQUGiSqUSQ0JCxJkzZ4qnT5+2ff/Xr4EoiuInn3wi9u/fX1SpVOLgwYPFbdu2ObjqjvPNN9+IAMSsrKyrvueq74fvvvuu2d8F63O1WCzikiVLRL1eL6rVavH222+/6vXp2bOnuGzZsibb3nzzTdvrM3LkSHHfvn0OekZt09rrkJ2d3eK/Gd99953tHL9+Ha71+yVXrb0W1dXV4oQJE0R/f3/R3d1d7Nmzp7hgwYKrgoervyes3nnnHdHDw0MsKytr9hzO8p4QRFEUO/QSDhEREdEN4hgWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSvf8H6FKVKyyp5vkAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 61
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T18:46:44.932013Z",
     "start_time": "2024-06-24T18:46:44.928952Z"
    }
   },
   "cell_type": "code",
   "source": "display(X_train.shape, X_test.shape, y_train.shape, y_test_true.shape)",
   "id": "2f5d96fdbe2eb37d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(166, 2)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(42, 2)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(166,)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(42,)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 40
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Simple SVC",
   "id": "b33696e2a97268e1"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T18:46:45.280884Z",
     "start_time": "2024-06-24T18:46:45.279268Z"
    }
   },
   "cell_type": "code",
   "source": "svc = SVC(kernel='rbf')",
   "id": "44396cac17bb7b77",
   "outputs": [],
   "execution_count": 41
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T18:46:45.746892Z",
     "start_time": "2024-06-24T18:46:45.742595Z"
    }
   },
   "cell_type": "code",
   "source": "svc.fit(X_train, y_train)",
   "id": "1b96b59e473c77cb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC()"
      ],
      "text/html": [
       "<style>#sk-container-id-4 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-4 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-4 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-4 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-4 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-4 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-4 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-4 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-4 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-4 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-4 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;SVC<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.svm.SVC.html\">?<span>Documentation for SVC</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>SVC()</pre></div> </div></div></div></div>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 42
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T18:46:46.791047Z",
     "start_time": "2024-06-24T18:46:46.788443Z"
    }
   },
   "cell_type": "code",
   "source": "y_test_pred = svc.predict(X_test)",
   "id": "30305a0db22d679d",
   "outputs": [],
   "execution_count": 43
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T18:46:47.959067Z",
     "start_time": "2024-06-24T18:46:47.953869Z"
    }
   },
   "cell_type": "code",
   "source": "recall_score(y_test_true, y_test_pred)",
   "id": "d7e070e3988273e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7727272727272727"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 44
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T18:45:10.266760Z",
     "start_time": "2024-06-24T18:45:10.260736Z"
    }
   },
   "cell_type": "code",
   "source": "print(classification_report(y_test_true, y_test_pred))",
   "id": "f29870110fbfde8a",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "       False       0.82      0.70      0.76        20\n",
      "        True       0.76      0.86      0.81        22\n",
      "\n",
      "    accuracy                           0.79        42\n",
      "   macro avg       0.79      0.78      0.78        42\n",
      "weighted avg       0.79      0.79      0.78        42\n",
      "\n"
     ]
    }
   ],
   "execution_count": 32
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Grid Search",
   "id": "9dac18b1b150489a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:16.126037Z",
     "start_time": "2024-06-24T17:04:16.123058Z"
    }
   },
   "cell_type": "code",
   "source": [
    "svc_grid_search = {\n",
    "    'C': [0.1, 1, 10, 100, 1000],\n",
    "    'gamma': [1, 0.1, 0.01, 0.001, 0.0001],\n",
    "    'kernel': ['rbf', 'linear', 'poly', 'sigmoid']\n",
    "}"
   ],
   "id": "923bbee980a47602",
   "outputs": [],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:16.130641Z",
     "start_time": "2024-06-24T17:04:16.127951Z"
    }
   },
   "cell_type": "code",
   "source": [
    "svc = SVC()\n",
    "# scoring = ['accuracy', 'precision', 'recall', 'f1']\n",
    "# scoring = ['accuracy', 'recall']\n",
    "scoring = 'accuracy'\n",
    "# scoring = 'recall'\n",
    "svc_grid = GridSearchCV(svc, svc_grid_search, cv=5, refit=True, verbose=3, scoring='accuracy')"
   ],
   "id": "1c21678f980bbfcb",
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.681169Z",
     "start_time": "2024-06-24T17:04:16.131600Z"
    }
   },
   "cell_type": "code",
   "source": "svc_grid.fit(X_train, y_train)",
   "id": "ff2047c90b107315",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 100 candidates, totalling 500 fits\n",
      "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .......C=0.1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.1, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.01, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=0.1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=0.1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .........C=1, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .........C=1, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .........C=1, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=1, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .C=1, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ........C=10, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ........C=10, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ........C=10, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.939 total time=   0.0s\n",
      "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.939 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.01, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=10, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END C=10, gamma=0.0001, kernel=sigmoid;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .......C=100, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .......C=100, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .......C=100, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=1, kernel=sigmoid;, score=0.485 total time=   0.0s\n",
      "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.1, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.647 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.576 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.01, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.01, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=100, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=100, gamma=0.0001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.697 total time=   0.0s\n",
      "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.667 total time=   0.0s\n",
      "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.788 total time=   0.2s\n",
      "[CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.818 total time=   0.1s\n",
      "[CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.758 total time=   0.1s\n",
      "[CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 1/5] END ......C=1000, gamma=1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ......C=1000, gamma=1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ......C=1000, gamma=1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=1, kernel=sigmoid;, score=0.576 total time=   0.0s\n",
      "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.909 total time=   0.0s\n",
      "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.879 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.788 total time=   0.2s\n",
      "[CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.818 total time=   0.1s\n",
      "[CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.758 total time=   0.1s\n",
      "[CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 1/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.765 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.1, kernel=poly;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.676 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.1, kernel=sigmoid;, score=0.606 total time=   0.0s\n",
      "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.824 total time=   0.0s\n",
      "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.788 total time=   0.2s\n",
      "[CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.818 total time=   0.1s\n",
      "[CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.758 total time=   0.1s\n",
      "[CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 1/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.794 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.879 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.01, kernel=poly;, score=0.758 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.735 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.01, kernel=sigmoid;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.758 total time=   0.0s\n",
      "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.788 total time=   0.2s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.818 total time=   0.1s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.758 total time=   0.1s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 1/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.788 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.818 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.001, kernel=sigmoid;, score=0.667 total time=   0.0s\n",
      "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.818 total time=   0.0s\n",
      "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.788 total time=   0.0s\n",
      "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.727 total time=   0.0s\n",
      "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.636 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.706 total time=   0.1s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.788 total time=   0.2s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.818 total time=   0.1s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.758 total time=   0.1s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.636 total time=   0.1s\n",
      "[CV 1/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.529 total time=   0.0s\n",
      "[CV 2/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 3/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 4/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.545 total time=   0.0s\n",
      "[CV 5/5] END .C=1000, gamma=0.0001, kernel=poly;, score=0.515 total time=   0.0s\n",
      "[CV 1/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.706 total time=   0.0s\n",
      "[CV 2/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.848 total time=   0.0s\n",
      "[CV 3/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.758 total time=   0.0s\n",
      "[CV 4/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.697 total time=   0.0s\n",
      "[CV 5/5] END C=1000, gamma=0.0001, kernel=sigmoid;, score=0.727 total time=   0.0s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, estimator=SVC(),\n",
       "             param_grid={'C': [0.1, 1, 10, 100, 1000],\n",
       "                         'gamma': [1, 0.1, 0.01, 0.001, 0.0001],\n",
       "                         'kernel': ['rbf', 'linear', 'poly', 'sigmoid']},\n",
       "             scoring='accuracy', verbose=3)"
      ],
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=5, estimator=SVC(),\n",
       "             param_grid={&#x27;C&#x27;: [0.1, 1, 10, 100, 1000],\n",
       "                         &#x27;gamma&#x27;: [1, 0.1, 0.01, 0.001, 0.0001],\n",
       "                         &#x27;kernel&#x27;: [&#x27;rbf&#x27;, &#x27;linear&#x27;, &#x27;poly&#x27;, &#x27;sigmoid&#x27;]},\n",
       "             scoring=&#x27;accuracy&#x27;, verbose=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;GridSearchCV<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.model_selection.GridSearchCV.html\">?<span>Documentation for GridSearchCV</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GridSearchCV(cv=5, estimator=SVC(),\n",
       "             param_grid={&#x27;C&#x27;: [0.1, 1, 10, 100, 1000],\n",
       "                         &#x27;gamma&#x27;: [1, 0.1, 0.01, 0.001, 0.0001],\n",
       "                         &#x27;kernel&#x27;: [&#x27;rbf&#x27;, &#x27;linear&#x27;, &#x27;poly&#x27;, &#x27;sigmoid&#x27;]},\n",
       "             scoring=&#x27;accuracy&#x27;, verbose=3)</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">best_estimator_: SVC</label><div class=\"sk-toggleable__content fitted\"><pre>SVC(C=10, gamma=0.1)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;SVC<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.svm.SVC.html\">?<span>Documentation for SVC</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>SVC(C=10, gamma=0.1)</pre></div> </div></div></div></div></div></div></div></div></div>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.684103Z",
     "start_time": "2024-06-24T17:04:19.682201Z"
    }
   },
   "cell_type": "code",
   "source": "svc_grid.best_params_",
   "id": "6eb8bb97eec6fb21",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'C': 10, 'gamma': 0.1, 'kernel': 'rbf'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.685903Z",
     "start_time": "2024-06-24T17:04:19.684616Z"
    }
   },
   "cell_type": "code",
   "source": "# TODO fit the model with the best parameters on the whole training set",
   "id": "dcf56618b9bf2a05",
   "outputs": [],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.687866Z",
     "start_time": "2024-06-24T17:04:19.686504Z"
    }
   },
   "cell_type": "code",
   "source": "svc = svc_grid.best_estimator_",
   "id": "783693ffd104a5b5",
   "outputs": [],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.689803Z",
     "start_time": "2024-06-24T17:04:19.688389Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y_test_pred = svc.predict(X_test)\n",
    "\n"
   ],
   "id": "b6f2cb47862aeb99",
   "outputs": [],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.692710Z",
     "start_time": "2024-06-24T17:04:19.690986Z"
    }
   },
   "cell_type": "code",
   "source": "y_test_pred",
   "id": "45d5f77ced9e1ad7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False,  True, False, False,  True,  True,  True, False,  True,\n",
       "       False,  True, False, False, False, False,  True, False,  True,\n",
       "        True, False,  True,  True,  True, False,  True,  True,  True,\n",
       "       False,  True, False,  True, False,  True,  True,  True,  True,\n",
       "        True, False,  True, False,  True, False])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.697650Z",
     "start_time": "2024-06-24T17:04:19.693274Z"
    }
   },
   "cell_type": "code",
   "source": "print(classification_report(y_test_true, y_test_pred))",
   "id": "caec43467a1db4b6",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "       False       0.78      0.70      0.74        20\n",
      "        True       0.75      0.82      0.78        22\n",
      "\n",
      "    accuracy                           0.76        42\n",
      "   macro avg       0.76      0.76      0.76        42\n",
      "weighted avg       0.76      0.76      0.76        42\n",
      "\n"
     ]
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T18:22:51.463330Z",
     "start_time": "2024-06-24T18:22:51.459039Z"
    }
   },
   "cell_type": "code",
   "source": "recall_score(y_test_true, y_test_pred)",
   "id": "9f00b026039cf531",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8181818181818182"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "1ae622210a9900de"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.699580Z",
     "start_time": "2024-06-24T17:04:19.698175Z"
    }
   },
   "cell_type": "code",
   "source": "prob_svc = SVC(probability=True, **svc_grid.best_params_)",
   "id": "a032eec66928bcce",
   "outputs": [],
   "execution_count": 22
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "7ac98e88af935f7c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.705738Z",
     "start_time": "2024-06-24T17:04:19.700276Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y_test_pred_prob = prob_svc.fit(X_train, y_train).predict_proba(X_test)\n",
    "y_test_pred_prob\n"
   ],
   "id": "3ae084382f96d9f8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[9.57553548e-01, 4.24464515e-02],\n",
       "       [4.08631341e-01, 5.91368659e-01],\n",
       "       [7.58315832e-01, 2.41684168e-01],\n",
       "       [9.39787040e-01, 6.02129600e-02],\n",
       "       [5.44410574e-02, 9.45558943e-01],\n",
       "       [3.86839645e-01, 6.13160355e-01],\n",
       "       [3.51143541e-02, 9.64885646e-01],\n",
       "       [7.50947877e-01, 2.49052123e-01],\n",
       "       [4.48590875e-01, 5.51409125e-01],\n",
       "       [9.38521214e-01, 6.14787861e-02],\n",
       "       [4.13596078e-01, 5.86403922e-01],\n",
       "       [8.81913465e-01, 1.18086535e-01],\n",
       "       [8.90373079e-01, 1.09626921e-01],\n",
       "       [9.99860926e-01, 1.39074376e-04],\n",
       "       [9.65194623e-01, 3.48053770e-02],\n",
       "       [5.98019876e-02, 9.40198012e-01],\n",
       "       [9.89696775e-01, 1.03032248e-02],\n",
       "       [3.87588802e-01, 6.12411198e-01],\n",
       "       [3.27590245e-01, 6.72409755e-01],\n",
       "       [8.79700270e-01, 1.20299730e-01],\n",
       "       [9.12194847e-03, 9.90878052e-01],\n",
       "       [2.58136344e-01, 7.41863656e-01],\n",
       "       [2.05264508e-01, 7.94735492e-01],\n",
       "       [6.31250174e-01, 3.68749826e-01],\n",
       "       [1.01163754e-06, 9.99998988e-01],\n",
       "       [4.70986844e-03, 9.95290132e-01],\n",
       "       [2.78767426e-02, 9.72123257e-01],\n",
       "       [6.64985743e-01, 3.35014257e-01],\n",
       "       [3.28212293e-01, 6.71787707e-01],\n",
       "       [9.98802554e-01, 1.19744614e-03],\n",
       "       [3.35484822e-07, 9.99999665e-01],\n",
       "       [8.90073102e-01, 1.09926898e-01],\n",
       "       [1.25769037e-01, 8.74230963e-01],\n",
       "       [2.05843595e-01, 7.94156405e-01],\n",
       "       [1.81799166e-02, 9.81820083e-01],\n",
       "       [8.82920969e-03, 9.91170790e-01],\n",
       "       [1.78977674e-01, 8.21022326e-01],\n",
       "       [9.64940233e-01, 3.50597673e-02],\n",
       "       [4.24366413e-01, 5.75633587e-01],\n",
       "       [8.72241606e-01, 1.27758394e-01],\n",
       "       [4.94192846e-03, 9.95058072e-01],\n",
       "       [9.08464306e-01, 9.15356944e-02]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.708411Z",
     "start_time": "2024-06-24T17:04:19.706327Z"
    }
   },
   "cell_type": "code",
   "source": "sum((y_test_true - y_test_pred_prob[:,1])**2)",
   "id": "5d5a0bee63d72c1b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.139264381557077"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-24T17:04:19.709978Z",
     "start_time": "2024-06-24T17:04:19.708861Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "e343aef688bad9c9",
   "outputs": [],
   "execution_count": 24
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}