train_&_ predict_model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f626002c",
   "metadata": {},
   "source": [
    "# DATA SCIENCE PROJECT ON INX FUTURE INC EMPLOYEE PERFORMANCE ANALYSIS :-"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9c8051a",
   "metadata": {},
   "source": [
    "# BUISNESS CASE: BASED ON GIVEN FEATURE OF DATASET WE NEED TO PREDICT THE PERFOMANCE RATING OF EMPLOYEE"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f10bc4f4",
   "metadata": {},
   "source": [
    "###  MODEL CREATION & EVALUATION SUMMARY :-\n",
    "\n",
    "* Loading pre-process data\n",
    "* Define dependant & independant features\n",
    "* Balancing the target feature\n",
    "* Split training and testing data\n",
    "* Model creation, prediction & evaluation\n",
    "* Model saving\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "784100b7",
   "metadata": {},
   "source": [
    "## IMPORT NECESSARY LIBRARY :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "77c66a01",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "import warnings # Used to supressed the warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f99d96d4",
   "metadata": {},
   "source": [
    "## LOADING PREPROCESS DATA :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7bade4ad",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>pca1</th>\n",
       "      <th>pca2</th>\n",
       "      <th>pca3</th>\n",
       "      <th>pca4</th>\n",
       "      <th>pca5</th>\n",
       "      <th>pca6</th>\n",
       "      <th>pca7</th>\n",
       "      <th>pca8</th>\n",
       "      <th>pca9</th>\n",
       "      <th>pca10</th>\n",
       "      <th>pca11</th>\n",
       "      <th>pca12</th>\n",
       "      <th>pca13</th>\n",
       "      <th>pca14</th>\n",
       "      <th>pca15</th>\n",
       "      <th>pca16</th>\n",
       "      <th>pca17</th>\n",
       "      <th>pca18</th>\n",
       "      <th>pca19</th>\n",
       "      <th>pca20</th>\n",
       "      <th>pca21</th>\n",
       "      <th>pca22</th>\n",
       "      <th>pca23</th>\n",
       "      <th>pca24</th>\n",
       "      <th>pca25</th>\n",
       "      <th>PerformanceRating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-4.479794</td>\n",
       "      <td>-1.625800</td>\n",
       "      <td>1.048152</td>\n",
       "      <td>0.935689</td>\n",
       "      <td>-0.917397</td>\n",
       "      <td>1.027783</td>\n",
       "      <td>-0.831539</td>\n",
       "      <td>-1.471238</td>\n",
       "      <td>0.515184</td>\n",
       "      <td>0.449498</td>\n",
       "      <td>-1.242865</td>\n",
       "      <td>-0.169772</td>\n",
       "      <td>-0.859328</td>\n",
       "      <td>-0.263105</td>\n",
       "      <td>1.361126</td>\n",
       "      <td>-0.655418</td>\n",
       "      <td>0.888525</td>\n",
       "      <td>0.099724</td>\n",
       "      <td>-0.470607</td>\n",
       "      <td>0.012552</td>\n",
       "      <td>0.192366</td>\n",
       "      <td>0.199055</td>\n",
       "      <td>-0.502891</td>\n",
       "      <td>0.228337</td>\n",
       "      <td>-0.352744</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-4.356074</td>\n",
       "      <td>-0.068289</td>\n",
       "      <td>2.016174</td>\n",
       "      <td>1.516783</td>\n",
       "      <td>0.418864</td>\n",
       "      <td>-0.582535</td>\n",
       "      <td>-1.714894</td>\n",
       "      <td>0.026681</td>\n",
       "      <td>0.985278</td>\n",
       "      <td>0.830725</td>\n",
       "      <td>-1.723557</td>\n",
       "      <td>1.171481</td>\n",
       "      <td>0.265575</td>\n",
       "      <td>0.276425</td>\n",
       "      <td>0.133615</td>\n",
       "      <td>-0.157664</td>\n",
       "      <td>0.505885</td>\n",
       "      <td>-0.359134</td>\n",
       "      <td>0.420803</td>\n",
       "      <td>-0.929058</td>\n",
       "      <td>-0.495041</td>\n",
       "      <td>0.306019</td>\n",
       "      <td>-0.888367</td>\n",
       "      <td>-0.237236</td>\n",
       "      <td>-0.710042</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-4.243181</td>\n",
       "      <td>2.560962</td>\n",
       "      <td>4.363072</td>\n",
       "      <td>-0.182532</td>\n",
       "      <td>-1.773880</td>\n",
       "      <td>-0.362873</td>\n",
       "      <td>-0.431528</td>\n",
       "      <td>1.308032</td>\n",
       "      <td>0.449781</td>\n",
       "      <td>1.957530</td>\n",
       "      <td>0.189355</td>\n",
       "      <td>2.290069</td>\n",
       "      <td>-1.197808</td>\n",
       "      <td>0.131160</td>\n",
       "      <td>0.786889</td>\n",
       "      <td>-1.267936</td>\n",
       "      <td>-0.624628</td>\n",
       "      <td>0.504683</td>\n",
       "      <td>0.559195</td>\n",
       "      <td>0.081618</td>\n",
       "      <td>-0.256092</td>\n",
       "      <td>-0.242872</td>\n",
       "      <td>-0.434724</td>\n",
       "      <td>-0.356724</td>\n",
       "      <td>0.646996</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.013748</td>\n",
       "      <td>0.725983</td>\n",
       "      <td>2.326672</td>\n",
       "      <td>3.288183</td>\n",
       "      <td>2.309574</td>\n",
       "      <td>1.909985</td>\n",
       "      <td>1.083119</td>\n",
       "      <td>-0.226786</td>\n",
       "      <td>-0.112988</td>\n",
       "      <td>-0.191132</td>\n",
       "      <td>-0.139197</td>\n",
       "      <td>-1.408616</td>\n",
       "      <td>-0.384020</td>\n",
       "      <td>1.151003</td>\n",
       "      <td>0.504962</td>\n",
       "      <td>1.558104</td>\n",
       "      <td>-0.273501</td>\n",
       "      <td>0.891281</td>\n",
       "      <td>-1.533583</td>\n",
       "      <td>0.700066</td>\n",
       "      <td>0.113402</td>\n",
       "      <td>-0.186438</td>\n",
       "      <td>-0.566017</td>\n",
       "      <td>-0.066069</td>\n",
       "      <td>-0.500048</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-4.246565</td>\n",
       "      <td>5.966600</td>\n",
       "      <td>-0.246302</td>\n",
       "      <td>0.789979</td>\n",
       "      <td>2.096761</td>\n",
       "      <td>-1.712339</td>\n",
       "      <td>0.769025</td>\n",
       "      <td>-0.516950</td>\n",
       "      <td>0.788577</td>\n",
       "      <td>1.125638</td>\n",
       "      <td>-1.642460</td>\n",
       "      <td>0.142828</td>\n",
       "      <td>-0.727865</td>\n",
       "      <td>-0.051626</td>\n",
       "      <td>-1.509516</td>\n",
       "      <td>0.652274</td>\n",
       "      <td>0.614179</td>\n",
       "      <td>-0.295793</td>\n",
       "      <td>0.970469</td>\n",
       "      <td>-1.179984</td>\n",
       "      <td>0.793859</td>\n",
       "      <td>-0.107046</td>\n",
       "      <td>-0.218167</td>\n",
       "      <td>0.456973</td>\n",
       "      <td>-0.147894</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "       pca1      pca2      pca3      pca4      pca5      pca6      pca7  \\\n",
       "0 -4.479794 -1.625800  1.048152  0.935689 -0.917397  1.027783 -0.831539   \n",
       "1 -4.356074 -0.068289  2.016174  1.516783  0.418864 -0.582535 -1.714894   \n",
       "2 -4.243181  2.560962  4.363072 -0.182532 -1.773880 -0.362873 -0.431528   \n",
       "3  3.013748  0.725983  2.326672  3.288183  2.309574  1.909985  1.083119   \n",
       "4 -4.246565  5.966600 -0.246302  0.789979  2.096761 -1.712339  0.769025   \n",
       "\n",
       "       pca8      pca9     pca10     pca11     pca12     pca13     pca14  \\\n",
       "0 -1.471238  0.515184  0.449498 -1.242865 -0.169772 -0.859328 -0.263105   \n",
       "1  0.026681  0.985278  0.830725 -1.723557  1.171481  0.265575  0.276425   \n",
       "2  1.308032  0.449781  1.957530  0.189355  2.290069 -1.197808  0.131160   \n",
       "3 -0.226786 -0.112988 -0.191132 -0.139197 -1.408616 -0.384020  1.151003   \n",
       "4 -0.516950  0.788577  1.125638 -1.642460  0.142828 -0.727865 -0.051626   \n",
       "\n",
       "      pca15     pca16     pca17     pca18     pca19     pca20     pca21  \\\n",
       "0  1.361126 -0.655418  0.888525  0.099724 -0.470607  0.012552  0.192366   \n",
       "1  0.133615 -0.157664  0.505885 -0.359134  0.420803 -0.929058 -0.495041   \n",
       "2  0.786889 -1.267936 -0.624628  0.504683  0.559195  0.081618 -0.256092   \n",
       "3  0.504962  1.558104 -0.273501  0.891281 -1.533583  0.700066  0.113402   \n",
       "4 -1.509516  0.652274  0.614179 -0.295793  0.970469 -1.179984  0.793859   \n",
       "\n",
       "      pca22     pca23     pca24     pca25  PerformanceRating  \n",
       "0  0.199055 -0.502891  0.228337 -0.352744                  3  \n",
       "1  0.306019 -0.888367 -0.237236 -0.710042                  3  \n",
       "2 -0.242872 -0.434724 -0.356724  0.646996                  4  \n",
       "3 -0.186438 -0.566017 -0.066069 -0.500048                  3  \n",
       "4 -0.107046 -0.218167  0.456973 -0.147894                  3  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('employee_performance_analysis_and_preprocessed_data.csv')\n",
    "pd.set_option('display.max_columns',None) # Used to display the all features\n",
    "data.drop('Unnamed: 0',axis=1,inplace=True) # Drop unwanted feature\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26e42495",
   "metadata": {},
   "source": [
    "## DEFINE INDEPENDANT & DEPENDANT FEATURES :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "230310f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.iloc[:,:-1]\n",
    "y = data.PerformanceRating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "02646b43",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>pca1</th>\n",
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       "      <th>pca4</th>\n",
       "      <th>pca5</th>\n",
       "      <th>pca6</th>\n",
       "      <th>pca7</th>\n",
       "      <th>pca8</th>\n",
       "      <th>pca9</th>\n",
       "      <th>pca10</th>\n",
       "      <th>pca11</th>\n",
       "      <th>pca12</th>\n",
       "      <th>pca13</th>\n",
       "      <th>pca14</th>\n",
       "      <th>pca15</th>\n",
       "      <th>pca16</th>\n",
       "      <th>pca17</th>\n",
       "      <th>pca18</th>\n",
       "      <th>pca19</th>\n",
       "      <th>pca20</th>\n",
       "      <th>pca21</th>\n",
       "      <th>pca22</th>\n",
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       "      <th>pca24</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-4.479794</td>\n",
       "      <td>-1.625800</td>\n",
       "      <td>1.048152</td>\n",
       "      <td>0.935689</td>\n",
       "      <td>-0.917397</td>\n",
       "      <td>1.027783</td>\n",
       "      <td>-0.831539</td>\n",
       "      <td>-1.471238</td>\n",
       "      <td>0.515184</td>\n",
       "      <td>0.449498</td>\n",
       "      <td>-1.242865</td>\n",
       "      <td>-0.169772</td>\n",
       "      <td>-0.859328</td>\n",
       "      <td>-0.263105</td>\n",
       "      <td>1.361126</td>\n",
       "      <td>-0.655418</td>\n",
       "      <td>0.888525</td>\n",
       "      <td>0.099724</td>\n",
       "      <td>-0.470607</td>\n",
       "      <td>0.012552</td>\n",
       "      <td>0.192366</td>\n",
       "      <td>0.199055</td>\n",
       "      <td>-0.502891</td>\n",
       "      <td>0.228337</td>\n",
       "      <td>-0.352744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-4.356074</td>\n",
       "      <td>-0.068289</td>\n",
       "      <td>2.016174</td>\n",
       "      <td>1.516783</td>\n",
       "      <td>0.418864</td>\n",
       "      <td>-0.582535</td>\n",
       "      <td>-1.714894</td>\n",
       "      <td>0.026681</td>\n",
       "      <td>0.985278</td>\n",
       "      <td>0.830725</td>\n",
       "      <td>-1.723557</td>\n",
       "      <td>1.171481</td>\n",
       "      <td>0.265575</td>\n",
       "      <td>0.276425</td>\n",
       "      <td>0.133615</td>\n",
       "      <td>-0.157664</td>\n",
       "      <td>0.505885</td>\n",
       "      <td>-0.359134</td>\n",
       "      <td>0.420803</td>\n",
       "      <td>-0.929058</td>\n",
       "      <td>-0.495041</td>\n",
       "      <td>0.306019</td>\n",
       "      <td>-0.888367</td>\n",
       "      <td>-0.237236</td>\n",
       "      <td>-0.710042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-4.243181</td>\n",
       "      <td>2.560962</td>\n",
       "      <td>4.363072</td>\n",
       "      <td>-0.182532</td>\n",
       "      <td>-1.773880</td>\n",
       "      <td>-0.362873</td>\n",
       "      <td>-0.431528</td>\n",
       "      <td>1.308032</td>\n",
       "      <td>0.449781</td>\n",
       "      <td>1.957530</td>\n",
       "      <td>0.189355</td>\n",
       "      <td>2.290069</td>\n",
       "      <td>-1.197808</td>\n",
       "      <td>0.131160</td>\n",
       "      <td>0.786889</td>\n",
       "      <td>-1.267936</td>\n",
       "      <td>-0.624628</td>\n",
       "      <td>0.504683</td>\n",
       "      <td>0.559195</td>\n",
       "      <td>0.081618</td>\n",
       "      <td>-0.256092</td>\n",
       "      <td>-0.242872</td>\n",
       "      <td>-0.434724</td>\n",
       "      <td>-0.356724</td>\n",
       "      <td>0.646996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.013748</td>\n",
       "      <td>0.725983</td>\n",
       "      <td>2.326672</td>\n",
       "      <td>3.288183</td>\n",
       "      <td>2.309574</td>\n",
       "      <td>1.909985</td>\n",
       "      <td>1.083119</td>\n",
       "      <td>-0.226786</td>\n",
       "      <td>-0.112988</td>\n",
       "      <td>-0.191132</td>\n",
       "      <td>-0.139197</td>\n",
       "      <td>-1.408616</td>\n",
       "      <td>-0.384020</td>\n",
       "      <td>1.151003</td>\n",
       "      <td>0.504962</td>\n",
       "      <td>1.558104</td>\n",
       "      <td>-0.273501</td>\n",
       "      <td>0.891281</td>\n",
       "      <td>-1.533583</td>\n",
       "      <td>0.700066</td>\n",
       "      <td>0.113402</td>\n",
       "      <td>-0.186438</td>\n",
       "      <td>-0.566017</td>\n",
       "      <td>-0.066069</td>\n",
       "      <td>-0.500048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-4.246565</td>\n",
       "      <td>5.966600</td>\n",
       "      <td>-0.246302</td>\n",
       "      <td>0.789979</td>\n",
       "      <td>2.096761</td>\n",
       "      <td>-1.712339</td>\n",
       "      <td>0.769025</td>\n",
       "      <td>-0.516950</td>\n",
       "      <td>0.788577</td>\n",
       "      <td>1.125638</td>\n",
       "      <td>-1.642460</td>\n",
       "      <td>0.142828</td>\n",
       "      <td>-0.727865</td>\n",
       "      <td>-0.051626</td>\n",
       "      <td>-1.509516</td>\n",
       "      <td>0.652274</td>\n",
       "      <td>0.614179</td>\n",
       "      <td>-0.295793</td>\n",
       "      <td>0.970469</td>\n",
       "      <td>-1.179984</td>\n",
       "      <td>0.793859</td>\n",
       "      <td>-0.107046</td>\n",
       "      <td>-0.218167</td>\n",
       "      <td>0.456973</td>\n",
       "      <td>-0.147894</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       pca1      pca2      pca3      pca4      pca5      pca6      pca7  \\\n",
       "0 -4.479794 -1.625800  1.048152  0.935689 -0.917397  1.027783 -0.831539   \n",
       "1 -4.356074 -0.068289  2.016174  1.516783  0.418864 -0.582535 -1.714894   \n",
       "2 -4.243181  2.560962  4.363072 -0.182532 -1.773880 -0.362873 -0.431528   \n",
       "3  3.013748  0.725983  2.326672  3.288183  2.309574  1.909985  1.083119   \n",
       "4 -4.246565  5.966600 -0.246302  0.789979  2.096761 -1.712339  0.769025   \n",
       "\n",
       "       pca8      pca9     pca10     pca11     pca12     pca13     pca14  \\\n",
       "0 -1.471238  0.515184  0.449498 -1.242865 -0.169772 -0.859328 -0.263105   \n",
       "1  0.026681  0.985278  0.830725 -1.723557  1.171481  0.265575  0.276425   \n",
       "2  1.308032  0.449781  1.957530  0.189355  2.290069 -1.197808  0.131160   \n",
       "3 -0.226786 -0.112988 -0.191132 -0.139197 -1.408616 -0.384020  1.151003   \n",
       "4 -0.516950  0.788577  1.125638 -1.642460  0.142828 -0.727865 -0.051626   \n",
       "\n",
       "      pca15     pca16     pca17     pca18     pca19     pca20     pca21  \\\n",
       "0  1.361126 -0.655418  0.888525  0.099724 -0.470607  0.012552  0.192366   \n",
       "1  0.133615 -0.157664  0.505885 -0.359134  0.420803 -0.929058 -0.495041   \n",
       "2  0.786889 -1.267936 -0.624628  0.504683  0.559195  0.081618 -0.256092   \n",
       "3  0.504962  1.558104 -0.273501  0.891281 -1.533583  0.700066  0.113402   \n",
       "4 -1.509516  0.652274  0.614179 -0.295793  0.970469 -1.179984  0.793859   \n",
       "\n",
       "      pca22     pca23     pca24     pca25  \n",
       "0  0.199055 -0.502891  0.228337 -0.352744  \n",
       "1  0.306019 -0.888367 -0.237236 -0.710042  \n",
       "2 -0.242872 -0.434724 -0.356724  0.646996  \n",
       "3 -0.186438 -0.566017 -0.066069 -0.500048  \n",
       "4 -0.107046 -0.218167  0.456973 -0.147894  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4b9c3718",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    3\n",
       "1    3\n",
       "2    4\n",
       "3    3\n",
       "4    3\n",
       "Name: PerformanceRating, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fc30eb0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    874\n",
       "2    194\n",
       "4    132\n",
       "Name: PerformanceRating, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "67197ecd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the graph\n",
    "sns.countplot(y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da0ea811",
   "metadata": {},
   "source": [
    "* Target feature is not balance."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd4934c1",
   "metadata": {},
   "source": [
    "### BALANCING THE TARGET FEATURE :-\n",
    "\n",
    "**SMOTE :-** SMOTE (synthetic minority oversampling technique) is one of the most commonly used oversampling methods to solve the imbalance problem. It aims to balance class distribution by randomly increasing minority class examples by replicating them. SMOTE synthesises new minority instances between existing minority instances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "631dcca6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "unbalanced data   :   Counter({3: 874, 2: 194, 4: 132})\n",
      "balanced data:    : Counter({3: 874, 4: 874, 2: 874})\n"
     ]
    }
   ],
   "source": [
    "from collections import Counter\n",
    "from imblearn.over_sampling import SMOTE #SMOTE(synthetic minority oversampling techinque)\n",
    "sm = SMOTE() # obeject creation\n",
    "print(\"unbalanced data   :  \",Counter(y))\n",
    "X_sm,y_sm = sm.fit_resample(X,y)\n",
    "print(\"balanced data:    :\",Counter(y_sm))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24b6c9cc",
   "metadata": {},
   "source": [
    "* Now target feature in balance."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb6fcf5a",
   "metadata": {},
   "source": [
    "## SPLIT TRAINING AND TESTING DATA :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "502aeb56",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train,X_test,y_train,y_test=train_test_split(X_sm,y_sm,random_state=42,test_size=0.20) # 20% data given to testin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f4d89a9a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2097, 25)\n",
      "(525, 25)\n",
      "(2097,)\n",
      "(525,)\n"
     ]
    }
   ],
   "source": [
    "# Check shape of train and test\n",
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e658cb3",
   "metadata": {},
   "source": [
    "## MODEL CREATION, PREDICTION AND EVALUATION :-\n",
    "\n",
    "\n",
    "**AIM :-**\n",
    "\n",
    "* Create a sweet spot model (Low bias, Low variance)\n",
    "\n",
    "**HERE WE WILL BE EXPERIMENTING WITH THREE ALGORITHM**\n",
    "\n",
    "1. Support Vector Machine\n",
    "2. Random Forest\n",
    "3. Artificial Neural Network [MLP Classifier]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eaf715b2",
   "metadata": {},
   "source": [
    "## 1. Support Vector Machine :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f97a7c82",
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing library\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Object Creaation\n",
    "svc = SVC()\n",
    "\n",
    "# Fitting training and testing data\n",
    "svc.fit(X_train,y_train)\n",
    "\n",
    "# Prediction on train data\n",
    "svc_train_predict = svc.predict(X_train)\n",
    "\n",
    "# Prediction on test data\n",
    "svc_test_predict = svc.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7065339",
   "metadata": {},
   "source": [
    "### TRAINING ACCURACY :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "dc6881bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy of support vector classifier model 96.6618979494516\n",
      "support vector classifier Classification report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           2       1.00      0.95      0.97       722\n",
      "           3       0.92      0.98      0.95       659\n",
      "           4       0.98      0.97      0.98       716\n",
      "\n",
      "    accuracy                           0.97      2097\n",
      "   macro avg       0.97      0.97      0.97      2097\n",
      "weighted avg       0.97      0.97      0.97      2097\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# import metrics\n",
    "from sklearn.metrics import accuracy_score,f1_score,recall_score,precision_score,classification_report,confusion_matrix\n",
    "svc_train_accuracy = accuracy_score(svc_train_predict,y_train)\n",
    "print(\"Training accuracy of support vector classifier model\",svc_train_accuracy*100)\n",
    "print(\"support vector classifier Classification report: \\n\",classification_report(svc_train_predict,y_train))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "006868ec",
   "metadata": {},
   "source": [
    "* Support vector classifier perform well on training data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78014a30",
   "metadata": {},
   "source": [
    "### TESTING ACCURACY :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0be26de8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing accuracy of support vector classifier model 95.04761904761905\n",
      "support vector classifier Classification report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           2       0.98      0.95      0.97       191\n",
      "           3       0.87      0.97      0.92       155\n",
      "           4       0.99      0.93      0.96       179\n",
      "\n",
      "    accuracy                           0.95       525\n",
      "   macro avg       0.95      0.95      0.95       525\n",
      "weighted avg       0.95      0.95      0.95       525\n",
      "\n"
     ]
    }
   ],
   "source": [
    "svc_test_accuracy = accuracy_score(svc_test_predict,y_test)\n",
    "print(\"Testing accuracy of support vector classifier model\",svc_test_accuracy*100)\n",
    "print(\"support vector classifier Classification report: \\n\",classification_report(svc_test_predict,y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90b9f8ce",
   "metadata": {},
   "source": [
    "* In testing score is still lagging so we are going to do hyperparameter tunning with the help of grid search cv."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d793277",
   "metadata": {},
   "source": [
    "### HYPER PARAMETER TUNNING WITH GRID SEARCH CV :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "547d2163",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 665 candidates, totalling 3325 fits\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=1; total time=   2.4s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=8; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=8; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=8; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=8; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=8; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END .....................C=0.1, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=18; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=18; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=18; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=18; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=18; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END ....................C=0.1, gamma=1, random_state=19; total time=   0.1s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=2; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ...................C=0.1, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=9; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=9; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=9; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=9; total time=   0.0s\n",
      "[CV] END ...................C=0.1, gamma=0.1, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=12; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=12; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=12; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=12; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=12; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=0.1, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=3; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .................C=0.1, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=0.001, random_state=4; total time=   0.0s\n",
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      "[CV] END .................C=0.1, gamma=0.001, random_state=5; total time=   0.0s\n",
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      "[CV] END .................C=0.1, gamma=0.001, random_state=6; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.001, random_state=10; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.001, random_state=11; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.001, random_state=14; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.001, random_state=14; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.0001, random_state=1; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.0001, random_state=4; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.0001, random_state=5; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=5; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ................C=0.1, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=6; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=7; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=0.0001, random_state=8; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=0.0001, random_state=8; total time=   0.0s\n",
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      "[CV] END ...............C=0.1, gamma=0.0001, random_state=10; total time=   0.0s\n",
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      "[CV] END ...............C=0.1, gamma=0.0001, random_state=14; total time=   0.0s\n",
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      "[CV] END ...............C=0.1, gamma=0.0001, random_state=17; total time=   0.0s\n",
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      "[CV] END ...............C=0.1, gamma=0.0001, random_state=18; total time=   0.0s\n",
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      "[CV] END .................C=0.1, gamma=1e-05, random_state=1; total time=   0.0s\n",
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      "[CV] END .................C=0.1, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=7; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .................C=0.1, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=0.1, gamma=1e-05, random_state=7; total time=   0.0s\n",
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      "[CV] END .................C=0.1, gamma=1e-05, random_state=9; total time=   0.0s\n",
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      "[CV] END .................C=0.1, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=1e-05, random_state=10; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=1e-05, random_state=13; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=1e-05, random_state=14; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=1e-05, random_state=15; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=0.1, gamma=1e-05, random_state=16; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=1e-05, random_state=16; total time=   0.0s\n",
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      "[CV] END ................C=0.1, gamma=1e-05, random_state=18; total time=   0.0s\n",
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      "[CV] END .....................C=0.5, gamma=1, random_state=1; total time=   0.0s\n",
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      "[CV] END .....................C=0.5, gamma=1, random_state=8; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .....................C=0.5, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END .....................C=0.5, gamma=1, random_state=9; total time=   0.0s\n",
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      "[CV] END ...................C=0.5, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ...................C=0.5, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ...................C=0.5, gamma=0.1, random_state=1; total time=   0.0s\n",
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      "[CV] END ...................C=0.5, gamma=0.1, random_state=4; total time=   0.0s\n",
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      "[CV] END ...................C=0.5, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ...................C=0.5, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ...................C=0.5, gamma=0.1, random_state=7; total time=   0.0s\n",
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      "[CV] END ...................C=0.5, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ...................C=0.5, gamma=0.1, random_state=8; total time=   0.0s\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ..................C=0.5, gamma=0.1, random_state=10; total time=   0.0s\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ................C=0.5, gamma=0.001, random_state=12; total time=   0.0s\n",
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      "[CV] END ...............C=0.5, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=14; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=15; total time=   0.0s\n",
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      "[CV] END ...............C=0.5, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=17; total time=   0.0s\n",
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      "[CV] END ...............C=0.5, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=18; total time=   0.0s\n",
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      "[CV] END ...............C=0.5, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=19; total time=   0.0s\n",
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      "[CV] END ...............C=0.5, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ...............C=0.5, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=1; total time=   0.0s\n",
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      "[CV] END .................C=0.5, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=8; total time=   0.0s\n",
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      "[CV] END .................C=0.5, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=0.5, gamma=1e-05, random_state=9; total time=   0.0s\n",
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      "[CV] END .................C=0.5, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=10; total time=   0.0s\n",
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      "[CV] END ................C=0.5, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=11; total time=   0.0s\n",
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      "[CV] END ................C=0.5, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=13; total time=   0.0s\n",
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      "[CV] END ................C=0.5, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=16; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ................C=0.5, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=0.5, gamma=1e-05, random_state=19; total time=   0.0s\n",
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      "[CV] END ......................C=10, gamma=1, random_state=1; total time=   0.0s\n",
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      "[CV] END ......................C=10, gamma=1, random_state=8; total time=   0.0s\n",
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      "[CV] END ......................C=10, gamma=1, random_state=9; total time=   0.0s\n",
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      "[CV] END ......................C=10, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END ......................C=10, gamma=1, random_state=9; total time=   0.0s\n",
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      "[CV] END .....................C=10, gamma=1, random_state=10; total time=   0.0s\n",
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      "[CV] END .....................C=10, gamma=1, random_state=11; total time=   0.0s\n",
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      "[CV] END .....................C=10, gamma=1, random_state=12; total time=   0.0s\n",
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      "[CV] END .....................C=10, gamma=1, random_state=14; total time=   0.0s\n",
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      "[CV] END .....................C=10, gamma=1, random_state=14; total time=   0.0s\n",
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      "[CV] END .....................C=10, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=15; total time=   0.0s\n",
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      "[CV] END .....................C=10, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=16; total time=   0.1s\n",
      "[CV] END .....................C=10, gamma=1, random_state=16; total time=   0.0s\n",
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      "[CV] END .....................C=10, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=17; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .....................C=10, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END .....................C=10, gamma=1, random_state=18; total time=   0.0s\n",
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      "[CV] END ....................C=10, gamma=0.1, random_state=1; total time=   0.0s\n",
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      "[CV] END ...................C=10, gamma=0.1, random_state=11; total time=   0.0s\n",
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      "[CV] END ...................C=10, gamma=0.1, random_state=12; total time=   0.0s\n",
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      "[CV] END ...................C=10, gamma=0.1, random_state=13; total time=   0.0s\n",
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      "[CV] END ...................C=10, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=10, gamma=0.1, random_state=19; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ...................C=10, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=10, gamma=0.1, random_state=19; total time=   0.0s\n",
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      "[CV] END ..................C=10, gamma=0.001, random_state=1; total time=   0.0s\n",
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      "[CV] END ..................C=10, gamma=0.001, random_state=9; total time=   0.0s\n",
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      "[CV] END .................C=10, gamma=0.001, random_state=12; total time=   0.0s\n",
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      "[CV] END .................C=10, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=14; total time=   0.0s\n",
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      "[CV] END .................C=10, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=15; total time=   0.0s\n",
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      "[CV] END .................C=10, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=18; total time=   0.0s\n",
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      "[CV] END .................C=10, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.001, random_state=19; total time=   0.0s\n",
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      "[CV] END .................C=10, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=2; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .................C=10, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=17; total time=   0.0s\n",
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      "[CV] END ................C=10, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=18; total time=   0.0s\n",
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      "[CV] END ................C=10, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=10, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=4; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ..................C=10, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=10, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=10, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=5; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ......................C=50, gamma=1, random_state=5; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=6; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=7; total time=   0.0s\n",
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      "[CV] END ......................C=50, gamma=1, random_state=9; total time=   0.0s\n",
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      "[CV] END ......................C=50, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END ......................C=50, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=10; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=10; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=11; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=12; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=13; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=14; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=15; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=16; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=16; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=17; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=17; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=18; total time=   0.0s\n",
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      "[CV] END .....................C=50, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END .....................C=50, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=1; total time=   0.0s\n",
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      "[CV] END ....................C=50, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=7; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ....................C=50, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ....................C=50, gamma=0.1, random_state=7; total time=   0.0s\n",
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      "[CV] END ....................C=50, gamma=0.1, random_state=8; total time=   0.0s\n",
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      "[CV] END ...................C=50, gamma=0.1, random_state=19; total time=   0.0s\n",
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      "[CV] END ..................C=50, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=0.001, random_state=1; total time=   0.0s\n",
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      "[CV] END ..................C=50, gamma=0.001, random_state=8; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ..................C=50, gamma=0.001, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=0.001, random_state=9; total time=   0.0s\n",
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      "[CV] END ..................C=50, gamma=0.001, random_state=9; total time=   0.0s\n",
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      "[CV] END .................C=50, gamma=0.001, random_state=10; total time=   0.0s\n",
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      "[CV] END .................C=50, gamma=0.001, random_state=11; total time=   0.0s\n",
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      "[CV] END .................C=50, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=10; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ................C=50, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=50, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=50, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=12; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .................C=50, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=50, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END ......................C=60, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=60, gamma=1, random_state=1; total time=   0.0s\n",
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      "[CV] END ......................C=60, gamma=1, random_state=3; total time=   0.0s\n",
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      "[CV] END ......................C=60, gamma=1, random_state=3; total time=   0.0s\n",
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      "[CV] END ......................C=60, gamma=1, random_state=4; total time=   0.0s\n",
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      "[CV] END ......................C=60, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END ......................C=60, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END ......................C=60, gamma=1, random_state=7; total time=   0.0s\n",
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      "[CV] END .....................C=60, gamma=1, random_state=10; total time=   0.0s\n",
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      "[CV] END .....................C=60, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=14; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .....................C=60, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END .....................C=60, gamma=1, random_state=14; total time=   0.0s\n",
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      "[CV] END .....................C=60, gamma=1, random_state=15; total time=   0.0s\n",
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      "[CV] END ...................C=60, gamma=0.1, random_state=15; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ...................C=60, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ...................C=60, gamma=0.1, random_state=16; total time=   0.0s\n",
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      "[CV] END ...................C=60, gamma=0.1, random_state=16; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=4; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=0.001, random_state=4; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=0.001, random_state=6; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=0.001, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=8; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=0.001, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=0.001, random_state=9; total time=   0.0s\n",
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      "[CV] END .................C=60, gamma=0.001, random_state=10; total time=   0.0s\n",
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      "[CV] END .................C=60, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=18; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .................C=60, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.001, random_state=19; total time=   0.0s\n",
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      "[CV] END .................C=60, gamma=0.0001, random_state=1; total time=   0.0s\n",
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      "[CV] END .................C=60, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=0.0001, random_state=6; total time=   0.0s\n",
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      "[CV] END .................C=60, gamma=0.0001, random_state=7; total time=   0.0s\n",
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      "[CV] END ................C=60, gamma=0.0001, random_state=10; total time=   0.0s\n",
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      "[CV] END ................C=60, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=60, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=60, gamma=0.0001, random_state=19; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ................C=60, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=60, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=1; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=2; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=3; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=3; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=1e-05, random_state=7; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=7; total time=   0.0s\n",
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      "[CV] END ..................C=60, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=60, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=60, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=2; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ......................C=70, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=2; total time=   0.0s\n",
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      "[CV] END ......................C=70, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=70, gamma=1, random_state=3; total time=   0.0s\n",
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      "[CV] END ......................C=70, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=10; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=11; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=13; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=14; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=14; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=14; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=15; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=15; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=16; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=16; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=17; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=17; total time=   0.0s\n",
      "[CV] END .....................C=70, gamma=1, random_state=18; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=18; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=19; total time=   0.0s\n",
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      "[CV] END .....................C=70, gamma=1, random_state=19; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=1; total time=   0.0s\n",
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      "[CV] END ....................C=70, gamma=0.1, random_state=1; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=2; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=2; total time=   0.0s\n",
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      "[CV] END ....................C=70, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=3; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ....................C=70, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=4; total time=   0.0s\n",
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      "[CV] END ....................C=70, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=5; total time=   0.0s\n",
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      "[CV] END ....................C=70, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=70, gamma=0.1, random_state=6; total time=   0.0s\n",
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      "[CV] END ...................C=70, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=12; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=12; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=12; total time=   0.0s\n",
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      "[CV] END ...................C=70, gamma=0.1, random_state=12; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=14; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=15; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=16; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=17; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=18; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=70, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=5; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ..................C=70, gamma=0.001, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.001, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=1; total time=   0.0s\n",
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      "[CV] END .................C=70, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=2; total time=   0.0s\n",
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      "[CV] END .................C=70, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=4; total time=   0.0s\n",
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      "[CV] END .................C=70, gamma=0.0001, random_state=4; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=6; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .................C=70, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=8; total time=   0.0s\n",
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      "[CV] END .................C=70, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=10; total time=   0.0s\n",
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      "[CV] END ................C=70, gamma=0.0001, random_state=10; total time=   0.0s\n",
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      "[CV] END ................C=70, gamma=0.0001, random_state=11; total time=   0.0s\n",
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      "[CV] END ................C=70, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=70, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=8; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ..................C=70, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=70, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=70, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=1; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=2; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=2; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=3; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=3; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=4; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=4; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=5; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=5; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=6; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=6; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=7; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=7; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=9; total time=   0.0s\n",
      "[CV] END ......................C=80, gamma=1, random_state=9; total time=   0.0s\n",
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      "[CV] END ......................C=80, gamma=1, random_state=9; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .....................C=80, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END .....................C=80, gamma=1, random_state=10; total time=   0.0s\n",
      "[CV] END .....................C=80, gamma=1, random_state=10; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=11; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=11; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=80, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=80, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=80, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=80, gamma=1, random_state=12; total time=   0.0s\n",
      "[CV] END .....................C=80, gamma=1, random_state=13; total time=   0.0s\n",
      "[CV] END .....................C=80, gamma=1, random_state=13; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=14; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=15; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=16; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=17; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=18; total time=   0.0s\n",
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      "[CV] END .....................C=80, gamma=1, random_state=19; total time=   0.0s\n",
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      "[CV] END ....................C=80, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=3; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=4; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=4; total time=   0.0s\n",
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      "[CV] END ....................C=80, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=5; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=6; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=7; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=8; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=9; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=9; total time=   0.0s\n",
      "[CV] END ....................C=80, gamma=0.1, random_state=9; total time=   0.0s\n",
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      "[CV] END ....................C=80, gamma=0.1, random_state=9; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=10; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=11; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ...................C=80, gamma=0.1, random_state=11; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=12; total time=   0.0s\n",
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      "[CV] END ...................C=80, gamma=0.1, random_state=12; total time=   0.0s\n",
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      "[CV] END ...................C=80, gamma=0.1, random_state=13; total time=   0.0s\n",
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      "[CV] END ...................C=80, gamma=0.1, random_state=13; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=14; total time=   0.0s\n",
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      "[CV] END ...................C=80, gamma=0.1, random_state=15; total time=   0.0s\n",
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      "[CV] END ...................C=80, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ...................C=80, gamma=0.1, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=2; total time=   0.0s\n",
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      "[CV] END ..................C=80, gamma=0.001, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=3; total time=   0.0s\n",
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      "[CV] END ..................C=80, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=5; total time=   0.0s\n",
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      "[CV] END ..................C=80, gamma=0.001, random_state=9; total time=   0.0s\n",
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      "[CV] END ..................C=80, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=0.001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=11; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.001, random_state=11; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=12; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=14; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .................C=80, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=15; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.001, random_state=16; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.001, random_state=18; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=1; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=1; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=2; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.0001, random_state=2; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=3; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=3; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=4; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.0001, random_state=4; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.0001, random_state=5; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=6; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=7; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=8; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=9; total time=   0.0s\n",
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      "[CV] END .................C=80, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=0.0001, random_state=9; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=10; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=10; total time=   0.0s\n",
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      "[CV] END ................C=80, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=11; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=12; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=13; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=14; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=15; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=16; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END ................C=80, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=16; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=17; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=18; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ................C=80, gamma=0.0001, random_state=19; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=1; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=2; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=3; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=4; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=5; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=6; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=7; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=8; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END ..................C=80, gamma=1e-05, random_state=9; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=10; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=11; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=12; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=13; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=14; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=15; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=16; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=17; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=18; total time=   0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV] END .................C=80, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=18; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=19; total time=   0.0s\n",
      "[CV] END .................C=80, gamma=1e-05, random_state=19; total time=   0.0s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, estimator=SVC(),\n",
       "             param_grid={'C': [0.1, 0.5, 10, 50, 60, 70, 80],\n",
       "                         'gamma': [1, 0.1, 0.001, 0.0001, 1e-05],\n",
       "                         'random_state': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n",
       "                                          13, 14, 15, 16, 17, 18, 19]},\n",
       "             scoring='f1', verbose=2)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "param_grid = {'C':[0.1,0.5,10,50,60,70,80],\n",
    "             'gamma':[1,0.1,0.001,0.0001,0.00001],\n",
    "             'random_state':(list(range(1,20)))}\n",
    "model = SVC() # Object creation\n",
    "grid = GridSearchCV(model,param_grid,refit=True,verbose=2,scoring='f1',cv=5)\n",
    "\n",
    "# Step:10 fitting the model for grid search\n",
    "grid.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6248f699",
   "metadata": {},
   "outputs": [],
   "source": [
    "# set the best parameter \n",
    "clf =SVC(C=0.6,gamma=0.1,random_state=1)\n",
    "\n",
    "# fit the model\n",
    "clf.fit(X_train,y_train)\n",
    "\n",
    "# Predict the x test\n",
    "y_hat_clf = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb529dee",
   "metadata": {},
   "source": [
    "### TESTING ACCURACY AFTER HYPERPARAMETER TUNNING :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4660effa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing accuracy of support vector classifier model 98.66666666666667\n",
      "support vector classifier Classification report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           2       0.98      0.99      0.99       182\n",
      "           3       0.98      0.98      0.98       172\n",
      "           4       1.00      0.98      0.99       171\n",
      "\n",
      "    accuracy                           0.99       525\n",
      "   macro avg       0.99      0.99      0.99       525\n",
      "weighted avg       0.99      0.99      0.99       525\n",
      "\n"
     ]
    }
   ],
   "source": [
    "test_accuracy = accuracy_score(y_hat_clf,y_test)\n",
    "print(\"Testing accuracy of support vector classifier model\",test_accuracy*100)\n",
    "print(\"support vector classifier Classification report: \\n\",classification_report(y_hat_clf,y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edf76353",
   "metadata": {},
   "source": [
    "* After hyperparameter tunning score is increases."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "049a19d7",
   "metadata": {},
   "source": [
    "## 2. Random Forest :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7ee528e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing libary and creating object\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rf = RandomForestClassifier(n_estimators=100) # 100 decision tree\n",
    "\n",
    "# fitting training data\n",
    "rf.fit(X_train,y_train)\n",
    "\n",
    "# Prediction on testing data\n",
    "rf_test_predict = rf.predict(X_test)\n",
    "\n",
    "# Prediction on training data\n",
    "rf_train_predict = rf.predict(X_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec81f1c6",
   "metadata": {},
   "source": [
    "### TRANING ACCURACY :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "89dc4044",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy of random forest 1.0\n",
      "Classification report of training: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           2       1.00      1.00      1.00       690\n",
      "           3       1.00      1.00      1.00       701\n",
      "           4       1.00      1.00      1.00       706\n",
      "\n",
      "    accuracy                           1.00      2097\n",
      "   macro avg       1.00      1.00      1.00      2097\n",
      "weighted avg       1.00      1.00      1.00      2097\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rf_train_accuracy = accuracy_score(rf_train_predict,y_train)\n",
    "print(\"Training accuracy of random forest\",rf_train_accuracy)\n",
    "print(\"Classification report of training: \\n\",classification_report(rf_train_predict,y_train))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9afdd61b",
   "metadata": {},
   "source": [
    "* Random forest classifier very well work on training data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b12b5f1",
   "metadata": {},
   "source": [
    "### TESTING ACCURACY :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "872c7e3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing accuracy of random forest 96.19047619047619\n",
      "Classification report of testing: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           2       0.99      0.96      0.97       190\n",
      "           3       0.91      0.98      0.94       161\n",
      "           4       0.99      0.95      0.97       174\n",
      "\n",
      "    accuracy                           0.96       525\n",
      "   macro avg       0.96      0.96      0.96       525\n",
      "weighted avg       0.96      0.96      0.96       525\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rf_test_accuracy = accuracy_score(rf_test_predict,y_test)\n",
    "print(\"Testing accuracy of random forest\",rf_test_accuracy*100)\n",
    "print(\"Classification report of testing: \\n\",classification_report(rf_test_predict,y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8dd0b1b",
   "metadata": {},
   "source": [
    "### HYPER PARAMETER TUNNING WITH RANDOMIZED SEARCH CV :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "44f4411e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 2 folds for each of 10 candidates, totalling 20 fits\n",
      "Best parameter: {'n_estimators': 311, 'min_samples_split': 5, 'min_samples_leaf': 3, 'max_features': 'auto', 'max_depth': 37}\n"
     ]
    }
   ],
   "source": [
    "# import library and imputation of parameter\n",
    "from sklearn.model_selection import RandomizedSearchCV  \n",
    "#In random forest we are not used grid search CV because of memory reason.\n",
    "\n",
    "n_estimators = [int(x) for x in np.linspace(start=100 ,stop=2000, num=10)] #No of decision tree in forest\n",
    "max_features = ['auto', 'sqrt'] #Max no of feature consider to create decision tree\n",
    "max_depth    = [int(x) for x in np.linspace(10,100,num=11)] #Max no of level in each decision tree\n",
    "max_depth.append(None)\n",
    "min_samples_split = [2,3,5,8] #Min number of data points placed in a node before the node is split\n",
    "min_samples_leaf  = [1,2,3,4]  #Min number of data point allowed in leaf node\n",
    "\n",
    "# Creating dictionary of paramter\n",
    "random_grid = {'n_estimators': n_estimators, 'max_features': max_features,\n",
    "               'max_depth': max_depth, 'min_samples_split': min_samples_split,\n",
    "               'min_samples_leaf': min_samples_leaf}\n",
    "\n",
    "# Object creation\n",
    "rf_clf = RandomForestClassifier(random_state=42) #Provide random state because select rows and columns randomly\n",
    "\n",
    "# Create Random search CV with parameter\n",
    "rf_cv = RandomizedSearchCV(estimator=rf_clf,scoring='f1',param_distributions=random_grid,\n",
    "                           n_iter=10,cv=2,verbose=2,random_state=1,n_jobs=-1)\n",
    "\n",
    "# Fitting the training data\n",
    "rf_cv.fit(X_train,y_train)\n",
    "\n",
    "# Get best parameter\n",
    "rf_best_params = rf_cv.best_params_\n",
    "print(f\"Best parameter: {rf_best_params}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0add8dd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create object and place the best paramter\n",
    "rf_clf1 = RandomForestClassifier(**rf_best_params)\n",
    "\n",
    "# Fitting the training data\n",
    "rf_clf1.fit(X_train,y_train)\n",
    "\n",
    "# Prediction on test data\n",
    "rf_clf1_predict = rf_clf1.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "400e6524",
   "metadata": {},
   "source": [
    "### TEST ACCURACY AFTER HYPER-PARAMETER TUNNING :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "81ce2e71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy after hyperparameter tunning 94.28571428571428\n",
      "Classification report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           2       0.97      0.94      0.95       191\n",
      "           3       0.87      0.96      0.91       156\n",
      "           4       0.99      0.93      0.96       178\n",
      "\n",
      "    accuracy                           0.94       525\n",
      "   macro avg       0.94      0.94      0.94       525\n",
      "weighted avg       0.95      0.94      0.94       525\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rf_accuracy = accuracy_score(rf_clf1_predict,y_test)\n",
    "print(\"Accuracy after hyperparameter tunning\",rf_accuracy*100)\n",
    "print(\"Classification report: \\n\",classification_report(rf_clf1_predict,y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bd76e68",
   "metadata": {},
   "source": [
    "* After hyperparameter tunning score is not increases."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d8c35d1",
   "metadata": {},
   "source": [
    "## 3. Artificial Neural Network [MLP Classifier] :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4ec9a860",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing library and object creation\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "model = MLPClassifier(hidden_layer_sizes=(60,3),\n",
    "                      learning_rate='constant',\n",
    "                      max_iter=250,\n",
    "                      random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3d15fbf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MLPClassifier(hidden_layer_sizes=(60, 3), max_iter=250, random_state=42)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fitting the training data\n",
    "model.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7c25e4ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.30421098e-05, 9.99976016e-01, 9.42042015e-07],\n",
       "       [1.77214279e-06, 9.99867940e-01, 1.30288096e-04],\n",
       "       [9.77457009e-01, 2.24913483e-02, 5.16429631e-05],\n",
       "       ...,\n",
       "       [9.92776079e-01, 7.22277763e-03, 1.14366856e-06],\n",
       "       [6.08788283e-02, 9.38985245e-01, 1.35926443e-04],\n",
       "       [3.18940152e-20, 9.10007711e-11, 1.00000000e+00]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Predicting the probability\n",
    "mlp_prdict_probability = model.predict_proba(X_test)\n",
    "mlp_prdict_probability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9e6343f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prediction on test data\n",
    "mlp_test_predict = model.predict(X_test)\n",
    "\n",
    "# Prediction on training data\n",
    "mlp_train_predict = model.predict(X_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d095c210",
   "metadata": {},
   "source": [
    "### TRAINING ACCURACY :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "cf410d59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy of MLP model is: 99.14163090128756\n",
      "Classification report of training:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           2       1.00      0.97      0.99       708\n",
      "           3       0.97      1.00      0.99       683\n",
      "           4       1.00      1.00      1.00       706\n",
      "\n",
      "    accuracy                           0.99      2097\n",
      "   macro avg       0.99      0.99      0.99      2097\n",
      "weighted avg       0.99      0.99      0.99      2097\n",
      "\n"
     ]
    }
   ],
   "source": [
    "mlp_train_accuracy = accuracy_score(mlp_train_predict,y_train)\n",
    "print(\"Training accuracy of MLP model is:\",mlp_train_accuracy*100)\n",
    "print(\"Classification report of training:\"'\\n',classification_report(mlp_train_predict,y_train))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0393dae3",
   "metadata": {},
   "source": [
    "* Multilayer percepton Perform well on training data.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ddcac34",
   "metadata": {},
   "source": [
    "### TESTING ACCURACY :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e707677c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing accuracy of MLP model is: 96.76190476190476\n",
      "Classification report of testing:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           2       0.98      0.98      0.98       185\n",
      "           3       0.92      0.98      0.95       162\n",
      "           4       1.00      0.94      0.97       178\n",
      "\n",
      "    accuracy                           0.97       525\n",
      "   macro avg       0.97      0.97      0.97       525\n",
      "weighted avg       0.97      0.97      0.97       525\n",
      "\n"
     ]
    }
   ],
   "source": [
    "mlp_test_accuracy = accuracy_score(mlp_test_predict,y_test)\n",
    "print(\"Testing accuracy of MLP model is:\",mlp_test_accuracy*100)\n",
    "print(\"Classification report of testing:\"'\\n',classification_report(mlp_test_predict,y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8ed29af",
   "metadata": {},
   "source": [
    "* Multilayer percepton perform well on testing data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5fbfcdb",
   "metadata": {},
   "source": [
    "### CONFUSION MATRIX :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3ad74e2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>PerformanceRating</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>row_0</th>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>181</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>159</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>168</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "PerformanceRating    2    3    4\n",
       "row_0                           \n",
       "2                  181    4    0\n",
       "3                    3  159    0\n",
       "4                    0   10  168"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(mlp_test_predict,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c12d5a71",
   "metadata": {},
   "source": [
    "### Conclusion :-\n",
    "\n",
    "* Support vector machine well perform on training data with accuracy 96.66% but the test score is 95.04 after applying Hyperparameter tunning score is 98.66 means model is overfit.\n",
    "\n",
    "* Random forest very well perform in training data with 100% accuracy but in testing 96.19% after doing hyperparameter tunning testing score is decreases.\n",
    "\n",
    "* Artifical neural network[Multilayer percepton] perform very well on training data with 99.14% accuracy and testing score is 96.76%.\n",
    "* So we are select Artifical neuranl network [Multilayer percepton] model."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f39ed31f",
   "metadata": {},
   "source": [
    "## MODEL SAVING :-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "22a773e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# saving model with the help of pickle\n",
    "import pickle\n",
    "\n",
    "file = open('mlp_classifier_model.pkl','wb')\n",
    "pickle.dump(model,file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f657ea34",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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