Finding_Blood_Donors.ipynb

{
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   "cell_type": "markdown",
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   "source": [
    "# Finding Blood Donors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview\n",
    "\n",
    "Blood donation is an extremely important contribution that a person can make towards the society because donating blood does not only save lives of people who need blood, it also has beneficial for donors themselves. Every day, people lose blood in accidents, injuries and surgeries, and then urgently need fresh blood to compensate for the loss so, there is a high demand for donors who are ready to donate their blood. \n",
    "\n",
    "Predicting if a donor will donate blood in the future can help in finding blood donation easily. Therefore, in this project, I will apply machine learning techniques on data collected from Blood Transfusion Service Center in Hsin-Chu City in Taiwan. The goal of this project is to construct a model that predict whether or not a blood donor will give blood in future."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset of this project originates from [UCI Machine Learning Repository](archive.ics.uci.edu/ml/datasets/Blood+Transfusion+Service+Center).\n",
    "\n",
    "* transfusion.data - The file contains a dataset from donor database of Blood Transfusion Service Center in Hsin-Chu City in Taiwan. The center passes their blood transfusion service bus to one university in Hsin-Chu City to gather blood donated about every three months. The dataset contains 748 donors data, each donor has:\n",
    "\n",
    "    * Recency (months) - months since last donation.\n",
    "    * Frequency (Times) - total number of donation.\n",
    "    * Monetary (c.c. blood) - total blood donated in cubic centimeter\n",
    "    * Time (months) - months since first donation.\n",
    "    * whether he/she donated blood in March 2007 - a binary variable representing whether he/she donated blood in March 2007 (1 stand for donating blood; 0 stands for not donating blood)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The project is organized as follows. Section 1 explores and visualize the data. Section 2 includes data preperation and Section 3 implements the solution. Finally, Section 4 presents the summary."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Data Understanding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This step explores the dataset using different functions such as `head()`, `shape`, `describe()` , and checks the null values using `isnull()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import needed libraries\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, make_scorer, classification_report, confusion_matrix\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency (months)</th>\n",
       "      <th>Frequency (times)</th>\n",
       "      <th>Monetary (c.c. blood)</th>\n",
       "      <th>Time (months)</th>\n",
       "      <th>whether he/she donated blood in March 2007</th>\n",
       "    </tr>\n",
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       "      <th>4</th>\n",
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       "      <td>0</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "   Recency (months)  Frequency (times)  Monetary (c.c. blood)  Time (months)  \\\n",
       "0                 2                 50                  12500             98   \n",
       "1                 0                 13                   3250             28   \n",
       "2                 1                 16                   4000             35   \n",
       "3                 2                 20                   5000             45   \n",
       "4                 1                 24                   6000             77   \n",
       "\n",
       "   whether he/she donated blood in March 2007  \n",
       "0                                           1  \n",
       "1                                           1  \n",
       "2                                           1  \n",
       "3                                           1  \n",
       "4                                           0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read data in the file\n",
    "\n",
    "df = pd.read_csv('transfusion.data')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "      <th>Time</th>\n",
       "      <th>Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>12500</td>\n",
       "      <td>98</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>3250</td>\n",
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      "text/plain": [
       "   Recency  Frequency  Monetary  Time  Class\n",
       "0        2         50     12500    98      1\n",
       "1        0         13      3250    28      1\n",
       "2        1         16      4000    35      1\n",
       "3        2         20      5000    45      1\n",
       "4        1         24      6000    77      0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns \n",
    "\n",
    "df = df.rename(columns = {'Recency (months)': 'Recency', 'Frequency (times)': 'Frequency',\n",
    "                          'Monetary (c.c. blood)': 'Monetary', 'Time (months)': 'Time',\n",
    "                          'whether he/she donated blood in March 2007':'Class'})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(748, 5)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df.shape"
   ]
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   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 748 entries, 0 to 747\n",
      "Data columns (total 5 columns):\n",
      " #   Column     Non-Null Count  Dtype\n",
      "---  ------     --------------  -----\n",
      " 0   Recency    748 non-null    int64\n",
      " 1   Frequency  748 non-null    int64\n",
      " 2   Monetary   748 non-null    int64\n",
      " 3   Time       748 non-null    int64\n",
      " 4   Class      748 non-null    int64\n",
      "dtypes: int64(5)\n",
      "memory usage: 29.3 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "      <th>Time</th>\n",
       "      <th>Class</th>\n",
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       "      <th>count</th>\n",
       "      <td>748.000000</td>\n",
       "      <td>748.000000</td>\n",
       "      <td>748.000000</td>\n",
       "      <td>748.000000</td>\n",
       "      <td>748.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.506684</td>\n",
       "      <td>5.514706</td>\n",
       "      <td>1378.676471</td>\n",
       "      <td>34.282086</td>\n",
       "      <td>0.237968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.095396</td>\n",
       "      <td>5.839307</td>\n",
       "      <td>1459.826781</td>\n",
       "      <td>24.376714</td>\n",
       "      <td>0.426124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.750000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>14.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1750.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>74.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>12500.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Recency   Frequency      Monetary        Time       Class\n",
       "count  748.000000  748.000000    748.000000  748.000000  748.000000\n",
       "mean     9.506684    5.514706   1378.676471   34.282086    0.237968\n",
       "std      8.095396    5.839307   1459.826781   24.376714    0.426124\n",
       "min      0.000000    1.000000    250.000000    2.000000    0.000000\n",
       "25%      2.750000    2.000000    500.000000   16.000000    0.000000\n",
       "50%      7.000000    4.000000   1000.000000   28.000000    0.000000\n",
       "75%     14.000000    7.000000   1750.000000   50.000000    0.000000\n",
       "max     74.000000   50.000000  12500.000000   98.000000    1.000000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Recency      0\n",
       "Frequency    0\n",
       "Monetary     0\n",
       "Time         0\n",
       "Class        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Donating %\n",
    "donated = df.groupby(['Class']).count()['Time']/df.shape[0] * 100\n",
    "figure, ax = plt.subplots()\n",
    "donated.plot(kind ='bar', title = 'Donating %', ax = ax);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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D/RqDdfdux57kLxn8Am0Zg4nWfVX1j0n+gsGM9mTgaeBvquq9hevp+LRlmX+oqqt7H3cb3wPtcDnw/ar6ZpJTGMPrfFGEuyTp6CyGZRlJ0lEy3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6tD/A4zy2Zzorf5uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Frequency of donation\n",
    "plt.hist(df['Frequency']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Frequency of donation based on the class\n",
    "figure, ax = plt.subplots(figsize = (10, 5))\n",
    "ax.hist(df[df['Class'] == 0]['Frequency'], alpha = 0.7, label = 'Not donating')\n",
    "ax.hist(df[df['Class'] == 1]['Frequency'],  alpha = 0.7, label = 'Donating')\n",
    "plt.xlabel('Donating Frequency')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Donating Frequency Distribution')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 422.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x = 'Frequency', y = 'Monetary', data = df, hue = 'Class');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observations:**\n",
    "\n",
    "From the data, we can see that:\n",
    "* There is no missing or invalid values.\n",
    "* Imbalance number of data in each class of the dataset.\n",
    "* Most of the donors donated 1-5 times.\n",
    "* Most of the donors who donated > 20 times in class 1. \n",
    "* Direct proportion between frequancy and monetary.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Data Preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This step includes cleaning data and data selection. For this dataset, there are no missing or invalid values, however, there are some qualities about certain features that should be adjusted. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, I would like to calculate the difference between the last and first donation to use it as a feature. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "      <th>Time</th>\n",
       "      <th>Class</th>\n",
       "      <th>Time_diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>12500</td>\n",
       "      <td>98</td>\n",
       "      <td>1</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>3250</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>4000</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>5000</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>6000</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Recency  Frequency  Monetary  Time  Class  Time_diff\n",
       "0        2         50     12500    98      1         96\n",
       "1        0         13      3250    28      1         28\n",
       "2        1         16      4000    35      1         34\n",
       "3        2         20      5000    45      1         43\n",
       "4        1         24      6000    77      0         76"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the difference between months since first and last donation\n",
    "df['Time_diff'] = df['Time'] - df['Recency']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1. Feature Scaling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, I will normalize each numerical feature by using `MinMaxScaler()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "      <th>Time</th>\n",
       "      <th>Class</th>\n",
       "      <th>Time_diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.027027</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.244898</td>\n",
       "      <td>0.244898</td>\n",
       "      <td>0.270833</td>\n",
       "      <td>1</td>\n",
       "      <td>0.291667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.013514</td>\n",
       "      <td>0.306122</td>\n",
       "      <td>0.306122</td>\n",
       "      <td>0.343750</td>\n",
       "      <td>1</td>\n",
       "      <td>0.354167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>0.447917</td>\n",
       "      <td>1</td>\n",
       "      <td>0.447917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.013514</td>\n",
       "      <td>0.469388</td>\n",
       "      <td>0.469388</td>\n",
       "      <td>0.781250</td>\n",
       "      <td>0</td>\n",
       "      <td>0.791667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Recency  Frequency  Monetary      Time  Class  Time_diff\n",
       "0  0.027027   1.000000  1.000000  1.000000      1   1.000000\n",
       "1  0.000000   0.244898  0.244898  0.270833      1   0.291667\n",
       "2  0.013514   0.306122  0.306122  0.343750      1   0.354167\n",
       "3  0.027027   0.387755  0.387755  0.447917      1   0.447917\n",
       "4  0.013514   0.469388  0.469388  0.781250      0   0.791667"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initialize a scaler and apply it to the features\n",
    "scaler = MinMaxScaler()\n",
    "features = ['Recency', 'Frequency', 'Monetary', 'Time', 'Time_diff']\n",
    "scaled_df = pd.DataFrame(data = df)\n",
    "scaled_df[features] = scaler.fit_transform(df[features])\n",
    "scaled_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2. Feature Selection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will not use all features to build the ML model. I will create two groups (group 1 and group 2) of features and then see which one is the most suitable group to the model. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2.1 Features Group 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This group contains *Recency*, *Frequency*, *Monetary* and *Time* features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "      <th>Time</th>\n",
       "      <th>Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.027027</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.244898</td>\n",
       "      <td>0.244898</td>\n",
       "      <td>0.270833</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.013514</td>\n",
       "      <td>0.306122</td>\n",
       "      <td>0.306122</td>\n",
       "      <td>0.343750</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>0.447917</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.013514</td>\n",
       "      <td>0.469388</td>\n",
       "      <td>0.469388</td>\n",
       "      <td>0.781250</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Recency  Frequency  Monetary      Time  Class\n",
       "0  0.027027   1.000000  1.000000  1.000000      1\n",
       "1  0.000000   0.244898  0.244898  0.270833      1\n",
       "2  0.013514   0.306122  0.306122  0.343750      1\n",
       "3  0.027027   0.387755  0.387755  0.447917      1\n",
       "4  0.013514   0.469388  0.469388  0.781250      0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_df1 = scaled_df[['Recency', 'Frequency', 'Monetary', 'Time', 'Class']]\n",
    "processed_df1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2.2 Features Group 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This group contains *Frequency*, *Monetary* and *Time_diff* features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "      <th>Time_diff</th>\n",
       "      <th>Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.244898</td>\n",
       "      <td>0.244898</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.306122</td>\n",
       "      <td>0.306122</td>\n",
       "      <td>0.354167</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.387755</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>0.447917</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.469388</td>\n",
       "      <td>0.469388</td>\n",
       "      <td>0.791667</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Frequency  Monetary  Time_diff  Class\n",
       "0   1.000000  1.000000   1.000000      1\n",
       "1   0.244898  0.244898   0.291667      1\n",
       "2   0.306122  0.306122   0.354167      1\n",
       "3   0.387755  0.387755   0.447917      1\n",
       "4   0.469388  0.469388   0.791667      0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_df2 = scaled_df[['Frequency', 'Monetary','Time_diff', 'Class']]\n",
    "processed_df2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This step applies and evaluates different classification models, then enhance the models. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Spalit Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will split the data into training and test sets, 80% for training and 20% for testing. *Class* feature is the target. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1.1 Features Group 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Initialize the features and class\n",
    "X = processed_df1[['Recency', 'Frequency', 'Monetary', 'Time']]\n",
    "y = processed_df1[['Class']]\n",
    "\n",
    "# Split the data into training set and testing set\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1.2 Features Group 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize the features and class\n",
    "X2 = processed_df2[['Frequency', 'Monetary', 'Time_diff']]\n",
    "y2 = processed_df2[['Class']]\n",
    "\n",
    "# Split the data into training set and testing set\n",
    "X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size = 0.2, random_state = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Train and Evaluate Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a function to train a classifier \n",
    "\n",
    "def train_classifier(classifier, X_train, y_train, X_test, y_test): \n",
    "    \n",
    "    \"\"\"\n",
    "    Function: train a classification algorithm.\n",
    "    Args:\n",
    "    classifier: the classification algorithm to be trained and predicted on\n",
    "    X_train (dataframe): features training set\n",
    "    y_train (dataframe): labels training set\n",
    "    X_test (dataframe): features testing set\n",
    "    y_test (dataframe): labels testing set\n",
    "    \"\"\"\n",
    "    \n",
    "    \n",
    "    # Fit the classifier to the training data\n",
    "    clf = classifier.fit(X_train, y_train)\n",
    "        \n",
    "    # Get the predictions on the test set\n",
    "    predictions_test = clf.predict(X_test)\n",
    "        \n",
    "    # Compute accuracy on testing set \n",
    "    result = accuracy_score(y_test, predictions_test)\n",
    "    print(\"{} training...\".format(clf.__class__.__name__))\n",
    "\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize the three models\n",
    "clf_1 = DecisionTreeClassifier()\n",
    "clf_2 = RandomForestClassifier(random_state = 0)\n",
    "clf_3 = SVC(random_state = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1.1 Features Group 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DecisionTreeClassifier training...\n",
      "\n",
      "Accuracy score on testing data: 0.7000\n",
      "------------\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:17: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier training...\n",
      "\n",
      "Accuracy score on testing data: 0.7267\n",
      "------------\n",
      "\n",
      "SVC training...\n",
      "\n",
      "Accuracy score on testing data: 0.7333\n",
      "------------\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "# train the models\n",
    "for clf in [clf_1, clf_2, clf_3]:\n",
    "    clf_name = clf.__class__.__name__\n",
    "    result = train_classifier(clf, X_train, y_train, X_test, y_test)\n",
    "    print()\n",
    "    \n",
    "# Evaluate the models\n",
    "    print(\"Accuracy score on testing data: {:.4f}\".format(result))\n",
    "    print('------------')\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1.2 Features Group 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DecisionTreeClassifier training...\n",
      "\n",
      "Accuracy score on testing data: 0.6600\n",
      "------------\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:17: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier training...\n",
      "\n",
      "Accuracy score on testing data: 0.7000\n",
      "------------\n",
      "\n",
      "SVC training...\n",
      "\n",
      "Accuracy score on testing data: 0.7400\n",
      "------------\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "# Train the models\n",
    "for clf in [clf_1, clf_2, clf_3]:\n",
    "    clf_name = clf.__class__.__name__\n",
    "    result = train_classifier(clf, X_train2, y_train2, X_test2, y_test2)\n",
    "    print()\n",
    "    \n",
    "# Evaluate the models\n",
    "    print(\"Accuracy score on testing data: {:.4f}\".format(result))\n",
    "    print('------------')\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Improving Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section, I will select the best models from the six supervised learning models to perform a grid search optimization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The table below shows the accuracy of each model:\n",
    "\n",
    "| Features Groups  | Decision Tree | Random Forest | SVM  | \n",
    "|---|---|---|---|\n",
    "| Group 1  | 0.7000 | 0.7267 | 0.7333 |   \n",
    "| Group 2  | 0.6600 | 0.7000 | 0.7400 |   \n",
    " \n",
    " \n",
    "The best three models are:\n",
    "* Features Group 1 with Random Forest.\n",
    "* Features Group 1 with SVM.\n",
    "* Features Group 2 with SVM.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, I will use grid search to optmize the best three models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a function to tune the model\n",
    "\n",
    "def tune_model(classifier, X_train, y_train, X_test, y_test, parameters):\n",
    "    \n",
    "    \"\"\"\n",
    "    Function: fine-tune the classifier parameters to find the optimal parameters values. \n",
    "    Args:\n",
    "    classifier: the classification algorithm \n",
    "    X_train (dataframe): features training set\n",
    "    y_train (dataframe): labels training set\n",
    "    X_test (dataframe): features testing set\n",
    "    y_test (dataframe): labels testing set\n",
    "    parameters (dictionary): parameters to be used in the grid search\n",
    "    \"\"\"\n",
    "    results = {}\n",
    "    \n",
    "    # Make a scoring object \n",
    "    scorer = make_scorer(accuracy_score, greater_is_better = True)\n",
    "\n",
    "    # Perform grid search on the classifier\n",
    "    grid_obj = GridSearchCV(classifier, parameters, scoring = scorer)\n",
    "\n",
    "    # Fit the grid search object \n",
    "    grid_fit = grid_obj.fit(X_train, y_train)\n",
    "\n",
    "    # Get the estimator\n",
    "    best_clf = grid_fit.best_estimator_\n",
    "    best_params = grid_obj.best_params_\n",
    "\n",
    "    # Make predictions \n",
    "    best_predictions = best_clf.predict(X_test)\n",
    "    \n",
    "    # Compute accuracy after tuning\n",
    "    acc = accuracy_score(y_test, best_predictions)\n",
    "    \n",
    "    print(\"{} Tuning...\".format(classifier.__class__.__name__))\n",
    "    \n",
    "    # Return the results\n",
    "    return acc, best_params"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.3.1 Random Forest - Features Group 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:739: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.best_estimator_.fit(X, y, **fit_params)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier Tuning...\n"
     ]
    }
   ],
   "source": [
    "# Initialize parameters for fine tuning\n",
    "rf_parameters = {'max_depth': [5, 10, None],\n",
    " 'min_samples_leaf':  [3, 4, 5],\n",
    " 'min_samples_split': [2, 3],\n",
    " 'criterion' : ['gini', 'entropy'],\n",
    " 'n_estimators': [200, 500, 600, 700]}\n",
    "\n",
    "# Apply grid search\n",
    "rf_acc, rf_best_params = tune_model(clf_2, X_train, y_train, X_test, y_test, rf_parameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Parameters: {'criterion': 'gini', 'max_depth': 5, 'min_samples_leaf': 3, 'min_samples_split': 2, 'n_estimators': 200}\n",
      "Accuracy score on testing data: 0.7800\n"
     ]
    }
   ],
   "source": [
    "# Print grid search best parametrs and scores\n",
    "print(\"Best Parameters: {}\".format(rf_best_params))\n",
    "print(\"Accuracy score on testing data: {:.4f}\".format(rf_acc))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1.2 SVM - Features Group 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVC Tuning...\n"
     ]
    }
   ],
   "source": [
    "# Initialize parameters for fine tuning\n",
    "svm_parameters = {'kernel': ['linear', 'rbf', 'poly'], \n",
    "                  'C': [0.5, 1, 1.5], \n",
    "                  'gamma': ['scale', 'auto'] }\n",
    "\n",
    "# Apply grid search\n",
    "svm_acc, svm_best_params = tune_model(clf_3, X_train, y_train, X_test, y_test, svm_parameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Parameters: {'C': 1.5, 'gamma': 'scale', 'kernel': 'poly'}\n",
      "Accuracy score on testing data: 0.7400\n"
     ]
    }
   ],
   "source": [
    "# Print grid search best parametrs and scores\n",
    "print(\"Best Parameters: {}\".format(svm_best_params))\n",
    "print(\"Accuracy score on testing data: {:.4f}\".format(svm_acc))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1.3 SVM - Features Group 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVC Tuning...\n"
     ]
    }
   ],
   "source": [
    "# Apply grid search\n",
    "svm_acc, svm_best_params = tune_model(clf_3, X_train2, y_train2, X_test2, y_test2, svm_parameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Parameters: {'C': 0.5, 'gamma': 'scale', 'kernel': 'linear'}\n",
      "Accuracy score on testing data: 0.7267\n"
     ]
    }
   ],
   "source": [
    "# Print grid search best parametrs and scores\n",
    "print(\"Best Parameters: {}\".format(svm_best_params))\n",
    "print(\"Accuracy score on testing data: {:.4f}\".format(svm_acc))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Using Best Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The accuracy score of each optmized model:\n",
    "* Random Forest - Features Group 1: 0.7800\n",
    "* SVM - Features Group 1: 0.7400\n",
    "* SVM - Features Group 2: 0.7267\n",
    "\n",
    "Random Forest with Features Group 1 gave the highest accuracy score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\missn\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  \"\"\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification Report\n",
      "---------------------\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.81      0.92      0.86       109\n",
      "           1       0.65      0.41      0.51        41\n",
      "\n",
      "    accuracy                           0.78       150\n",
      "   macro avg       0.73      0.67      0.68       150\n",
      "weighted avg       0.76      0.78      0.76       150\n",
      "\n",
      "\n",
      "Confusion matrix\n",
      "---------------------\n",
      "\n",
      "[[100   9]\n",
      " [ 24  17]]\n"
     ]
    }
   ],
   "source": [
    "# Using the best params in the model\n",
    "rf_clf = RandomForestClassifier (criterion = 'gini', max_depth = 5, min_samples_leaf = 3,\n",
    "                                 min_samples_split = 2, n_estimators = 200)\n",
    "\n",
    "rf_clf = rf_clf.fit(X_train, y_train)\n",
    "rf_pred = rf_clf.predict(X_test)\n",
    "\n",
    "# Print classification report\n",
    "print ('Classification Report')\n",
    "print ('---------------------')\n",
    "print()\n",
    "print(classification_report(y_test, rf_pred))\n",
    "print()\n",
    "print ('Confusion matrix')\n",
    "print ('---------------------')\n",
    "print()\n",
    "print(confusion_matrix(y_test,rf_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the classification report, we can see that the recall, precision and f1-score of class 1 data are lower than the class 0. This is because of highly imbalanced dataset. In general, the model give us good result. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Blood donation is significant for saving lives of people who lost large amounts of blood. An accurate prediction of the future supply of blood help to take the right action to save people lives. In this project, I created different classification models to predict whether or not a blood donor will give blood in future. Then, I used parameter tuning to improve the models. Random forest classification algorithm gave the best accuracy (78%). \n",
    "    "
   ]
  }
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