ipython.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%qtconsole"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "Import libraries.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from __future__ import print_function\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import Imputer\n",
    "from sklearn.preprocessing import normalize\n",
    "from sklearn.grid_search import GridSearchCV\n",
    "from sklearn import ensemble\n",
    "from sklearn import linear_model\n",
    "from sklearn import svm\n",
    "\n",
    "from sklearn.metrics import mean_squared_error"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "Read datasets.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "microclimate_train = pd.read_csv('dataset/Training set Microclimate (2 hour intervals).csv',\n",
    "                                 index_col=0, parse_dates=[0])\n",
    "\n",
    "microclimate_test = pd.read_csv('dataset/Test set Microclimate (2 hour intervals).csv',\n",
    "                                index_col=0, parse_dates=[0])\n",
    "\n",
    "labels = pd.read_csv('dataset/Target Variable Water Yield.csv',\n",
    "                     index_col=0, parse_dates=[0])\n",
    "\n",
    "submission_format = pd.read_csv('dataset/Submission format.csv',\n",
    "                                index_col=0, parse_dates=[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>percip_mm</th>\n",
       "      <th>humidity</th>\n",
       "      <th>temp</th>\n",
       "      <th>leafwet450_min</th>\n",
       "      <th>leafwet460_min</th>\n",
       "      <th>leafwet_lwscnt</th>\n",
       "      <th>gusts_ms</th>\n",
       "      <th>wind_dir</th>\n",
       "      <th>wind_ms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5781.000000</td>\n",
       "      <td>5781.000000</td>\n",
       "      <td>5781.000000</td>\n",
       "      <td>5781.000000</td>\n",
       "      <td>4617.000000</td>\n",
       "      <td>5781.000000</td>\n",
       "      <td>5794.000000</td>\n",
       "      <td>5794.000000</td>\n",
       "      <td>5794.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.078972</td>\n",
       "      <td>0.554852</td>\n",
       "      <td>15.566805</td>\n",
       "      <td>0.991033</td>\n",
       "      <td>0.799972</td>\n",
       "      <td>457.476362</td>\n",
       "      <td>3.381701</td>\n",
       "      <td>135.184925</td>\n",
       "      <td>2.827167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.973970</td>\n",
       "      <td>0.282715</td>\n",
       "      <td>7.126274</td>\n",
       "      <td>1.903983</td>\n",
       "      <td>1.743959</td>\n",
       "      <td>48.172783</td>\n",
       "      <td>1.832613</td>\n",
       "      <td>96.186550</td>\n",
       "      <td>1.637490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>297.625000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.319978</td>\n",
       "      <td>9.937500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>438.583333</td>\n",
       "      <td>2.007544</td>\n",
       "      <td>60.760417</td>\n",
       "      <td>1.588485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.496859</td>\n",
       "      <td>14.470833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>441.625000</td>\n",
       "      <td>3.143336</td>\n",
       "      <td>102.041667</td>\n",
       "      <td>2.619792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.827473</td>\n",
       "      <td>20.937500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>447.000000</td>\n",
       "      <td>4.538977</td>\n",
       "      <td>209.656250</td>\n",
       "      <td>3.867351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>24.250000</td>\n",
       "      <td>1.072792</td>\n",
       "      <td>36.508334</td>\n",
       "      <td>5.173913</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1023.000000</td>\n",
       "      <td>11.518700</td>\n",
       "      <td>355.000000</td>\n",
       "      <td>10.092204</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         percip_mm     humidity         temp  leafwet450_min  leafwet460_min  \\\n",
       "count  5781.000000  5781.000000  5781.000000     5781.000000     4617.000000   \n",
       "mean      0.078972     0.554852    15.566805        0.991033        0.799972   \n",
       "std       0.973970     0.282715     7.126274        1.903983        1.743959   \n",
       "min       0.000000     0.000000     0.000000        0.000000        0.000000   \n",
       "25%       0.000000     0.319978     9.937500        0.000000        0.000000   \n",
       "50%       0.000000     0.496859    14.470833        0.000000        0.000000   \n",
       "75%       0.000000     0.827473    20.937500        0.000000        0.000000   \n",
       "max      24.250000     1.072792    36.508334        5.173913        5.000000   \n",
       "\n",
       "       leafwet_lwscnt     gusts_ms     wind_dir      wind_ms  \n",
       "count     5781.000000  5794.000000  5794.000000  5794.000000  \n",
       "mean       457.476362     3.381701   135.184925     2.827167  \n",
       "std         48.172783     1.832613    96.186550     1.637490  \n",
       "min        297.625000     0.000000     0.000000     0.000000  \n",
       "25%        438.583333     2.007544    60.760417     1.588485  \n",
       "50%        441.625000     3.143336   102.041667     2.619792  \n",
       "75%        447.000000     4.538977   209.656250     3.867351  \n",
       "max       1023.000000    11.518700   355.000000    10.092204  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "microclimate_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "percip_mm           21\n",
       "humidity            21\n",
       "temp                21\n",
       "leafwet450_min      21\n",
       "leafwet460_min    1185\n",
       "leafwet_lwscnt      21\n",
       "gusts_ms             8\n",
       "wind_dir             8\n",
       "wind_ms              8\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "microclimate_train.isnull().sum(axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "Split dataset into training set and test set by cross validation.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.cross_validation import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(microclimate_train,\n",
    "                                                    labels.values.ravel(),\n",
    "                                                    test_size=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "Random Forest Regressor.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "steps_random_forest = [('imputer', Imputer()),\n",
    "         ('pca', PCA()),\n",
    "         ('rf', ensemble.RandomForestRegressor())]\n",
    "pipe_random_forest = Pipeline(steps_random_forest)\n",
    "\n",
    "# create the grid search\n",
    "params = {\n",
    "    'pca__n_components': range(2, X_train.shape[1]),\n",
    "    'imputer__strategy': ['mean', 'median', 'most_frequent'],\n",
    "    'rf__n_estimators': [5, 10, 20]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 63 candidates, totalling 189 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  76 tasks      | elapsed:    5.4s\n",
      "[Parallel(n_jobs=-1)]: Done 189 out of 189 | elapsed:   21.7s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.9522612946422715"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "estimator_random_forest = GridSearchCV(pipe_random_forest, param_grid=params, n_jobs=-1, verbose=1)\n",
    "estimator_random_forest.fit(X_train, y_train.ravel())\n",
    "\n",
    "y_hat_random_forest = estimator_random_forest.predict(X_test)\n",
    "rmse_random_forest = np.sqrt(mean_squared_error(y_test, y_hat_random_forest))\n",
    "rmse_random_forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GwrJfDFwb8tQABc/xHSHdbw3n7F1EoxB/kuh5sn8D/pIw/ZkhH20nqoB/J6xXsfxRcrsQ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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111edcbd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "err = y_test - y_hat_random_forest\n",
    "\n",
    "ax.plot_date(X_test.index, err, c='r', ms=3)\n",
    "ax.set_title('residuals on test data (each)', fontsize=20)\n",
    "ax.set_ylabel('error')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test = submission_format.join(microclimate_test, how='left')  # left join onto the format\n",
    "test = test[microclimate_test.columns]  # now just subset back down to the input columns\n",
    "\n",
    "assert (test.index == submission_format.index).all()\n",
    "\n",
    "submission_format['yield'] = estimator_random_forest.predict(test)\n",
    "submission_format.to_csv(\"./ipython_submission/random_forest_submission.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "Calculate the correlations of previous time.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "corr of previous 2 hours = 0.824688254931\n",
      "corr of previous 4 hours = 0.638191053516\n",
      "corr of previous 6 hours = 0.497525338164\n",
      "corr of previous 8 hours = 0.400604419135\n",
      "corr of previous 10 hours = 0.343733671111\n",
      "corr of previous 12 hours = 0.330901993213\n",
      "corr of previous 14 hours = 0.336942307011\n",
      "corr of previous 16 hours = 0.355582856495\n",
      "corr of previous 18 hours = 0.385622476105\n",
      "corr of previous 20 hours = 0.402832891505\n",
      "corr of previous 22 hours = 0.38020304262\n",
      "corr of previous 24 hours = 0.349504399482\n",
      "corr of previous 26 hours = 0.311810685898\n",
      "corr of previous 28 hours = 0.257207910257\n",
      "corr of previous 30 hours = 0.203632374853\n",
      "corr of previous 32 hours = 0.162189648448\n",
      "corr of previous 34 hours = 0.128763251766\n",
      "corr of previous 36 hours = 0.12044307195\n",
      "corr of previous 38 hours = 0.12740905128\n",
      "corr of previous 40 hours = 0.137187579759\n",
      "corr of previous 42 hours = 0.139027611659\n",
      "corr of previous 44 hours = 0.140706517674\n",
      "corr of previous 46 hours = 0.144420566586\n",
      "corr of previous 48 hours = 0.139004168939\n",
      "corr of previous 50 hours = 0.128993311099\n",
      "corr of previous 52 hours = 0.118023542904\n",
      "corr of previous 54 hours = 0.105602631246\n",
      "corr of previous 56 hours = 0.086448321536\n",
      "corr of previous 58 hours = 0.0702973109608\n",
      "corr of previous 60 hours = 0.0696500128843\n",
      "corr of previous 62 hours = 0.0781865620175\n",
      "corr of previous 64 hours = 0.0950866531369\n",
      "corr of previous 66 hours = 0.105631432287\n",
      "corr of previous 68 hours = 0.115857915912\n",
      "corr of previous 70 hours = 0.118025866922\n",
      "corr of previous 72 hours = 0.124967199098\n"
     ]
    }
   ],
   "source": [
    "X_time = microclimate_train.copy()\n",
    "y_time = labels.copy()\n",
    "corrs = []\n",
    "corrs_date = []\n",
    "\n",
    "for i in xrange(36):\n",
    "    offset = (i + 1) * 2\n",
    "    y_pretime = labels.copy()\n",
    "    y_pretime.index = y_pretime.index + pd.DateOffset(hours=offset)\n",
    "    y_joint = pd.concat([y_time, y_pretime], axis=1, join='inner')\n",
    "    \n",
    "    corr0 = y_joint.corr().values[0][1]\n",
    "    corrs_date.append(offset)\n",
    "    corrs.append(corr0)\n",
    "\n",
    "    print('corr of previous', offset, 'hours =', corr0)\n",
    "    \n",
    "# 2,4,6,8,18,20,22"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rbLhhCadHHeXkVJIkSRUwlEoaupYsgV//Gi64AO66C449Fj7/+TJMXJIkSQOi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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x101be2dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "\n",
    "ax.plot(corrs_date, corrs, c='r', ms=3)\n",
    "ax.set_title('correlation', fontsize=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "Add previous yield features.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X_time = microclimate_train.copy()\n",
    "y_time = labels.copy()\n",
    "X_joint = microclimate_train.copy()\n",
    "\n",
    "for i in [2,4,6,8,18,20,22]:\n",
    "    offset = i\n",
    "    y_pretime = labels.copy()\n",
    "    y_pretime.index = y_pretime.index + pd.DateOffset(hours=offset)\n",
    "    y_pretime = y_pretime.rename(columns={'yield': 'pre_yield_' + str(offset) + '_hours'})\n",
    "    y_joint = pd.concat([y_time, y_pretime], axis=1, join='inner')\n",
    "    X_joint = pd.concat([X_joint, y_joint], axis=1, join='outer')\n",
    "    X_joint = X_joint.drop(labels='yield', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "Random Forest Regressor with pre_yield features.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X_train_pre_yield, X_test_pre_yield, y_train_pre_yield, y_test_pre_yield = train_test_split(X_joint,\n",
    "                                                    y_time.values.ravel(),\n",
    "                                                    test_size=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 63 candidates, totalling 189 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  76 tasks      | elapsed:    5.3s\n",
      "[Parallel(n_jobs=-1)]: Done 189 out of 189 | elapsed:   24.5s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.635852238212572"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "estimator_random_forest = GridSearchCV(pipe_random_forest, param_grid=params, n_jobs=-1, verbose=1)\n",
    "estimator_random_forest.fit(X_train_pre_yield, y_train_pre_yield.ravel())\n",
    "\n",
    "y_hat_pre_yield_random_forest = estimator_random_forest.predict(X_test_pre_yield)\n",
    "rmse_pre_yield_random_forest = np.sqrt(mean_squared_error(y_test_pre_yield, y_hat_pre_yield_random_forest))\n",
    "rmse_pre_yield_random_forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IeI7vGOn+IPCnkJ71+EcqTQtp/EuW6ReE42gjPgD/UVivXMdH3u2Cv1HyC3wN7jP40ZVP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\nAAAQR5kFAAAgjjILAABAnAVSaE/ysdd16AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1128f29d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "err = y_test_pre_yield - y_hat_pre_yield_random_forest\n",
    "\n",
    "ax.plot_date(X_test_pre_yield.index, err, c='r', ms=3)\n",
    "ax.set_title('residuals on test data (each)', fontsize=20)\n",
    "ax.set_ylabel('error')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test = submission_format.join(microclimate_test, how='left')  # left join onto the format\n",
    "test = test[microclimate_test.columns]  # now just subset back down to the input columns\n",
    "\n",
    "assert (test.index == submission_format.index).all()\n",
    "\n",
    "y_time = labels.copy()\n",
    "test_joint = test.copy()\n",
    "\n",
    "for i in [2,4,6,8,18,20,22]:\n",
    "    offset = i\n",
    "    y_pretime = labels.copy()\n",
    "    y_pretime.index = y_pretime.index + pd.DateOffset(hours=offset)\n",
    "    new_y_name = 'pre_yield_' + str(offset) + '_hours'\n",
    "    y_pretime = y_pretime.rename(columns={'yield': new_y_name})\n",
    "    y_joint = pd.concat([test_joint, y_pretime], axis=1, join='inner')\n",
    "    test_joint = pd.concat([test_joint, y_joint[new_y_name]], axis=1, join='outer')\n",
    "\n",
    "y_submission_pre_yield = estimator_random_forest.predict(test_joint)\n",
    "submission_format['yield'] = y_submission_pre_yield\n",
    "# submission_format.to_csv(\"./ipython_submission/pre_yield_random_forest_submission.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Che9971BJ7+K+PuZ2dBQcQ02WRldptpdmSZI0Llu3bav5XZLGam5HB3vNnJm9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\nkpc4zqIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1128f2d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "\n",
    "ax.plot_date(test_joint.index, y_submission_pre_yield, c='r', ms=3)\n",
    "ax.set_title('yield of submission with previous yield features', fontsize=20)\n",
    "ax.set_ylabel('yield')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "Remove non-related features.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "corr of percip_mm and yield = -0.009742323786\n",
      "corr of humidity and yield = 0.397281465772\n",
      "corr of temp and yield = -0.287812639957\n",
      "corr of leafwet450_min and yield = 0.392440935556\n",
      "corr of leafwet460_min and yield = 0.385024345837\n",
      "corr of leafwet_lwscnt and yield = 0.271091235608\n",
      "corr of gusts_ms and yield = 0.191920269598\n",
      "corr of wind_dir and yield = 0.027618134204\n",
      "corr of wind_ms and yield = 0.176710508104\n",
      "corr of pre_yield_2_hours and yield = 0.354627941835\n",
      "corr of pre_yield_4_hours and yield = 0.337692282315\n",
      "corr of pre_yield_6_hours and yield = 0.332732513295\n",
      "corr of pre_yield_8_hours and yield = 0.346620082318\n"
     ]
    }
   ],
   "source": [
    "X_time = X_joint.copy()\n",
    "y_time = labels.copy()\n",
    "\n",
    "X_with_y = pd.concat([X_time, y_time], axis=1, join='inner')\n",
    "\n",
    "for i in xrange(13):\n",
    "    print('corr of', X_with_y.columns[i], 'and yield =', X_with_y.corr().values[i][13])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X_time_rm_fts = X_joint.copy()\n",
    "y_time_rm_fts = labels.copy()\n",
    "\n",
    "X_time_rm_fts = X_time_rm_fts.drop(labels='percip_mm', axis=1)\n",
    "X_time_rm_fts = X_time_rm_fts.drop(labels='wind_dir', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "Random Forest Regressor with pre_yield features and removed non-related features.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X_train_rm_fts, X_test_rm_fts, y_train_rm_fts, y_test_rm_fts = train_test_split(X_time_rm_fts,\n",
    "                                                    y_time.values.ravel(),\n",
    "                                                    test_size=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 63 candidates, totalling 189 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  76 tasks      | elapsed:    5.3s\n",
      "[Parallel(n_jobs=-1)]: Done 189 out of 189 | elapsed:   23.2s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.8950905907331645"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "estimator_random_forest = GridSearchCV(pipe_random_forest, param_grid=params, n_jobs=-1, verbose=1)\n",
    "estimator_random_forest.fit(X_train_rm_fts, y_train_rm_fts.ravel())\n",
    "\n",
    "y_hat_rm_fts_random_forest = estimator_random_forest.predict(X_test_rm_fts)\n",
    "rmse_rm_fts_random_forest = np.sqrt(mean_squared_error(y_test_rm_fts, y_hat_rm_fts_random_forest))\n",
    "rmse_rm_fts_random_forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/mzL9qXE72kgIwL8T16vS9lE1Xwg3Sq4l1OBuIPSu/Npq22iVdTmK0Kz5vCrT/DWh86pH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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111fcc950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "err = y_test_rm_fts - y_hat_rm_fts_random_forest\n",
    "\n",
    "ax.plot_date(X_test_pre_yield.index, err, c='r', ms=3)\n",
    "ax.set_title('residuals on test data (each)', fontsize=20)\n",
    "ax.set_ylabel('error')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "===========NEW START===========\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8r+7+4/ZXDb5p7Qcz6KfRA+j2JLuqamNVfWEGlyW8ffHDhwuttU+21raM9NPb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\nAACA3ilOAQAA6J3iFAAAgN79f/BicKk8gtnOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11375ddd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_time = microclimate_train.copy()\n",
    "y_time = labels.copy()\n",
    "\n",
    "X_test_time = microclimate_test.copy()\n",
    "y_test_time = submission_format.copy()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "\n",
    "ax.plot_date(X_time.index, [1 for i in xrange(y_time.shape[0])], c='r', ms=3)\n",
    "ax.plot_date(X_test_time.index, [2 for i in xrange(X_test_time.shape[0])], c='r', ms=3)\n",
    "ax.plot_date(y_test_time.index, [3 for i in xrange(y_test_time.shape[0])], c='r', ms=3)\n",
    "ax.set_ylim([0, 5])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X_time = microclimate_train.copy()\n",
    "y_time = labels.copy()\n",
    "\n",
    "X_test_time = microclimate_test.copy()\n",
    "y_test_time = submission_format.copy()\n",
    "\n",
    "y_all_time = pd.concat([X_test_time, y_test_time.drop(labels='yield', axis=1)], axis=1, join='outer')\n",
    "all_time = pd.concat([X_time, y_all_time], axis=0, join='outer')\n",
    "\n",
    "X_joint = all_time.copy()\n",
    "\n",
    "# Impute previous yield.\n",
    "# for i in [2,4,6,8,18,20,22]:\n",
    "for i in [2]:\n",
    "    offset = i\n",
    "    y_pretime = labels.copy()\n",
    "    y_pretime.index = y_pretime.index + pd.DateOffset(hours=offset)\n",
    "    \n",
    "    y_pretime = y_pretime.rename(columns={'yield': 'pre_yield_' + str(offset) + '_hours'})\n",
    "    y_joint = pd.concat([y_time, y_pretime], axis=1, join='outer')\n",
    "    \n",
    "    X_joint_index = pd.DataFrame(index=X_joint.index)\n",
    "    X_joint_tmp = pd.concat([X_joint_index, y_joint], axis=1, join='inner')\n",
    "    X_joint = pd.concat([X_joint, X_joint_tmp], axis=1, join='outer')\n",
    "    X_joint = X_joint.drop(labels='yield', axis=1)\n",
    "    \n",
    "# X_y = pd.concat([X_joint, y_time], axis=1, join='inner')\n",
    "# for i in xrange(9, 16):\n",
    "#     print(X_y.corr().values[i][16])\n",
    "# X_y.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "No imputation perceptron.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 21 candidates, totalling 63 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  42 tasks      | elapsed:    4.3s\n",
      "[Parallel(n_jobs=-1)]: Done  63 out of  63 | elapsed:   11.0s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=None, error_score='raise',\n",
       "       estimator=Pipeline(steps=[('imputer', Imputer(axis=0, copy=True, missing_values='NaN', strategy='mean', verbose=0)), ('pca', PCA(copy=True, n_components=None, whiten=False)), ('rf', RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n",
       "           max_features='auto', max_leaf_nodes=...imators=10, n_jobs=1, oob_score=False, random_state=None,\n",
       "           verbose=0, warm_start=False))]),\n",
       "       fit_params={}, iid=True, n_jobs=-1,\n",
       "       param_grid={'imputer__strategy': ['mean', 'median', 'most_frequent'], 'pca__n_components': [2, 3, 4, 5, 6, 7, 8]},\n",
       "       pre_dispatch='2*n_jobs', refit=True, scoring=None, verbose=1)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_joint_train_all = X_joint.loc[X_time.index]\n",
    "y_train_all = labels.copy()\n",
    "\n",
    "# imp = Imputer(missing_values='NaN', strategy='mean', axis=0)\n",
    "# fixed_X_train = X_joint_train_all.values\n",
    "# imp.fit(fixed_X_train)\n",
    "# fixed_X_train = imp.transform(fixed_X_train)\n",
    "# normalize(fixed_X_train, copy=False)\n",
    "\n",
    "steps_random_forest = [('imputer', Imputer()),\n",
    "         ('pca', PCA()),\n",
    "         ('rf', ensemble.RandomForestRegressor())]\n",
    "pipe_random_forest = Pipeline(steps_random_forest)\n",
    "\n",
    "# create the grid search\n",
    "params = {\n",
    "    'pca__n_components': range(2, X_train.shape[1]),\n",
    "    'imputer__strategy': ['mean', 'median', 'most_frequent']\n",
    "}\n",
    "\n",
    "estimator_random_forest = GridSearchCV(pipe_random_forest, param_grid=params, n_jobs=-1, verbose=1)\n",
    "estimator_random_forest.fit(X_joint_train_all, y_train_all.values.ravel())\n",
    "\n",
    "# y_hat_new = estimator_random_forest.predict(X_test_pre_yield)\n",
    "# rmse_pre_yield_random_forest = np.sqrt(mean_squared_error(y_test_new, y_hat_new))\n",
    "# rmse_pre_yield_random_forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/Shauro/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "X_joint_new = X_joint.drop(labels=X_joint.index[0:52], axis=0).copy()\n",
    "y_test_all = submission_format.copy()\n",
    "y_good = pd.read_csv('Cross Validation + Bagging Classifier + Bagging Regressor Submission.csv',\n",
    "                     index_col=0, parse_dates=[0])\n",
    "y_good1 = pd.read_csv('ipython_submission/09_perceptron_random_forest_submission(3.8688).csv',\n",
    "                     index_col=0, parse_dates=[0])\n",
    "\n",
    "for timeindex in X_joint_new.index:\n",
    "    if timeindex not in X_time.index:\n",
    "        if X_joint_new.loc[timeindex][9:].isnull().sum(axis=0) > 0 or timeindex not in X_test_time.index:\n",
    "            y_test_all.loc[timeindex, 'yield'] = 0\n",
    "            continue\n",
    "\n",
    "        y_hat_test = estimator_random_forest.predict(X_joint_new.loc[timeindex])\n",
    "        if y_hat_test[0] < 0.01:\n",
    "            y_hat_test[0] = 0\n",
    "        y_test_all.loc[timeindex, 'yield'] = y_hat_test[0]\n",
    "#         for i in [2,4,6,8,18,20,22]:\n",
    "        for i in [2]:\n",
    "            offset = i\n",
    "            pre_time = timeindex + pd.DateOffset(hours=offset)\n",
    "#             X_joint_new.loc[pre_time, 'pre_yield_' + str(offset) + '_hours'] = y_hat_test[0]\n",
    "            if y_good.loc[timeindex]['yield'] == 0:\n",
    "                y_plus = y_good.loc[timeindex]['yield']\n",
    "            else:\n",
    "                y_plus = (y_good.loc[timeindex]['yield'] + y_good1.loc[timeindex]['yield']) / 6\n",
    "            X_joint_new.loc[pre_time, 'pre_yield_' + str(offset) + '_hours'] = y_plus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "y_submission_perceptron = y_test_all.copy()\n",
    "submission_format_new = submission_format.copy()\n",
    "submission_format_new['yield'] = y_submission_perceptron\n",
    "submission_format_new.to_csv(\"./ipython_submission/13_perceptron_random_forest_submission.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8DoX0zLrP5UOXXTbldaeU0llnnpmeC+kESM+H1F33mfyvk0+e1rpP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\nSCKrtnUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112e11990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "\n",
    "ax.plot_date(y_test_all.index, y_test_all, c='r', ms=3)\n",
    "ax.set_title('perceptron', fontsize=20)\n",
    "ax.set_ylabel('yield')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>percip_mm</th>\n",
       "      <th>humidity</th>\n",
       "      <th>temp</th>\n",
       "      <th>leafwet450_min</th>\n",
       "      <th>leafwet460_min</th>\n",
       "      <th>leafwet_lwscnt</th>\n",
       "      <th>gusts_ms</th>\n",
       "      <th>wind_dir</th>\n",
       "      <th>wind_ms</th>\n",
       "      <th>pre_yield_2_hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-11-28 00:00:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.419516</td>\n",
       "      <td>8.183334</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>440.000000</td>\n",
       "      <td>3.382230</td>\n",
       "      <td>125.250000</td>\n",
       "      <td>3.030176</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-28 02:00:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.422065</td>\n",
       "      <td>8.120834</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>440.000000</td>\n",
       "      <td>3.482816</td>\n",
       "      <td>124.500000</td>\n",
       "      <td>3.155909</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-28 04:00:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.369994</td>\n",
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       "    <tr>\n",
       "      <th>2013-11-28 06:00:00</th>\n",
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       "      <td>0</td>\n",
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       "      <td>3.055323</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>2013-11-28 08:00:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.377310</td>\n",
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       "      <td>120.916667</td>\n",
       "      <td>3.629505</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>2013-11-28 10:00:00</th>\n",
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       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>2013-11-28 12:00:00</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>2.858340</td>\n",
       "      <td>0.069677</td>\n",
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       "    <tr>\n",
       "      <th>2013-11-28 14:00:00</th>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0</td>\n",
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       "      <th>2013-11-28 16:00:00</th>\n",
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       "      <th>2013-11-29 00:00:00</th>\n",
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       "      <th>2013-11-29 02:00:00</th>\n",
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       "      <th>2013-11-29 06:00:00</th>\n",
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       "      <th>2013-11-29 10:00:00</th>\n",
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       "      <th>2013-11-29 12:00:00</th>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     percip_mm  humidity       temp  leafwet450_min  \\\n",
       "2013-11-28 00:00:00   0.000000  0.419516   8.183334               0   \n",
       "2013-11-28 02:00:00   0.000000  0.422065   8.120834               0   \n",
       "2013-11-28 04:00:00   0.000000  0.369994   8.562500               0   \n",
       "2013-11-28 06:00:00   0.000000  0.382980   8.391667               0   \n",
       "2013-11-28 08:00:00   0.000000  0.377310   9.158333               0   \n",
       "2013-11-28 10:00:00   0.000000  0.347650  10.979167               0   \n",
       "2013-11-28 12:00:00   0.000000  0.338138  12.700000               0   \n",
       "2013-11-28 14:00:00   0.000000  0.337489  13.345833               0   \n",
       "2013-11-28 16:00:00   0.000000  0.353224  13.091667               0   \n",
       "2013-11-28 18:00:00   0.000000  0.357423  12.183333               0   \n",
       "2013-11-28 20:00:00   0.025000  0.354257  11.800000               0   \n",
       "2013-11-28 22:00:00   0.058333  0.356653  11.633333               0   \n",
       "2013-11-29 00:00:00   0.008333  0.359889  11.250000               0   \n",
       "2013-11-29 02:00:00   0.000000  0.362887  11.125000               0   \n",
       "2013-11-29 04:00:00   0.016667  0.365096  11.020833               0   \n",
       "2013-11-29 06:00:00   0.008333  0.363272  10.925000               0   \n",
       "2013-11-29 08:00:00   0.000000  0.347006  11.775000               0   \n",
       "2013-11-29 10:00:00   0.000000  0.313102  14.033333               0   \n",
       "2013-11-29 12:00:00   0.000000  0.281885  15.587500               0   \n",
       "2013-11-29 14:00:00   0.000000  0.282456  15.737500               0   \n",
       "\n",
       "                     leafwet460_min  leafwet_lwscnt  gusts_ms    wind_dir  \\\n",
       "2013-11-28 00:00:00               0      440.000000  3.382230  125.250000   \n",
       "2013-11-28 02:00:00               0      440.000000  3.482816  124.500000   \n",
       "2013-11-28 04:00:00               0      439.291667  3.403185  124.333333   \n",
       "2013-11-28 06:00:00               0      439.000000  3.336127  126.916667   \n",
       "2013-11-28 08:00:00               0      439.000000  3.927075  120.916667   \n",
       "2013-11-28 10:00:00               0      438.791667  3.910310  121.583333   \n",
       "2013-11-28 12:00:00               0      438.625000  3.281643  125.416667   \n",
       "2013-11-28 14:00:00               0      438.916667  2.950545  127.958333   \n",
       "2013-11-28 16:00:00               0      439.000000  2.447611  134.000000   \n",
       "2013-11-28 18:00:00               0      439.000000  3.042749  123.125000   \n",
       "2013-11-28 20:00:00               0      439.000000  3.202012  126.083333   \n",
       "2013-11-28 22:00:00               0      439.000000  3.595977  126.125000   \n",
       "2013-11-29 00:00:00               0      439.000000  3.801341  122.125000   \n",
       "2013-11-29 02:00:00               0      439.000000  3.797150  131.166667   \n",
       "2013-11-29 04:00:00               0      439.000000  3.872590  129.375000   \n",
       "2013-11-29 06:00:00               0      439.000000  3.805532  134.041667   \n",
       "2013-11-29 08:00:00               0      438.208333  3.269070  131.666667   \n",
       "2013-11-29 10:00:00               0      437.333333  2.803856  131.041667   \n",
       "2013-11-29 12:00:00               0      437.000000  2.858340  130.208333   \n",
       "2013-11-29 14:00:00               0      437.291667  2.849958  104.000000   \n",
       "\n",
       "                      wind_ms  pre_yield_2_hours  \n",
       "2013-11-28 00:00:00  3.030176                NaN  \n",
       "2013-11-28 02:00:00  3.155909           0.000000  \n",
       "2013-11-28 04:00:00  3.084661           0.000000  \n",
       "2013-11-28 06:00:00  3.055323           0.000000  \n",
       "2013-11-28 08:00:00  3.629505           0.000000  \n",
       "2013-11-28 10:00:00  3.533110           0.000000  \n",
       "2013-11-28 12:00:00  2.858340           0.069677  \n",
       "2013-11-28 14:00:00  2.594300           0.097547  \n",
       "2013-11-28 16:00:00  2.170998           0.000000  \n",
       "2013-11-28 18:00:00  2.707460           0.000000  \n",
       "2013-11-28 20:00:00  2.912825           0.000000  \n",
       "2013-11-28 22:00:00  3.348701           0.000000  \n",
       "2013-11-29 00:00:00  3.495390           0.000000  \n",
       "2013-11-29 02:00:00  3.524728           0.000000  \n",
       "2013-11-29 04:00:00  3.533110           0.000000  \n",
       "2013-11-29 06:00:00  3.524728           0.000000  \n",
       "2013-11-29 08:00:00  2.921207           0.000000  \n",
       "2013-11-29 10:00:00  2.468567           0.000000  \n",
       "2013-11-29 12:00:00  2.409891           0.000000  \n",
       "2013-11-29 14:00:00  2.183571           0.000000  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_joint_new.head(n=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
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   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "For first submission interval:<br>\n",
    "1. all 0 √<br>\n",
    "2. take ave<br>\n",
    "3. impute features for missing interval\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <th>percip_mm</th>\n",
       "      <th>humidity</th>\n",
       "      <th>temp</th>\n",
       "      <th>leafwet450_min</th>\n",
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       "      <th>2013-11-24 18:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-24 20:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-24 22:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 00:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 02:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 04:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 06:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 08:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 10:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 12:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 14:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 16:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 18:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 20:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25 22:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-26 00:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-26 02:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-26 04:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-26 06:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-26 08:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-26 10:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 00:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.388790</td>\n",
       "      <td>12.683333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.000000</td>\n",
       "      <td>0.989103</td>\n",
       "      <td>31.916667</td>\n",
       "      <td>0.737636</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 02:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.368960</td>\n",
       "      <td>12.729167</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.000000</td>\n",
       "      <td>2.678122</td>\n",
       "      <td>39.791667</td>\n",
       "      <td>2.217100</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 04:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.351072</td>\n",
       "      <td>13.108333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.000000</td>\n",
       "      <td>2.531433</td>\n",
       "      <td>52.083333</td>\n",
       "      <td>2.175189</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 06:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.345065</td>\n",
       "      <td>13.529167</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.000000</td>\n",
       "      <td>3.394803</td>\n",
       "      <td>39.541667</td>\n",
       "      <td>2.992456</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 08:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.324362</td>\n",
       "      <td>14.704167</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.291667</td>\n",
       "      <td>3.419950</td>\n",
       "      <td>55.083333</td>\n",
       "      <td>2.942163</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 10:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.310076</td>\n",
       "      <td>16.237500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.000000</td>\n",
       "      <td>3.642079</td>\n",
       "      <td>57.250000</td>\n",
       "      <td>3.034367</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 12:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.306140</td>\n",
       "      <td>17.504167</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.000000</td>\n",
       "      <td>2.430847</td>\n",
       "      <td>44.500000</td>\n",
       "      <td>1.647108</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 14:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.399814</td>\n",
       "      <td>16.120833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.000000</td>\n",
       "      <td>2.242246</td>\n",
       "      <td>150.958333</td>\n",
       "      <td>1.722548</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 16:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.355254</td>\n",
       "      <td>15.012500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.875000</td>\n",
       "      <td>2.225482</td>\n",
       "      <td>52.458333</td>\n",
       "      <td>1.839899</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 18:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.425628</td>\n",
       "      <td>14.208333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>440.958333</td>\n",
       "      <td>2.363789</td>\n",
       "      <td>33.416667</td>\n",
       "      <td>2.062028</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 20:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.385738</td>\n",
       "      <td>13.008333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.000000</td>\n",
       "      <td>3.260687</td>\n",
       "      <td>26.750000</td>\n",
       "      <td>2.942163</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-02 22:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.346364</td>\n",
       "      <td>12.437500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>440.916667</td>\n",
       "      <td>2.669740</td>\n",
       "      <td>26.958333</td>\n",
       "      <td>2.372171</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 00:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.373695</td>\n",
       "      <td>12.312500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.000000</td>\n",
       "      <td>1.999162</td>\n",
       "      <td>42.291667</td>\n",
       "      <td>1.802179</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 02:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.363496</td>\n",
       "      <td>12.737500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.000000</td>\n",
       "      <td>2.439229</td>\n",
       "      <td>35.833333</td>\n",
       "      <td>2.221291</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 04:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.360638</td>\n",
       "      <td>12.758333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.000000</td>\n",
       "      <td>2.896060</td>\n",
       "      <td>26.041667</td>\n",
       "      <td>2.636211</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 06:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.328916</td>\n",
       "      <td>12.908333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>440.500000</td>\n",
       "      <td>3.394803</td>\n",
       "      <td>25.791667</td>\n",
       "      <td>3.126572</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 08:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.268059</td>\n",
       "      <td>14.029167</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>438.958333</td>\n",
       "      <td>3.214585</td>\n",
       "      <td>20.916667</td>\n",
       "      <td>2.929589</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 10:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.191282</td>\n",
       "      <td>17.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>437.250000</td>\n",
       "      <td>1.081308</td>\n",
       "      <td>40.708333</td>\n",
       "      <td>0.741827</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 12:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.330562</td>\n",
       "      <td>16.495833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>438.833333</td>\n",
       "      <td>1.110645</td>\n",
       "      <td>208.208333</td>\n",
       "      <td>0.645432</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 14:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.470006</td>\n",
       "      <td>15.283333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.000000</td>\n",
       "      <td>1.777033</td>\n",
       "      <td>41.208333</td>\n",
       "      <td>1.341157</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 16:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.500321</td>\n",
       "      <td>13.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.875000</td>\n",
       "      <td>3.197821</td>\n",
       "      <td>23.291667</td>\n",
       "      <td>2.849958</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 18:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.464695</td>\n",
       "      <td>12.937500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>437.625000</td>\n",
       "      <td>3.994132</td>\n",
       "      <td>20.916667</td>\n",
       "      <td>3.730092</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 20:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.212339</td>\n",
       "      <td>13.658333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.125000</td>\n",
       "      <td>3.784577</td>\n",
       "      <td>16.750000</td>\n",
       "      <td>3.445096</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03 22:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.350323</td>\n",
       "      <td>11.670833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>440.000000</td>\n",
       "      <td>3.692372</td>\n",
       "      <td>34.583333</td>\n",
       "      <td>3.285834</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-04 00:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.789607</td>\n",
       "      <td>9.158333</td>\n",
       "      <td>1.541667</td>\n",
       "      <td>1.5</td>\n",
       "      <td>460.708333</td>\n",
       "      <td>2.753562</td>\n",
       "      <td>41.416667</td>\n",
       "      <td>2.300922</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-04 02:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.972120</td>\n",
       "      <td>8.837500</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>515.625000</td>\n",
       "      <td>2.833194</td>\n",
       "      <td>48.875000</td>\n",
       "      <td>2.279966</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-04 04:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.990890</td>\n",
       "      <td>8.979167</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>525.250000</td>\n",
       "      <td>1.999162</td>\n",
       "      <td>10.708333</td>\n",
       "      <td>1.571668</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-04 06:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.997271</td>\n",
       "      <td>8.737500</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>537.208333</td>\n",
       "      <td>3.348701</td>\n",
       "      <td>44.208333</td>\n",
       "      <td>2.661358</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-04 08:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>1.002679</td>\n",
       "      <td>9.079167</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>499.500000</td>\n",
       "      <td>3.310981</td>\n",
       "      <td>168.541667</td>\n",
       "      <td>2.481140</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-04 10:00:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0.999290</td>\n",
       "      <td>9.300000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>464.000000</td>\n",
       "      <td>2.984074</td>\n",
       "      <td>320.666667</td>\n",
       "      <td>2.414082</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7388 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     percip_mm  humidity       temp  leafwet450_min  \\\n",
       "2013-11-24 00:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 02:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 04:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 06:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 08:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 10:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 12:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 14:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 16:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 18:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 20:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-24 22:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 00:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 02:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 04:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 06:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 08:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 10:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 12:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 14:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 16:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 18:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 20:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-25 22:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-26 00:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-26 02:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-26 04:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-26 06:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-26 08:00:00        NaN       NaN        NaN             NaN   \n",
       "2013-11-26 10:00:00        NaN       NaN        NaN             NaN   \n",
       "...                        ...       ...        ...             ...   \n",
       "2016-01-02 00:00:00          0  0.388790  12.683333        0.000000   \n",
       "2016-01-02 02:00:00          0  0.368960  12.729167        0.000000   \n",
       "2016-01-02 04:00:00          0  0.351072  13.108333        0.000000   \n",
       "2016-01-02 06:00:00          0  0.345065  13.529167        0.000000   \n",
       "2016-01-02 08:00:00          0  0.324362  14.704167        0.000000   \n",
       "2016-01-02 10:00:00          0  0.310076  16.237500        0.000000   \n",
       "2016-01-02 12:00:00          0  0.306140  17.504167        0.000000   \n",
       "2016-01-02 14:00:00          0  0.399814  16.120833        0.000000   \n",
       "2016-01-02 16:00:00          0  0.355254  15.012500        0.000000   \n",
       "2016-01-02 18:00:00          0  0.425628  14.208333        0.000000   \n",
       "2016-01-02 20:00:00          0  0.385738  13.008333        0.000000   \n",
       "2016-01-02 22:00:00          0  0.346364  12.437500        0.000000   \n",
       "2016-01-03 00:00:00          0  0.373695  12.312500        0.000000   \n",
       "2016-01-03 02:00:00          0  0.363496  12.737500        0.000000   \n",
       "2016-01-03 04:00:00          0  0.360638  12.758333        0.000000   \n",
       "2016-01-03 06:00:00          0  0.328916  12.908333        0.000000   \n",
       "2016-01-03 08:00:00          0  0.268059  14.029167        0.000000   \n",
       "2016-01-03 10:00:00          0  0.191282  17.125000        0.000000   \n",
       "2016-01-03 12:00:00          0  0.330562  16.495833        0.000000   \n",
       "2016-01-03 14:00:00          0  0.470006  15.283333        0.000000   \n",
       "2016-01-03 16:00:00          0  0.500321  13.600000        0.000000   \n",
       "2016-01-03 18:00:00          0  0.464695  12.937500        0.000000   \n",
       "2016-01-03 20:00:00          0  0.212339  13.658333        0.000000   \n",
       "2016-01-03 22:00:00          0  0.350323  11.670833        0.000000   \n",
       "2016-01-04 00:00:00          0  0.789607   9.158333        1.541667   \n",
       "2016-01-04 02:00:00          0  0.972120   8.837500        5.000000   \n",
       "2016-01-04 04:00:00          0  0.990890   8.979167        5.000000   \n",
       "2016-01-04 06:00:00          0  0.997271   8.737500        5.000000   \n",
       "2016-01-04 08:00:00          0  1.002679   9.079167        5.000000   \n",
       "2016-01-04 10:00:00          0  0.999290   9.300000        5.000000   \n",
       "\n",
       "                     leafwet460_min  leafwet_lwscnt  gusts_ms    wind_dir  \\\n",
       "2013-11-24 00:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 02:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 04:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 06:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 08:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 10:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 12:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 14:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 16:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 18:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 20:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-24 22:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 00:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 02:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 04:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 06:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 08:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 10:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 12:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 14:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 16:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 18:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 20:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-25 22:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-26 00:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-26 02:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-26 04:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-26 06:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-26 08:00:00             NaN             NaN       NaN         NaN   \n",
       "2013-11-26 10:00:00             NaN             NaN       NaN         NaN   \n",
       "...                             ...             ...       ...         ...   \n",
       "2016-01-02 00:00:00             0.0      441.000000  0.989103   31.916667   \n",
       "2016-01-02 02:00:00             0.0      441.000000  2.678122   39.791667   \n",
       "2016-01-02 04:00:00             0.0      441.000000  2.531433   52.083333   \n",
       "2016-01-02 06:00:00             0.0      441.000000  3.394803   39.541667   \n",
       "2016-01-02 08:00:00             0.0      439.291667  3.419950   55.083333   \n",
       "2016-01-02 10:00:00             0.0      439.000000  3.642079   57.250000   \n",
       "2016-01-02 12:00:00             0.0      439.000000  2.430847   44.500000   \n",
       "2016-01-02 14:00:00             0.0      439.000000  2.242246  150.958333   \n",
       "2016-01-02 16:00:00             0.0      439.875000  2.225482   52.458333   \n",
       "2016-01-02 18:00:00             0.0      440.958333  2.363789   33.416667   \n",
       "2016-01-02 20:00:00             0.0      441.000000  3.260687   26.750000   \n",
       "2016-01-02 22:00:00             0.0      440.916667  2.669740   26.958333   \n",
       "2016-01-03 00:00:00             0.0      441.000000  1.999162   42.291667   \n",
       "2016-01-03 02:00:00             0.0      441.000000  2.439229   35.833333   \n",
       "2016-01-03 04:00:00             0.0      441.000000  2.896060   26.041667   \n",
       "2016-01-03 06:00:00             0.0      440.500000  3.394803   25.791667   \n",
       "2016-01-03 08:00:00             0.0      438.958333  3.214585   20.916667   \n",
       "2016-01-03 10:00:00             0.0      437.250000  1.081308   40.708333   \n",
       "2016-01-03 12:00:00             0.0      438.833333  1.110645  208.208333   \n",
       "2016-01-03 14:00:00             0.0      439.000000  1.777033   41.208333   \n",
       "2016-01-03 16:00:00             0.0      439.875000  3.197821   23.291667   \n",
       "2016-01-03 18:00:00             0.0      437.625000  3.994132   20.916667   \n",
       "2016-01-03 20:00:00             0.0      439.125000  3.784577   16.750000   \n",
       "2016-01-03 22:00:00             0.0      440.000000  3.692372   34.583333   \n",
       "2016-01-04 00:00:00             1.5      460.708333  2.753562   41.416667   \n",
       "2016-01-04 02:00:00             5.0      515.625000  2.833194   48.875000   \n",
       "2016-01-04 04:00:00             5.0      525.250000  1.999162   10.708333   \n",
       "2016-01-04 06:00:00             5.0      537.208333  3.348701   44.208333   \n",
       "2016-01-04 08:00:00             5.0      499.500000  3.310981  168.541667   \n",
       "2016-01-04 10:00:00             5.0      464.000000  2.984074  320.666667   \n",
       "\n",
       "                      wind_ms  pre_yield_2_hours  \n",
       "2013-11-24 00:00:00       NaN                  0  \n",
       "2013-11-24 02:00:00       NaN                NaN  \n",
       "2013-11-24 04:00:00       NaN                NaN  \n",
       "2013-11-24 06:00:00       NaN                NaN  \n",
       "2013-11-24 08:00:00       NaN                NaN  \n",
       "2013-11-24 10:00:00       NaN                NaN  \n",
       "2013-11-24 12:00:00       NaN                NaN  \n",
       "2013-11-24 14:00:00       NaN                NaN  \n",
       "2013-11-24 16:00:00       NaN                NaN  \n",
       "2013-11-24 18:00:00       NaN                NaN  \n",
       "2013-11-24 20:00:00       NaN                NaN  \n",
       "2013-11-24 22:00:00       NaN                NaN  \n",
       "2013-11-25 00:00:00       NaN                NaN  \n",
       "2013-11-25 02:00:00       NaN                NaN  \n",
       "2013-11-25 04:00:00       NaN                NaN  \n",
       "2013-11-25 06:00:00       NaN                NaN  \n",
       "2013-11-25 08:00:00       NaN                NaN  \n",
       "2013-11-25 10:00:00       NaN                NaN  \n",
       "2013-11-25 12:00:00       NaN                NaN  \n",
       "2013-11-25 14:00:00       NaN                NaN  \n",
       "2013-11-25 16:00:00       NaN                NaN  \n",
       "2013-11-25 18:00:00       NaN                NaN  \n",
       "2013-11-25 20:00:00       NaN                NaN  \n",
       "2013-11-25 22:00:00       NaN                NaN  \n",
       "2013-11-26 00:00:00       NaN                NaN  \n",
       "2013-11-26 02:00:00       NaN                NaN  \n",
       "2013-11-26 04:00:00       NaN                NaN  \n",
       "2013-11-26 06:00:00       NaN                NaN  \n",
       "2013-11-26 08:00:00       NaN                NaN  \n",
       "2013-11-26 10:00:00       NaN                NaN  \n",
       "...                       ...                ...  \n",
       "2016-01-02 00:00:00  0.737636                NaN  \n",
       "2016-01-02 02:00:00  2.217100                NaN  \n",
       "2016-01-02 04:00:00  2.175189                NaN  \n",
       "2016-01-02 06:00:00  2.992456                NaN  \n",
       "2016-01-02 08:00:00  2.942163                NaN  \n",
       "2016-01-02 10:00:00  3.034367                NaN  \n",
       "2016-01-02 12:00:00  1.647108                NaN  \n",
       "2016-01-02 14:00:00  1.722548                NaN  \n",
       "2016-01-02 16:00:00  1.839899                NaN  \n",
       "2016-01-02 18:00:00  2.062028                NaN  \n",
       "2016-01-02 20:00:00  2.942163                NaN  \n",
       "2016-01-02 22:00:00  2.372171                NaN  \n",
       "2016-01-03 00:00:00  1.802179                NaN  \n",
       "2016-01-03 02:00:00  2.221291                NaN  \n",
       "2016-01-03 04:00:00  2.636211                NaN  \n",
       "2016-01-03 06:00:00  3.126572                NaN  \n",
       "2016-01-03 08:00:00  2.929589                NaN  \n",
       "2016-01-03 10:00:00  0.741827                NaN  \n",
       "2016-01-03 12:00:00  0.645432                NaN  \n",
       "2016-01-03 14:00:00  1.341157                NaN  \n",
       "2016-01-03 16:00:00  2.849958                NaN  \n",
       "2016-01-03 18:00:00  3.730092                NaN  \n",
       "2016-01-03 20:00:00  3.445096                NaN  \n",
       "2016-01-03 22:00:00  3.285834                NaN  \n",
       "2016-01-04 00:00:00  2.300922                NaN  \n",
       "2016-01-04 02:00:00  2.279966                NaN  \n",
       "2016-01-04 04:00:00  1.571668                NaN  \n",
       "2016-01-04 06:00:00  2.661358                NaN  \n",
       "2016-01-04 08:00:00  2.481140                NaN  \n",
       "2016-01-04 10:00:00  2.414082                NaN  \n",
       "\n",
       "[7388 rows x 10 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_joint_from28 = X_joint.drop(labels=X_joint.index[0:4], axis=0)\n",
    "X_joint_from28"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "497"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ft_im = X_joint_from28['temp']\n",
    "nan_num = ft_im.isnull().sum(axis=0)\n",
    "nan_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "\n",
    "ax.plot_date(ft_im.index, ft_im, c='r', ms=3)\n",
    "ax.set_title('temp', fontsize=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ft_im_validation = ft_im.sample(n=750).dropna()\n",
    "ft_im_impute = ft_im_validation.copy()\n",
    "\n",
    "for i in xrange(ft_im_impute.shape[0]):\n",
    "    timeindex = ft_im_impute.index[i]\n",
    "    time_pre = timeindex - pd.DateOffset(hours=2)\n",
    "    time_late = timeindex + pd.DateOffset(hours=2)\n",
    "    \n",
    "    if time_pre in ft_im.index and time_late in ft_im.index:\n",
    "        ft_pre = ft_im[time_pre]\n",
    "        ft_late = ft_im[time_late]\n",
    "        if not np.isnan(ft_pre) and not np.isnan(ft_late):\n",
    "            ft_im_impute[timeindex] = (ft_pre + ft_late) / 2\n",
    "        else:\n",
    "            ft_im_impute[timeindex] = float('nan')\n",
    "    else:\n",
    "        ft_im_impute[timeindex] = float('nan')\n",
    "print(ft_im_impute.isnull().sum(axis=0))\n",
    "\n",
    "ft_im_impute"
   ]
  },
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