floydjup.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import skimage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x=pd.read_csv('Train.csv')\n",
    "# print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "131 1687 294 1850\n"
     ]
    }
   ],
   "source": [
    "cx,cy,dx,dy = x['Top'][0],x['Left'][0],x['Width'][0],x['Height'][0]\n",
    "dx += cx\n",
    "dy += cy \n",
    "print cx,cy,dx,dy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "56.6944444444\n",
      "63.1773504274\n",
      "13\n",
      "16\n",
      "(1080, 1920)\n"
     ]
    }
   ],
   "source": [
    "print(x['Width'].mean())\n",
    "print(x['Height'].mean())\n",
    "\n",
    "print(x['Width'].min())\n",
    "print(x['Height'].min())\n",
    "im=cv2.imread('Train/'+x['Img_Name'][0]);\n",
    "print(im.shape[0],im.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for i in range(len(x)):\n",
    "    im=cv2.imread('Train/'+x['Img_Name'][i]);\n",
    "    cx,cy,dx,dy = x['Top'][i],x['Left'][i],x['Width'][i],x['Height'][i]\n",
    "    dx=63\n",
    "    dy=57\n",
    "    dx += cx\n",
    "    dy += cy \n",
    "\n",
    "    cropped = im[int(cx):int(dx),int(cy):int(dy)]\n",
    "    cv2.imwrite('apos/p'+str(i)+'.jpg',cropped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cnt=1\n",
    "for i in range(len(x)):\n",
    "    im=cv2.imread('Train/'+x['Img_Name'][i]);\n",
    "#     cx,cy,dx,dy = x['Top'][i],x['Left'][i],x['Width'][i],x['Height'][i]\n",
    "#     dx += cx\n",
    "#     dy += cy\n",
    "    for j in range(20,im.shape[0]-250,250):\n",
    "        for k in range(20,im.shape[1]-250,250):\n",
    "                cropped = im[j:j+250,k:k+250]\n",
    "                cv2.imwrite('negn/neg'+str(cnt)+'.jpg',cropped)\n",
    "                cnt+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#get the features \n",
    "from skimage.feature import local_binary_pattern\n",
    "from skimage.feature import hog\n",
    "from skimage.io import imread\n",
    "from sklearn.externals import joblib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "file_pos=[]\n",
    "for filename in glob.glob('apos/*.jpg'):\n",
    "    file_pos.append(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "file_pos_no_avg=[]\n",
    "for filename in glob.glob('pos/*.jpg'):\n",
    "    file_pos_no_avg.append(filename)\n",
    "# import re\n",
    "# def natural_key(string_):\n",
    "#     return [int(s) if s.isdigit() else s for s in re.split(r'(\\d+)', string_)]\n",
    "# file_pos= file_pos.sort(key=natural_key)\n",
    "# print(file_pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6970\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "file_neg=[]\n",
    "for filename in glob.glob('negs/*.jpg'):\n",
    "    file_neg.append(filename)\n",
    "print(len(file_neg))\n",
    "# print(file_neg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#small trial \n",
    "\n",
    "import skimage.io as io\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage import data, color, exposure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#positive check \n",
    "\n",
    "im = cv2.imread('apos/p2.jpg',0)\n",
    "# print(im)\n",
    "cv2.imwrite('prehog_try2.jpg',im)\n",
    "fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5, 5),\n",
    "                    cells_per_block=(1, 1), visualise=True)\n",
    "hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.02))\n",
    "\n",
    "imgplot = plt.imshow(hog_image)\n",
    "plt.savefig('hog22.jpg')\n",
    "plt.clf()\n",
    "\n",
    "im = cv2.imread('apos/p3.jpg',0)\n",
    "cv2.imwrite('prehog_try3.jpg',im)\n",
    "fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5,5),\n",
    "                    cells_per_block=(1, 1), visualise=True)\n",
    "hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.02))\n",
    "\n",
    "imgplot = plt.imshow(hog_image)\n",
    "plt.savefig('hog32.jpg')\n",
    "\n",
    "plt.gcf().clear()\n",
    "plt.close()\n",
    "\n",
    "im = cv2.imread('apos/p10.jpg',0)\n",
    "cv2.imwrite('prehog_try10.jpg',im)\n",
    "fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5,5),\n",
    "                    cells_per_block=(1, 1), visualise=True)\n",
    "hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.02))\n",
    "\n",
    "imgplot = plt.imshow(hog_image)\n",
    "plt.savefig('hog10.jpg')\n",
    "\n",
    "plt.gcf().clear()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# print(file_pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "for i in file_pos:\n",
    "    im = cv2.imread(i,0)\n",
    "    \n",
    "    fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5, 5),\n",
    "                    cells_per_block=(1, 1), visualise=True)\n",
    "#     hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.02))\n",
    "    \n",
    "    imgplot = plt.imshow(hog_image) \n",
    "    plt.savefig('phog_images/'+i[4:])\n",
    "    plt.gcf().clear()\n",
    "    plt.close()\n",
    "    joblib.dump(fd,'fdp/'+i[4:-4]+'.feat')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "for i in file_pos_no_avg:\n",
    "    im = cv2.imread(i,0)\n",
    "    \n",
    "    fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5, 5),\n",
    "                    cells_per_block=(1, 1), visualise=True)\n",
    "#     hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.02))\n",
    "    \n",
    "    imgplot = plt.imshow(hog_image) \n",
    "    plt.savefig('phog_images_no_avg/'+i[4:])\n",
    "    plt.gcf().clear()\n",
    "    plt.close()\n",
    "    joblib.dump(fd,'fdp_no_avg/'+i[4:-4]+'.feat')\n",
    "    \n",
    "    #remember normalization if you go with this"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/home/v_g/miniconda2/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.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": [
    "import sklearn.preprocessing\n",
    "for i in file_pos_no_avg:\n",
    "    im = cv2.imread(i,0)\n",
    "    \n",
    "    fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5, 5),\n",
    "                    cells_per_block=(1, 1), visualise=True)\n",
    "#     hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.02))\n",
    "# normalise \n",
    "    try :\n",
    "        fd=sklearn.preprocessing.normalize(fd, norm='l2', axis=1, copy=True, return_norm=False)\n",
    "    except:\n",
    "        pass\n",
    "#     imgplot = plt.imshow(hog_image) \n",
    "#     plt.savefig('phog_images_no_avg_normalized/'+i[4:])\n",
    "#     plt.gcf().clear()\n",
    "#     plt.close()\n",
    "    joblib.dump(fd,'fdp_no_avg_normalized/'+i[4:-4]+'.feat')\n",
    "    \n",
    "    #remember normalization if you go with this"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# normalize check\n",
    "# i = 'pos/p1.jpg'\n",
    "# im = cv2.imread(i,0)\n",
    "\n",
    "# fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5, 5),\n",
    "#                 cells_per_block=(1, 1), visualise=True)\n",
    "# print('hey')\n",
    "# fd1=sklearn.preprocessing.normalize(fd, norm='l2', axis=1, copy=True, return_norm=False)\n",
    "# print(fd1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1056,)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "count=0\n",
    "\n",
    "for i in file_neg:\n",
    "    \n",
    "    count+=1\n",
    "    if count<2500:\n",
    "        im = cv2.imread(i,0)\n",
    "        im = cv2.resize(im,(63,57))\n",
    "        fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5, 5),\n",
    "                        cells_per_block=(1, 1), visualise=True)\n",
    "        if count==1:\n",
    "            print(fd.shape)\n",
    "#         try :\n",
    "#             fd=sklearn.preprocessing.normalize(fd, norm='l2', axis=1, copy=True, return_norm=False)\n",
    "#         except:\n",
    "#             pass\n",
    "    #     hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.02))\n",
    "    #     if count<1000:\n",
    "    #         imgplot = plt.imshow(hog_image) \n",
    "    #         plt.savefig('nhog_images_normalized/'+i[4:])\n",
    "    #         plt.gcf().clear()\n",
    "    #         plt.close()\n",
    "\n",
    "        joblib.dump(fd,'fdn_equal/'+i[4:-4]+'.feat')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQsAAAD8CAYAAABgtYFHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa8ca90e210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#negative check\n",
    "im = cv2.imread('negs/neg8.jpg',0)\n",
    "# print(im)\n",
    "# cv2.imwrite('preneg_try.jpg',im)\n",
    "# plt.imshow(im)\n",
    "fd, hog_image = hog(im, orientations=8, pixels_per_cell=(5, 5),\n",
    "                    cells_per_block=(1, 1), visualise=True)\n",
    "hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.02))\n",
    "\n",
    "imgplot = plt.imshow(hog_image)\n",
    "plt.savefig('neghog.jpg')\n",
    "# plt.clf()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from skimage.feature import local_binary_pattern\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.externals import joblib\n",
    "import argparse as ap\n",
    "import glob\n",
    "import os\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1056,)\n",
      "[ 0.1521689   0.          0.14346621 ...,  0.12933039  0.          0.08179573]\n",
      "boom\n",
      "boom\n",
      "boom\n",
      "boom\n",
      "boom\n",
      "boom\n",
      "boom\n",
      "boom\n",
      "boom\n",
      "boom\n",
      "468\n",
      "938\n",
      "Training a SVM Classifier\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['models/dump2']"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# executing the classifier \n",
    "fds = []\n",
    "labels = []\n",
    "# Load the positive features\n",
    "shapes=[]\n",
    "shapesn=[]\n",
    "c1=0\n",
    "c2=0\n",
    "for feat_path in glob.glob(\"fdp/*.feat\"):\n",
    "    fd = joblib.load(feat_path)\n",
    "    c1+=1\n",
    "    if c1<2:\n",
    "        print(fd.shape)\n",
    "#     fd=fd.reshape(-1,1)\n",
    "#     print fd.shape\n",
    "    if c1<2:\n",
    "        print(fd)\n",
    "    if fd.shape == (1056,):\n",
    "        fds.append(fd)\n",
    "        labels.append(1)\n",
    "    else :\n",
    "        print('boom')\n",
    "    shapes.append(fd.shape)\n",
    "\n",
    "\n",
    "print(c1)\n",
    "# Load the negative features\n",
    "ct=0\n",
    "for feat_path in glob.glob(\"fdn_equal/*.feat\"):\n",
    "    fd = joblib.load(feat_path)\n",
    "    c2+=1\n",
    "#     if c2<10:\n",
    "    \n",
    "#     fd=fd.reshape(-1,1) \n",
    "#     print fd.shape\n",
    "    \n",
    "    if fd.shape == (1056,) and ct<=936 :\n",
    "        ct+=1\n",
    "        fds.append(fd)\n",
    "        labels.append(0)\n",
    "    elif ct> 936:\n",
    "        break\n",
    "    else :\n",
    "        print('nboom')\n",
    "    shapesn.append(fd.shape)\n",
    "    \n",
    "print(c2)\n",
    "# print(shapes)\n",
    "# print(shapesn)\n",
    "clf = SVC()\n",
    "print \"Training a SVM Classifier\"\n",
    "# nsamples, nx, ny = fds.shape\n",
    "# fds2 = fds.reshape((nsamples,nx*ny))\n",
    "clf.fit(fds, labels)\n",
    "joblib.dump(clf,\"models/dump2\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#model testing\n",
    "from skimage.transform import pyramid_gaussian\n",
    "from skimage.io import imread\n",
    "from skimage.feature import hog\n",
    "from sklearn.externals import joblib\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def sliding_window(image, window_size, step_size):\n",
    "    for y in xrange(0, image.shape[0], step_size[1]):\n",
    "        for x in xrange(0, image.shape[1], step_size[0]):\n",
    "            yield (x, y, image[y:y + window_size[1], x:x + window_size[0]])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "im = imread('Test/03-04 05.40.31.jpg', as_grey=True)\n",
    "min_wdw_sz = (63, 57)\n",
    "step_size = (10, 10)\n",
    "downscale = 1.5\n",
    "visualize_det =False\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import time\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hello\n",
      "Detection:: Location -> (50, 360)\n",
      "Scale ->  0 | Confidence Score [ 0.02594619] \n",
      "\n",
      "Detection:: Location -> (30, 370)\n",
      "Scale ->  0 | Confidence Score [ 0.23630022] \n",
      "\n",
      "Detection:: Location -> (40, 370)\n",
      "Scale ->  0 | Confidence Score [ 0.25887509] \n",
      "\n",
      "Detection:: Location -> (50, 370)\n",
      "Scale ->  0 | Confidence Score [ 0.15376543] \n",
      "\n",
      "Detection:: Location -> (20, 240)\n",
      "Scale ->  1 | Confidence Score [ 0.29119583] \n",
      "\n",
      "Detection:: Location -> (30, 240)\n",
      "Scale ->  1 | Confidence Score [ 0.03077207] \n",
      "\n",
      "Detection:: Location -> (260, 380)\n",
      "Scale ->  1 | Confidence Score [ 0.07930285] \n",
      "\n",
      "626.888223886\n"
     ]
    }
   ],
   "source": [
    "# clf = joblib.load()\n",
    "detections = []\n",
    "# The current scale of the image\n",
    "scale = 0\n",
    "cut=0\n",
    "start = time.time()\n",
    "print(\"hello\")\n",
    "for im_scaled in pyramid_gaussian(im, downscale=downscale):\n",
    "    # detections at the current scale\n",
    "    cd = []\n",
    "    if im_scaled.shape[0] < min_wdw_sz[1] or im_scaled.shape[1] < min_wdw_sz[0]:\n",
    "        break\n",
    "    for (x, y, im_window) in sliding_window(im_scaled, min_wdw_sz, step_size):\n",
    "        if im_window.shape[0] != min_wdw_sz[1] or im_window.shape[1] != min_wdw_sz[0]:\n",
    "            continue\n",
    "        # Calculate the HOG features\n",
    "        fd,hog_image2 = hog(im_window,8,(5,5),(1,1), visualise=True)\n",
    "#         print(fd.50shape)\n",
    "        pred = clf.predict(fd)\n",
    "        if pred == 1:\n",
    "            print  \"Detection:: Location -> ({}, {})\".format(x, y)\n",
    "            print \"Scale ->  {} | Confidence Score {} \\n\".format(scale,clf.decision_function(fd))\n",
    "            detections.append((x, y, clf.decision_function(fd),\n",
    "                int(min_wdw_sz[0]*(downscale**scale)),\n",
    "                int(min_wdw_sz[1]*(downscale**scale))))\n",
    "            cd.append(detections[-1])\n",
    "        if visualize_det:\n",
    "            clone = im_scaled.copy()\n",
    "            for x1, y1, _, _, _  in cd:\n",
    "                cv2.rectangle(clone, (x1, y1), (x1 + im_window.shape[1], y1 +\n",
    "                    im_window.shape[0]), (0, 0, 0), thickness=2)\n",
    "            cv2.rectangle(clone, (x, y), (x + im_window.shape[1], y +\n",
    "                im_window.shape[0]), (255, 255, 255), thickness=2)\n",
    "            \n",
    "#             cv2.imwrite('bound/'+str(cut)+'.jpg',clone)\n",
    "#             cut+=1\n",
    "#             cv2.waitKey(30)\n",
    "    # Move the the next scale\n",
    "    scale+=1\n",
    "\n",
    "# Display the results before performing NMS\n",
    "clone = im.copy()\n",
    "for (x_tl, y_tl, _, w, h) in detections:\n",
    "    # Draw the detections\n",
    "    cv2.rectangle(im, (x_tl, y_tl), (x_tl+w, y_tl+h), (0, 0, 0), thickness=2)\n",
    "cv2.imwrite('bound/'+str(1)+'.jpg', im)\n",
    "end = time.time()\n",
    "print(end - start)\n",
    "\n",
    "# cv2.waitKey()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(50, 360, array([ 0.02594619]), 63, 57), (30, 370, array([ 0.23630022]), 63, 57), (40, 370, array([ 0.25887509]), 63, 57), (50, 370, array([ 0.15376543]), 63, 57), (20, 240, array([ 0.29119583]), 94, 85), (30, 240, array([ 0.03077207]), 94, 85), (260, 380, array([ 0.07930285]), 94, 85)]\n"
     ]
    }
   ],
   "source": [
    "print (detections)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def overlapping_area(detection_1, detection_2):\n",
    "    # Calculate the x-y co-ordinates of the \n",
    "    # rectangles\n",
    "    x1_tl = detection_1[0]\n",
    "    x2_tl = detection_2[0]\n",
    "    x1_br = detection_1[0] + detection_1[3]\n",
    "    x2_br = detection_2[0] + detection_2[3]\n",
    "    y1_tl = detection_1[1]\n",
    "    y2_tl = detection_2[1]\n",
    "    y1_br = detection_1[1] + detection_1[4]\n",
    "    y2_br = detection_2[1] + detection_2[4]\n",
    "    # Calculate the overlapping Area\n",
    "    x_overlap = max(0, min(x1_br, x2_br)-max(x1_tl, x2_tl))\n",
    "    y_overlap = max(0, min(y1_br, y2_br)-max(y1_tl, y2_tl))\n",
    "    overlap_area = x_overlap * y_overlap\n",
    "    area_1 = detection_1[3] * detection_2[4]\n",
    "    area_2 = detection_2[3] * detection_2[4]\n",
    "    total_area = area_1 + area_2 - overlap_area\n",
    "    return overlap_area / float(total_area)\n",
    "\n",
    "def nms(detections, threshold=.5):\n",
    "    if len(detections) == 0:\n",
    "        return []\n",
    "    # Sort the detections based on confidence score\n",
    "    detections = sorted(detections, key=lambda detections: detections[2],\n",
    "            reverse=True)\n",
    "    # Unique detections will be appended to this list\n",
    "    new_detections=[]\n",
    "    # Append the first detection\n",
    "    new_detections.append(detections[0])\n",
    "    # Remove the detection from the original list\n",
    "    del detections[0]\n",
    "    for index, detection in enumerate(detections):\n",
    "        for new_detection in new_detections:\n",
    "            if overlapping_area(detection, new_detection) > threshold:\n",
    "                del detections[index]\n",
    "                break\n",
    "        else:\n",
    "            new_detections.append(detection)\n",
    "            del detections[index]\n",
    "    return new_detections\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(20, 240, array([ 0.29119583]), 94, 85),\n",
       " (40, 370, array([ 0.25887509]), 63, 57)]"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nms(detections)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}