03. SVC.ipynb

{
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](http://www.upm.es/sfs/Rectorado/Gabinete%20del%20Rector/Logos/UPM/EscPolitecnica/EscUpmPolit_p.gif \"UPM\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Trabajo final SITC\n",
    "## Análisis de sentimientos en Twitter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Departamento de Ingeniería de Sistemas Telemáticos. Universidad Politécnica de Madrid."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Realizado por:\n",
    "- Juan Bermudo Vera\n",
    "- Margarita Bolívar Jiménez\n",
    "- Lourdes Fernández Nieto\n",
    "- Ramón Pérez Hernández\n",
    "\n",
    "© 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Algoritmo SVC aplicado sobre el fichero de tweets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tabla de contenidos\n",
    "\n",
    "* [Importación de datos necesarios para aplicar el algoritmo](#1.-Importación-de-datos-necesarios-para-aplicar-el-algoritmo)\n",
    "\t* [Importación de librerías](#Importación-de-librerías)\n",
    "    * [Importación de corpus y tweets](#Importación-de-corpus-y-tweets)\n",
    "    * [Tokenización y stemming](#Tokenización-y-stemming)\n",
    "* [Entrenamiento del modelo](#2.-Entrenamiento-del-modelo)\n",
    "* [Rendimiento del modelo](#3.-Rendimiento-del-modelo)\n",
    "* [Predicción de la polaridad](#4.-Predicción-de-la-polaridad)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Importación de datos necesarios para aplicar el algoritmo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ### Importación de librerías"
   ]
  },
  {
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   "execution_count": 1,
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   "outputs": [
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     "text": [
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/grid_search.py:43: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. This module will be removed in 0.20.\n",
      "  DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "# Importamos librerías. Las que no están instaladas, instalar con pip install <nombre_paquete>\n",
    "from sklearn.cross_validation import cross_val_score\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.grid_search import GridSearchCV\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "import nltk\n",
    "from nltk.tokenize import TweetTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "from string import punctuation\n",
    "from nltk.stem import SnowballStemmer\n",
    "from nltk.tokenize import TweetTokenizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ### Importación de corpus y tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Se importan el corpus y los tweets\n",
    "tweets_df = pd.read_excel('ficheros/Preprocesados/tweets_corpus_header.xlsx', header=0, encoding='iso8859_15')\n",
    "tweets = pd.read_excel('ficheros/TweetsConTopic/tweets_spainGeo_topic.xlsx', header=0, encoding='iso8859_15')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ### Tokenización y stemming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /Users/Lourdes/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "# Se descargan las palabras de parada en español\n",
    "nltk.download(\"stopwords\")\n",
    "spanish_stopwords = stopwords.words('spanish')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Obtenemos los signos de puntuación que se utilizan en español\n",
    "non_words = list(punctuation)\n",
    "non_words.extend(['¿', '¡'])\n",
    "non_words.extend(map(str,range(10)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Se definen las funciones para realizar la tokenización y el stemming\n",
    "stemmer = SnowballStemmer('spanish')\n",
    "tknzr = TweetTokenizer(strip_handles=True, reduce_len=True)\n",
    "\n",
    "def stem_tokens(tokens, stemmer):\n",
    "    stemmed = []\n",
    "    for item in tokens:\n",
    "        stemmed.append(stemmer.stem(item))\n",
    "    return stemmed\n",
    "\n",
    "def tokenize(text):\n",
    "    # Eliminamos lo que no sean palabras\n",
    "    text = ''.join([c for c in text if c not in non_words])\n",
    "    # Tokenización\n",
    "    tokens = tknzr.tokenize(text)\n",
    "\n",
    "    # Stemming\n",
    "    try:\n",
    "        stems = stem_tokens(tokens, stemmer)\n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        print(text)\n",
    "        stems = ['']\n",
    "    return stems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Entrenamiento del modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'C': 1.0,\n",
       " 'cache_size': 200,\n",
       " 'class_weight': None,\n",
       " 'coef0': 0.0,\n",
       " 'decision_function_shape': None,\n",
       " 'degree': 3,\n",
       " 'gamma': 'auto',\n",
       " 'kernel': 'rbf',\n",
       " 'max_iter': -1,\n",
       " 'probability': False,\n",
       " 'random_state': None,\n",
       " 'shrinking': True,\n",
       " 'tol': 0.001,\n",
       " 'verbose': False}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Buscamos los parámetros que podemos utilizar para entrenar el modelo\n",
    "SVC().get_params()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=500).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=None, error_score='raise',\n",
       "       estimator=Pipeline(steps=[('vect', CountVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), preprocessor=None,\n",
       "        stop_words=['de', 'la'...,\n",
       "  max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
       "  tol=0.001, verbose=False))]),\n",
       "       fit_params={}, iid=True, n_jobs=-1,\n",
       "       param_grid={'cls__C': (0.001, 0.01, 0.1, 1, 10, 100), 'cls__gamma': array([  1.00000e-06,   3.59381e-06,   1.29155e-05,   4.64159e-05,\n",
       "         1.66810e-04,   5.99484e-04,   2.15443e-03,   7.74264e-03,\n",
       "         2.78256e-02,   1.00000e-01]), 'cls__max_iter': (500, 1000), 'cls__kernel': ('linear', 'rbf', 'poly')},\n",
       "       pre_dispatch='2*n_jobs', refit=True, scoring='roc_auc', verbose=0)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creamos el pipeline para poder encadenar todos los elementos necesarios para realizar la estimación.\n",
    "# Realizamos la búsqueda mediante GridSearhCV, librería de sklearn que permite realizar una\n",
    "# búsqueda de los mejores parámetros del modelo, utilizando los parámetros definidos en parameters y como\n",
    "# métrica, roc_auc (área bajo la curva ROC)\n",
    "pipeline = Pipeline([\n",
    "    ('vect',  CountVectorizer(\n",
    "                analyzer = 'word',\n",
    "                tokenizer = tokenize,\n",
    "                lowercase = True,\n",
    "                stop_words = spanish_stopwords)),\n",
    "    ('cls', SVC())])\n",
    "parameters = {\n",
    "    'cls__C': (0.001, 0.01, 0.1, 1, 10, 100),\n",
    "    'cls__gamma': np.logspace(-6, -1, 10),\n",
    "    'cls__max_iter': (500, 1000), \n",
    "    'cls__kernel': ('linear', 'rbf', 'poly')\n",
    "    \n",
    "}\n",
    "gs = GridSearchCV(pipeline, parameters, n_jobs=-1, scoring='roc_auc')\n",
    "gs.fit(tweets_df.content, tweets_df.polarity_bin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'cls__C': 100,\n",
       " 'cls__gamma': 0.00059948425031894088,\n",
       " 'cls__kernel': 'rbf',\n",
       " 'cls__max_iter': 1000}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mostramos los mejores parámetros del SVC obtenidos de la búsqueda con GridSearchCV \n",
    "gs.best_params_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Los mejores parámetros que encuentra GridSearchCV para el SVC utilizando la métrica roc_auc son: \n",
    "C = 100,\n",
    "gamma = 0.00059948425031894088,\n",
    "kernel = 'rbf',\n",
    "max_iter'= 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ResultadosGridSearch/grid_searchSVC.pkl']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Guardamos el resultado del GridSearchCV en un fichero de manera persistente\n",
    "from sklearn.externals import joblib\n",
    "joblib.dump(gs, 'ficheros/ResultadosGridSearch/grid_searchSVC.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "\n",
    "## 3. Rendimiento del modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.83469476712482404"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mediante validación cruzada obtenemos el rendimiento del modelo\n",
    "model = SVC(C=100, gamma = 0.00059948425031894088, max_iter=1000, kernel= 'rbf')\n",
    "\n",
    "vectorizer = CountVectorizer(\n",
    "    analyzer = 'word',\n",
    "    tokenizer = tokenize,\n",
    "    lowercase = True,\n",
    "    stop_words = spanish_stopwords,\n",
    "    min_df = 0,\n",
    "    max_df = 4700,\n",
    "    max_features=1000\n",
    ")\n",
    "\n",
    "tweets_df_data_features = vectorizer.fit_transform(tweets_df.content)\n",
    "tweets_df_data_features_nd = tweets_df_data_features.toarray()\n",
    "\n",
    "scores = cross_val_score(\n",
    "    model,\n",
    "    tweets_df_data_features_nd[0:len(tweets_df)],\n",
    "    y=tweets_df.polarity_bin,\n",
    "    scoring='roc_auc',\n",
    "    cv=None\n",
    "    )\n",
    "\n",
    "scores.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "El valor que se obtiene del rendimiento del modelo para la métrica de Área bajo la Curva ROC es de 0.83469476712482404"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## 4. Predicción de la polaridad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Lourdes/anaconda/lib/python3.6/site-packages/sklearn/svm/base.py:220: ConvergenceWarning: Solver terminated early (max_iter=1000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n"
     ]
    }
   ],
   "source": [
    "# Una vez que tenemos el modelo que mejor métrica nos aporta (tras realizar muchas pruebas con distintas métricas \n",
    "# y parámetros pasados al modelo), volvemos a crear un pipeline pero en este caso, pasándole los mejores parámetros\n",
    "# obtenidos del SVC para predecir qué polaridad tienen los tweets que están aún sin etiquetar\n",
    "pipeline = Pipeline([\n",
    "    ('vect', CountVectorizer(\n",
    "            analyzer = 'word',\n",
    "            tokenizer = tokenize,\n",
    "            lowercase = True,\n",
    "            stop_words = spanish_stopwords,\n",
    "            min_df = 0,\n",
    "            max_df = 26363,\n",
    "            max_features=1000\n",
    "            )),\n",
    "    ('cls', SVC(C=100, gamma = 0.00059948425031894088, max_iter=1000, kernel= 'rbf'))\n",
    "])\n",
    "\n",
    "pipeline.fit(tweets_df.content, tweets_df.polarity_bin)\n",
    "tweets['polarity'] = pipeline.predict(tweets.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>content</th>\n",
       "      <th>polarity</th>\n",
       "      <th>Topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19752</th>\n",
       "      <td>#ñamñam (at @RevoltosaMadrid in Madrid, Comuni...</td>\n",
       "      <td>1</td>\n",
       "      <td>aeropuerto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16131</th>\n",
       "      <td>I'm at Sede De La Presidencia De La Comunidad ...</td>\n",
       "      <td>0</td>\n",
       "      <td>aeropuerto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13009</th>\n",
       "      <td>Cuando hay problemas la pareja se une no tu en...</td>\n",
       "      <td>0</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5616</th>\n",
       "      <td>Buenos días y #FelizViernes! Hoy celebramos el...</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12301</th>\n",
       "      <td>Real Madrid vs Villareal. #realmadrid #euromes...</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7139</th>\n",
       "      <td>#AndaYaDeFinde #oficinas</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8631</th>\n",
       "      <td>¡LA PURA VERDAD! Diputado Alcalá: “Gracias a E...</td>\n",
       "      <td>1</td>\n",
       "      <td>followers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5409</th>\n",
       "      <td>La portuguesa CP vende 91 coches (los primeros...</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13764</th>\n",
       "      <td>Colores en un día gris.  @ Arturo Soria</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15070</th>\n",
       "      <td>#SHOWME !! La sesion del momento ahora VIERNES...</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23599</th>\n",
       "      <td>'rummenigge' y 'sterling' es ahora una tendenc...</td>\n",
       "      <td>1</td>\n",
       "      <td>tendencias</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4190</th>\n",
       "      <td>Banco Sabadell gana 252 millones hasta marzo (...</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5059</th>\n",
       "      <td>¡S.O.S! ¿Cómo aumentar las visitas a mi blog? ...</td>\n",
       "      <td>0</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4822</th>\n",
       "      <td>Cómo declarar los ingresos por la descarga de ...</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>Imágenes de Baleares, Spain  #Turismo #España</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26018</th>\n",
       "      <td>Y después de charlar con #terryoneill sobre l@...</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13700</th>\n",
       "      <td>Avenida de América #madrid #españa #spain #cal...</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24669</th>\n",
       "      <td>@suadwilley que te veo si quiero chica ts</td>\n",
       "      <td>1</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13897</th>\n",
       "      <td>#RETENCIÓN nivel AMARILLO en AUTOPISTA / AUTOV...</td>\n",
       "      <td>1</td>\n",
       "      <td>trafico</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2630</th>\n",
       "      <td>Barberá no ve motivo para dimitir y subraya qu...</td>\n",
       "      <td>0</td>\n",
       "      <td>otros</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 content  polarity       Topic\n",
       "19752  #ñamñam (at @RevoltosaMadrid in Madrid, Comuni...         1  aeropuerto\n",
       "16131  I'm at Sede De La Presidencia De La Comunidad ...         0  aeropuerto\n",
       "13009  Cuando hay problemas la pareja se une no tu en...         0       otros\n",
       "5616   Buenos días y #FelizViernes! Hoy celebramos el...         1       otros\n",
       "12301  Real Madrid vs Villareal. #realmadrid #euromes...         1       otros\n",
       "7139                            #AndaYaDeFinde #oficinas         1       otros\n",
       "8631   ¡LA PURA VERDAD! Diputado Alcalá: “Gracias a E...         1   followers\n",
       "5409   La portuguesa CP vende 91 coches (los primeros...         1       otros\n",
       "13764           Colores en un día gris.  @ Arturo Soria          1       otros\n",
       "15070  #SHOWME !! La sesion del momento ahora VIERNES...         1       otros\n",
       "23599  'rummenigge' y 'sterling' es ahora una tendenc...         1  tendencias\n",
       "4190   Banco Sabadell gana 252 millones hasta marzo (...         1       otros\n",
       "5059   ¡S.O.S! ¿Cómo aumentar las visitas a mi blog? ...         0       otros\n",
       "4822   Cómo declarar los ingresos por la descarga de ...         1       otros\n",
       "1162       Imágenes de Baleares, Spain  #Turismo #España         1       otros\n",
       "26018  Y después de charlar con #terryoneill sobre l@...         1       otros\n",
       "13700  Avenida de América #madrid #españa #spain #cal...         1       otros\n",
       "24669          @suadwilley que te veo si quiero chica ts         1       otros\n",
       "13897  #RETENCIÓN nivel AMARILLO en AUTOPISTA / AUTOV...         1     trafico\n",
       "2630   Barberá no ve motivo para dimitir y subraya qu...         0       otros"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mostramos algunos de los tweets que han sido etiquetados con la polaridad\n",
    "tweets[['content', 'polarity', 'Topic']].sample(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Guardamos los tweets en un fichero csv con su polaridad\n",
    "tweets[[ 'content', 'Latitude', 'Longitude', 'polarity','Topic']].to_csv('ficheros/TweetsConPolaridadYTopic/tweetsSVC_polarity_bin.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Guardamos los tweets en fichero excel\n",
    "tweets[['content','Latitude','Longitude','polarity','Topic']].to_excel('ficheros/TweetsConPolaridadYTopicExcel/tweetsSVC_polarity_bin.xlsx', header=True, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Licencia"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El notebook está licenciado libremente bajo la licencia [Creative Commons Attribution Share-Alike](https://creativecommons.org/licenses/by/2.0/).\n",
    "\n",
    "La base del código empleado procede del trabajo de Manuel Garrido llamado [Cómo hacer Análisis de Sentimiento en español](http://pybonacci.org/2015/11/24/como-hacer-analisis-de-sentimiento-en-espanol-2/).\n",
    "\n",
    "© 2017 - Juan Bermudo Mera, Margarita Bolívar Jiménez, Lourdes Fernández Nieto, Ramón Pérez Hernández.\n",
    "\n",
    "Universidad Politécnica de Madrid."
   ]
  }
 ],
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