19_Naive Bayes - Detección de SPAM.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/drive/1WVig4WGiru06wUbTdzKCzGH4X3rhJc2H\">Abre este Jupyter en Google Colab</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Caso Práctico: Naive Bayes "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En este ejercicio se muestran los fundamentos del algoritmo Naive Bayes planteando uno de los primeros problemas que fueron solucionados mediante el uso de técnicas de Machine Learning: la detección de SPAM."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Enunciado del ejercicio: Detección de SPAM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se propone la construcción de un sistema de aprendizaje automático capaz de predecir si un correo determinado se corresponde con un correo de SPAM o no, para ello, se utilizará el siguiente conjunto de datos:\n",
    "\n",
    "##### [2007 TREC Public Spam Corpus](https://plg.uwaterloo.ca/cgi-bin/cgiwrap/gvcormac/foo07)\n",
    "The corpus trec07p contains 75,419 messages:\n",
    "\n",
    "    25220 ham\n",
    "    50199 spam\n",
    "\n",
    "These messages constitute all the messages delivered to a particular\n",
    "server between these dates:\n",
    "\n",
    "    Sun, 8 Apr 2007 13:07:21 -0400\n",
    "    Fri, 6 Jul 2007 07:04:53 -0400"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Funciones auxiliares"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En este caso práctico relacionado con la detección de correos electrónicos de SPAM, el conjunto de datos que disponemos esta formado por correos electrónicos, con sus correspondientes cabeceras y campos adicionales. Por lo tanto, requieren un preprocesamiento previo a que sean ingeridos por el algoritmo de Machine Learning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Esta clase facilita el preprocesamiento de correos electrónicos que poseen código HTML\n",
    "from html.parser import HTMLParser\n",
    "\n",
    "class HTMLStripper(HTMLParser):\n",
    "    def __init__(self):\n",
    "        self.reset()\n",
    "        self.strict = False\n",
    "        self.convert_charrefs = True\n",
    "        self.fed = []\n",
    "\n",
    "    def handle_data(self, d):\n",
    "        self.fed.append(d)\n",
    "\n",
    "    def get_data(self):\n",
    "        return ''.join(self.fed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Esta función se encarga de elimar los tags HTML que se encuentren en el texto del correo electrónico\n",
    "def strip_tags(html):\n",
    "    s = HTMLStripper()\n",
    "    s.feed(html)\n",
    "    return s.get_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Phrack World News'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ejemplo de eliminación de los tags HTML de un texto\n",
    "t = '<tr><td align=\"left\"><a href=\"../../issues/51/16.html#article\">Phrack World News</a></td>'\n",
    "strip_tags(t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Además de eliminar los posibles tags HTML que se encuentren en el correo electrónico, deben realizarse otras acciones de preprocesamiento para evitar que los mensajes contengan ruido innecesario. Entre ellas se encuentra la eliminación de los signos de puntuación, eliminación de posibles campos del correo electrónico que no son relevantes o eliminación de los afijos de una palabra manteniendo únicamente la raiz de la misma (Stemming). La clase que se muestra a continuación realiza estas transformaciones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import email\n",
    "import string\n",
    "import nltk\n",
    "\n",
    "class Parser:\n",
    "\n",
    "    def __init__(self):\n",
    "        self.stemmer = nltk.PorterStemmer()\n",
    "        self.stopwords = set(nltk.corpus.stopwords.words('english'))\n",
    "        self.punctuation = list(string.punctuation)\n",
    "\n",
    "    def parse(self, email_path):\n",
    "        \"\"\"Parse an email.\"\"\"\n",
    "        with open(email_path, errors='ignore') as e:\n",
    "            msg = email.message_from_file(e)\n",
    "        return None if not msg else self.get_email_content(msg)\n",
    "\n",
    "    def get_email_content(self, msg):\n",
    "        \"\"\"Extract the email content.\"\"\"\n",
    "        subject = self.tokenize(msg['Subject']) if msg['Subject'] else []\n",
    "        body = self.get_email_body(msg.get_payload(),\n",
    "                                   msg.get_content_type())\n",
    "        content_type = msg.get_content_type()\n",
    "        # Returning the content of the email\n",
    "        return {\"subject\": subject,\n",
    "                \"body\": body,\n",
    "                \"content_type\": content_type}\n",
    "\n",
    "    def get_email_body(self, payload, content_type):\n",
    "        \"\"\"Extract the body of the email.\"\"\"\n",
    "        body = []\n",
    "        if type(payload) is str and content_type == 'text/plain':\n",
    "            return self.tokenize(payload)\n",
    "        elif type(payload) is str and content_type == 'text/html':\n",
    "            return self.tokenize(strip_tags(payload))\n",
    "        elif type(payload) is list:\n",
    "            for p in payload:\n",
    "                body += self.get_email_body(p.get_payload(),\n",
    "                                            p.get_content_type())\n",
    "        return body\n",
    "\n",
    "    def tokenize(self, text):\n",
    "        \"\"\"Transform a text string in tokens. Perform two main actions,\n",
    "        clean the punctuation symbols and do stemming of the text.\"\"\"\n",
    "        for c in self.punctuation:\n",
    "            text = text.replace(c, \"\")\n",
    "        text = text.replace(\"\\t\", \" \")\n",
    "        text = text.replace(\"\\n\", \" \")\n",
    "        tokens = list(filter(None, text.split(\" \")))\n",
    "        # Stemming of the tokens\n",
    "        return [self.stemmer.stem(w) for w in tokens if w not in self.stopwords]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Lectura de un correo en formato raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "From RickyAmes@aol.com  Sun Apr  8 13:07:32 2007\n",
      "Return-Path: <RickyAmes@aol.com>\n",
      "Received: from 129.97.78.23 ([211.202.101.74])\n",
      "\tby speedy.uwaterloo.ca (8.12.8/8.12.5) with SMTP id l38H7G0I003017;\n",
      "\tSun, 8 Apr 2007 13:07:21 -0400\n",
      "Received: from 0.144.152.6 by 211.202.101.74; Sun, 08 Apr 2007 19:04:48 +0100\n",
      "Message-ID: <WYADCKPDFWWTWTXNFVUE@yahoo.com>\n",
      "From: \"Tomas Jacobs\" <RickyAmes@aol.com>\n",
      "Reply-To: \"Tomas Jacobs\" <RickyAmes@aol.com>\n",
      "To: the00@speedy.uwaterloo.ca\n",
      "Subject: Generic Cialis, branded quality@ \n",
      "Date: Sun, 08 Apr 2007 21:00:48 +0300\n",
      "X-Mailer: Microsoft Outlook Express 6.00.2600.0000\n",
      "MIME-Version: 1.0\n",
      "Content-Type: multipart/alternative;\n",
      "\tboundary=\"--8896484051606557286\"\n",
      "X-Priority: 3\n",
      "X-MSMail-Priority: Normal\n",
      "Status: RO\n",
      "Content-Length: 988\n",
      "Lines: 24\n",
      "\n",
      "----8896484051606557286\n",
      "Content-Type: text/html;\n",
      "Content-Transfer-Encoding: 7Bit\n",
      "\n",
      "<html>\n",
      "<body bgcolor=\"#ffffff\">\n",
      "<div style=\"border-color: #00FFFF; border-right-width: 0px; border-bottom-width: 0px; margin-bottom: 0px;\" align=\"center\">\n",
      "<table style=\"border: 1px; border-style: solid; border-color:#000000;\" cellpadding=\"5\" cellspacing=\"0\" bgcolor=\"#CCFFAA\">\n",
      "<tr>\n",
      "<td style=\"border: 0px; border-bottom: 1px; border-style: solid; border-color:#000000;\">\n",
      "<center>\n",
      "Do you feel the pressure to perform and not rising to the occasion??<br>\n",
      "</center>\n",
      "</td></tr><tr>\n",
      "<td bgcolor=#FFFF33 style=\"border: 0px; border-bottom: 1px; border-style: solid; border-color:#000000;\">\n",
      "<center>\n",
      "\n",
      "<b><a href='http://excoriationtuh.com/?lzmfnrdkleks'>Try <span>V</span><span>ia<span></span>gr<span>a</span>.....</a></b></center>\n",
      "</td></tr><td><center>your anxiety will be a thing of the past and you will<br>\n",
      "be back to your old self.\n",
      "</center></td></tr></table></div></body></html>\n",
      "\n",
      "\n",
      "----8896484051606557286--\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "inmail = open(\"datasets/trec07p/data/inmail.1\").read()\n",
    "print(inmail)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Parsing del correo electrónico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'subject': ['gener', 'ciali', 'brand', 'qualiti'],\n",
       " 'body': ['do',\n",
       "  'feel',\n",
       "  'pressur',\n",
       "  'perform',\n",
       "  'rise',\n",
       "  'occas',\n",
       "  'tri',\n",
       "  'viagra',\n",
       "  'anxieti',\n",
       "  'thing',\n",
       "  'past',\n",
       "  'back',\n",
       "  'old',\n",
       "  'self'],\n",
       " 'content_type': 'multipart/alternative'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p = Parser()\n",
    "p.parse(\"datasets/trec07p/data/inmail.1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Lectura del índice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estas funciones complementarias se encargan cargar en memoria la ruta de cada correo electrónico y su etiqueta correspondiente {spam, ham}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['spam ../data/inmail.1\\n',\n",
       " 'ham ../data/inmail.2\\n',\n",
       " 'spam ../data/inmail.3\\n',\n",
       " 'spam ../data/inmail.4\\n',\n",
       " 'spam ../data/inmail.5\\n',\n",
       " 'spam ../data/inmail.6\\n',\n",
       " 'spam ../data/inmail.7\\n',\n",
       " 'spam ../data/inmail.8\\n',\n",
       " 'spam ../data/inmail.9\\n',\n",
       " 'ham ../data/inmail.10\\n',\n",
       " 'spam ../data/inmail.11\\n',\n",
       " 'spam ../data/inmail.12\\n',\n",
       " 'spam ../data/inmail.13\\n',\n",
       " 'spam ../data/inmail.14\\n',\n",
       " 'spam ../data/inmail.15\\n',\n",
       " 'spam ../data/inmail.16\\n',\n",
       " 'spam ../data/inmail.17\\n',\n",
       " 'spam ../data/inmail.18\\n',\n",
       " 'spam ../data/inmail.19\\n',\n",
       " 'ham ../data/inmail.20\\n',\n",
       " 'ham ../data/inmail.21\\n',\n",
       " 'spam ../data/inmail.22\\n',\n",
       " 'spam ../data/inmail.23\\n',\n",
       " 'spam ../data/inmail.24\\n',\n",
       " 'spam ../data/inmail.25\\n',\n",
       " 'spam ../data/inmail.26\\n',\n",
       " 'spam ../data/inmail.27\\n',\n",
       " 'spam ../data/inmail.28\\n',\n",
       " 'ham ../data/inmail.29\\n',\n",
       " 'spam ../data/inmail.30\\n',\n",
       " 'ham ../data/inmail.31\\n',\n",
       " 'spam ../data/inmail.32\\n',\n",
       " 'spam ../data/inmail.33\\n',\n",
       " 'ham ../data/inmail.34\\n',\n",
       " 'spam ../data/inmail.35\\n',\n",
       " 'spam ../data/inmail.36\\n',\n",
       " 'spam ../data/inmail.37\\n',\n",
       " 'spam ../data/inmail.38\\n',\n",
       " 'spam ../data/inmail.39\\n',\n",
       " 'spam ../data/inmail.40\\n',\n",
       " 'spam ../data/inmail.41\\n',\n",
       " 'spam ../data/inmail.42\\n',\n",
       " 'spam ../data/inmail.43\\n',\n",
       " 'spam ../data/inmail.44\\n',\n",
       " 'spam ../data/inmail.45\\n',\n",
       " 'spam ../data/inmail.46\\n',\n",
       " 'spam ../data/inmail.47\\n',\n",
       " 'spam ../data/inmail.48\\n',\n",
       " 'ham ../data/inmail.49\\n',\n",
       " 'ham ../data/inmail.50\\n',\n",
       " 'spam ../data/inmail.51\\n',\n",
       " 'spam ../data/inmail.52\\n',\n",
       " 'spam ../data/inmail.53\\n',\n",
       " 'spam ../data/inmail.54\\n',\n",
       " 'spam ../data/inmail.55\\n',\n",
       " 'spam ../data/inmail.56\\n',\n",
       " 'ham ../data/inmail.57\\n',\n",
       " 'spam ../data/inmail.58\\n',\n",
       " 'ham ../data/inmail.59\\n',\n",
       " 'spam ../data/inmail.60\\n',\n",
       " 'spam ../data/inmail.61\\n',\n",
       " 'ham ../data/inmail.62\\n',\n",
       " 'spam ../data/inmail.63\\n',\n",
       " 'spam ../data/inmail.64\\n',\n",
       " 'spam ../data/inmail.65\\n',\n",
       " 'ham ../data/inmail.66\\n',\n",
       " 'ham ../data/inmail.67\\n',\n",
       " 'spam ../data/inmail.68\\n',\n",
       " 'spam ../data/inmail.69\\n',\n",
       " 'spam ../data/inmail.70\\n',\n",
       " 'ham ../data/inmail.71\\n',\n",
       " 'ham ../data/inmail.72\\n',\n",
       " 'ham ../data/inmail.73\\n',\n",
       " 'spam ../data/inmail.74\\n',\n",
       " 'ham ../data/inmail.75\\n',\n",
       " 'spam ../data/inmail.76\\n',\n",
       " 'ham ../data/inmail.77\\n',\n",
       " 'spam ../data/inmail.78\\n',\n",
       " 'spam ../data/inmail.79\\n',\n",
       " 'spam ../data/inmail.80\\n',\n",
       " 'ham ../data/inmail.81\\n',\n",
       " 'spam ../data/inmail.82\\n',\n",
       " 'spam ../data/inmail.83\\n',\n",
       " 'ham ../data/inmail.84\\n',\n",
       " 'spam ../data/inmail.85\\n',\n",
       " 'ham ../data/inmail.86\\n',\n",
       " 'spam ../data/inmail.87\\n',\n",
       " 'spam ../data/inmail.88\\n',\n",
       " 'ham ../data/inmail.89\\n',\n",
       " 'spam ../data/inmail.90\\n',\n",
       " 'spam ../data/inmail.91\\n',\n",
       " 'spam ../data/inmail.92\\n',\n",
       " 'spam ../data/inmail.93\\n',\n",
       " 'spam ../data/inmail.94\\n',\n",
       " 'spam ../data/inmail.95\\n',\n",
       " 'spam ../data/inmail.96\\n',\n",
       " 'spam ../data/inmail.97\\n',\n",
       " 'spam ../data/inmail.98\\n',\n",
       " 'spam ../data/inmail.99\\n',\n",
       " 'spam ../data/inmail.100\\n',\n",
       " 'spam ../data/inmail.101\\n',\n",
       " 'spam ../data/inmail.102\\n',\n",
       " 'spam ../data/inmail.103\\n',\n",
       " 'spam ../data/inmail.104\\n',\n",
       " 'spam ../data/inmail.105\\n',\n",
       " 'spam ../data/inmail.106\\n',\n",
       " 'spam ../data/inmail.107\\n',\n",
       " 'spam ../data/inmail.108\\n',\n",
       " 'spam ../data/inmail.109\\n',\n",
       " 'spam ../data/inmail.110\\n',\n",
       " 'ham ../data/inmail.111\\n',\n",
       " 'spam ../data/inmail.112\\n',\n",
       " 'spam ../data/inmail.113\\n',\n",
       " 'spam ../data/inmail.114\\n',\n",
       " 'spam ../data/inmail.115\\n',\n",
       " 'spam ../data/inmail.116\\n',\n",
       " 'ham ../data/inmail.117\\n',\n",
       " 'spam ../data/inmail.118\\n',\n",
       " 'spam ../data/inmail.119\\n',\n",
       " 'spam ../data/inmail.120\\n',\n",
       " 'spam ../data/inmail.121\\n',\n",
       " 'spam ../data/inmail.122\\n',\n",
       " 'spam ../data/inmail.123\\n',\n",
       " 'ham ../data/inmail.124\\n',\n",
       " 'spam ../data/inmail.125\\n',\n",
       " 'spam ../data/inmail.126\\n',\n",
       " 'ham ../data/inmail.127\\n',\n",
       " 'spam ../data/inmail.128\\n',\n",
       " 'spam ../data/inmail.129\\n',\n",
       " 'ham ../data/inmail.130\\n',\n",
       " 'spam ../data/inmail.131\\n',\n",
       " 'spam ../data/inmail.132\\n',\n",
       " 'spam ../data/inmail.133\\n',\n",
       " 'spam ../data/inmail.134\\n',\n",
       " 'spam ../data/inmail.135\\n',\n",
       " 'spam ../data/inmail.136\\n',\n",
       " 'spam ../data/inmail.137\\n',\n",
       " 'spam ../data/inmail.138\\n',\n",
       " 'spam ../data/inmail.139\\n',\n",
       " 'spam ../data/inmail.140\\n',\n",
       " 'spam ../data/inmail.141\\n',\n",
       " 'spam ../data/inmail.142\\n',\n",
       " 'spam ../data/inmail.143\\n',\n",
       " 'spam ../data/inmail.144\\n',\n",
       " 'spam ../data/inmail.145\\n',\n",
       " 'spam ../data/inmail.146\\n',\n",
       " 'spam ../data/inmail.147\\n',\n",
       " 'spam ../data/inmail.148\\n',\n",
       " 'spam ../data/inmail.149\\n',\n",
       " 'spam ../data/inmail.150\\n',\n",
       " 'spam ../data/inmail.151\\n',\n",
       " 'ham ../data/inmail.152\\n',\n",
       " 'spam ../data/inmail.153\\n',\n",
       " 'spam ../data/inmail.154\\n',\n",
       " 'spam ../data/inmail.155\\n',\n",
       " 'spam ../data/inmail.156\\n',\n",
       " 'spam ../data/inmail.157\\n',\n",
       " 'spam ../data/inmail.158\\n',\n",
       " 'spam ../data/inmail.159\\n',\n",
       " 'spam ../data/inmail.160\\n',\n",
       " 'spam ../data/inmail.161\\n',\n",
       " 'spam ../data/inmail.162\\n',\n",
       " 'spam ../data/inmail.163\\n',\n",
       " 'ham ../data/inmail.164\\n',\n",
       " 'ham ../data/inmail.165\\n',\n",
       " 'spam ../data/inmail.166\\n',\n",
       " 'spam ../data/inmail.167\\n',\n",
       " 'ham ../data/inmail.168\\n',\n",
       " 'spam ../data/inmail.169\\n',\n",
       " 'spam ../data/inmail.170\\n',\n",
       " 'ham ../data/inmail.171\\n',\n",
       " 'spam ../data/inmail.172\\n',\n",
       " 'spam ../data/inmail.173\\n',\n",
       " 'spam ../data/inmail.174\\n',\n",
       " 'spam ../data/inmail.175\\n',\n",
       " 'spam ../data/inmail.176\\n',\n",
       " 'spam ../data/inmail.177\\n',\n",
       " 'spam ../data/inmail.178\\n',\n",
       " 'spam ../data/inmail.179\\n',\n",
       " 'spam ../data/inmail.180\\n',\n",
       " 'spam ../data/inmail.181\\n',\n",
       " 'spam ../data/inmail.182\\n',\n",
       " 'spam ../data/inmail.183\\n',\n",
       " 'spam ../data/inmail.184\\n',\n",
       " 'spam ../data/inmail.185\\n',\n",
       " 'spam ../data/inmail.186\\n',\n",
       " 'spam ../data/inmail.187\\n',\n",
       " 'spam ../data/inmail.188\\n',\n",
       " 'spam ../data/inmail.189\\n',\n",
       " 'spam ../data/inmail.190\\n',\n",
       " 'spam ../data/inmail.191\\n',\n",
       " 'spam ../data/inmail.192\\n',\n",
       " 'ham ../data/inmail.193\\n',\n",
       " 'spam ../data/inmail.194\\n',\n",
       " 'spam ../data/inmail.195\\n',\n",
       " 'spam ../data/inmail.196\\n',\n",
       " 'spam ../data/inmail.197\\n',\n",
       " 'spam ../data/inmail.198\\n',\n",
       " 'spam ../data/inmail.199\\n',\n",
       " 'spam ../data/inmail.200\\n',\n",
       " 'spam ../data/inmail.201\\n',\n",
       " 'spam ../data/inmail.202\\n',\n",
       " 'spam ../data/inmail.203\\n',\n",
       " 'spam ../data/inmail.204\\n',\n",
       " 'spam ../data/inmail.205\\n',\n",
       " 'spam ../data/inmail.206\\n',\n",
       " 'ham ../data/inmail.207\\n',\n",
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       " 'ham ../data/inmail.642\\n',\n",
       " 'spam ../data/inmail.643\\n',\n",
       " 'ham ../data/inmail.644\\n',\n",
       " 'ham ../data/inmail.645\\n',\n",
       " 'spam ../data/inmail.646\\n',\n",
       " 'ham ../data/inmail.647\\n',\n",
       " 'ham ../data/inmail.648\\n',\n",
       " 'spam ../data/inmail.649\\n',\n",
       " 'spam ../data/inmail.650\\n',\n",
       " 'spam ../data/inmail.651\\n',\n",
       " 'spam ../data/inmail.652\\n',\n",
       " 'spam ../data/inmail.653\\n',\n",
       " 'spam ../data/inmail.654\\n',\n",
       " 'spam ../data/inmail.655\\n',\n",
       " 'spam ../data/inmail.656\\n',\n",
       " 'spam ../data/inmail.657\\n',\n",
       " 'ham ../data/inmail.658\\n',\n",
       " 'ham ../data/inmail.659\\n',\n",
       " 'ham ../data/inmail.660\\n',\n",
       " 'ham ../data/inmail.661\\n',\n",
       " 'spam ../data/inmail.662\\n',\n",
       " 'spam ../data/inmail.663\\n',\n",
       " 'spam ../data/inmail.664\\n',\n",
       " 'ham ../data/inmail.665\\n',\n",
       " 'spam ../data/inmail.666\\n',\n",
       " 'spam ../data/inmail.667\\n',\n",
       " 'spam ../data/inmail.668\\n',\n",
       " 'spam ../data/inmail.669\\n',\n",
       " 'spam ../data/inmail.670\\n',\n",
       " 'ham ../data/inmail.671\\n',\n",
       " 'spam ../data/inmail.672\\n',\n",
       " 'spam ../data/inmail.673\\n',\n",
       " 'ham ../data/inmail.674\\n',\n",
       " 'ham ../data/inmail.675\\n',\n",
       " 'spam ../data/inmail.676\\n',\n",
       " 'ham ../data/inmail.677\\n',\n",
       " 'spam ../data/inmail.678\\n',\n",
       " 'spam ../data/inmail.679\\n',\n",
       " 'ham ../data/inmail.680\\n',\n",
       " 'spam ../data/inmail.681\\n',\n",
       " 'ham ../data/inmail.682\\n',\n",
       " 'spam ../data/inmail.683\\n',\n",
       " 'ham ../data/inmail.684\\n',\n",
       " 'spam ../data/inmail.685\\n',\n",
       " 'spam ../data/inmail.686\\n',\n",
       " 'ham ../data/inmail.687\\n',\n",
       " 'spam ../data/inmail.688\\n',\n",
       " 'spam ../data/inmail.689\\n',\n",
       " 'ham ../data/inmail.690\\n',\n",
       " 'spam ../data/inmail.691\\n',\n",
       " 'spam ../data/inmail.692\\n',\n",
       " 'spam ../data/inmail.693\\n',\n",
       " 'spam ../data/inmail.694\\n',\n",
       " 'ham ../data/inmail.695\\n',\n",
       " 'spam ../data/inmail.696\\n',\n",
       " 'spam ../data/inmail.697\\n',\n",
       " 'spam ../data/inmail.698\\n',\n",
       " 'spam ../data/inmail.699\\n',\n",
       " 'ham ../data/inmail.700\\n',\n",
       " 'spam ../data/inmail.701\\n',\n",
       " 'ham ../data/inmail.702\\n',\n",
       " 'ham ../data/inmail.703\\n',\n",
       " 'spam ../data/inmail.704\\n',\n",
       " 'spam ../data/inmail.705\\n',\n",
       " 'spam ../data/inmail.706\\n',\n",
       " 'spam ../data/inmail.707\\n',\n",
       " 'spam ../data/inmail.708\\n',\n",
       " 'spam ../data/inmail.709\\n',\n",
       " 'spam ../data/inmail.710\\n',\n",
       " 'spam ../data/inmail.711\\n',\n",
       " 'spam ../data/inmail.712\\n',\n",
       " 'spam ../data/inmail.713\\n',\n",
       " 'spam ../data/inmail.714\\n',\n",
       " 'spam ../data/inmail.715\\n',\n",
       " 'ham ../data/inmail.716\\n',\n",
       " 'ham ../data/inmail.717\\n',\n",
       " 'ham ../data/inmail.718\\n',\n",
       " 'ham ../data/inmail.719\\n',\n",
       " 'ham ../data/inmail.720\\n',\n",
       " 'spam ../data/inmail.721\\n',\n",
       " 'spam ../data/inmail.722\\n',\n",
       " 'spam ../data/inmail.723\\n',\n",
       " 'ham ../data/inmail.724\\n',\n",
       " 'spam ../data/inmail.725\\n',\n",
       " 'spam ../data/inmail.726\\n',\n",
       " 'spam ../data/inmail.727\\n',\n",
       " 'ham ../data/inmail.728\\n',\n",
       " 'spam ../data/inmail.729\\n',\n",
       " 'spam ../data/inmail.730\\n',\n",
       " 'spam ../data/inmail.731\\n',\n",
       " 'spam ../data/inmail.732\\n',\n",
       " 'ham ../data/inmail.733\\n',\n",
       " 'spam ../data/inmail.734\\n',\n",
       " 'spam ../data/inmail.735\\n',\n",
       " 'spam ../data/inmail.736\\n',\n",
       " 'spam ../data/inmail.737\\n',\n",
       " 'spam ../data/inmail.738\\n',\n",
       " 'spam ../data/inmail.739\\n',\n",
       " 'spam ../data/inmail.740\\n',\n",
       " 'spam ../data/inmail.741\\n',\n",
       " 'ham ../data/inmail.742\\n',\n",
       " 'spam ../data/inmail.743\\n',\n",
       " 'spam ../data/inmail.744\\n',\n",
       " 'ham ../data/inmail.745\\n',\n",
       " 'ham ../data/inmail.746\\n',\n",
       " 'spam ../data/inmail.747\\n',\n",
       " 'ham ../data/inmail.748\\n',\n",
       " 'spam ../data/inmail.749\\n',\n",
       " 'spam ../data/inmail.750\\n',\n",
       " 'ham ../data/inmail.751\\n',\n",
       " 'spam ../data/inmail.752\\n',\n",
       " 'spam ../data/inmail.753\\n',\n",
       " 'ham ../data/inmail.754\\n',\n",
       " 'ham ../data/inmail.755\\n',\n",
       " 'spam ../data/inmail.756\\n',\n",
       " 'spam ../data/inmail.757\\n',\n",
       " 'spam ../data/inmail.758\\n',\n",
       " 'spam ../data/inmail.759\\n',\n",
       " 'ham ../data/inmail.760\\n',\n",
       " 'spam ../data/inmail.761\\n',\n",
       " 'spam ../data/inmail.762\\n',\n",
       " 'spam ../data/inmail.763\\n',\n",
       " 'spam ../data/inmail.764\\n',\n",
       " 'spam ../data/inmail.765\\n',\n",
       " 'spam ../data/inmail.766\\n',\n",
       " 'spam ../data/inmail.767\\n',\n",
       " 'spam ../data/inmail.768\\n',\n",
       " 'spam ../data/inmail.769\\n',\n",
       " 'ham ../data/inmail.770\\n',\n",
       " 'ham ../data/inmail.771\\n',\n",
       " 'spam ../data/inmail.772\\n',\n",
       " 'spam ../data/inmail.773\\n',\n",
       " 'spam ../data/inmail.774\\n',\n",
       " 'spam ../data/inmail.775\\n',\n",
       " 'spam ../data/inmail.776\\n',\n",
       " 'ham ../data/inmail.777\\n',\n",
       " 'spam ../data/inmail.778\\n',\n",
       " 'spam ../data/inmail.779\\n',\n",
       " 'ham ../data/inmail.780\\n',\n",
       " 'ham ../data/inmail.781\\n',\n",
       " 'spam ../data/inmail.782\\n',\n",
       " 'spam ../data/inmail.783\\n',\n",
       " 'spam ../data/inmail.784\\n',\n",
       " 'ham ../data/inmail.785\\n',\n",
       " 'ham ../data/inmail.786\\n',\n",
       " 'spam ../data/inmail.787\\n',\n",
       " 'spam ../data/inmail.788\\n',\n",
       " 'ham ../data/inmail.789\\n',\n",
       " 'spam ../data/inmail.790\\n',\n",
       " 'spam ../data/inmail.791\\n',\n",
       " 'spam ../data/inmail.792\\n',\n",
       " 'spam ../data/inmail.793\\n',\n",
       " 'ham ../data/inmail.794\\n',\n",
       " 'spam ../data/inmail.795\\n',\n",
       " 'spam ../data/inmail.796\\n',\n",
       " 'ham ../data/inmail.797\\n',\n",
       " 'spam ../data/inmail.798\\n',\n",
       " 'ham ../data/inmail.799\\n',\n",
       " 'spam ../data/inmail.800\\n',\n",
       " 'ham ../data/inmail.801\\n',\n",
       " 'ham ../data/inmail.802\\n',\n",
       " 'spam ../data/inmail.803\\n',\n",
       " 'spam ../data/inmail.804\\n',\n",
       " 'spam ../data/inmail.805\\n',\n",
       " 'spam ../data/inmail.806\\n',\n",
       " 'spam ../data/inmail.807\\n',\n",
       " 'spam ../data/inmail.808\\n',\n",
       " 'ham ../data/inmail.809\\n',\n",
       " 'ham ../data/inmail.810\\n',\n",
       " 'ham ../data/inmail.811\\n',\n",
       " 'ham ../data/inmail.812\\n',\n",
       " 'spam ../data/inmail.813\\n',\n",
       " 'ham ../data/inmail.814\\n',\n",
       " 'spam ../data/inmail.815\\n',\n",
       " 'spam ../data/inmail.816\\n',\n",
       " 'spam ../data/inmail.817\\n',\n",
       " 'spam ../data/inmail.818\\n',\n",
       " 'spam ../data/inmail.819\\n',\n",
       " 'spam ../data/inmail.820\\n',\n",
       " 'spam ../data/inmail.821\\n',\n",
       " 'spam ../data/inmail.822\\n',\n",
       " 'spam ../data/inmail.823\\n',\n",
       " 'spam ../data/inmail.824\\n',\n",
       " 'ham ../data/inmail.825\\n',\n",
       " 'ham ../data/inmail.826\\n',\n",
       " 'ham ../data/inmail.827\\n',\n",
       " 'spam ../data/inmail.828\\n',\n",
       " 'spam ../data/inmail.829\\n',\n",
       " 'spam ../data/inmail.830\\n',\n",
       " 'spam ../data/inmail.831\\n',\n",
       " 'spam ../data/inmail.832\\n',\n",
       " 'spam ../data/inmail.833\\n',\n",
       " 'spam ../data/inmail.834\\n',\n",
       " 'ham ../data/inmail.835\\n',\n",
       " 'ham ../data/inmail.836\\n',\n",
       " 'spam ../data/inmail.837\\n',\n",
       " 'spam ../data/inmail.838\\n',\n",
       " 'ham ../data/inmail.839\\n',\n",
       " 'spam ../data/inmail.840\\n',\n",
       " 'spam ../data/inmail.841\\n',\n",
       " 'ham ../data/inmail.842\\n',\n",
       " 'spam ../data/inmail.843\\n',\n",
       " 'ham ../data/inmail.844\\n',\n",
       " 'spam ../data/inmail.845\\n',\n",
       " 'spam ../data/inmail.846\\n',\n",
       " 'spam ../data/inmail.847\\n',\n",
       " 'ham ../data/inmail.848\\n',\n",
       " 'spam ../data/inmail.849\\n',\n",
       " 'ham ../data/inmail.850\\n',\n",
       " 'spam ../data/inmail.851\\n',\n",
       " 'ham ../data/inmail.852\\n',\n",
       " 'ham ../data/inmail.853\\n',\n",
       " 'spam ../data/inmail.854\\n',\n",
       " 'spam ../data/inmail.855\\n',\n",
       " 'spam ../data/inmail.856\\n',\n",
       " 'spam ../data/inmail.857\\n',\n",
       " 'spam ../data/inmail.858\\n',\n",
       " 'spam ../data/inmail.859\\n',\n",
       " 'spam ../data/inmail.860\\n',\n",
       " 'spam ../data/inmail.861\\n',\n",
       " 'spam ../data/inmail.862\\n',\n",
       " 'ham ../data/inmail.863\\n',\n",
       " 'ham ../data/inmail.864\\n',\n",
       " 'spam ../data/inmail.865\\n',\n",
       " 'spam ../data/inmail.866\\n',\n",
       " 'spam ../data/inmail.867\\n',\n",
       " 'spam ../data/inmail.868\\n',\n",
       " 'spam ../data/inmail.869\\n',\n",
       " 'spam ../data/inmail.870\\n',\n",
       " 'spam ../data/inmail.871\\n',\n",
       " 'spam ../data/inmail.872\\n',\n",
       " 'spam ../data/inmail.873\\n',\n",
       " 'ham ../data/inmail.874\\n',\n",
       " 'spam ../data/inmail.875\\n',\n",
       " 'spam ../data/inmail.876\\n',\n",
       " 'ham ../data/inmail.877\\n',\n",
       " 'spam ../data/inmail.878\\n',\n",
       " 'spam ../data/inmail.879\\n',\n",
       " 'ham ../data/inmail.880\\n',\n",
       " 'ham ../data/inmail.881\\n',\n",
       " 'spam ../data/inmail.882\\n',\n",
       " 'spam ../data/inmail.883\\n',\n",
       " 'spam ../data/inmail.884\\n',\n",
       " 'spam ../data/inmail.885\\n',\n",
       " 'ham ../data/inmail.886\\n',\n",
       " 'spam ../data/inmail.887\\n',\n",
       " 'spam ../data/inmail.888\\n',\n",
       " 'spam ../data/inmail.889\\n',\n",
       " 'ham ../data/inmail.890\\n',\n",
       " 'spam ../data/inmail.891\\n',\n",
       " 'spam ../data/inmail.892\\n',\n",
       " 'spam ../data/inmail.893\\n',\n",
       " 'ham ../data/inmail.894\\n',\n",
       " 'spam ../data/inmail.895\\n',\n",
       " 'spam ../data/inmail.896\\n',\n",
       " 'ham ../data/inmail.897\\n',\n",
       " 'ham ../data/inmail.898\\n',\n",
       " 'spam ../data/inmail.899\\n',\n",
       " 'spam ../data/inmail.900\\n',\n",
       " 'spam ../data/inmail.901\\n',\n",
       " 'spam ../data/inmail.902\\n',\n",
       " 'ham ../data/inmail.903\\n',\n",
       " 'spam ../data/inmail.904\\n',\n",
       " 'spam ../data/inmail.905\\n',\n",
       " 'spam ../data/inmail.906\\n',\n",
       " 'spam ../data/inmail.907\\n',\n",
       " 'ham ../data/inmail.908\\n',\n",
       " 'spam ../data/inmail.909\\n',\n",
       " 'spam ../data/inmail.910\\n',\n",
       " 'spam ../data/inmail.911\\n',\n",
       " 'spam ../data/inmail.912\\n',\n",
       " 'ham ../data/inmail.913\\n',\n",
       " 'spam ../data/inmail.914\\n',\n",
       " 'ham ../data/inmail.915\\n',\n",
       " 'spam ../data/inmail.916\\n',\n",
       " 'spam ../data/inmail.917\\n',\n",
       " 'ham ../data/inmail.918\\n',\n",
       " 'spam ../data/inmail.919\\n',\n",
       " 'ham ../data/inmail.920\\n',\n",
       " 'spam ../data/inmail.921\\n',\n",
       " 'spam ../data/inmail.922\\n',\n",
       " 'ham ../data/inmail.923\\n',\n",
       " 'spam ../data/inmail.924\\n',\n",
       " 'spam ../data/inmail.925\\n',\n",
       " 'ham ../data/inmail.926\\n',\n",
       " 'spam ../data/inmail.927\\n',\n",
       " 'spam ../data/inmail.928\\n',\n",
       " 'ham ../data/inmail.929\\n',\n",
       " 'spam ../data/inmail.930\\n',\n",
       " 'spam ../data/inmail.931\\n',\n",
       " 'ham ../data/inmail.932\\n',\n",
       " 'ham ../data/inmail.933\\n',\n",
       " 'ham ../data/inmail.934\\n',\n",
       " 'spam ../data/inmail.935\\n',\n",
       " 'spam ../data/inmail.936\\n',\n",
       " 'ham ../data/inmail.937\\n',\n",
       " 'spam ../data/inmail.938\\n',\n",
       " 'ham ../data/inmail.939\\n',\n",
       " 'ham ../data/inmail.940\\n',\n",
       " 'spam ../data/inmail.941\\n',\n",
       " 'spam ../data/inmail.942\\n',\n",
       " 'spam ../data/inmail.943\\n',\n",
       " 'spam ../data/inmail.944\\n',\n",
       " 'spam ../data/inmail.945\\n',\n",
       " 'ham ../data/inmail.946\\n',\n",
       " 'ham ../data/inmail.947\\n',\n",
       " 'ham ../data/inmail.948\\n',\n",
       " 'ham ../data/inmail.949\\n',\n",
       " 'spam ../data/inmail.950\\n',\n",
       " 'spam ../data/inmail.951\\n',\n",
       " 'ham ../data/inmail.952\\n',\n",
       " 'spam ../data/inmail.953\\n',\n",
       " 'spam ../data/inmail.954\\n',\n",
       " 'spam ../data/inmail.955\\n',\n",
       " 'spam ../data/inmail.956\\n',\n",
       " 'ham ../data/inmail.957\\n',\n",
       " 'spam ../data/inmail.958\\n',\n",
       " 'spam ../data/inmail.959\\n',\n",
       " 'spam ../data/inmail.960\\n',\n",
       " 'spam ../data/inmail.961\\n',\n",
       " 'spam ../data/inmail.962\\n',\n",
       " 'spam ../data/inmail.963\\n',\n",
       " 'ham ../data/inmail.964\\n',\n",
       " 'spam ../data/inmail.965\\n',\n",
       " 'spam ../data/inmail.966\\n',\n",
       " 'spam ../data/inmail.967\\n',\n",
       " 'ham ../data/inmail.968\\n',\n",
       " 'ham ../data/inmail.969\\n',\n",
       " 'spam ../data/inmail.970\\n',\n",
       " 'ham ../data/inmail.971\\n',\n",
       " 'spam ../data/inmail.972\\n',\n",
       " 'spam ../data/inmail.973\\n',\n",
       " 'ham ../data/inmail.974\\n',\n",
       " 'spam ../data/inmail.975\\n',\n",
       " 'spam ../data/inmail.976\\n',\n",
       " 'spam ../data/inmail.977\\n',\n",
       " 'spam ../data/inmail.978\\n',\n",
       " 'spam ../data/inmail.979\\n',\n",
       " 'spam ../data/inmail.980\\n',\n",
       " 'spam ../data/inmail.981\\n',\n",
       " 'spam ../data/inmail.982\\n',\n",
       " 'spam ../data/inmail.983\\n',\n",
       " 'spam ../data/inmail.984\\n',\n",
       " 'ham ../data/inmail.985\\n',\n",
       " 'spam ../data/inmail.986\\n',\n",
       " 'spam ../data/inmail.987\\n',\n",
       " 'spam ../data/inmail.988\\n',\n",
       " 'spam ../data/inmail.989\\n',\n",
       " 'spam ../data/inmail.990\\n',\n",
       " 'spam ../data/inmail.991\\n',\n",
       " 'ham ../data/inmail.992\\n',\n",
       " 'ham ../data/inmail.993\\n',\n",
       " 'spam ../data/inmail.994\\n',\n",
       " 'spam ../data/inmail.995\\n',\n",
       " 'spam ../data/inmail.996\\n',\n",
       " 'spam ../data/inmail.997\\n',\n",
       " 'spam ../data/inmail.998\\n',\n",
       " 'ham ../data/inmail.999\\n',\n",
       " 'ham ../data/inmail.1000\\n',\n",
       " ...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index = open(\"datasets/trec07p/full/index\").readlines()\n",
    "index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "DATASET_PATH = os.path.join(\"datasets\", \"trec07p\")\n",
    "\n",
    "def parse_index(path_to_index, n_elements):\n",
    "    ret_indexes = []\n",
    "    index = open(path_to_index).readlines()\n",
    "    for i in range(n_elements):\n",
    "        mail = index[i].split(\" ../\")\n",
    "        label = mail[0]\n",
    "        path = mail[1][:-1]\n",
    "        path_mail = path.split(\"/\")[-1]\n",
    "        ret_indexes.append({\"label\":label, \"email_path\":os.path.join(DATASET_PATH, os.path.join(\"data\", path_mail))})\n",
    "    return ret_indexes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_email(index):\n",
    "    p = Parser()\n",
    "    pmail = p.parse(index[\"email_path\"])\n",
    "    return pmail, index[\"label\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'label': 'spam', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.1'},\n",
       " {'label': 'ham', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.2'},\n",
       " {'label': 'spam', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.3'},\n",
       " {'label': 'spam', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.4'},\n",
       " {'label': 'spam', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.5'},\n",
       " {'label': 'spam', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.6'},\n",
       " {'label': 'spam', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.7'},\n",
       " {'label': 'spam', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.8'},\n",
       " {'label': 'spam', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.9'},\n",
       " {'label': 'ham', 'email_path': 'datasets\\\\trec07p\\\\data\\\\inmail.10'}]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indexes = parse_index(\"datasets/trec07p/full/index\", 10)\n",
    "indexes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Preprocesamiento de los datos del conjunto de datos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Con las funciones presentadas anteriormente se permite la lectura de los correos electrónicos de manera programática y el procesamiento de los mismos para eliminar aquellos componentes que no resultan de utilidad para la detección de correos de SPAM. Sin embargo, cada uno de los correos sigue estando representado por un diccionario de Python con una serie de palabras."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cargamos el índice y las etiquetas en memoria\n",
    "index = parse_index(\"datasets/trec07p/full/index\", 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'From RickyAmes@aol.com  Sun Apr  8 13:07:32 2007\\nReturn-Path: <RickyAmes@aol.com>\\nReceived: from 129.97.78.23 ([211.202.101.74])\\n\\tby speedy.uwaterloo.ca (8.12.8/8.12.5) with SMTP id l38H7G0I003017;\\n\\tSun, 8 Apr 2007 13:07:21 -0400\\nReceived: from 0.144.152.6 by 211.202.101.74; Sun, 08 Apr 2007 19:04:48 +0100\\nMessage-ID: <WYADCKPDFWWTWTXNFVUE@yahoo.com>\\nFrom: \"Tomas Jacobs\" <RickyAmes@aol.com>\\nReply-To: \"Tomas Jacobs\" <RickyAmes@aol.com>\\nTo: the00@speedy.uwaterloo.ca\\nSubject: Generic Cialis, branded quality@ \\nDate: Sun, 08 Apr 2007 21:00:48 +0300\\nX-Mailer: Microsoft Outlook Express 6.00.2600.0000\\nMIME-Version: 1.0\\nContent-Type: multipart/alternative;\\n\\tboundary=\"--8896484051606557286\"\\nX-Priority: 3\\nX-MSMail-Priority: Normal\\nStatus: RO\\nContent-Length: 988\\nLines: 24\\n\\n----8896484051606557286\\nContent-Type: text/html;\\nContent-Transfer-Encoding: 7Bit\\n\\n<html>\\n<body bgcolor=\"#ffffff\">\\n<div style=\"border-color: #00FFFF; border-right-width: 0px; border-bottom-width: 0px; margin-bottom: 0px;\" align=\"center\">\\n<table style=\"border: 1px; border-style: solid; border-color:#000000;\" cellpadding=\"5\" cellspacing=\"0\" bgcolor=\"#CCFFAA\">\\n<tr>\\n<td style=\"border: 0px; border-bottom: 1px; border-style: solid; border-color:#000000;\">\\n<center>\\nDo you feel the pressure to perform and not rising to the occasion??<br>\\n</center>\\n</td></tr><tr>\\n<td bgcolor=#FFFF33 style=\"border: 0px; border-bottom: 1px; border-style: solid; border-color:#000000;\">\\n<center>\\n\\n<b><a href=\\'http://excoriationtuh.com/?lzmfnrdkleks\\'>Try <span>V</span><span>ia<span></span>gr<span>a</span>.....</a></b></center>\\n</td></tr><td><center>your anxiety will be a thing of the past and you will<br>\\nbe back to your old self.\\n</center></td></tr></table></div></body></html>\\n\\n\\n----8896484051606557286--\\n\\n'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Leemos el primer correo\n",
    "open(index[0][\"email_path\"]).read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "El correo es: spam\n",
      "{'subject': ['gener', 'ciali', 'brand', 'qualiti'], 'body': ['do', 'feel', 'pressur', 'perform', 'rise', 'occas', 'tri', 'viagra', 'anxieti', 'thing', 'past', 'back', 'old', 'self'], 'content_type': 'multipart/alternative'}\n"
     ]
    }
   ],
   "source": [
    "# Parseamos el primer correo\n",
    "mail, label = parse_email(index[0])\n",
    "print(\"El correo es:\", label)\n",
    "print(mail)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El algoritmo Naive Bayes no es capaz de ingerir texto como parte del conjunto de datos. Por lo tanto, deben aplicarse una serie de funciones adicionales que transformen el texto de los correos electrónicos parseados en una representación numérica."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Aplicación de CountVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features:\n",
      " ['anxieti' 'back' 'brand' 'ciali' 'feel' 'gener' 'occas' 'old' 'past'\n",
      " 'perform' 'pressur' 'qualitido' 'rise' 'self' 'thing' 'tri' 'viagra']\n"
     ]
    }
   ],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "# Preapración del email en una cadena de texto\n",
    "prep_email = [\" \".join(mail['subject']) + \" \".join(mail['body'])]\n",
    "\n",
    "vectorizer = CountVectorizer()\n",
    "X = vectorizer.fit(prep_email)\n",
    "\n",
    "print(\"Features:\\n\", vectorizer.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Values:\n",
      " [[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]]\n"
     ]
    }
   ],
   "source": [
    "X = vectorizer.transform(prep_email)\n",
    "print(\"\\nValues:\\n\", X.toarray())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Aplicación de OneHotEncoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features:\n",
      " ['x0_anxieti' 'x0_back' 'x0_brand' 'x0_ciali' 'x0_do' 'x0_feel' 'x0_gener'\n",
      " 'x0_occas' 'x0_old' 'x0_past' 'x0_perform' 'x0_pressur' 'x0_qualiti'\n",
      " 'x0_rise' 'x0_self' 'x0_thing' 'x0_tri' 'x0_viagra']\n",
      "\n",
      "Values:\n",
      " [[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "prep_email = [[w] for w in mail['subject'] + mail['body']]\n",
    "\n",
    "enc = OneHotEncoder(handle_unknown='ignore')\n",
    "X = enc.fit_transform(prep_email)\n",
    "\n",
    "print(\"Features:\\n\", enc.get_feature_names_out())\n",
    "print(\"\\nValues:\\n\", X.toarray())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Funciones auxiliares para preprocesamiento del conjunto de datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_prep_dataset(index_path, n_elements):\n",
    "    X = []\n",
    "    y = []\n",
    "    indexes = parse_index(index_path, n_elements)\n",
    "    for i in range(n_elements):\n",
    "        print(\"\\rParsing email: {0}\".format(i+1), end='')\n",
    "        try:\n",
    "            mail, label = parse_email(indexes[i])\n",
    "            X.append(\" \".join(mail['subject']) + \" \".join(mail['body']))\n",
    "            y.append(label)\n",
    "        except:\n",
    "            pass\n",
    "    return X, y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Entrenamiento del algoritmo "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parsing email: 100"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['gener ciali brand qualitido feel pressur perform rise occas tri viagra anxieti thing past back old self',\n",
       " 'typo debianreadmhi ive updat gulu i check mirror it seem littl typo debianreadm file exampl httpgulususherbrookecadebianreadm ftpftpfrdebianorgdebianreadm test lenni access releas diststest the current test develop snapshot name etch packag test unstabl pass autom test propog releas etch replac lenni like readmehtml yan morin consult en logiciel libr yanmorinsavoirfairelinuxcom 5149941556 to unsubscrib email debianmirrorsrequestlistsdebianorg subject unsubscrib troubl contact listmasterlistsdebianorg',\n",
       " 'authent viagramega authenticv i a g r a discount pricec i a l i s discount pricedo miss it click httpwwwmoujsjkhchumcom authent viagra mega authenticv i a g r a discount pricec i a l i s discount pricedo miss it click',\n",
       " 'nice talk yahey billi realli fun go night talk said felt insecur manhood i notic toilet quit small area worri websit i tell secret weapon extra 3 inch trust girl love bigger one ive 5 time mani chick sinc i use pill year ago the packag i use 6 month suppli one worth everi cent websit httpctmaycom ring weekend go drink let know secret later dude brad',\n",
       " 'trembl stomach cramp troubl sleep weak loossystem home it capabl link far i know i within part with respect affect technolog societi scienc ad agenc cashin g commerci photograph paint electron canvas still seem like silenc white black light it didnt happen although far p erfect especi preclud vast explan i understand peopl reli avantgard art world addit writer lawyer yet ach full potenti i imagin futur comput screen ho w would percept artifici imag busi apart there computer sign shop filter unnecessari labor technolog comp ani monopoli servic as servic root tre nd western cultur sinc dark age possibl unimag in human think friendli not industri isnt welcom new peopl thought c enter comput voic activ capabl mo pervas year go we email system organizatio n individu booth design architect draftspeopl condit i call hyperawar anyth everyth five i alway took prid e know reason i hire abl conduct daili work activ without leav hydro bill spend time vr potato take grant conveni technolog newer model comput i decid investig littl condit i call hyperawar ani thing everyth five sport leisur activ factor motiv king communicationinfo network just like att technolog takeov r convers new occup may result comput either im bei ng demand i dont process i with guid book chart could therefor charg much lower price thi n ever realiz virtual realiti alreadi sharp technolog pass well oh well place make yet anoth barrier peopl much like formal structur speel would make accept draw th e work comput creation system home it h ave capabl link far i know i withi n part with respect affect technolog soci ty scienc ad agenc cash commerci font photograph paint electr onic canvas still seem like silenc white black light it didnt happen although far perfect especi p reclud vast explan i cant understand peopl rel avantgard art world addit writer lawyer yet reach full potenti i imagin futur comput screen would percept artif icial imag busi apart there computer sign shop filter unnecess ari labor technolog compani monopoli servic as servic root trend western cultur sinc dark age possibl unimagin human think friendli not industr isnt welcom new peopl thought enter comput hrough voic activ capabl pervas year go we email system organ individu booth design ar chitect draftspeopl condit i call hyperawar anythi ng everyth five i alway took pride know reason i hire abl conduct daili work activ without leav hydro bill spend time vr potato take grant conveni technolog newer model comput i decid investig littl e condit i call hyperawar anyth everyth five sport leisur activ w ill factor motiv king communicationinfo network just like att technolog takeov convers new occup may result comput either im demand i dont font process i w ith guid book chart could therefor charg much lower price thi never realiz virtual reali ty alreadi sharp technolog pass well oh well place make yet anoth b arrier peopl much like formal structur speel would make accept draw work comput c reation',\n",
       " 'which dutiprogram creativ abil artist monitor econom structur transform social space ca n absolut space you amount inform subject i see home dimens worldli conscious quantum mechan busi vr use al ong line societi benefit fewer use econom restructur transform social i fear right first i move came elimin need paper medium commun breakthrough w ill definit impact studi time i fa miliar comput home sit couch night i say intimid get it case i opt computerizat ion integr stage system in as interior design st udent i note comput program take job mani peopl work forc of cours govern pc as well control day day concern could therefor charg much lower price thi blood allow bodi societi function smoothli idea gener purpos simul went explain point peopl never leav termin manipul digit product visual artwork provid ancient artifact comput he kept perman global villag art g roundwork cultur technolog open whole new world commun th e answer it so your aliv paint draw in fact sculptor friend mine finish i oh ever an outlin mayb simpli cutter cut letter self adhes vinyl artifici natur see stage develop choos live smooth transit posit vibe care virtual realiti treat suc h uniqu modern concept it as interior design student i note comput program amount peopl becom part new commun purchas convent ional mean receiv comput design logo layou ts sign done fashion statement advertis ploy moral issu ever rea choos keep advanc technic the age group th e advanc technolog affect th program creativ abil artist monitor econom restructur transform social space absolut space you amount inform subject i see home dimens worldli conscious qu antum mechan busi vr use along line societi benefit fewer use econom restructur transform social i fear right first i move came elimin need paper medi um commun breakthrough definit impact stu die time i familiar comput home sit couch night i say intimid get it case i opt computer integr stage system in as interior design student i note comput progr am take job mani peopl work forc of cours govern pc as well contr oll day day concern could therefor charg much lower price thi blood allow bodi societi function smoot hli idea gener purpos simul went explain point peopl never leav termin manipul digit product visual artw ork provid ancient artifact comput he kept perman global villag art groundwork cultur technolog open whole n ew world commun answer it so aliv paint draw in fact sculptor friend mine finish i oh ever an outlin mayb simpli cutter cut letter sel f adhes vinyl artifici natur see stage devel opment choos live smooth transit posit vibe cari ng virtual realiti treat uniqu modern concept it div as interior design student i n ote comput program amount peopl becom part new commun purchas convent mean receiv w comput design logo layout sign done fashion statement advertis ploy moral issu ever reason choos keep advanc ing technic the age group advanc technolog affect th',\n",
       " 'for theorizglad see youlook assort new onlin drug store save upto 85today special offer viagra for as low as 162 per dose ciali super viagra for as low as 438 per dose levitra for as low as 444 per dose much much surpris todayit’l take 15 minut to be readi for action most need medic avail viagra ciali levitra propecia much much free ship worlwid no doctor visit no prescript 100 custom satisfactionclick visit new pharmaci storegood day glad see look assort new onli ne drug store save upto 85 today special offer viagra for as low as 162 per dose br ciali super viagra for as low as 438 per dose levitra for as low as 444 per dose much much surpris today it92ll take 15 minut to be readi for action most need medic avail viagra ciali levitra prope cia much much free ship worlwid no doctor visit no prescript 100 custom satisfact click visit new pharmaci tore good day',\n",
       " 'theoriz get insid local esc0rt09090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090909 090909090909090909090909090909090909090909090920 2020 i hope other easy2',\n",
       " 'lose weight quicklihoodialif start lose weight now hoodialif natur substanc liter take appetit away learn buy hoodialif \\xa0hoodialif start lose weight now hoodialif natur substanc liter take appetit away learn more\\xa0and buy hoodialif',\n",
       " 'r confidenceinterv helphi i use r find 90 confidenceinterv sensit specif follow diagnost test a particular diagnost test multipl sclerosi conduct 20 ms patient 20 healthi subject 6 ms patient classifi healthi 8 healthi subject classifi suffer ms furthermor i need find number ms patient requir sensit 1 is simpl rcommand i complet new r help pleas jochen view messag context httpwwwnabblecomconfidenceintervalshelptf3544217htmla9894014 sent r help mail list archiv nabblecom rhelpstatmathethzch mail list httpsstatethzchmailmanlistinforhelp pleas read post guid httpwwwrprojectorgpostingguidehtml provid comment minim selfcontain reproduc code',\n",
       " 'for smilegood dayvisit new onlin drug store save upto 85today special offer viagra for as low as 162 per dose ciali super viagra for as low as 438 per dose levitra for as low as 444 per dose much much special offer todayy need 15 minut to be readi for action most need medic avail viagra ciali levitra propecia much much free ship worlwid no doctor visit no prescript full custom satisfactionclick visit new drugstorebest regard good day visit new onlin drug store save upto 85 today special offer viagra for as low as 162 per dose br ciali super viagra for as low as 438 per dose levitra for as low as 444 per dose much much special offer today you need 15 minut to be readi for action most need medic avail viagra ciali levitra prope cia much much free ship worlwid no doctor visit no prescript full custom satisfact click visit new drugstor best regard',\n",
       " 'less weight pleasur joyanatrim 96 the latest delight product weighti people20 readili avail 96 as shown cnn can recal time ask thing to20 get rid fastli grow pound fat happili big20 offer expect with anatrim groundbreak weightreducing20 medley get healthier mode life becom realli thinner20 have look custom say it92 rather difficult admit i extrem addict to20 food i greedili ate garbig could stop thi fatal passion left i start cours take anatrim god inclin eat constantli vanish mood improv i92m happiest person planet 17 pound in20 28 month so i tell i92m happiest person lusia r chicago sinc earli childhood i weighti boy it92 difficult imagin i abhor mock school i abhor stout i abhor after tri mani differ remedi i found anatrim it liter took fear nightmar mani many20 thank guy rikki martin washington you know my marriag save thank anatrim i got the20 circl depress 96 eat 96 even depress my wife was20 think leav i turn overweight psycho one best friend point web page i order pack of20 anatrim time the final result magnfic appetit came normal level i20 often good mood cours i becam abl tighten my20 belt hole and see bed becam cool charley there mani mani sincer gratitud left happi peopl taking20 anatrim whi dont join ten thousand slender men and20 women tri natur appetit abat energi lift product do declin opportun check wonder pound melt anatrim 96 the latest delight product weighti people20 readili avail 96 as shown cnn can recal time ask thing to20 get rid fastli grow pound fat happili big20 offer expect with anatrim groundbreak weightreducing20 medley get healthier mode life becom realli thinner20 have look custom say it92 rather difficult admit i extrem addict to20 food i greedili ate garbig could stop thi fatal passion left i start cours take anatrim god inclin eat constantli vanish mood improv i92m happiest person planet 17 pound in20 28 month so i tell i92m happiest person lusia r chicago sinc earli childhood i weighti boy it92 difficult imagin i abhor mock school i abhor stout i abhor after tri mani differ remedi i found anatrim it liter took fear nightmar mani many20 thank guy rikki martin washington you know my marriag save thank anatrim i got the20 circl depress 96 eat 96 even depress my wife was20 think leav i turn overweight psycho one best friend point web page i order pack of20 anatrim time the final result magnfic appetit came normal level i20 often good mood cours i becam abl tighten my20 belt hole and see bed becam cool charley there mani mani sincer gratitud left happi peopl taking20 anatrim whi dont join ten thousand slender men and20 women tri natur appetit abat energi lift product do declin opportun',\n",
       " 'anatrim chang lifeanatrim – the latest enchant product weighti peopl avail – as told cnn can retain case ask thing deliv desper grow number kilo happili great price paid with anatrim groundbreak weightreduc combin element achiev healthier lifestyl becom realli slimmer take look peopl state it’ unbear difficult admit i exceedingli addict food i swallow garbig could stop thi torment stop i start cours anatrim holi god inclin eat constantli abat mood increas i turn happiest person planet 23 pound 22 month i tell i becam happiest person world linda f boston i problem overweight sinc boy you cant fanci i detest derid school i detest plump i detest after tri mani differ remedi i heard anatrim it liter pull dread nightmar mani mani thank guy steve doubt boston know anatrim preserv marriag i went circl depress – eat – even depress my wife leav i turn overweight psycho one friend show site i ask anatrim time the final result magnfic appetit becam normal i good mood often certainli i went belt hole back and bedroom becam cool also michael there mani mani testimoni left happi peopl tri anatrim don’t gonna join ten thousand slender buyer take natur appetitereduc power increas product do lose chanc achiev pictur perfect weight enjoy life anatrim – the latest enchant product weighti peopl avail – as told cnn can retain case ask thing deliv desper grow number kilo happili great price paid with anatrim groundbreak weightreduc combin element achiev healthier lifestyl becom realli slimmer take look peopl state it’ unbear difficult admit i exceedingli addict food i swallow garbig could stop thi torment stop i start cours anatrim holi god inclin eat constantli abat mood increas i turn happiest person planet 23 pound 22 month i tell i becam happiest person world linda f boston i problem overweight sinc boy you cant fanci i detest derid school i detest plump i detest after tri mani differ remedi i heard anatrim it liter pull dread nightmar mani mani thank guy steve doubt boston know anatrim preserv marriag i went circl depress – eat – even depress my wife leav i turn overweight psycho one friend show site i ask anatrim time the final result magnfic appetit becam normal i good mood often certainli i went belt hole back and bedroom becam cool also michael there mani mani testimoni left happi peopl tri anatrim don’t gonna join ten thousand slender buyer take natur appetitereduc power increas product do lose chanc',\n",
       " 'problem anim studi use rat rabbit feed outdoormovement tablet i could even select brush size the modernist titud mainstream societi pin away comput program i fig ure far troubl prepar career n ew area fortun technolog overexposur much like peopl get sick tire larg r shop total computer state downtown offic space drive rentleas price bore balanc harmo niou uninterest there abl explor local five sens it ray scientist believ electron creatur sinc power h ad gon e wed watch televis exampl tool choos abil combin i could use comput artmak process as turn printer graphic artist among mani specialti void ph ysical tangiblethi difficult concept give scientist observationa l advantag without lengthi come the person comput becom central nervou sentenc so random truth mean motiv factor behind design major contributor enjoy may futur post offic integr hope discov matter enabl a trend seem occur rapidli give rise order pizza simpl e command remot control effect exactli al life retriev memori variou method includ content amer youth cultur they listen music due growth internet virtual realiti comput cohes inform countri world in old shop older signmak comput thi comput consol g iggl stick ling cod twentythre purpl perch four state aro und canada mexico last addit inform e asi access search knowledg trade fool plain anoth charac ter must visual head the advantag technolog er artist architect outcom modern technolog sch ool the internet fellow american refrain form militari essenc conv nienc effici drive forc yet reach full poten tial i imagin futur movement tablet i could even select brush size the modernist attitud mainstream societi pinn ing away comput program i figur far troubl hey prepar career new area fortun technolog overexposur much like peopl wh get sick tire larger shop total computer state downtown offic space drive rentleas price bore balanc harmoni uninterest there abl explor local five sens it ray scientist believ electron ic creatur sinc power h ad gone wed watch televis exampl tool choos abil combin i could use comput artma king process as turn printer graphic artist among mani ot specialti void physic tangiblethi difficult con cept give scientist observ advantag without lengthi come the person comput becom e central nervou sentenc so random truth mean motiv factor behind design major contributor enjoy may futur post offic integr hope discov matter enabl a trend seem occur rapidli give r ise order pizza simpl command remot control effect ive exactli real life retriev memori variou ethod includ content american youth cultur they listen music due growth internet virtual realiti comput cohes inform countri world in old shop older signmak comput thi comput consol giggl stick ling cod twentythre pur ple perch four state around canada mexico last addit inform easi access search knowledg trade fool ing plain anoth charact must visual hea the advantag technolog offer artist architect utcom modern technolog school the internet fellow american refrain ny form militari essenc conveni effici drive forc yet reach full potenti i imagin futur font',\n",
       " 'we cure deseas',\n",
       " 'human growth hormonwhat hgh life hgh life patent formula human growth hormon amino acid mostpot growth factor one pill it design antiag mind note increas energi alert stronger muscl bone better look skin increas libido overal benefici health benefit america abroad last sever year how hgh life work hgh life supplement ever decreas amount growth hormon secret pituitari gland get older the result youth feel appear increas energi memori metabol stronger immun system function increas tissu repair cell replac bone strength healthier skin nail teeth in word creat overal youth buy hgh life becom becom immun passag time what hgh life™ \\xa0hgh life™ patent formula human growth hormon amino acid mostpot growth factor one pill it design antiag mind note increas energi alert stronger muscl bone better look skin increas libido overal benefici health benefit america abroad last sever year how hgh life™ work hgh life™ supplement ever decreas amount growth hormon secret pituitari gland get older the result youth feel appear increas energi memori metabol stronger immun system function increas tissu repair cell replac bone strength healthier skin nail teeth in word creat overal youth buy hgh life™ becom becom immun passag time',\n",
       " 'hi manhey billi realli fun go night talk said felt insecur manhood i notic toilet quit small area worri websit i tell secret weapon extra 3 inch trust girl love bigger one ive 5 time mani chick sinc i use pill year ago the packag i use 6 month suppli one worth everi cent websit httpctmaycom ring weekend go drink let know secret later dude brad',\n",
       " 'acceler adult older adultsâmani medicinnuanc directli reflect creator individu respons th em brotherli thank vr would lot easier becaus mil lion peopl onlin network steril moo keep feel it pretti i seem get sidetrack someth i like bit forc chang environment polici enough gener voic as i ha alreadi mention teach virtual paul rever virtual exagger virtual advantag i medium true acrylicoil paint home co nsequent environ live may benefit exist retain ident seper increas rate miscarriag sbrodeur paul current death deem aliv still mani want creat environ n moo charact perceiv hope discov matter enabl world a lot even bore one b e interact motorway footbridg theatric protest tabloid press els n ew just keep live work ever i dark he bought p eopl gullibl come comput it design field immens societi may form singl entiti global purchas convent mean receiv reliev use antiglar screen proper commun thought widespread level level age technolog foster construct busi altho ugh averag person go choos telecommun industri probabl main hisher abil conceiv idea artwork actual benefici advantag research congreg via other vir tual realiti enthusiast preach virtual bodi program enabl one virtual tri piec himherself ahead field n hisher disciplin even american cultur the system polici attitud put comput in instanc comput like tool the text push new direct around way program like architec ture interior design repress voic just preposter academ solemnli age w technolog foster construct integr although lengthi process transit nuanc directli reflect creator ndividu respons brotherli thank vr would lot easier becaus million peopl onlin netwo rk steril moo keep feel it pretti div i seem get sidetrack somethi ng i like bit forc chang environment polici n ot enough gener voic as i alreadi mention teach virtual paul rever virtual exagger virtual advantag i medium rue acrylicoil paint home consequ environ live ay benefit exist retain ident seper fro increas rate miscarriagesbrodeur paul current death deem aliv still mani wan creat environ moo charact onl perceiv hope discov matter enabl w orld a lot even bore one be interact motorway footbridg theatric prote st tabloid press els new just keep live work wh ever i dark he bought peopl gullibl come comput it design field immens societi may form sin gle entiti global purchas convent mean receiv wher e reliev use antiglar screen proper co mmunic thought widespread level level age technolog foster th e construct busi although averag person go choo se telecommun industri probabl main hish er abil conceiv idea artwork actual benefici advantag resea rcher congreg via other virtual realiti enthusiast preach hat virtual bodi program enabl one virtual tri pie ce himherself ahead field hisher disciplin even american cultur the system polici attitud put comput in instanc comput like tool the text push new direct around way program like architectur interior design repress voic just preposterousl academ solemnli age technolog foster constru ction integr although lengthi process transit',\n",
       " 'taken long time larg dose may causassist advertis market tactic busi use co mputer differ twenti year ago elimin need f paper medium commun virtual realiti treat uniqu modern concept it comput laser disk crossindex iconograph motif associ the dream achiev machin intellig old comput capa citi 8 font compar 200 peopl nation f escal growth i fear right first i move came answer it so your aliv electron art gall ry artist today televis least privileg neck wood take cours hisher abil conceiv idea artwork actual could perform averag home base person use comput visual fabric actual world i hear music surg th e backgroundi like comput in instanc comput like tool ever rea choos keep advanc technic offic red uce unthink procedur press chang way societi view valu visual art avantgard continu rear unusu head confus gener popul mean term would ac tor previous view eat or vr amaz th peopl wont get overexposur much like peopl get sick tire virtual irror when one choos buy item hesh profession artist e tc come differ locat internet someon without physic contact it hard imagin averag popul cope fan vir tual realiti tri convinc peopl knowledg trad e fool plain relearn scratch th ing deal social gener a nativ artwork print color never use skill obsolet cad advanc program happen even wher e worker go back school integr dom inant cultur adapt i done bitch thi concern global vill age art groundwork cultur i question whether differ programm assist advertis market actic busi use comput differ twent year ago elimin need paper medium commun virtual realiti treat uniqu modern concept it comput laser disk crossind xing iconograph motif associ the dream achiev machin intelli genc old comput capac 8 font compar 200 p eopl nation escal growth i fear right first i ove came answer it so yo ure aliv electron art galleri artist today televi ion least privileg neck wood take cours hisher abil conceiv idea fo r artwork actual could perform averag home ba sed person use comput visual fabric actual world i hear music surg backgroundi like comput in instanc compu ter like tool ever reason choos keep advanc ing technic offic reduc unthink procedur pre sing chang way societi view valu visual art avantgard continu rear unusu head confus gener popul mean f term would actor previous view eat or vr amaz peopl wont get overexposur much like peopl wh get sick tire virtual mirror when one choos buy ite hesh profession artist etc come differ locat internet someon without physic contact div it hard imagin averag popul cope fan virtual realiti tri convinc pe opl knowledg trade fool plain relearn scratch thing deal social gener a nativ artwork prin ted color never use skill obsolet cad adva nced program happen even worker go back sch ool integr domin cultur adapt i done bitch thi concern global villag art groundwork cultur i question whether differ programm',\n",
       " 're r confidenceinterv helphm sound like homework problem mayb start figur without r what approach would calcul then search r help possibl key word came sarah on 4807 jochenf jjfahrucalgaryca wrote hi i use r find 90 confidenceinterv sensit specif follow diagnost test a particular diagnost test multipl sclerosi conduct 20 ms patient 20 healthi subject 6 ms patient classifi healthi 8 healthi subject classifi suffer ms furthermor i need find number ms patient requir sensit 1 is simpl rcommand i complet new r help pleas jochen sarah gosle httpwwwfunctionaldiversityorg rhelpstatmathethzch mail list httpsstatethzchmailmanlistinforhelp pleas read post guid httpwwwrprojectorgpostingguidehtml provid comment minim selfcontain reproduc code',\n",
       " 're broken acpi kernel 26184686 hp nx6110 laptopgruess vharishankar vharishankargmailcom schrieb 080407 0649 i problem hp compaq nx6110 laptop sinc upgrad kernel 26184686 current run version 2618dfsg112 debian etch ive unabl get acpi work machin as result i dont get batteri ac statu machin doesnt power properli i shut if alreadi seen httpwwwdebianorgreleasesstablei386releasenoteschinformationenhtmlshpacpi regard hari gruß gerhard kernel panic could determin whether bit one zero sqrt1pi jk dug to unsubscrib email debianlaptoprequestlistsdebianorg subject unsubscrib troubl contact listmasterlistsdebianorg',\n",
       " 'we cure deseas',\n",
       " 'need medicin all',\n",
       " 'need medicin all',\n",
       " 'becom fit for lifebecom fit for life hgh complex molecul produc anterior lobe pituitari gland locat base brain while stimul growth children import maintain healthi bodi composit wellb adult it primari hormon control mani bodi organ stimul tissu repair brain function cell replac enzym function determin level igf1 insulin growth factor measur hgh bodi receiv younger futur hgh life becom fit for life hgh complex molecul produc anterior lobe pituitari gland locat base brain while stimul growth children import maintain healthi bodi composit wellb adult it primari hormon control mani bodi organ stimul tissu repair brain function cell replac enzym function determin level igf1 insulin growth factor measur hgh bodi receiv younger futur hgh life™',\n",
       " 'pleas read thi cyour histori show last order readi refil to visit httpdodoclddcdeshk83223160 pleas visit site complet order becaus order us previous prescript preapprov thank sam mcfarland custom servic',\n",
       " 'be leaner slimmer next weekanatrim 96 the uptod delight flesh loss product20 avail 96 as told cnn can hold memori case plead to20 thing deliv desper grow number of20 kilo luckili big offer demand with anatrim the20 groundshak kilosmelt combin element achieve20 natur health mode life realli slender figur take look at20 peopl state it92 difficult confess i junk food addict i ate rubbish could stop thi ruinou passion left i start cours take anatrim holi god appetit abat mood increas i turn happiest person planet 2720 pound 29 month i tell i turn happiest person planet amelia b la vega sinc childhood i bulki boy you cant even fanci i detest derid school i abhor weight i hate even after tri i found anatrim thi stuff liter pull horror the warmest thanks20 guy steve doubt chicago you know thank anatrim marriag save i got the20 circl depress 96 eat 96 depress my wife going20 leav overweight psycho i turn my best friend show web site i order pack anatrim right20 away the result magnfic appetit came normal level i in20 good spirit often sure i becam abl tighten belt on20 hole and bed becam cool michael there lot thank left delight peopl take anatrim why20 dont join thousand thousand slender buyer tri this20 natur appetitereduc energi increas product don92t lose chanc make fat friend envi anatrim 96 the uptod delight flesh loss product20 avail 96 as told cnn can hold memori case plead to20 thing deliv desper grow number of20 kilo luckili big offer demand with anatrim the20 groundshak kilosmelt combin element achieve20 natur health mode life realli slender figur take look at20 peopl state it92 difficult confess i junk food addict i ate rubbish could stop thi ruinou passion left i start cours take anatrim holi god appetit abat mood increas i turn happiest person planet 2720 pound 29 month i tell i turn happiest person planet amelia b la vega sinc childhood i bulki boy you cant even fanci i detest derid school i abhor weight i hate even after tri i found anatrim thi stuff liter pull horror the warmest thanks20 guy steve doubt chicago you know thank anatrim marriag save i got the20 circl depress 96 eat 96 depress my wife going20 leav overweight psycho i turn my best friend show web site i order pack anatrim right20 away the result magnfic appetit came normal level i in20 good spirit often sure i becam abl tighten belt on20 hole and bed becam cool michael there lot thank left delight peopl take anatrim why20 dont join thousand thousand slender buyer tri this20 natur appetitereduc energi increas product don92t lose chanc',\n",
       " 'but serpentinrememb han fiz fire mountain bev compani symfbvg cannot go wrong 2 cent watch like hawk els youll miss one thi project go 70 short alon long look han fizget monday 9th dont get left the finger point author tri determin whether first five us forest servic firefight overrun flame oyler link least 40 fire area sinc may accord laura celebr birthday saturday mckay funer victorvil said card fan talent refer st loui cardin world',\n",
       " 'r failur mcsamp mcmcsampdaer rhelper can anyon help follow i get mcmcsamptxtlmer3f markov chain mont carlo mcmc output start 1 end 1 thin interv 1 but mcsamptxtlmer3f error asbugsarraysim program lmer niter niter nburnin nburnin error paramet sigma parameterstosav i attach arm packag libraryarm load requir packag r2winbug arm version 1015 built 2007317 work directori usersmkdocumentsprojectsmikepredissexptext load requir packag foreign sessioninfo r version 241 20061218 i386appledarwin881 local c attach base packag 1 tool grid dataset stat graphic grdevic util method 9 base attach packag foreign arm r2winbug coda hmisc gmodel effect lme4 0818 1015 204 0107 321 2132 109 0997513 matrix car weaver codetool digest xtabl latticeextra lattic 0997511 121 101 003 023 143 014 01417 gridbas mass jgr iplot javagd rjava 043 7233 1415 105 036 0414 thank mk professor michael kubovi univers virginia depart psycholog usp pobox 400400 charlottesvil va 229044400 parcel room 102 gilmer hall mccormick road charlottesvil va 22903 offic b011 14349824729 lab b019 14349824751 fax 14349824766 www httpwwwpeoplevirginiaedumk9i rhelpstatmathethzch mail list httpsstatethzchmailmanlistinforhelp pleas read post guid httpwwwrprojectorgpostingguidehtml provid comment minim selfcontain reproduc code',\n",
       " 'all product health',\n",
       " 'your daili email bbcalink textdecorationnonecolor000099fontfamili verdana arial hel vetica sansserif avisit textdecorationnonecolor6666ccfontfamili verdana arial helvetica sansserif aactiv textdecorationnonecolor000099fontfamili verdana arial h elvetica sansserif ahov textdecorationnonecolor000099fontfamilyverdana arial hel vetica sansseriftextdecorationunderlin fromsport fontsize10pxcolor999999paddingtop4pxfontweightbold asmalllinklinktextdecorationnonecolor333366fontfamilyverdana ar ial helvetica sansseriffontsize10px asmalllinkvisitedtextdecorationnonecolor666699fontfamilyverdana arial helvetica sansseriffontsize10px asmalllinkactivetextdecorationnonecolorcc3300fontfamilyverdana arial helvetica sansseriffontsize10px asmalllinkhovertextdecorationnonecolor cc3300fontfamilyverdana arial helvetica sansseriffontsize10px onthisdayheadcolor527a9afontfamilyari verdana helvetica sanss riffontsize14pxfontweightbold thisdaycolor666666fontsize11pxfontfamilyverdana arial helvetica sansseriftexttransformuppercas sportpbbackgroundcolor000000colorffcc00width220pxborder1pxfont famili verdana arial helvetica sansserif ms san seriffontweight normal asportpbllinkfontfamilyverdanaarialhelveticasansserifm san ser iftextdecorationnonefontsize11pxcolorffcc000909 asportpblactivefontfamilyverdanaarialhelveticasansserifm san eriftextdecorationnonefontsize11pxcolorffcc00 asportpblvisitedfontfamilyverdanaarialhelveticasansserifm san seriftextdecorationnonefontsize11pxcolorcc9900 asportpblhoverfontfamilyverdanaarialhelveticasansserifm san se riffontsize11pxcolorffcc00textdecorationunderline09 newspbbackgroundcolorddddcccolor000000width220pxborder1pxfont famili verdana arial helvetica sansserif ms san seriffontweight normal anewspbllinkfontfamilyverdanaarialhelveticasansserifm san seri ftextdecorationnonefontsize11pxcolor000099 anewspblvisitedfontfamilyverdanaarialhelveticasansserifm san eriftextdecorationnonefontsize11pxcolor6666cc anewspblactivefontfamilyverdanaarialhelveticasansserifm san se riftextdecorationnonefontsize11pxcolor000099 anewspblhoverfontfamilyverdanaarialhelveticasansserifm san ser iffontsize11pxcolor000099textdecorationunderlin sunday 08 a pril 2007 1800 gmt 1400 0400canadaeastern search bbc sport\\xa0 footbal 09 mourinho bait man utd titl chelsea bo jose mourinho taunt sir alex ferguson claim unit lucki play blue next week \\xa0 st mirren 01 ranger nacho novo winner ranger delay celtic titl parti heighten releg f ear st mirren \\xa0 weir could extend stay ibrox david weir say want remain ranger next season help defeat st mi rren golf 09 live master 2007 the final r ound master way tiger wood launch bid f ifth master 1915 bst \\xa0 rose harrington eye victori justin rose padraig harrington mount strong challeng final round 2007 master \\xa0 rose hang tough tiger loom justin rose go final round augusta one stuart applebi mast er lead tiger wood one adrift motorsport 09 alonso lead home mc laren onetwo reign wo rld champion fernando alonso secur first victori mclaren le ad home lewi hamilton malaysian grand prix \\xa0 victori dream say alonso b world champ ion fernando alonso seventh heaven claim maiden win mclaren second race team \\xa0 kovalainen happi first point renault roo kie heikki kovalainen satisfi get mark eighth place n malaysia formula one 09 alonso lead home mc laren onetwo reign wo rld champion fernando alonso secur first victori mclaren le ad home lewi hamilton malaysian grand prix \\xa0 victori dream say alonso b world champ ion fernando alonso seventh heaven claim maiden win mclaren second race team \\xa0 kovalainen happi first point renault roo kie heikki kovalainen satisfi get mark eighth place n malaysia athlet 09 pavey rethink 10000m schedul britain j pavey refus panic despit fail achiev world champion hip 10000m qualifi time saturday \\xa0 ohuruogu stun appeal loss christin o huruogu say stun lose appeal 12month ping ban \\xa0 farah pull italian event br britain m farah run 10000m challeng itali pick high strain last weekend cycl 09 cook power belgiu victori welsh cycli st nicol cook win tour flander extend world cup lead \\xa0 ballan sprint win flander italian ale ssandro ballan pip belgium leif host win tour flander \\xa0 ullrich blood dopeprob link b a dna sampl e taken jan ullrich match blood bag seiz spanish dopin g probe fun and game td 09 holloway column i quit li ke golf im good though the last time i play i nia \\xa0 ten tackl tri ten question master \\xa0 comment robbo ronaldo robbo th e fall rise red ron \\xa0 option a nd help \\xa0 \\xa0 you subscrib email address br ktwarwicspeedyuwaterlooca chang to chang email address content format daili email visit httpwwwbbccoukemail unsubscrib to unsubscrib visit httpwwwbbccoukemail other email to see full rang email avail visit httpwwwbbccoukemail \\xa0 \\xa0 help if problem stori link gener help visit httpwwwbbccoukemailhelp feedback pleas send feedback mailtodailyemailbbccouk \\xa0 \\xa0 copyright bbc 2005',\n",
       " 'hgh realli helpwhat hgh life hgh life patent formula human growth hormon amino acid mostpot growth factor one pill it design antiag mind note increas energi alert stronger muscl bone better look skin increas libido overal benefici health benefit america abroad last sever year how hgh life work hgh life supplement ever decreas amount growth hormon secret pituitari gland get older the result youth feel appear increas energi memori metabol stronger immun system function increas tissu repair cell replac bone strength healthier skin nail teeth in word creat overal youth buy hgh life becom becom immun passag time what hgh life™ \\xa0hgh life™ patent formula human growth hormon amino acid mostpot growth factor one pill it design antiag mind note increas energi alert stronger muscl bone better look skin increas libido overal benefici health benefit america abroad last sever year how hgh life™ work hgh life™ supplement ever decreas amount growth hormon secret pituitari gland get older the result youth feel appear increas energi memori metabol stronger immun system function increas tissu repair cell replac bone strength healthier skin nail teeth in word creat overal youth buy hgh life™ becom becom immun passag time',\n",
       " 'part time job offer work from home and get paiddear sirma thi introduc compani briscoat global manufactur compani unit kingdom limit unit state canada the compani establis 1946 first branch southampton also start sole busi 1949 compani open opportun partnership today compani proud inform gener public 3000 employe africa asia the antartica eastern europ our area of specialis briscoat global mfg co ltd specialist product varieti rubber belt power transmiss belt conveyor belt industri rubber product etc our aimvis we aim best best employ underpriviledg peopl also unemploy individu world also ensur provis respons creativ qualiti polici we offer superior product servic meet custom satisfactori reason price keep run forward we reach big sale volum industri rubber product unt kingdom asia tri penetr unit state canada market quit soon shall open repres offic author sale outlet unt state therefor current look peopl assist us establish new distribut network thereth fact despit unit state market new us alreadi regular client also speak what we requir of you the intern money transfer tax legal entiti compani unit kingdom high thi unfavour condit compani the tax intern money transfer made privat individu 7 that need we need agent receiv payment industri rubber product custom resend money us via bank account unit kingdom western union tax shall 7 intead 25 absolut favour compani job descript 1 reciept payment made client either chequ balanc transfer bank bank electron transfer 2 cash payment bank 3 deduct 10 made payabl employe commiss payment process 4 forward balanc deduct 10 commiss offic shall provid us soon fund becom avail your total earn 10 oper for instanc receiv 5000 pound via mean payment list behalf commiss 500 pound 10 5000 dollar transact at begin commiss equal 10 though later increas 12 the transact make earn also tendenc increas commiss rate advantag you go work independ contractor right home offic your job absolut legal you earn 30004000 dollar monthli depend time spent job you need capit start you convini without leav affect present job the employe make effort work harder strong possibl becom branch manag branch nearer neighbourhood anyway we proud say employe never reduc due excel work condit elig interest person must least 18 year older legal capabl respons readi work 34 hour per weekwith pc knowledg email internet experi minim kindli contact us briscoatadminsifycom enabl know compani best regard adminhuman resourc manag raymond georg',\n",
       " 'cnn alert bushcnn alert bush block0 padding10pxbackgroundcolorffffff fontfamili arial helvetica sansserif fontsiz 12px block1 padding10pxbackgroundcoloreeeee fontfamili arial helvetica sansserif fontsiz 12px cnnbodytext fontfamili arial helvetica sansserif fontsiz 12px alink color 009 avisit color 336 alinkhov color 900 avisitedhov color 600 cnnsectcopyright fontfamili verdana arial sansserif fontsiz 10px color 000000 paddingtop 3px aoltextad textalign justifi fontsiz 12px color black fontfamili georgia sansserif alert name bush gingrich gonzal consid resign 040807 1257 pm edt join grow list republican former hous speaker newt gingrich said sunday attorney gener alberto gonzal consid resign the possibl presidenti candid said botch fire us attorney destroy gonzal credibl nation top law enforc full stori you agre receiv email cnncom result cnncom prefer set to manag set click to alter alter alert criteria frequenc unsubscrib receiv custom email alert click refer friend colleagu cnn free person alert servic cabl new network lp lllp one cnn center atlanta georgia 30303 © 2007 cabl new network lp lllp a time warner compani all right reserv terms\\xa0 servic provid read privaci guidelin contact us',\n",
       " 'provincihan fiz return 13000 return fire mountain beverag compani symb fbvg cannot go wrong 2 cent expect 070 1000 percent return that beging expect 070 1000 percent return that begingingget monday 9th dont get left faa said rule chang temporari one made safeti reason the ntsb detain interrog suspect terrorist nation secur agenc republican call chang he desper cling stay the airplan also carri flight instructor tyler stanger struck build arent unpatriot wrong he said democrat vote legisl',\n",
       " 'are you pay too much auto insur251839499 sayrevil borough locat raritan river near raritan bay inmiddlesex counti new jersey as sayrevil borough locat raritan river near raritan bay middlesex counti new jersey as unit state 2000 censu borough popul 40377 ref ref sayrevil origin incorpor township april 6 1876 portion south amboy township on april 2 1919 borough reincorpor borough sayrevil base result referendum held april 29 1919 ref name stori the stori new jersey civil boundari 1606 1968 john p snyder bureau geolog topographi trenton new jersey 1969 p 173 ref geographi sayrevil locat 40465769 74324043 accord unit state censu bureau borough total area 486 km 188 mi 412 km 159 mi land 74 km 28 mi 1520 water sayrevil border north woodbridg township northwest edison northeast perth amboy east south amboy southwest south river east brunswick south old bridg township sayrevil touch east brunswick edison although way go directli one town the borough approxim 35 mile southwest new york citi 66 mile northeast philadelphia southern bank raritan river 732 848 area code use sayrevil it use carri 908 area code 908 decid given union hunterdon warren counti sayrevil design 732 rahway clark union counti still use 732 area code sayrevil use three zip code 08872 08871 use sayrevil 08859 use parlin section town demograph uscensuspop 1930 8658 1940 8186 1950 10338 1960 22553 1970 32508 1980 29969 1990 34986 2000 40377 estim 43017 estyear 2005 estref ref name censusest ht tp factfindercensusgov servlet saffpopulationev search geoid 06000u s3402359280 geocontext 01000u 7c04000us34 7c05000us34023 7c06000us340235928 0 street counti sayrevil citytown sayrevil state 04000us34 zip la ng en sse activegeodiv geoselect useev pctxt fph pgsl 060 submenuid po pulation0 dsname null cinbr null qrname null reg null 3anul keyword industri censu data sayrevil borough unit state censu bureau access march 1 2007 ref footnot popul 1930 1990 ref http www wnjpinnet onestopcareercent labormarketinform lmi01 poptrd6htm jersey resid popul municip 1930 1990 access march 1 2007 ref as censu 2000 40377 peopl 14955 household 10917 famili resid borough the popul densiti 9805 km 25394 mi there 15235 hous unit averag densiti 3700 km 9581 mi the racial makeup borough 7647 white 862 african american 013 nativ american 1056 asian 002 pacif island 212 race 208 two race hispan latino race 729 popul there 14955 household 343 children age 18 live 575 marri coupl live togeth 111 femal household husband present 270 non famili 223 household made individu 87 someon live alon 65 year age older the averag household size 268 averag famili size 317 in borough popul spread 236 age 18 73 18 24 342 25 44 225 45 64 124 65 year age older the median age 36 year for everi 100 femal 963 male for everi 100 femal age 18 920 male the median incom household borough 58919 median incom famili 66266 male median incom 47427 versu 35151 femal the per capita incom borough 24736 about 34 famili 47 popul poverti line includ 61 age 18 53 age 65 govern local govern the mayor sayrevil http wwwsayrevillecom bio bioobrienhtm kennedi o brien member borough council 2007 council presid http wwwsayrevillecom bio biopollandohtm tom pollando http wwwsayrevillecom bio biobuchananhtm daniel buchanan http wwwsayrevillecom bio biodrwalhtm stanley drwal http wwwsayrevillecom bio biogrobelnyhtm denni grobelni http wwwsayrevillecom bio biomakowskihtm kathi makowski http wwwsayrevillecom bio biozachhtm rori zach ref ref feder state counti represent sayrevil sixth congression district part new jersey 19th legisl district ref http wwwlwvnjorg pub cg06pdf leagu women voter 2006 new jersey citizen guid govern p 63 access august 30 2006 ref educ the sayrevil public school serv student kindergarten twelfth grade school district four k 3 elementari school http wwwsayrevilleelementarynet arlethfil arlethhtm emma arleth elementari school http wwwsayrevilleelementarynet eisenhowerfil eisenhowerhtm dwight d eisenhow elementari school http wwwsayrevilleelementarynet trumanfil trumanhtm harri s truman elementari school http wwwsayrevilleelementarynet wilsonfil wilsonhtm woodrow wilson elementari school http wwwsayrevilleelementarynet uesfil uesschoolinfohtm samsel upper elementari school grade 4 5 http wwwsayrevillemiddlenet sayrevil middl school grade 6 8 sayrevil war',\n",
       " 'chto sushchestvovaniyour ladi cant orgasms3f heh bodi fault do want fix that3f visit us viagra ciali help situat visit us we cheapest price best qualiti drug we ship instantli worldwid with best regard laura warren ej muzhiki ktonibud videl kak sholan na nego napal3f osvedomilsia vozhak oboza ogliadyvaia svoih podelnikov nebrezhno igraia tiazhelym toporom nori zhe proishodila iz starinnogo aristokraticheskogo roda praviashchego ee mirom delat bylo nechego ia zadumalsia bezotchetno terebia podborodok o net tolko ne eto kapiushon golovi otkinulsia obnazhiv belosnezhny volosi cherez minutu vse bylo koncheno gilsveri eshch ni razu ne dovodilo stalkivatsia takim absoliutnym vidom mentalnoj zashchiti chto zhe nam meshaet3f neterpelivo sprosil ia predvariaia ego vopro chto zh razumno chut krivo ulybnulsia linlan holod kazalo niskolko ne udivivshi moemu otkazu pust vse uvidit sama no poka doplyvem neureji ty smozhesh vosstanovit svoi sili nkot pohlop menia po plechu dobrodushno dobavil vysh no eliot niksard mrak tishina tut ia ponial chto pervyj vyvod ne sovsem veren lovushka uzh srabotala poetomu prosto ostavit vse kak est ia uzh ne mogu ia eshch pomnil chto nahozhu na vidu u bolshogo skopishcha liudej uslovnosti povedeniia sredi kotoryh ia vyro na nove nikuda ne deli a dlia proshlogo raza veroiatno byli kakieto uvazhitelny na tvoj vzgliad prichini prodyriavit mne grud deremorinoli y3n0agvvcnlacgxnlnv3yxrlcmxvby5jyq your ladi cant orgasms3f heh bodi fault do want fix that3f visit us viagra ciali help situat visit us we cheapest price best qualiti drug we ship instantli worldwid with best regard laura warren \\xa0 \\xa0 ej muzhiki ktonibud videl kak sholan na nego napal3f osvedomilsia vozhak oboza ogliadyvaia svoih podelnikov nebrezhno igraia tiazhelym toporom nori zhe proishodila iz starinnogo aristokraticheskogo roda praviashchego ee mirom delat bylo nechego ia zadumalsia bezotchetno terebia podborodok o net tolko ne eto kapiushon golovi otkinulsia obnazhiv belosnezhny volosi cherez minutu vse bylo koncheno gilsveri eshch ni razu ne dovodilo stalkivatsia takim absoliutnym vidom mentalnoj zashchiti chto zhe nam meshaet3f neterpelivo sprosil ia predvariaia ego vopro chto zh razumno chut krivo ulybnulsia linlan holod kazalo niskolko ne udivivshi moemu otkazu pust vse uvidit sama no poka doplyvem neureji ty smozhesh vosstanovit svoi sili nkot pohlop menia po plechu dobrodushno dobavil vysh no eliot niksard mrak tishina tut ia ponial chto pervyj vyvod ne sovsem veren lovushka uzh srabotala poetomu prosto ostavit vse kak est ia uzh ne mogu ia eshch pomnil chto nahozhu na vidu u bolshogo skopishcha liudej uslovnosti povedeniia sredi kotoryh ia vyro na nove nikuda ne deli a dlia proshlogo raza veroiatno byli kakieto uvazhitelny na tvoj vzgliad prichini prodyriavit mne grud deremorinoli y3n0agvvcnlacgxnlnv3yxrlcmxvby5jyq \\xa0',\n",
       " 'davison help invent product idea251839499 greenwood term mani use particularli placenam person dear adf we 240 inventionmen whoar wait work product idea click here submit idea in juli 2006 davison award two prestigi industri design excel award industri design societi america the bikeboard the hover creeper award announc juli 10 2006 issu businessweek magazin davison provid servic profession prepar present product idea potenti license some servic provid conting fee percentag royalti obtain client servic provid upfront fee paid client davison perform analysi potenti feasibl market patent profit idea submit new product develop uncertain endeavor davison warrant guarante expressli impliedli idea submit licens sell market provid posit return inventor money spent develop greenwood term mani use particularli placenam person name placenam australia greenwood western australia suburb perth canada greenwood ttc station bloor danforth line subway system toronto greenwood british columbia greenwood nova scotia villag greenwood durham region municip ontario greenwood huron counti ontario greenwood renfrew counti ontario greenwood raceway har hors race track toronto malaysia greenwood taman hous area citi kuala lumpur unit kingdom greenwood greenwod settlement near heptonstal metropolitan district calderdal west yorkshir homestead wyomaru de greenwod believ princip ancestor english greenwood ref cite book last greenwood first frederick titl greenwood genealog 1154 1914 ancestri descend thoma greenwood newton massachusett nathaniel samuel greenwood boston massachusett john greenwood virginia mani later arriv america also earli histori greenwood england arm use publish the lyon genealog compani origyear 1914 locat new york page 15 23 chapter chapter 3 english histori famili origin name url http patriotlibbyuedu cdm4 documentphpcisoroot fh3 cisoptr 75837 ref unit state greenwood arkansa citi greenwood california greenwood delawar town greenwood florida town greenwood illinoi villag greenwood indiana citi greenwood louisiana town greenwood main town greenwood minnesota citi greenwood mississippi citi greenwood missouri citi greenwood nebraska villag greenwood new york town greenwood south carolina citi greenwood tennesse place appear list regist histor place tennesse greenwood midland counti texa greenwood parker counti texa greenwood wise counti texa greenwood clark counti wisconsin citi greenwood taylor counti wisconsin town greenwood vernon counti wisconsin town greenwood seattl washington neighborhood greenwood tulsa oklahoma neighborhood greenwood furnac state park pennsylvania greenwood lake new york villag greenwood museum smyrna new york greenwood observatori telescop jenni jump state forest new jersey greenwood ridg california greenwood spring mississippi greenwood villag colorado citi mount greenwood chicago name al greenwood former keyboard rock band foreign anthoni greenwood english minist oversea develop 1965 ndash 1966 arthur greenwood 1880 ndash 1954 british politician arthur h greenwood 1880 ndash 1963 american politician bob greenwood 1928 ndash 1994 mexican major leagu basebal player bruce greenwood born 1956 canadian film actor caleb greenwood trapper guid earli pioneer american west charlott greenwood actress 1910 1950 chester greenwood 1858 ndash 1937 american inventor earmuff clarenc greenwood american musician leader band citizen cope clint greenwood founder clint greenwood soccer academi greenwood method colin greenwood born 1969 british musician bassist radiohead brother jonni greenwood dick greenwood born 1940 english rugbi footbal don greenwood co creator board game age renaiss ed greenwood born 1959 canadian librari clerk inventor forgotten realm dungeon dragon campaign set franci william pitt greenwood 1797 ndash 1843 american clergyman pastor king chapel associ editor christian examin frederick greenwood 1830 ndash 1909 english journalist greenwood leflor american indian chief choctaw tribe harri greenwood 1881 ndash 1948 english soldier recipi victoria cross sir hamar greenwood irish chief secretari ireland 1920 1922 hunphri greenwood 1927 ndash 1995 ichithyolist peter hunphri greenwood isaac greenwood mathematician 1702 ndash 1745 first chair mathemat natur philosophi harvard colleg ivor greenwood senat attorney gener australia 1971 1972 1975 jack greenwood track field athlet world record holder mani master 40 yr old catigori induct track and field hall fame master divis jame c greenwood born 1951 american politician state pennsylvania jame m greenwood 1836 ndash american educ late 19th centuri superintend school kansa citi missouri joan greenwood 1921 1987 british actress john greenwood die 1593 english puritan separatist john greenwood 1760 1819 1760 1819 georg washington dentist father modern dentistri revolutionari war patriot john greenwood pseudonym john buxton hilton british crime writer john dh greenwood 1889 ndash 1975 english film score compos jonni greenwood born 1971 english musician guitarist radiohead brother colin greenwood joseph greenwood 19th centuri new zealand politician soldier kathi greenwood born 1962 canadian comedienn kerri greenwood australian author phryne fisher mysteri seri lee greenwood born 1942 american singer compos leigh greenwood author major greenwood 1880 ndash 1949 english epidemiologist statistician mile greenwood 1807 ndash 1885 manufactur establish eag',\n",
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       " 'becom fit for lifebecom fit for life hgh complex molecul produc anterior lobe pituitari gland locat base brain while stimul growth children import maintain healthi bodi composit wellb adult it primari hormon control mani bodi organ stimul tissu repair brain function cell replac enzym function determin level igf1 insulin growth factor measur hgh bodi receiv younger futur hgh life becom fit for life hgh complex molecul produc anterior lobe pituitari gland locat base brain while stimul growth children import maintain healthi bodi composit wellb adult it primari hormon control mani bodi organ stimul tissu repair brain function cell replac enzym function determin level igf1 insulin growth factor measur hgh bodi receiv younger futur hgh life™',\n",
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       " 'get medic complet anonymbuy musthav pill save upto 85 all popular drug avail viagra ciali levitra propecia mani genuin highqual gener avail worldwid deliveri directli home no doctor visit prescript requir certifi onlin pharmaci 100 custom satisfact make order get your pill instantli httpfmidntuucmmdhk23598457 though bachelor strongest stake marri men best binder hedg commonwealth we pardon extent love the first sign corrupt societi still aliv end justifi mean i great hope shall love live much never marri buy musthav pill ave upto 752e all popular drug avail viagra ciali levitra20 propecia mani genuin highqual generics20 avail worldwid deliveri directli home no doctor20 visit prescript required2 certifi onlin pharmaci 10 020 custom satisfact make order get your pill instantli httpfmidnt2euu cmmd2ehk23598457 \\xa0 \\xa0 an empti purs new hous make man wise late2 you brain shall servant instead master you rul e instead allow rule you2 conceit incompat understanding2 the true art memori art attention2',\n",
       " 'mortgag approvhello our staff tri contact without success regard refinanc current properti we preapprov refin applic in order connect best lender situat need info verifi your file s50 82424 pleas visit link complet verif start paperwork httprefinancedeal946banfkfrostcom thank you anita bradshaw',\n",
       " 'vlagra rebat reduct abat 75prepar provid secur assur economicthreen asian trip kick speechbush said unit state remain reliabl govern includ counterfeit money korea announc oct 31 prepar the sixnat talk stall year ago north program atop agenda meetingsth unit state want talk success unit state alleg illeg activ bush said unit state remain reliabl the sixnat talk stall year ago north partner liber trade confront north korea region washington longterm commit heweaken home republican parti lost asia diminishlaunderingmidterm elect antiwar antifre trade',\n",
       " 'adf appli a credit card those less perfect credit251839499 color pink name vesper sparrow statu lc imag vespersparrow23jpg regnum animalia phylum chordata classi ave have problem get credit card due credit histori that could chang minut appli first premier bank credit card featur low apr purchas 24hour account access phone monthli credit bureau report onlin access credit educ color pink name vesper sparrow statu lc imag vespersparrow23jpg regnum animalia phylum chordata classi ave ordo passeriform familia emberizida genu pooecet speci p gramineu binomi pooecet gramineu binomialauthor gmelin 1789 the vesper sparrow pooecet gramineu medium size sparrow it member genu pooecet baird 1858 adult light brown upperpart light underpart darker streak they white eye ring long dark brown tail show white outer feather flight their breed habitat open grassi area across north america the nest open cup ground clump grass these bird migrat southern central unit state mexico these bird forag ground mainli eat insect seed outsid nest season often feed small flock the male sing higher perch shrub fencepost indic ownership nest territori the music song begin two pair repeat whistl note end seri trill somewhat similar song sparrow thi bird number declin eastern part rang due habitat loss refer databas entri includ justif speci least concern extern link http wwwmbr pwrcusgsgov id framlst i5400idhtml vesper sparrow pooecet gramineu usg patux bird identif infocent http wwwbirdscornelledu allaboutbird birdguid vespersparrowhtml vesper sparrow speci account cornel lab ornitholog http wwwsdakotabirdscom speci vespersparrowinfohtm vesper sparrow inform photo south dakota bird bird further read book jone s l j e corn 2002 vesper sparrow pooecet gramineu in the bird north america no 624 a pool f gill ed the bird north america inc philadelphia pa thesi castral js phd 1981 use of manag sagebrush grassland by bird popul brigham young univers unit state utah kirkpatrick ck ms 1999 trend grassland bird abund follow prescrib burn southern arizona the univers arizona unit state arizona klippenstin dr msc 2005 can egg mimicri brown head cowbird explain accept brood parasit grassland passerin univers manitoba canada canada krueger ho ms 1981 breed adapt of the vesper sparrow pooecet gramineu in a fire alter ecosystem central michigan univers unit state michigan mcintyr kk ms 2003 speci composit beta divers avian commun along burn unburn gradient sagebrush stepp habitat sheldon nation wildlif refug nevada sul ross state univers unit state texa petersen kl phd 1986 avian ecolog studi in a sagebrush commun bird respons to fire and territori dynam in a sparrow popul idaho iowa state univers unit state iowa randel sm ms 1996 a studi avian popul behavior propos wind energi product facil near fort davi texa sul ross state univers unit state texa vickeri pd phd 1993 habitat select grassland bird main the univers main unit state main articl adam js knight rl mcewen lc georg tl 1994 surviv growth nestl vesper sparrow expos experiment food reduct condor vol 96 3 p 739 748 best lb rodenhous nl 1984 territori prefer vesper sparrow pooecet gramineu cropland wilson bulletin vol 96 1 p 72 82 bledso ah 1988 nuclear dna evolut phylogeni new world nine primudl oscin auk vol 105 3 p 504 515 bock ce bock jh 1992 respons bird wildfir nativ versu exot arizona grassland southwestern naturalist vol 37 1 p 73 81 bock ce bock jh bennett bc 1995 the avifauna remnant tallgrass prairi near boulder colorado prairi naturalist vol 27 3 p 147 157 boutin c freemark ke kirk da 1999 farmland bird southern ontario field use activ pattern vulner pesticid use agricultur ecosystem environ p 22 1999 camp m best lb 1993 bird abund speci rich roadsid adjac iowa rowcrop field wildlif societi bulletin vol 21 3 p 315 325 camp m best lb 1994 nest densiti nest success bird roadsid adjac rowcrop field american midland naturalist vol 131 2 p 347 358 carson rj spicer gs 2003 a phylogenet analysi emberizid sparrow base three mitochondri gene molecular phylogen',\n",
       " 'impot med best pricenation univers singaporekorea develop nuclear weaponspeoplekorea pyongyang must show seriouskorea pyongyang must show seriousprogram atop agenda meet weaken home republican parti lost the sixnat talk stall year ago north korea walk penalti impos threenat asian trip kick speechgood peopl abandon nuclear singaporeth presid eightdayar prepar provid secur assur economicamerica nation sixparti talk partner liber trade confront north korea good peopl abandon nuclear',\n",
       " 'real viagra fast deliveri moneyback guarantimega authenticv i a g r a discount pricec i a l i s discount pricedo miss it click httpwwwinkanjkjkreightcom real viagra fast deliveri moneyback guaranti mega authenticv i a g r a discount pricec i a l i s discount pricedo miss it click',\n",
       " 'i mtexperi charg bull next soda giant fire mountain beverag co symfbvg cannot go wrong 2 cent expect 070 1000 percent return that beging thi project go 70 short alon long look han fizget monday 9th dont get left arent unpatriot wrong he said democrat vote legisl probabl caus crash the full board like vote rule swept truck fourth die soon hospit a fifth taken past month 1300 kill sinc octob 1 fear bloodsh cant answer question bush said harsh critic plan victori',\n",
       " 'accuweathercom alerttm forecast for useravcavcalert accuweath 7day forecast beverli hill today h 65 mostli cloudi mist tonight l 53 mostli cloudi monday h 66 l 55 cloud give way sun tuesday h 66 l 52 area fog sun wednesday h 67 l 51 area fog sun thursday h 64 l 48 partli sunni cool friday h 66 l 51 sunshin saturday h 68 l 52 partli sunni choos anoth forecast enter zipcod citi state \\xa0 ©2007 accuweath inc all right reserv',\n",
       " 'accuweathercom alerttm forecast for useravccvaalert accuweath 7day forecast beverli hill today h 65 mostli cloudi mist tonight l 53 mostli cloudi monday h 66 l 55 cloud give way sun tuesday h 66 l 52 area fog sun wednesday h 67 l 51 area fog sun thursday h 64 l 48 partli sunni cool friday h 66 l 51 sunshin saturday h 68 l 52 partli sunni choos anoth forecast enter zipcod citi state \\xa0 ©2007 accuweath inc all right reserv',\n",
       " 'special announc',\n",
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icagicagicagicagpfreig5vv3jhcd48qsanciagicagicagicagicagicagicagicbzdhlszt0i rk9ovc1tsvpfoiaymhb4oybdt0xpujogd2hpdgu7iezptlqtrkfnsuxzoib0ywhvbweiia0kicag icagicagicagicagicagicagighyzwy9imh0dha6ly9lbwfpbg9mzmvyc2nvcnauy29tl21zlz9j awqiihrhcmdldd1fymxhbmspfuzdwvvt48l0epc9urd4nciagicagicagicagicagicagicag pfreig5vv3jhcd48qsanciagicagicagicagicagicagicagicbzdhlszt0irk9ovc1tsvpfoiay mhb4oybdt0xpujogd2hpdgu7iezptlqtrkfnsuxzoib0ywhvbweiia0kicagicagicagicagicag icagicagighyzwy9imh0dha6ly9lbwfpbg9mzmvyc2nvcnauy29tl21zlz9jawqiihrhcmdldd1f ymxhbmspfucianciagicagicagicagicagicagicagdg9kyxk8l1upc9bpjwvveqpc9uuj48 l1rbqkxfpjxcuj4nciagicagicagicagicagica8vefcteugdqogicagicagicagicagicagc3r5 bgu9ikzptlqtu0lartogmtzwedsgq09mt1i6ihdoaxrloybgt05uluzbtulmwtogdgfob21hiian ciagicagicagicagicagicbjzwxsu3bhy2luzz0wignlbgxqywrkaw5nptagym9yzgvyptadqog icagicagicagicagicagicagicagicagidxuuib2qwxpz249ym90dg9tpg0kicagicagicagicag icagicagica8veqgbm9xcmfwihjvd1nwyw49mj5jdcdzigegmtawjsbzyxrpc2zhy3rpb24gchjv z3jhbsatiglmia0kicagicagicagicagicagicagicagihlvdsbkpc9urd4nciagicagicagicag icagicagicagpfrepjwvveqdqogicagicagicagicagicagicagidxurcbub1dyyxagcm93u3bh bj0ypic8l1repg0kicagicagicagicagicagicagica8veqpc9urd4nciagicagicagicagicag icagicagpfreig5vv3jhccbyb3dtcgfuptiawduawzpyzwvveqdqogicagicagicagicagicag icagidxurd48l1repg0kicagicagicagicagicagicagica8veqgbm9xcmfwihjvd1nwyw49mj5u dcbyztwvveqdqogicagicagicagicagicagicagidxurd48l1repg0kicagicagicagicagicag icagica8veqgbm9xcmfwihjvd1nwyw49mj51pc9urd4nciagicagicagicagicagicagicagpfr pjwvveqdqogicagicagicagicagicagicagidxurcbub1dyyxagcm93u3bhbj0ypnm8l1repjwv vfidqogicagicagicagicagicagica8vfigdkfsawdupwjvdhrvbt4nciagicagicagicagicag icagicagpfreig5vv3jhcd5vbjwvveqdqogicagicagicagicagicagicagidxurcbub1dyyxa dcbnzxqgczwvveqdqogicagicagicagicagicagicagidxurcbub1dyyxaytwvveqdqogicag icagicagicagicagicagidxurcbub1dyyxaczwvveqdqogicagicagicagicagicagicagidxu rcbub1dyyxabhq8l1repjwvvfipc9uqujmrt4nciagicagicagicagicagica8vefcteugdqog icagicagicagicagicagc3r5bgu9ikzptlqtu0lartogmtzwedsgq09mt1i6ihdoaxrloybgt05u luzbtulmwtogdgfob21hiianciagicagicagicagicagicbjzwxsu3bhy2luzz0wignlbgxqywrk aw5nptagym9yzgvyptadqogicagicagicagicagicagicagicagicagidxuuib2qwxpz249ym90 dg9tpg0kicagicagicagicagicagicagica8veqgbm9xcmfwihjvd1nwyw49mj5jbiazig08l1r pg0kicagicagicagicagicagicagica8veqpc9urd4nciagicagicagicagicagicagicagpfr ig5vv3jhccbyb3dtcgfuptibjwvveqdqogicagicagicagicagicagicagidxurd48l1repjwv vfidqogicagicagicagicagicagica8vfigdkfsawdupwjvdhrvbt4nciagicagicagicagicag icagicagpfreig5vv3jhcd5vpc9urd4nciagicagicagicagicagicagicagpfreig5vv3jhcd50 acatihdlihdpbgwgcmvmdw5kihlvdxigywnjb3vudc4gd2l0acbubyanciagicagicagicagicag icagicagicbxdwvzdglvbnmgdqogicagicagicagicagigfza2vkljwvveqpc9uuj48l1rbqkxf pjxcuj48l0nftlrfuj48l0nftlrfuj48l0jmt0nluvvpveupc9uuj48l0jmt0nluvvpveupc9u uj48l1rbqkxfpjwvq0vovevspjwvqk9ewt48l0hutuwdqo',\n",
       " 'which tropospherfood compani includ procter gambl coproctor gambl announc friday us one canadian factori produc 1 billion contain wet pet attack muslim peopl instig villag get believ polic 6339 7073 follow plant code 4197 pg saidmenu food three laura lynn lil red love meal main choic nutriplan nutro max gourmet bullet school dormitori 75 boy sleep thammasak said recal agenc spokesman mike herndon saidmenu food majorityown made use wheat gluten purchas new supplier sinc drop south increas sinc militaryinstal govern took power septemb web site wwwmenufoodscom advis consum call 18668952708 inform recal certain iam eukanuba product menu brand list brand washington ap pet owner worri saturday pet food cupboard could deadli million contain dog cat food sold bamrungsart pohnor school muslim board school sabayoi district found caus sicknessto date test indic problem increasingli neighbor provinc songkhlathough buddhist teacher product henderson saidfda also work target brand compani even bomb mosqu grenad attack tea shop kill iam eukanuba brand the recal product bear code date anoth sourc spokeswoman sarah tuit said wheat gluten sourc protein manufactur dog cat food sold walmart safeway kroger giant companion good n meati hannaford hill countri fare hyve key food islam separatist movement began violent offens result 2000 death found caus sicknessto date test indic problem american retail it also contract manufactur top brand pet at junctur 100 percent sure what happen said paul henderson even bomb mosqu grenad attack tea shop th kill rang age 13 17 treat gun shot wound injuri thammasak saidh said polic believ muslim insurg stage attack undisclos number owner complaint vomit kidney failur dog recal agenc spokesman mike herndon saidmenu food majorityown alert food drug administr alreadi inspector one at junctur 100 percent sure what happen said paul henderson web site wwwmenufoodscom advis consum call 18668952708 inform recal agenc spokesman mike herndon saidmenu food majorityown food compani includ procter gambl coproctor gambl announc friday us one canadian factori produc 1 billion contain wet pet attack muslim peopl instig villag get believ polic 6339 7073 follow plant code 4197 pg saidmenu food three laura lynn lil red love meal main choic nutriplan nutro max gourmet bullet school dormitori 75 boy sleep thammasak said recal agenc spokesman mike herndon saidmenu food majorityown made use wheat gluten purchas new supplier sinc drop south increas sinc militaryinstal govern took power septemb web site wwwmenufoodscom advis consum call 18668952708 inform recal certain iam eukanuba product menu brand list brand washington ap pet owner worri saturday pet food cupboard could deadli million contain dog cat food sold bamrungsart pohnor school muslim board school sabayoi district found caus sicknessto date test indic problem increasingli neighbor provinc songkhlathough buddhist teacher product henderson saidfda also work target brand compani even bomb mosqu grenad attack tea shop kill iam eukanuba brand the recal product bear code date anoth sourc spokeswoman sarah tuit said wheat gluten sourc protein manufactur dog cat food sold walmart safeway kroger giant companion good n meati hannaford hill countri fare hyve key food islam separatist movement began violent offens result 2000 death found caus sicknessto date test indic problem american retail it also contract manufactur top brand pet at junctur 100 percent sure what happen said paul henderson even bomb mosqu grenad attack tea shop kill rang age 13 17 treat gun shot wound injuri thammasak saidh said polic believ muslim insurg stage attack undisclos number owner complaint vomit kidney failur dog recal agenc spokesman mike herndon saidmenu food majorityown alert food drug administr alreadi inspector one at junctur 100 percent sure what happen said paul henderson web site wwwmenufoodscom advis consum call 18668952708 inform recal agenc spokesman mike herndon saidmenu food majorityown',\n",
       " 'you okaycertainli said scarecrow thought must interpreterstrol sister room polli lay sofa tryingfriendli interest mani charm way societi manner mind dontthan mennot true answer word came back acquir meek becom naturaland remark well enough go lauri buteagl russia peck turkish crescent one beak dontsh wrap beth never wish hear word loveth follow stori came peril near suspens expuls high spirit came peril near suspens expuls high spiritsand took pride hide indian conceal painfract anoth hundr gave hepsey found herb differ young lot fault kill repli public favorr right away tonight ad shall do3f whisperedher fume scold half hour one busi mondayi rake cranberri sauceth boy quick acknowledg courag even one upset one glass clash one dishcov forgot toi absent templateand said resolut enough tonight go happili sound good think ill snow fell softli withoutami middlingto observ dont hesit snubmr jo glad say garland fern flower mean mac seemeda decidedli damp ablutionsami dont go school impertin minut delight job frank hurri away startl three day nurs like theask brook timethat spoil pleasur hellhav ach known follow three chair arrang row tableth next morn mac rose went far thea veng call elder three son tom dick harri big fellow absent templatecontrol everi featur obedi art becometh littl kansa girl mani new acquaint everyth even shock hadherself mr wilkin hourmor astonish woman probabl neverand indian pud tomorrow werewa gone ach known whileshow pretti dress return cinderellaclinton mani american peopl cant take care say inow englishmansthat couldnt see sens ityour upset miss west quitno certainli said scarecrow thought must interpreterstrol sister room polli lay sofa tryingfriendli interest mani charm way societi manner mind dont\\xa0\\xa0than men\\xa0\\xa0not true answer word came back to\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 acquir meek becom naturaland remark well enough go lauri buteagl russia peck turkish crescent one beak dont\\xa0\\xa0sh wrap beth never wish hear word love\\xa0\\xa0th follow stori came peril near suspens expuls high spirits\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 came peril near suspens expuls high spiritsand took pride hide indian conceal painfract anoth hundr gave hepsey found herb differ young lot fault kill repli \\xa0\\xa0him public favor\\xa0\\xa0r right away tonight added\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 shall do3f whisperedher fume scold half hour one busi mondayi rake cranberri sauceth boy quick acknowledg courag even one upset one glass clash one dishcov forgot to\\xa0\\xa0i absent template\\xa0\\xa0and said resolut enough tonight go happili sound good think ill same\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 snow fell softli withoutami middlingto observ dont hesit snubmr jo glad say garland fern flower mean mac seemed\\xa0\\xa0a decidedli damp ablutions\\xa0\\xa0ami dont go school impertin minut delight job frank hurri away\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 startl three day nurs like theask brook time\\xa0\\xa0\\xa0\\xa0that spoil pleasur hellhav ach known while\\xa0\\xa0 follow three chair arrang row tableth next morn mac rose went far the\\xa0\\xa0\\xa0\\xa0\\xa0a veng call elders\\xa0\\xa0 three son tom dick harri big fellow of\\xa0\\xa0\\xa0\\xa0 absent templatecontrol everi featur obedi art become\\xa0\\xa0\\xa0\\xa0th littl kansa girl mani new acquaintances\\xa0\\xa0 everyth even shock hadherself mr wilkin hour\\xa0\\xa0mor astonish woman probabl never\\xa0and indian pud tomorrow were\\xa0\\xa0wa gone ach known whileshow pretti dress return cinderella\\xa0\\xa0\\xa0\\xa0clinton mani american peopl cant take care say inow englishmans\\xa0\\xa0\\xa0that couldnt see sens ityour upset miss west quitno',\n",
       " 'our store cureal',\n",
       " 'perl 42349 todo dotnet fix variou op 64 bit architecturnew ticket creat paul cochran pleas includ string perl 42349 subject line futur correspond issu url httprtperlorgrt3ticketdisplayhtmlid42349 in languagesdotnetopsdotnetop follow op need fix 64 bit architectur netconvovfiun netconvovfuun netconvovfi netconvovfu',\n",
       " 'we want apprv loan 42lt8dear smilesspeedyuwaterlooca httpjustdebtreliefcomrefoff you approv 544000 hous loan pleas confirm fill preapplic httpjustdebtreliefcomrefoff thank ann smith httpjustdebtreliefcomleavehtml smilesspeedyuwaterlooca wrote we want apprv loan hhza7c756k',\n",
       " 'perl 42350 todo fix kludg findtyp opnew ticket creat paul cochran pleas includ string perl 42350 subject line futur correspond issu url httprtperlorgrt3ticketdisplayhtmlid42350 there warn srcopspmcop within findtyp op kludg alert xxx fixm thi logic should be in pmctypep thi need fix',\n",
       " 'full health then dont click',\n",
       " 'have seen subonec compani take good new for past two month everi one brought shown amaz appreci at low price even smallest gain mean signific percentag return we call pptl one watch friday highli anticip report field it move 13 friday news isnt even yet just wait till word hit street on second thought dont wait compani premium petroleum pptl current 00085 13 target 00450 five bagger at time pptl number survey drill project progress we heard major discoveri made recommend reader capit opportun right away headlin all smith scrip one doctor dobb american dream threat coyot jump quizno drink cooler collin im scientist i believ god woman charg fake hiv take money video',\n",
       " 'perl 42352 todo fix remov strang todo item hash opnew ticket creat paul cochran pleas includ string perl 42352 subject line futur correspond issu url httprtperlorgrt3ticketdisplayhtmlid42352 in srcopspmcop within hash op todo item mark xxx there explan either work fix todo item remov good reason',\n",
       " 'hgh realli helpwhat hgh life hgh life patent formula human growth hormon amino acid mostpot growth factor one pill it design antiag mind note increas energi alert stronger muscl bone better look skin increas libido overal benefici health benefit america abroad last sever year how hgh life work hgh life supplement ever decreas amount growth hormon secret pituitari gland get older the result youth feel appear increas energi memori metabol stronger immun system function increas tissu repair cell replac bone strength healthier skin nail teeth in word creat overal youth buy hgh life becom becom immun passag time what hgh life™ \\xa0hgh life™ patent formula human growth hormon amino acid mostpot growth factor one pill it design antiag mind note increas energi alert stronger muscl bone better look skin increas libido overal benefici health benefit america abroad last sever year how hgh life™ work hgh life™ supplement ever decreas amount growth hormon secret pituitari gland get older the result youth feel appear increas energi memori metabol stronger immun system function increas tissu repair cell replac bone strength healthier skin nail teeth in word creat overal youth buy hgh life™ becom becom immun passag time',\n",
       " 'adf your next vacat us251839499 thi articl refer sport contest for sport store chain thesam name see decathlon group f thi articl refer sport contest for sport store chain name see decathlon group for aircraft see 8kcab decathlon for american academ competit see academ decathlon decathlon athlet event combin 10 track field event event held two consecu day winner determin combin perform event perform judg point system event posit achiev the decathlon contest male athlet femal athlet contest heptathlon the decathlon menu athlet event test individu speed endur strength skill person the word greek origin deka ten athlon contest the decathlon includ five event 2 success day the first day schedul 100 meter run long jump shot put high jump 400 meter it day speed explos power jump abil day 2 consist 110 meter hurdl discu pole vault javelin 1500 meter the import day techniqu endur event day 1 100 long jump shot put high jump 400 day 2 110m hurdl discu throw pole vault javelin throw 1500 origin the event sprout ancient game pentathlon pentathlon game play ancient greek olymp pentathlon involv five game long jump discu throw javelin sprint wrestl match introduc olympia 708 bc game extrem popular mani centuri by 6th centuri bc pentathlon becam part religi game gorgo eli town near olympia four time pentathlon winner period anoth key player lampi young spartan first olymp winner automed also known player time the last record game winner publiu asklepiad corinth ad 241 roman emperor theodosiu i offici put end game ad 393 close sanctuari includ olympia from mid 1700 variou version game emerg the 1948 olymp endors new implic game seventeen year old mathia emerg decathlon winner banish myth decathlon game old experienc mathia still remain youngest decathlon sport champion olymp histori modern standard in 1964 intern amateur athlet feder iaaf laid new score tabl brought standard game the 1970 saw game spread eastern european nation mainli soviet union poland east germani to ancient greek modern german decathlon perform king athlet but track world includ unit state decathlet sometim hero recogn applaud win olymp game hero forgotten man 10 event perform rare uniqu breed the first decathlon competit held singl day octob 15 1911 gothenburg sweden thi technic first decathlon one first two germani also held decathlon day the german contest event order differ score tabl so first decathlon world record holder winner first complet meet karl hugo wiesland swede karl ritter von halt german announc world record holder the decathlon ad 1912 olymp game stockholm after experi follow order chosen 100m run long jump shot put high jump 400m run first day 110m hurdl discu pole vault javelin 1500m run 2nd day the swede also develop set score tabl base 1908 olymp record after 1912 stockholm game tabl updat includ mani new olymp record the 1912 olymp decathlon becom legend presenc jim thorp jim terrif 1912 spring track season win mani six event per meet thorp made us olymp team four event decathlon pentathlon high jump long jump the russian czar donat vike ship prize decathlon champion thorp decathlon almost 700 point closet oppon hugo wiesland sweden becaus unexpect larg number entri decathlon held 3 day the first day held 100m run long jump shot put the second day consist high jump 400m run discu 110 hurdl the third final day consist pole vault javelin 1500 run thorp 8412 point convert 6564 point current tabl still respect score three quarter centuri later swede hugo wiesland charl lomberg g sta holm r captur next three spot thorp score beaten anoth 15 year in absenc littl decathlon activ remaind decad onli sweden decathlon often contest the swede manag stay neutral world war i forc cancel game berlin 1916 fascinatingli decathlon held part far eastern game 1913 1915 1917 1919 the averag good decathlet compet three four time year less talent even fewer bill toomey nine great effort back 1969 unusu the decathlon least common olymp event the decathlet amaz event champion 10 event but must rang adequ weak event good better skill becaus must well four run six field event littl opportun perfect one event hi train necessarili differ strive improv techniqu gai',\n",
       " 'new degre sexual confid controldo ejacul within minut penetr then must order extratim now extratim male sexual perform formula stop prematur ejacul actual cure youll last 5 10 minut longer first night guarante httpbnaygncomet',\n",
       " 'perl 42353 todo perform dynam lookup need picinfix opnew ticket creat paul cochran pleas includ string perl 42353 subject line futur correspond issu url httprtperlorgrt3ticketdisplayhtmlid42353 in srcopspicop picinfix op todo item got often dynam lookup thi need implement',\n",
       " 'perl 42354 todo preserv type system picinlinesub opnew ticket creat paul cochran pleas includ string perl 42354 subject line futur correspond issu url httprtperlorgrt3ticketdisplayhtmlid42354 in file srcopspicop picinlinesub op todo item preserv type system thi need implement',\n",
       " 'yashpal viagraviagraif problem get keep erect sex life suffer you know yoursquor alon in fact half men 40 difficulti get maintain erect thi issu also call erectil dysfunct occur younger men wellyou know someth join million men alreadi improv sex live viagravisit store onlin viagra if problem get keep erect sex life suffer you know you’r alon in fact half men 40 hav e difficulti get maintain erect thi issu also call erectil dysfunct occur younger men well you know someth join million men alreadi improv sex live viagra visit store onlin',\n",
       " 'tire poor health',\n",
       " 'salvator viagraviagraif problem get keep erect sex life suffer you know yoursquor alon in fact half men 40 difficulti get maintain erect thi issu also call erectil dysfunct occur younger men wellyou know someth join million men alreadi improv sex live viagravisit store onlin viagra if problem get keep erect sex life suffer you know you’r alon in fact half men 4020 difficulti get maintain erect thi issue20 also call erectil dysfunct occur younger men well you know someth join million men alreadi improv sex live viagra visit store onlin',\n",
       " 'perl 42355 todo use argmax piccallr opnew ticket creat paul cochran pleas includ string perl 42355 subject line futur correspond issu url httprtperlorgrt3ticketdisplayhtmlid42355 in file srcopspicop piccallr op todo item mere state argmax i believ mean use argmax macro instead hardcod number arg array mention line in short fix',\n",
       " 're error reinstal kernel2619 fedora core 6run grubinstal nick gawronski write hi i complet remov debian instal fedora core 6 i tri fix grub someth happend i lost partit i reinstal fedora core 6 tri upgrad kernel 2619 i download speakupmodifiedorg i get follow error rpm grubbi fatal error unabl find suitabl templat what mean i fix also differ kernel kernelxen version 2618xen instal default fedora core 6 system speakup mail list speakupbrailleuwoca httpspeechbrailleuwocamailmanlistinfospeakup janina sajka phone 12025957777 sipjaninaa11yorg partner capit access llc httpcapitalaccessibilitycom market owasi 22c talk screenless cell phone us canada learn httpscreenlessphonecom chair open access janinaa11yorg linux foundat httpa11yorg speakup mail list speakupbrailleuwoca httpspeechbrailleuwocamailmanlistinfospeakup',\n",
       " 'perl 42356 todo verifi 1 didnt chang piccallr opnew ticket creat paul cochran pleas includ string perl 42356 subject line futur correspond issu url httprtperlorgrt3ticketdisplayhtmlid42356 in file srcopspicop within piccallr op todo item verifi 1 didnt chang implement todo item',\n",
       " 'windows1251b6udqio7y7oxy6pl8im3u4vvpimpu5cac2fbe3eee4edeee5 eff0e5e4ebeee6e5ede8e5 caeef0efeef0e0f2e8e2edeee5 eff0e0e7e4edeee2e0ede8e5 cdeee2eee3e c3eee4e0 e7e0 4000 f0 f1 1e9 efe5f0f1eeedfb d2eeebfceae eee4e8 f0e0e7 e8 f2eeebfceae eee4e8 e4e5edfc 27 e4e5eae0e1f0ff 2006 e3eee4e0 cde0f8e5e9 eef0e3e0ede8e7e0f6e8e5e9 e1fbebe0 f0e0e7f0e0e1eef2e0ede0 e8e4e5ff eae0ea eef2ece5f2e8f2fc cdeee2fbe9 c3eee4 ede5e1eeebfcf8e8ec eef0e3e0ede8e7e0f6e8ffec f1ee f8f2e0f2eeec f1eef2f0f3e4ede8eaeee2 eef2 1 f7e5ebeee2e5eae0 c8e4e5ff eeeae0e7e0ebe0f1fc eff0eef1f2e0 eee1fae5e4e8ede8f2fc ede5f1eaeeebfceae eaeeecefe0ede8e9 c2fbe3eee4e0 eee1f9e8e9 e8 e1eeebfcf8eee9 e1fee4e6e5f2 ecedeee3e edeee2fbf5 e7ede0eaeeecf1f2e2 eae0ea ebe8f7edfbf5 f2e0ea e8 eff0eef4e5f1f1e8eeede0ebfcedfbf5 e1eeebfcf8eee9 e8 e2e5f1e5ebfbe9 eaeeebebe5eaf2e8e2 c8f2e0ea ecfb eff0e5e4ebe0e3e0e5ec e2f1e5e3e e7e0 4000f0f3e1 e7e0e6e8e3e0f2e5ebfcedf3f e4e8f1eaeef2e5eaf3 e1e0edeae5f2edeee5 ece5edf e8 eef2e4e5ebfcedfbe9 f1f2eeebe8ea eaeeedeaf3f0f1fb f0eee7fbe3f0fbf8e8 efeee7e4f0e0e2ebe5ede8e5 eef2 c4e5e4e0 cceef0eee7e0 e8edf2e5f0e5f1edf3f e8edf2e5f0e0eaf2e8e2edf3f eff0eee3f0e0ececf3 f1 f3f7e0f1f2e8e5ec e0f0f2e8f1f2eee2 e8 e2e5ebe8eaeeebe5efedfbe9 efeee4e0f0eeea eef2 ede0f1 20 e0e4f0e5f1 f0e5f1f2eef0e0ede0 f1f2 ece5f2f0e abcef2f0e0e4edeee5bb c0ebf2f3f4fce5e2f1eaeee5 f8 e4 2820 e1f3e4e5f2 eef0e3e0ede8e7eee2e0edede0 e4eef1f2e0e2eae0 e3eef1f2e5e9 eef2 f1f2 ece5f2f0e abc2ebe0e4fbeae8edeebb ede0 e0e2f2eee1f3f1e0f5 e8 e2e5f7e5f0eeec f2e0ea e6e5 eee1f0e0f2ede eaeeebe8f7e5f1f2e2e e1e8ebe5f2eee2 eee3f0e0ede8f7e5ede c6e4e5ec c2e0f8e8f5 e7e2eeedeaeee24957491153 e8ebe8 54515 58 f1 1100 e4e 2000 c2fbe3eee4edeee5 eff0e5e4ebeee6e5ede8e5caeef0efeef0e0f2e8e2edeee5 eff0e0e7e4edeee2e0ede8e5 cdeee2eee3e c3eee4e0 e7e0 4000 f0 f1 1e9 efe5f0f1eeedfbd2eeebfceae eee4e8 f0e0e7 e8 f2eeebfceae eee4e8 e4e5edfc 27 e4e5eae0e1f0ff 2006 e3eee4e0cde0f8e5e9 eef0e3e0ede8e7e0f6e8e5e9 e1fbebe0 f0e0e7f0e0e1eef2e0ede0 e8e4e5ff eae0ea eef2ece5f2e8f2fc cdeee2fbe9 c3eee4 ede5e1eeebfcf8e8ec eef0e3e0ede8e7e0f6e8ffec f1ee f8f2e0f2eeec f1eef2f0f3e4ede8eaeee2 eef2 1 f7e5ebeee2e5eae0c8e4e5ff eeeae0e7e0ebe0f1fc eff0eef1f2e0 eee1fae5e4e8ede8f2fc ede5f1eaeeebfceae eaeeecefe0ede8e9c2fbe3eee4e0 eee1f9e8e9 e8 e1eeebfcf8eee9 e1fee4e6e5f2 ecedeee3e edeee2fbf5 e7ede0eaeeecf1f2e2 eae0ea ebe8f7edfbf5 f2e0ea e8 eff0eef4e5f1f1e8eeede0ebfcedfbf5 e1eeebfcf8eee9 e8 e2e5f1e5ebfbe9 eaeeebebe5eaf2e8e2c8f2e0ea ecfb eff0e5e4ebe0e3e0e5ec e2f1e5e3e e7e0 4000f0f3e1 \\xa0 e7e0e6e8e3e0f2e5ebfcedf3f e4e8f1eaeef2e5eaf3 e1e0edeae5f2edeee5 ece5edf e8 eef2e4e5ebfcedfbe9 f1f2eeebe8ea eaeeedeaf3f0f1fb f0eee7fbe3f0fbf8e8 efeee7e4f0e0e2ebe5ede8e5 eef2 c4e5e4e0 cceef0eee7e0 e8edf2e5f0e5f1edf3f e8edf2e5f0e0eaf2e8e2edf3f eff0eee3f0e0ececf3 f1 f3f7e0f1f2e8e5ec e0f0f2e8f1f2eee2 e8 e2e5ebe8eaeeebe5efedfbe9 efeee4e0f0eeea eef2 ede0f1\\xa0 e0e4f0e5f1 f0e5f1f2eef0e0ede0f1f2 ece5f2f0e abcef2f0e0e4edeee5bb c0ebf2f3f4fce5e2f1eaeee5 f8 e4 28 e1f3e4e5f2 eef0e3e0ede8e7eee2e0edede0 e4eef1f2e0e2eae0 e3eef1f2e5e9 eef2 f1f2 ece5f2f0e abc2ebe0e4fbeae8edeebb ede0 e0e2f2eee1f3f1e0f5 e8 e2e5f7e5f0eeec f2e0ea e6e5 eee1f0e0f2edeeeaeeebe8f7e5f1f2e2e e1e8ebe5f2eee2 eee3f0e0ede8f7e5edeec6e4e5ec c2e0f8e8f5 e7e2eeedeaeee24957491153 e8ebe8 54515 58 f1 1100 e4e 2000',\n",
       " 're r reason use ron 4607 wilfr zegwaard wilfredzegwaardgmailcom wrote im programm i experi r good process larg dataset especi combin specialis statist thi i find littl surpris mayb sign im experienc enough r yet i cant use r big dataset at big dataset take forev load readtabl r frequent run memori nlm gnlm never seem actual converg answer by comparison i point sa nlin data without problem of cours sa run pretti power dedic machin big ram disk may part problem rs passbyvalu semant also make harder deal crucial make copi data frame fear run memori passbyrefer would make implement data transform much easier i dont realli understand passbyvalu becam standard if there trick inplac transform ive found right im consid start project involv big mont carlo integr complic posterior paramet distribut nonlinear regress model i strong feel r choke rs great small project soon even hundr meg data seem break if im thing wrong pleas tell sa beast work rhelpstatmathethzch mail list httpsstatethzchmailmanlistinforhelp pleas read post guid httpwwwrprojectorgpostingguidehtml provid comment minim selfcontain reproduc code',\n",
       " 'iso2022jpbjdqcuykgugcwyk9“d˜b‚å‚«‚é•û‚ª‚¢‚¢‚å‚·b•½“ú‰ï‚¦‚é•û‚å‚¨šè‚¢‚µ‚ü‚·b ‚užžˆè‚è‚ç‚·‚®•ôž–‚·‚é‚æbœ•‚é—öˆ¤‚·‚é‹c‚\\xa0‚élƒƒ‹‰º‚³‚¢b http55freegirlscomrenclub',\n",
       " 'sugar a place point new developsinc develop imag page realli wasnt right place point new develop ive move nonimag relat stuff page well collect pointer resourc the intent url direct new softwar develop give enough overview start develop the current version httpwikilaptoporggogettingstartedprogram eventu i want get close develop handbook nowher near complet yet have fun mike mike c fletcher design vr plumber coder httpwwwvrplumbercom httpblogvrplumbercom sugar mail list sugarlaptoporg httpmailmanlaptoporgmailmanlistinfosugar',\n",
       " 'confirm linkthank loan request reciev yesterday refin applic accept good credit not we readi give 351000 loan review lender establish lowest monthli payment approv process take 1 minut pleas visit confirm link fillout short 30 second secur webform httpcotkoncdyflavourzcom',\n",
       " 'have seen subonec compani take good new for past two month everi one brought shown amaz appreci at low price even smallest gain mean signific percentag return we call pptl one watch friday highli anticip report field it move 13 friday news isnt even yet just wait till word hit street on second thought dont wait compani premium petroleum pptl current 00085 13 target 00450 five bagger at time pptl number survey drill project progress we heard major discoveri made recommend reader capit opportun right away headlin hit man sought kill fetu dobb american dream threat collin im scientist i believ god cnn wire latest updat world top stori bush appoint ambassador collin whi scientist believ god',\n",
       " '¹j¾àªº©j©j³q³»«s«s¥s³é²q²q¸ìày¬o¤°»ò 4715717779jveer74389inzbnglk ½ð°ý¡ã¡ã³o¬o¯u¥¤áù¬o°²¥¤ªü ¤é¥»¨â¤jª¾¦w¤k ¬ý¤£¨ì¹ï ½ðâi°¸ §ú\\xadì¤£à³¸ó¦a§nºz ³b¤kºg¾d\\xadâ°d½ü«á¼v¤ù 8251354545871wov84954mtft',\n",
       " 're libsmbclient access vista sharederrellsambaorg write derrellsambaorg write i first opportun yesterday test libsmbclient vista it broken we enumer access vista share i use code trunk thursday night thi like affect konqueror gnome browser itd nice get fix i discov horror exampl dont link libsmbclient librari sourcebin instead dynam link whatev usrlocalsambaliblibsmbclientso so much meaning test it possibl work alreadi accomplish make samba interoper vista fix problem ill need get back environ vista access test i manag get access vista system the chang made samba recent appear solv problem access vista im abl enumer share access file vista machin inaccess initi test interestingli negoti ntlmssp like w2k previou test anyway seem big problem i thought doesnt exist that nice know cheer derrel',\n",
       " 'vashon viagraviagraif problem get keep erect sex life suffer you know yoursquor alon in fact half men 40 difficulti get maintain erect thi issu also call erectil dysfunct occur younger men wellyou know someth join million men alreadi improv sex live viagravisit store onlin viagra if problem get keep erect sex life suffer you know you’r alon in fact half men 40 hav e difficulti get maintain erect thi issu also call erectil dysfunct occur younger men well you know someth join million men alreadi improv sex live viagra visit store onlin',\n",
       " 'messag subjectl1kui5xgswct4fcglgcv43ogswqbi3igswct4fcia0kdqqohilnlygsayfbg32dv4obgsiq 6ovgjuwvd4ligvgcxyk3gqqbqykxgqscookkjqcvokpguecsyk7mgkcuylpgrgcxolbgsqn cokggumcxo52gqsc8ylfgrebqiancokigskc4ijqkgycxyfblcr1iligrgcxok1gsscoolc grebqok7guqcqpxigsmcyilbgsscxi2igsgcxilpgvgcxyk3guigdqqi6pbsgsmcyilpgsac oik7grgcyynvg0oddylwkyc6olegrwc3ikkgvgcxyk3gwobqianco2hgucdt4ngg4edt4ng g4ecyyligsgcxilpgukbqg0kl1kui5xgs2vz5hugsic8ylfgreby4fciikggsicvylggugc u4kjjnacoolcgrec5ollguggdqqohilng0edyonggqqr5y1egqucvokvgsevdokqkleukoli gsycxyfbgrgcsym9le6c4ijygmscd4k1gssc3ik5gvgbqiancolngsgcq4lojl6cwylegugx foublxownoligvgcxyk3gukncokxgvgcyinvg0oddylmguimjirhgsyvgokrj2cvzrngqkt 95zfgqqc2yk1gqkczifjguigdqqvz5hugsiccojkgnectyk9gqkczifjl1kui5xgvcdgyng g4odtongg4ocyyk1gsscrykgrocoofjia0kmgkctylegt2cxifbi0ocqo2hgqaczolfjvyc oolcgrmc8yfcia0klscyzolfgsicooliguebqykoldsoloktgr6cs4kigukc5okpgsgcvyln g0edyonggsicsylggucpkykigssxfok1gqkby4fcia0kdqpodhrwoi8vbwvyawrpyw4uexvt bxljyxrzlm5ldc9hos8ncg0k',\n",
       " 're r reason use ron 4807 johann hibschman johannhgmailcom wrote rs passbyvalu semant also make harder deal crucial make copi data frame fear run memori passbyrefer would make implement data transform much easier i dont realli understand passbyvalu becam standard if there trick inplac transform ive found becaus r process object memori i also would rate strong packag larg data set use databas may make less import case get certain amount mileag r environ 64 bit comput becom commonplac memori size grow larger larger data set becom easi handl regard environ also avail proto object proto packag environ slightli differ semant even dont intend use proto packag got quit bit document support inform might help home page httpcodegooglecomprproto overview click wiki tab home page includ articl link discuss oo environ tutori refer card refer manual vignett see link box rhelpstatmathethzch mail list httpsstatethzchmailmanlistinforhelp pleas read post guid httpwwwrprojectorgpostingguidehtml provid comment minim selfcontain reproduc code',\n",
       " 'our store cureal',\n",
       " 'svn commit samba r22132 branch samba30sourcemodul samba30sourcesmbd samba3025sourcemodul samba3025sourcesmbdauthor jra date 20070408 194147 0000 sun 08 apr 2007 new revis 22132 websvn httpwebsvnsambaorgcgibinviewcvscgiviewrevrootsambarev22132 log i hate ineffici dont call convstrsiz everi preadsendfil call initi variabl alloc struct connect time refer directli jeremi modifi branchessamba30sourcemodulesvfsreadaheadc branchessamba30sourcesmbdvfsc branchessamba3025sourcemodulesvfsreadaheadc branchessamba3025sourcesmbdvfsc changeset modifi branchessamba30sourcemodulesvfsreadaheadc branchessamba30sourcemodulesvfsreadaheadc 20070408 170541 utc rev 22131 branchessamba30sourcemodulesvfsreadaheadc 20070408 194147 utc rev 22132 2236 2222 static bool didmsg endif struct readaheaddata smbofft offbound smbofft len bool didmsg thi modul cope vista aio read request linux detect initi 0x80000 boundari read caus buffer cach fill advanc static unsign long getoffsetboundarystruct vfshandlestruct handl smbofft offbound convstrsizelpparmconststringsnumhandleconn readahead offset null offbound 0 offbound 0x80000 return unsign longoffbound sendfil wrapper readaheadposixfadvis static unsign long getoffsetlengthstruct vfshandlestruct handl unsign long defval smbofft len convstrsizelpparmconststringsnumhandleconn readahead length null len 0 len defval return unsign longlen static ssizet readaheadsendfilestruct vfshandlestruct handl int tofd filesstruct fsp 6027 4627 smbofft offset sizet count unsign long offbound getoffsetboundaryhandl offset offbound 0 unsign long len getoffsetlengthhandl offbound struct readaheaddata rhd struct readaheaddata handledata offset rhdoffbound 0 definedhavelinuxreadahead int err readaheadfromfd offset sizetlen int err readaheadfromfd offset sizetrhdlen debug10readaheadsendfil readahead fd u offset llu len u return dn unsign intfromfd unsign long longoffset unsign intlen unsign intrhdlen err elif definedhaveposixfadvis int err posixfadvisefromfd offset offtlen posixfadvwillne int err posixfadvisefromfd offset offtrhdlen posixfadvwillne debug10readaheadsendfil posixfadvis fd u offset llu len u return dn unsign intfromfd unsign long longoffset unsign intlen unsign intrhdlen err els didmsg rhddidmsg debug0readaheadsendfil readahead platformn didmsg true rhddidmsg true endif 936 7910 count pread wrapper readaheadposixfadvis static ssizet readaheadpreadvfshandlestruct handl filesstruct fsp int fd 10040 9097 sizet count smbofft offset unsign long offbound getoffsetboundaryhandl offset offbound 0 unsign long len getoffsetlengthhandl offbound struct readaheaddata rhd struct readaheaddata handledata offset rhdoffbound 0 definedhavelinuxreadahead int err readaheadfd offset sizetlen int err readaheadfd offset sizetrhdlen debug10readaheadpread readahead fd u offset llu len u return dn unsign intfd unsign long longoffset unsign intlen unsign intrhdlen err elif definedhaveposixfadvis int err posixfadvisefromfd offset offtlen posixfadvwillne int err posixfadvisefromfd offset offtrhdlen posixfadvwillne debug10readaheadpread posixfadvis fd u offset llu len u return dn unsign intfd unsign long longoffset unsign intlen unsign intrhdlen err els didmsg rhddidmsg debug0readaheadpread readahead platformn didmsg true rhddidmsg true endif return smbvfsnextpreadhandl fsp fd data count offset directli call main smbd free handl static void freereadaheaddatavoid pptr safefreepptr alloc handl specif data dont call expens convstrsiz function sendfilepread static int readaheadconnectstruct vfshandlestruct handl const char servic const char user struct readaheaddata rhd smbmallocpstruct readaheaddata rhd debug0readaheadconnect memoryn return 1 zerostructprhd rhddidmsg fals rhdoffbound convstrsizelpparmconststringsnumhandleconn readahead offset null rhdoffbound 0 rhdoffbound 0x80000 rhdlen convstrsizelpparmconststringsnumhandleconn readahead length null rhdlen 0 rhdlen rhdoffbound handledata void rhd handlefreedata freereadaheaddata return 0 function replac we dont replac read isnt use smbd read file data static vfsoptupl readaheadop smbvfsopreadaheadsendfil smbvfsopsendfil smbvfslayertranspar smbvfsopreadaheadpread smbvfsoppread smbvfslayertranspar smbvfsopreadaheadconnect smbvfsopconnect smbvfslayertranspar smbvfsopnul smbvfsopnoop smbvfslayernoop modul initi boilerpl ntstatu vfsreadaheadinitvoid ntstatu vfsreadaheadinitvoid modifi branchessamba30sourcesmbdvfsc branchessamba30sourcesmbdvfsc 20070408 170541 utc rev 22131 branchessamba30sourcesmbdvfsc 20070408 194147 utc rev 22132 1747 1747 debug5 check oper type layer dn opsityp opsilay ifopsilay smbvfslayeropaqu if oper alreadi made opaqu differ modul overrid overridden debugadd5 make oper type opaqu modul sn opsityp vfsobject vfssetoperationconnvfsopaqu opsityp handl opsiop modifi branchessamba3025sourcemodulesvfsreadaheadc branchessamba3025sourcemodulesvfsreadaheadc 20070408 170541 utc rev 22131 branchessamba3025sourcemodulesvfsreadaheadc 20070408 194147 utc rev 22132 2236 2222 static bool didmsg endif struct readaheaddata smbofft offbound smbofft len bool didmsg thi modul cope vista aio read request linux detect initi 0x80000 boundari read caus buffer cach fill advanc static unsign long getoffsetboundarystruct vfshandlestruct handl smbofft offbound convstrsizelpparmconststringsnumhandleconn readahead offset null offbound 0 offbound 0x80000 return unsign longoffbound sendfil wrapper readaheadposixfadvis static unsign long getoffsetlengthstruct vfshandlestruct handl unsign long defval smbofft len convstrsizelpparmconststringsnumhandleconn readahead length null len 0 len defval return unsign longlen static ssizet readaheadsendfilestruct vfshandlestruct handl int tofd filesstruct fsp 6027 4627 smbofft offset sizet count unsign long offbound getoffsetboundaryhandl offset offbound 0 unsign long len getoffsetlengthhandl offbound struct readaheaddata rhd struct readaheaddata handledata offset rhdoffbound 0 definedhavelinuxreadahead int err readaheadfromfd offset sizetlen int err readaheadfromfd offset sizetrhdlen debug10readaheadsendfil readahead fd u offset llu len u return dn unsign intfromfd unsign long longoffset unsign intlen unsign intrhdlen err elif definedhaveposixfadvis int err posixfadvisefromfd offset offtlen posixfadvwillne int err posixfadvisefromfd offset offtrhdlen posixfadvwillne debug10readaheadsendfil posixfadvis fd u offset llu len u return dn unsign intfromfd unsign long longoffset unsign intlen unsign intrhdlen err els didmsg rhddidmsg debug0readaheadsendfil readahead platformn didmsg true rhddidmsg true endif 936 7910 count pread wrapper readaheadposixfadvis static ssizet readaheadpreadvfshandlestruct handl filesstruct fsp int fd 10040 9097 sizet count smbofft offset unsign long offbound getoffsetboundaryhandl offset offbound 0 unsign long len getoffsetlengthhandl offbound struct readaheaddata rhd struct readaheaddata handledata offset rhdoffbound 0 definedhavelinuxreadahead int err readaheadfd offset sizetlen int err readaheadfd offset sizetrhdlen debug10readaheadpread readahead fd u offset llu len u return dn unsign intfd unsign long longoffset unsign intlen unsign intrhdlen err elif definedhaveposixfadvis int err posixfadvisefromfd offset offtlen posixfadvwillne int err posixfadvisefromfd offset offtrhdlen posixfadvwillne debug10readaheadpread posixfadvis fd u offset llu len u return dn unsign intfd unsign long longoffset unsign intlen unsign intrhdlen err els didmsg rhddidmsg debug0readaheadpread readahead platformn didmsg true rhddidmsg true endif return smbvfsnextpreadhandl fsp fd data count offset directli call main smbd free handl static void freereadaheaddatavoid pptr safefreepptr alloc handl specif data dont call expens convstrsiz function sendfilepread static int readaheadconnectstruct vfshandlestruct handl const char servic const char user struct readaheaddata rhd smbmallocpstruct readaheaddata rhd debug0readaheadconnect memoryn return 1 zerostructprhd rhddidmsg fals rhdoffbound convstrsizelpparmconststringsnumhandleconn readahead offset null rhdoffbound 0 rhdoffbound 0x80000 rhdlen convstrsizelpparmconststringsnumhandleconn readahead length null rhdlen 0 rhdlen rhdoffbound handledata void rhd handlefreedata freereadaheaddata return 0 function replac we dont replac read isnt use smbd read file data static vfsoptupl readaheadop smbvfsopreadaheadsendfil smbvfsopsendfil smbvfslayertranspar smbvfsopreadaheadpread smbvfsoppread smbvfslayertranspar smbvfsopreadaheadconnect smbvfsopconnect smbvfslayertranspar smbvfsopnul smbvfsopnoop smbvfslayernoop modul initi boilerpl ntstatu vfsreadaheadinitvoid ntstatu vfsreadaheadinitvoid modifi branchessamba3025sourcesmbdvfsc branchessamba3025sourcesmbdvfsc 20070408 170541 utc rev 22131 branchessamba3025sourcesmbdvfsc 20070408 194147 utc rev 22132 1747 1747 debug5 check oper type layer dn opsityp opsilay ifopsilay smbvfslayeropaqu if oper alreadi made opaqu differ modul overrid overridden debugadd5 make oper type opaqu modul sn opsityp vfsobject vfssetoperationconnvfsopaqu opsityp handl opsiop',\n",
       " 'becom fit for lifebecom fit for life hgh complex molecul produc anterior lobe pituitari gland locat base brain while stimul growth children import maintain healthi bodi composit wellb adult it primari hormon control mani bodi organ stimul tissu repair brain function cell replac enzym function determin level igf1 insulin growth factor measur hgh bodi receiv younger futur hgh life becom fit for life hgh complex molecul produc anterior lobe pituitari gland locat base brain while stimul growth children import maintain healthi bodi composit wellb adult it primari hormon control mani bodi organ stimul tissu repair brain function cell replac enzym function determin level igf1 insulin growth factor measur hgh bodi receiv younger futur hgh life™',\n",
       " 'everyth ok usconsent sound happi voic come acrossso shouldnt rude say shantbab betti speak feel fanci wall must done pyramu woo thisbeon feel awkward compani everybodi els doingi jest went grub gardin made hay walk strang much look gestur betray unexpect power passion secretram hat firmli ben like flash tingl allnot romant stori interest gladgener thing bell power like stack pamphlet chair near hospit wavea young sculptor husband beauti never dreamednev answer polli tone calm despair littl bootblack knew american stood said littl bootblack knew american stood saidand lock side heavi slab rock proveda could well help capit done thedid boy ever forgiv carri sleep girl prettytaken unhurt though mani speechless laughter thew even prove mother go let away column butcher baker book till tip modestli began see certain defect theto hercul distaff find employ pleasanta bid must stay nightto settl got entir satisfactori place broad woodbin leaf flutteringit said polli shut one eye look offendinga curiou express italian part natur teddi throne belongsar fond travel think would veryasof wind came breath faroff music like woo older stronger tie help himno thank younanc stop drugstore3f truth even hannah said would think though back mont blanc pailpolli paus sever keen eye discoveredh safe home 4 ilik tri kind curiou trytemmatina taltental mustnt touch hair kill witch east triumphant air never doubt firston knee acut pang regret power hadi absent templat effort clever littleseem differ race creaturesno time drawin illsuff silenc know somethinga gestur made littl chair safe homelettyit econom crisi asia last yearthem day grew dark nightsaw chang spoke ofmr consent sound happi voic come acrossso shouldnt rude say shantbab betti speak feel fanci wall must done pyramu woo thisbe\\xa0\\xa0on feel awkward compani everybodi els doing\\xa0\\xa0i jest went grub gardin made hay walk strang much\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 look gestur betray unexpect power passion secretram hat firmli ben like flash tingl allnot romant stori interest gladgener thing bell power like stack pamphlet chair near hospit wave\\xa0\\xa0a young sculptor husband beauti never dreamed\\xa0\\xa0nev answer polli tone calm despair littl bootblack knew american stood said\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 littl bootblack knew american stood saidand lock side heavi slab rock proveda could well help capit done thedid boy ever forgiv carri sleep girl pretty\\xa0\\xa0taken unhurt though mani speechless laughter the\\xa0\\xa0w even prove mother go let away column butcher baker book till she\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 tip modestli began see certain defect theto hercul distaff find employ pleasanta bid must stay nightto settl got entir satisfactori place broad woodbin leaf fluttering\\xa0\\xa0it said polli shut one eye look offending\\xa0\\xa0a curiou express italian part natur teddy\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 throne belongsar fond travel think would veryasof wind came breath faroff music like woo older stronger tie help him\\xa0\\xa0no thank you\\xa0\\xa0nanc stop drugstore3f truth even hannah said would think though\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 back mont blanc pail\\xa0\\xa0\\xa0\\xa0polli paus sever keen eye discoveredh safe home\\xa0\\xa0 4 ilik tri kind curiou try\\xa0\\xa0\\xa0\\xa0\\xa0temmatina taltental mustnt touch hair just\\xa0\\xa0 kill witch east and\\xa0\\xa0\\xa0\\xa0 triumphant air never doubt firston knee acut pang regret power had\\xa0\\xa0\\xa0\\xa0i absent template\\xa0\\xa0 effort clever littleseem differ race creatures\\xa0\\xa0no time drawin ill\\xa0suff silenc know something\\xa0\\xa0a gestur made littl chair safe homeletty\\xa0\\xa0\\xa0\\xa0it econom crisi asia last yearthem day grew dark night\\xa0\\xa0\\xa0saw chang spoke ofmr',\n",
       " 'slow mous cursorthank post same issu a dell inspiron 3800 past line reload xorg work to unsubscrib email debianlaptoprequestlistsdebianorg subject unsubscrib troubl contact listmasterlistsdebianorg',\n",
       " 'what time okayim bethwond time gener smashupa tommi shook fist whole parti wrath declar mrsthey left nomeclust grace littl vase piano practic everyday stool old ladi feet sat polli look intent face andi thatto fast asleep last corn firmli clasp chubbi hand bundlingin red ink buttercup made comfort stall boy sent roomsmr juno said jove whose arm clung trudg home along they uncl suppos dog come hop wall last time summon last time summoni tri gambl wasnt good meon poke open red eye appear beeri voic said suddenli rememb doubt even kind say nowth bad live condit homeless though somemarch jenni grate servic affection eye confirm purpos snort charli rear straight deposit dan groundplacid gentleman seem entir unconsci iniquitiesth maneuv succeed well shethat moment dream put grow girl rememb sensibl girl said old ladyatmospher appreci love confid fond much term grossyou dan better lose life soul one passionit want find someth els theresfeel festiv eleg lauri went box meg could maryy good tofelt last leaf fold back golden heart lay therewouldnt matter remark educ wogglebug cant getmak fun horn owl big big eagl eatsbob water said child dr alec comicwer gone lure everi day long drive behind blackcricket boy want great gate open right father name secur promis pooril wager anyth said charli rest strongli inclin tonev stop till reach hope fanci untold horror put head nooh mother singl one3f cri willthat sensibl suggestionto fear pursuit old witch moreov turn first intoin vain tri get look safe place hide matti bob water said child ato time place unromant dinner bell warn awayof keen eye took arm whisper rough cheek soul taught see sign hope hard face aboutsom playmat prank much impress mysteri sneezemak prepar start upon journey suppos im bethwond time gener smashupa tommi shook fist whole parti wrath declar mrs\\xa0\\xa0they left nome\\xa0\\xa0clust grace littl vase piano practic everyday \\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 stool old ladi feet sat polli look intent face andi thatto fast asleep last corn firmli clasp chubbi hand bundlingin red ink buttercup made comfort stall boy sent rooms\\xa0\\xa0mr juno said jove whose arm clung trudg home along the\\xa0\\xa0y uncl suppos dog come hop wall last time summon\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 last time summoni tri gambl wasnt good meon poke open red eye appear beeri voic said suddenli rememb doubt even kind say now\\xa0\\xa0th bad live condit homeless though some\\xa0\\xa0march jenni grate servic affection eye confirm purpose\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 snort charli rear straight deposit dan groundplacid gentleman seem entir unconsci iniquitiesth maneuv succeed well shethat moment dream put grow girl in\\xa0\\xa0to rememb sensibl girl said old lady\\xa0\\xa0atmospher appreci love confid fond much\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 term grossyou dan better lose life soul one passionit want find someth els theresfeel festiv eleg lauri went box meg could mary\\xa0\\xa0y good to\\xa0\\xa0felt last leaf fold back golden heart lay or\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 therewouldnt matter remark educ wogglebug cant get\\xa0\\xa0\\xa0\\xa0mak fun horn owl big big eagl eatsbob water said child a\\xa0\\xa0 dr alec comicwer gone lure everi day long drive behind black\\xa0\\xa0\\xa0\\xa0\\xa0cricket boys\\xa0\\xa0 want great gate opened\\xa0\\xa0\\xa0\\xa0 right father name secur promis pooril wager anyth said charli rest strongli inclin to\\xa0\\xa0\\xa0\\xa0nev stop till reach hopes\\xa0\\xa0 fanci untold horror put head nooh mother singl one3f cri will\\xa0\\xa0that sensibl suggestion\\xa0to fear pursuit old witch moreov turn first into\\xa0\\xa0in vain tri get look safe place hide matti bob water said child ato time place unromant dinner bell warn away\\xa0\\xa0\\xa0\\xa0of keen eye took arm whisper rough cheek soul taught see sign hope hard face aboutsom playmat prank much impress mysteri sneeze\\xa0\\xa0\\xa0mak prepar start upon journey suppos',\n",
       " 'gener ciali qualiti splendidlinon d potteron buy carepet sponsor link demo analyt demo cogno sap industri sapcom achiev goal style definit pmsonorm limsonorm divmsonorm margin0cm marginbottom0001pt fontsize120pt fontfamilytim new roman alink spanmsohyperlink colorblu textdecorationunderlin avisit spanmsohyperlinkfollow colorpurpl textdecorationunderlin spanemailstyle17 msostyletypepersonalcompos fontfamilyari colorwindowtext page section1 size5953pt 8419pt margin20cm 425pt 20cm 30cm divsection1 pagesection1 linon d potteron buy carepet sponsor link demo analyt demo cogno sap industri sapcom achiev goal',\n",
       " 'what erectil dysfunct edwhat erectil dysfunct ed erectil dysfunct sometim refer impot inabl sexual activ male obtain sustain erect sexual purpos in past embarrass men sourc anxieti partner fact littl diagnost test treatment avail recentlybut problem gone viagra buy viagra onlin store what erectil dysfunct ed erectil dysfunct sometim refer impot inabl sexual activ male obtain sustain erect sexual purpos in past embarrass men sourc anxieti partner fact littl diagnost test treatment avail recentlybut problem gone viagrabuy viagra onlin store',\n",
       " 'what erectil dysfunct edwhat erectil dysfunct ed erectil dysfunct sometim refer impot inabl sexual activ male obtain sustain erect sexual purpos in past embarrass men sourc anxieti partner fact littl diagnost test treatment avail recentlybut problem gone viagra buy viagra onlin store what erectil dysfunct ed erectil dysfunct sometim refer impot inabl sexual activ male obtain sustain erect sexual purpos in past embarrass men sourc anxieti partner fact littl diagnost test treatment avail recentlybut problem gone viagrabuy viagra onlin store',\n",
       " 'we accept loan requestthank loan request reciev yesterday refin applic accept good credit not we readi give 384000 loan review lender establish lowest monthli payment approv process take 1 minut pleas visit confirm link fillout short 30 second secur webform httpcotkoncdyflavourzcom',\n",
       " 'usa missl strike iran war start',\n",
       " 'think helpcompani high announc maid bowingw need anso much fellowwork curtainsh nicest boy world neverbeast fear would order made disturb serv crimea seem regard dilapid brother papa life wont failur saidat dinner forgot said beth put jo topsyturvi basketeloqu one suffer escap made deep impressionthen other john good exampl soul chines chines woke paralysisand half pleas energet measuresan air relief want someon help wear one suit cloth gave wear one suit cloth gave outdim dust wornsoon heard friendli critic pass upon careercut tree rail remind sailor boy courtyard game interrupt abrupt entranc ofwhen littl piano ami mind nice taketh best peopl often come alon old gentleman sure passeng stay huddl dark cabin youth gay dress gilt earringswhat happen first sat dazedi got seeill point say there model lad strip emerald green oz fanci make balloonup poke book hand rod fellthat need lesson patienc sweetli taught like know john firmli establish bottl june rain water maid tell betterund guileless girlish pretti charmingwip damp forehead look deep compassionh hat la lauri away went jo feel like shorn sheep readier open heart thanfanc help think bride dress withbutt sunder heart patient though way mine great honor motherland probabl someoney cant miss itread father bookswith uncl alec slip fear new terror like old one seventeenov door sat stare compani withf sing american song passerbi invitingli rock disappear crowd five ten fifteen minutesi cant go till applefe late3f ask dorothi friend dearest peopl shebrought fresh log gloriousbut superior one favoritesfrom world nurs wound uncl alec slippeddo us soon got back theleav anoth line spark among men word gohav laugh till spectacl flewth devot baron heart contentsur never long journey compani high announc maid bowingw need anso much fellowwork curtains\\xa0\\xa0h nicest boy world never\\xa0\\xa0beast fear would order made disturb serv crimea seem regard dilapidated\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 brother papa life wont failur saidat dinner forgot said beth put jo topsyturvi basketeloqu one suffer escap made deep impressionthen other john good exampl soul chines chines woke paralysis\\xa0\\xa0and half pleas energet measures\\xa0\\xa0an air relief want someon help wear one suit cloth gave out\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 wear one suit cloth gave outdim dust wornsoon heard friendli critic pass upon careercut tree rail remind sailor boy courtyard game interrupt abrupt entranc of\\xa0\\xa0when littl piano ami mind nice take\\xa0\\xa0th best peopl often come alon old gentleman sure passeng stay huddl dark cabin\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 youth gay dress gilt earringswhat happen first sat dazedi got seeill point say there model lad strip emerald green oz fanci make balloon\\xa0\\xa0up poke book hand rod fell\\xa0\\xa0that need lesson patienc sweetli taught like know john firmli establish in\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 bottl june rain water maid tell betterund guileless girlish pretti charmingwip damp forehead look deep compassionh hat la lauri away went jo feel like shorn sheep readier open heart than\\xa0\\xa0fanc help think bride dress with\\xa0\\xa0butt sunder heart patient though way mine for\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 great honor motherland probabl someoney cant miss it\\xa0\\xa0\\xa0\\xa0read father bookswith uncl alec slipped\\xa0\\xa0 fear new terror like old one seventeenov door sat stare compani with\\xa0\\xa0\\xa0\\xa0\\xa0f sing american song\\xa0\\xa0 passerbi invitingly\\xa0\\xa0\\xa0\\xa0 rock disappear crowd five ten fifteen minutesi cant go till apple\\xa0\\xa0\\xa0\\xa0feed\\xa0\\xa0 late3f ask dorothi friend dearest peopl she\\xa0\\xa0brought fresh log glorious\\xa0but superior one favorites\\xa0\\xa0from world nurs wound uncl alec slippeddo us soon got back the\\xa0\\xa0\\xa0\\xa0leav anoth line spark among men word gohav laugh till spectacl flew\\xa0\\xa0\\xa0th devot baron heart contentsur never long journey',\n",
       " 'know access cashto remov advertis follow advertis remov instruct remov rewardgalaxi program either repli email click rewardgalaxi 334 cornelia st 313 plattsburgh ny 12901 12t7lvuat5ruwaaxr8lh5a7jyy8t5714342',\n",
       " 'israel just have start world war iii',\n",
       " 'best love drg best store',\n",
       " 'she want better sex all need']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train, y_train = create_prep_dataset(\"datasets/trec07p/full/index\", 100)\n",
    "X_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Aplicamos la vectorización a los datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = CountVectorizer()\n",
    "X_train = vectorizer.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "\n",
      "Features: 4987\n"
     ]
    }
   ],
   "source": [
    "print(X_train.toarray())\n",
    "print(\"\\nFeatures:\", len(vectorizer.get_feature_names_out()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4987 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   0000 000000 00085 002 003 00450 009 01 01000u 0107  ... õôõôèõéï ö¹ öð  \\\n",
       "0     0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "1     0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "2     0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "3     0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "4     0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "..  ...    ...   ...  ..  ..   ...  .. ..    ...  ...  ...      ... .. ..   \n",
       "95    0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "96    0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "97    0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "98    0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "99    0      0     0   0   0     0   0  0      0    0  ...        0  0  0   \n",
       "\n",
       "   öôööµæ öø³ðåµ öþ öˆ úàí þîñòµ¼ šè  \n",
       "0       0      0  0  0   0      0  0  \n",
       "1       0      0  0  0   0      0  0  \n",
       "2       0      0  0  0   0      0  0  \n",
       "3       0      0  0  0   0      0  0  \n",
       "4       0      0  0  0   0      0  0  \n",
       "..    ...    ... .. ..  ..    ... ..  \n",
       "95      0      0  0  0   0      0  0  \n",
       "96      0      0  0  0   0      0  0  \n",
       "97      0      0  0  0   0      0  0  \n",
       "98      0      0  0  0   0      0  0  \n",
       "99      0      0  0  0   0      0  0  \n",
       "\n",
       "[100 rows x 4987 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "pd.DataFrame(X_train.toarray(), columns=[vectorizer.get_feature_names_out()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'ham',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'ham',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam',\n",
       " 'spam']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Entrenamiento del algoritmo Naive Bayes con el conjunto de datos preprocesado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>BernoulliNB(alpha=1e-10)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;BernoulliNB<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.naive_bayes.BernoulliNB.html\">?<span>Documentation for BernoulliNB</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>BernoulliNB(alpha=1e-10)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "BernoulliNB(alpha=1e-10)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import BernoulliNB\n",
    "\n",
    "nb_clf = BernoulliNB(alpha=1.0e-10)\n",
    "nb_clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Predicción"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Lectura de un conjunto de correos nuevos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parsing email: 500"
     ]
    }
   ],
   "source": [
    "X, y = create_prep_dataset(\"datasets/trec07p/full/index\", 500)\n",
    "X_test = X[100:]\n",
    "y_test = y[100:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Preprocesamiento de los correos con el vectorizador creado anteriormente"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = vectorizer.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Predicción del tipo de correo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham',\n",
       "       'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam',\n",
       "       'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',\n",
       "       'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'ham', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'ham',\n",
       "       'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'ham', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',\n",
       "       'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',\n",
       "       'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam',\n",
       "       'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'ham',\n",
       "       'spam', 'ham', 'spam', 'spam', 'ham', 'spam'], dtype='<U4')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = nb_clf.predict(X_test)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicción:\n",
      " ['spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'ham' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'ham' 'ham' 'spam' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'ham' 'ham' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'ham' 'ham' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'ham'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'ham' 'spam' 'spam' 'spam' 'ham' 'ham' 'spam' 'spam' 'ham' 'ham' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'ham' 'ham' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'ham' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam'\n",
      " 'ham' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'ham' 'spam' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'ham' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'\n",
      " 'spam' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'spam'\n",
      " 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'ham'\n",
      " 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'ham' 'spam' 'ham' 'spam' 'ham'\n",
      " 'spam' 'spam' 'ham' 'spam']\n",
      "\n",
      "Etiquetas reales:\n",
      " ['spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'ham', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam']\n"
     ]
    }
   ],
   "source": [
    "print(\"Predicción:\\n\", y_pred)\n",
    "print(\"\\nEtiquetas reales:\\n\", y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Evaluación de los resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 score: 0.724\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import f1_score\n",
    "\n",
    "print('F1 score: {:.3f}'.format(f1_score(y_test, y_pred, pos_label='ham')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Aumentando el conjunto de datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parsing email: 22000"
     ]
    }
   ],
   "source": [
    "X, y = create_prep_dataset('datasets/trec07p/full/index', 22000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, y_train = X[:20000], y[:20000]\n",
    "X_test, y_test = X[20000:], y[20000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = CountVectorizer()\n",
    "X_train = vectorizer.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-2 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-2 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-2 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-2 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-2 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>BernoulliNB(alpha=1e-10)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;BernoulliNB<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.naive_bayes.BernoulliNB.html\">?<span>Documentation for BernoulliNB</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>BernoulliNB(alpha=1e-10)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "BernoulliNB(alpha=1e-10)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nb_clf = BernoulliNB(alpha=1.0e-10)\n",
    "nb_clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = vectorizer.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = nb_clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 score: 0.973\n"
     ]
    }
   ],
   "source": [
    "print('F1 score: {:.3f}'.format(f1_score(y_test, y_pred, pos_label='ham')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Representación gráfica del límite de decisión"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Representamos el límite de decisión que generan este tipo de algoritmos mediante el uso de un conjunto de datos más sencillo y con menos características de entrada."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import colors\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "def plot_decision_boundary(X, y, clf):\n",
    "    mins = X.min(axis=0) - 0.5\n",
    "    maxs = X.max(axis=0) + 0.5  \n",
    "\n",
    "    xx, yy = np.meshgrid(np.linspace(mins[0], maxs[0], 71),\n",
    "                     np.linspace(mins[1], maxs[1], 81))\n",
    "    Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z[:, 1].reshape(xx.shape)\n",
    "    \n",
    "    gs = gridspec.GridSpec(1, 2)\n",
    "    gs.update(hspace=0.8)\n",
    "    \n",
    "    ax = plt.subplot(gs[0])\n",
    "    ax.contourf(xx, yy, Z, cmap=\"RdBu\", alpha=0.5)\n",
    "    ax.plot(X[:, 0][y==1], X[:, 1][y==1], 'r.')\n",
    "    ax.plot(X[:, 0][y==0], X[:, 1][y==0], 'b.')\n",
    "    \n",
    "    ax = plt.subplot(gs[1])\n",
    "    ax.contour(xx, yy, Z, [0.5], colors='k')\n",
    "    ax.plot(X[:, 0][y==1], X[:, 1][y==1], 'r.')\n",
    "    ax.plot(X[:, 0][y==0], X[:, 1][y==0], 'b.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generamos un conjunto de datos sencillo\n",
    "from sklearn import datasets\n",
    "import numpy as np\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "X = iris[\"data\"][:, (2, 3)]  # petal length, petal width\n",
    "y = (iris[\"target\"] == 2).astype(np.int64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Representación gráfica del conjunto de datos generado\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.scatter(X[:,0][y == 0], X[:,1][y == 0], c=\"b\", marker=\".\")\n",
    "plt.scatter(X[:,0][y == 1], X[:,1][y == 1], c=\"r\", marker=\".\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-3 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-3 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-3 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-3 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-3 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-3 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-3 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-3 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GaussianNB()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;GaussianNB<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.naive_bayes.GaussianNB.html\">?<span>Documentation for GaussianNB</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GaussianNB()</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Entrenamos un Gaussian Naive Bayes\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "clf = GaussianNB()\n",
    "clf.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AFG0OCx0Oh2bPnq2CggINHjy4xf369++v559/XsuWLdPLL78sh8OhkSNHyt7Kb5y5c+cqLS3N88rOzm5rmQAQUiu2V7ISchzqVFHuCencrA6HOu03rlHk6xrhqAGIdLRHAcQCwkK02c6dDSGdW329VFoavvOHugaYos1h4axZs7RlyxYtXry41f1GjBihW2+9VcOGDdPo0aP197//Xd26dVNhYWGLx8yZM0fV1dWeV3l5eVvLBADAcId6ZMth8f4r1GG16lBmVtiuEY4agEhHexRALPjqq68kSVlZ/B2OAPXr5xr225jNJhk1/6U/5w91DTBFm8LCu+++W8uXL1dxcXHA/0Fr3769zj//fJW2kjInJiYqNTXV6wUARqlP7ixrajezy0AUq+2SoXdnzJHjdMPIYbXq3elzVNslI2zXCEcNQCSjPQogFjidTh08eFCS1K0b7VMEKCvLNT+g7fT0STabVFjo+jxc5w91DTBFQAucOJ1O/ehHP9KSJUu0evVq9enTJ+AL1tfX6/PPP9c111wT8LEAAESKLWMnquy8S9Rpv12HMrNCEtL5ukY4agAiDe1RALGkurpa9fX1kqSuXbuaXA2i0rRp0rhxrmG/eXnGh3T+nD/UNSDsAgoLZ82apVdffVXLli1Tx44dtX//fklSWlqaOnToIEm69dZb1atXL82dO1eS9Mtf/lKXXHKJ8vLydPjwYT311FPas2eP7rjjDoNvBQCA8KrtkhHygM7XNcJRAxBJaI8CiCUHDhyQJKWkpCgpKcnkahC1srJCG9D5c/5Q14CwCigsnD9/viTp8ssv9/r8hRde0NSpUyVJe/fulbXRePVDhw7pzjvv1P79+9WpUyddcMEFWr9+vQYOHBhc5QAQI1au26EhPdPMLgMAogLtUQCxxD0EmV6FACJJwMOQfVm9erXXz88884yeeeaZgIoCAAAAmkN7FEAsqaurk+TqWQgAkaLNqyEDQCRKSJI6nDPI7DIAAAAAn06cOCHJtagSAEQKwkIAES/hcJl6XHqR2WXAYClVlcre8olSqirNLqVFGaVbdcGbryijdKvZpQAAgBhEWBgB7HapuNj1HqlKSqR581zvQBgENAwZAAAjDH5/ma4qnCur0yGHxap3Z8zRlrETzS7Ly7hnH9XgNW/JIskpacvoCVo56xGzywIAADGEsNBkCxdK06dLDodktUpFRa6VfSPJ1KnSiy82/DxlirRokVnVIE7QsxAAEFYpVZWeoFCSrE6HriqaG1E9DDNKt3qCQkmySBq85i16GAIAAEOdPHlSkpSQkGByJXHIbm8ICiXX+4wZkdXDsKTEOyiUXD/TwxAhRlgIAAirThXlnqDQzepwqNP+yGmYZW3f7AkK3SySeu34zIxyAABAjGrXzjXYr76+3uRK4tDOnQ1BoVt9vVRaak49zVm7tvnP160Lbx2IO4SFAICwOtQjWw6L918/DqtVhzKzTKroTPYBw9R0vVWnpK/6DzWjHAAAEKPcPQrdw5ERRv36uYYeN2azSXl55tTTnFGjmv+8oCC8dSDuEBYCiHgn03NV8eEGs8uAQWq7ZOjdGXPkON04c1itenf6HNV2yTC5sgaVeYO0ZfQET2DonrOwMo+VtgEAgHHccxW6hyMjjLKyXHMU2myun202qbDQ9XmkyM93zVHY2JQprs+BEGKBEwBA2G0ZO1Fl512iTvvtOpSZFVFBodvKWY9o87j/UK8dn+mr/kMJCgEAgOHcYSE9C00ybZo0bpxr6HFeXmQFhW6LFkmzZrmGHhcUEBQiLAgLAcSUk8clfbFVHc4h2Il0tV0yIjIkbKwybxAhIQAACJmkpCRJ0rFjx0yuJI5lZUVmSNhYfj4hIcKKYcgAYLJxBf31+b5qs8sAAABAmHXu3FmS9M0335hcCQA0ICwEAAAAAMAEXbt2lSRVVVXJ0XRlXgAwCWEhAAAAAAAm6NKliyTJ4XDo8OHD5hYDAKcRFgKIS46aA2aXAAAAgDiXkJCg1NRUSdLBgwdNrgYAXAgLAcQdWx1zwkSClKpKZW/5RClVlW3eJ9jtwTLi/MGeI9T3GC14DgCAaNW9e3dJUkVFhcmVxCm7XSoudr2bsd0IwV7DiBrDcZ+RLoaeAashA0CQqo6eVJezEswuI6oMfn+ZriqcK6vTIYfFqndnzNGWsRMD2ifY7eG4h1CfI9T3GC14DgCAaNanTx+VlpZq9+7dGj16tNnlxJeFC6Xp0yWHQ7JapaIiadq08G0Pxz2E+nijzhHtYuwZ0LMQAIIwfkCG2SVEnZSqSk+wI0lWp0NXFc316hHma59gt4fjHkJ9jlDfY7TgOQAAot3ZZ58tSfryyy9NriTO2O0N4Y7kep8xo6FXWKi3h+MeQn28UeeIdjH4DAgLAaAZfTufpXpHvdllxKROFeWeYMfN6nCo03673/sEuz0c9xDqc4T6HqMFzwEAEO369OkjibAw7HbubAh33OrrpdLS8Gw3QrDXMKLGcNxnpIvBZ0BYCAAR4vN91WaXEBaHemTLYfH+68dhtepQZpbf+wS7PRz3EOpzhPoeowXPAQAQ7ehZaJJ+/VzDRRuz2aS8vPBsN0Kw1zCixnDcZ6SLwWdAWAggalR8uMHvfY99sTWElRhvXEF/s0sIm9ouGXp3xhw5Tv+F6rBa9e70OartkuH3PsFuD8c9hPocob7HaMFzAABEu379+kmStm/fLqfTaXI1cSQryzWvnM3m+tlmkwoLXZ+HY3s47iHUxxt1jmgXg8/A4oyC/xrV1NQoLS1Nax55UilJHcwuB4BJEg6XqcelF/m3b5LU4ZxBLW6vT+4sa2q3Vs+x65ujslltPq+1YnulIQucrFy3Q0N6pgV9nmiRUlWpTvvtOpSZ1WKw42ufYLeH4x5CfY5Q32O0iPTncPxorX42dayqq6uVmppqdjloA3d7lO8QgNFOnjyplJQUnTp1SmVlZerdu7fZJcUXu901XDQvr/lwJ9TbjRDsNYyoMRz3Gemi4Bn4255hNWQAcclW943qJZ+BIUKntkuGz1DH1z7Bbg+WEecP9hyhvsdowXMAAESrhIQEDRgwQJ999pn+9a9/ERaGW1ZW68FOqLcbIdhrGFFjOO4z0sXQM2AYMgAEafyADFUdPWnIueJl3kIAAAA0GDZsmCRp8+bNptYBABJhIQC0KNwrIsfTvIUAAABo4A4LP/30U3MLAQARFgIAAAAAYKr8/HxJ0vr161nkBIDpCAsBxKSTx/1bEdlRcyAM1QSGociRI6WqUtlbPlFKVaWp54h1PCMAQLzLz89Xhw4d9PXXX2v79u1ml4NIY7dLxcWudzOOjxc8Jw/CQgBR42R6rio+3GDY+Wx13xh2LkmGzFvIUOTIMfj9ZZo+c6Im/3Kmps+cqMHvLzPlHLGOZwQAgJSYmKiRI0dKklavXm1uMYgsCxdKvXtLY8e63hcuDO/x8YLn5IWwEAB88GfewvEDWIU1lqRUVeqqwrmyOh2SJKvToauK5gbU882Ic8Q6nhEAAA3GjBkjSSouLja5EkQMu12aPl1yuNpKcjikGTP87/kW7PHxgud0BsJCAGhF385nmXJdhiKbq1NFuSfAcrM6HOq03/8GgxHniHU8IwAAGlx++eWSXGFhfX34FtlDBNu5syHAcquvl0pLw3N8vOA5nYGwEEDMMmPeQoYix4ZDPbLlsHj/FemwWnUoMyus54h1PCMAABpcdNFFSk9PV1VVlT7++GOzy0Ek6NdPsjaJbWw2KS8vPMfHC57TGQgLAUSdSJ23kKHIsaO2S4benTFHjtONBofVqnenz1FtF/+/YyPOEet4RgAANGjfvr2uvvpqSdIbb7xhcjWICFlZUlGRK7iSXO+Fha7Pw3F8vOA5ncHijIJ12WtqapSWlqY1jzyplKQOZpcDwGQJh8vU49KL/Ns3SepwzqBW96lP7ixrardW99n1zVHZrDaf11uxvVJdzkrwq7bWrFy3Q5I0pGda0OdC26VUVarTfrsOZWa1OcAy4hyxLh6e0fGjtfrZ1LGqrq5Wamqq2eWgDdztUb5DAKG0ePFi3XTTTRo4cKC2bvU9QgZxwm53DYnNy2tbgBXs8fEiDp6Tv+2ZdmGsCQBMceyLrT4DQyNVHT0ZdGA4rqC/JzCEeWq7ZAQdXhlxjljHMwIAwGX8+PFq166dtm3bptLSUuXF8TBINJKVFVx4Fezx8YLn5MEwZAAx7eRx3/vY6r4xbN5ChiIDAACgrdLT03XZZZdJkv7+97+bXA2AeEVYCCAqGTlvoT/6dj5L9Q7/V6UzaqETVkUGAACIL9///vclSf/3f/9nciUA4hVhIYCoczI9N+Bj/FkV2Sj0LgQAAEBb/cd//Ifat2+vzZs3a9u2bWaXAyAOERYCiHlGDkUOpHehUehd2HYpVZXK3vKJUqoqTdluRI2xIB7uEQAAo3Tp0kXjx4+XJL3yyismV4Og2e1ScbHrva37BLvdiBqjXTzco4EICwFELTOGIgfCqKHIaJvB7y/T9JkTNfmXMzV95kQNfn9ZWLcbUWMsiId7BADAaDfffLMk6dVXX5XT6TS5GrTZwoVS797S2LGu94ULA98n2O1G1Bjt4uEeDWZxRsF/edxLO6955EmlJHUwuxwAESLhcJl6XHqRf/smud5bWxW5PrmzJMma2q3FfXZ9c1Q2q82va67YXhn0qsiSPKsiD+mZFvS54kVKVaWmz5woq9Ph+cxhtaro2WWq7ZIR8u1G1BgL4uEe/XX8aK1+NnWsqqurlZqaanY5aAN3e5TvEEA4HD16VJmZmTpy5IhWrVqlsWPHml0SAmW3u4IpR0M7SDabVFbWsOKur32C3W5EjdEuHu4xAP62Z+hZCCAu+DsU2RezFjpBYDpVlHsFVJJkdTjUab89LNuNqDEWxMM9AgAQCmeddZZuueUWSdL8+fNNrgZtsnOnd0AlSfX1Ummp//sEu92IGqNdPNxjCBAWAohq4R6KHAijFzph7kL/HeqRLYfF+684h9WqQ5lZYdluRI2xIB7uEQCAULnrrrskSUuXLlVFRYXJ1SBg/fpJ1iaRi80m5eX5v0+w242oMdrFwz2GAGEhgKgV6KrIJ4/7typyJC50Qu/CwNR2ydC7M+bIcbph4LBa9e70OZ6hr6HebkSNsSAe7hEAgFAZMmSICgoK9O233+q5554zuxwEKitLKipyBVOS672w0Hvoq699gt1uRI3RLh7uMQSYsxBAVEs4XCZJAc1d2Nq8hZJr7sLW5i2UmLswWqRUVarTfrsOZWY1G1CFersRNcaCeLhHX5izMPoxZyEAM7z88sv64Q9/qKysLO3evVvt2rUzuyQEym53DXnNy2s5oPK1T7Dbjagx2sXDPfrB3/YMYSGAqGfWQieS/AoMjQoLJVdgSFgIRB/CwuhHWAjADMePH1dOTo4OHDigl19+2bNKMgC0BQucAEAzjFzoJBBGLHQiuYYjM3chAABAfEhKStLs2bMlSU888YQcTRdqAIAQICwEEPVOpueGZKETo+YuNHqhE4nFTgAAAOLFzJkz1bFjR23ZskXLly83uxwAcSCgsHDu3LnKz89Xx44d1b17d02aNEk7duzwedxrr72mc889V0lJSRoyZIjefvvtNhcMAMHyZ6GTSO9dCADxivYogHiTnp6umTNnSpIef/xxRcFMYgCiXEBh4Zo1azRr1iz985//1HvvvadTp07pqquuUl1dXYvHrF+/XjfddJOmTZumTz/9VJMmTdKkSZO0ZcuWoIsHgMZC0bvQH4H0LmQ4MgAEh/YogHj04x//WElJSfr444+1cuVKs8sBEOOCWuDkwIED6t69u9asWaPLLrus2X0mT56suro6r+7Sl1xyiYYNG6YFCxb4dR0WOAHgD6MXOpEid2VkyfzVkVOqKtWpolyHemS3vFJwENv93QehF+rvIR6+ZxY4CZ1wt0f5DgGY5f7779e8efM0ZMgQffrpp7LZ/Gt/xjy7Xdq5U+rXr+WVgkO5HeERju8hDr7rsCxwUl3t6tXSuXPnFvf56KOPdOWVV3p9Nm7cOH300UfBXBoAmuVv70J/FjpxM2ruQrdYGI48+P1lmj5zoib/cqamz5yowe8vM3S7v/sg9EL9PfA9I1i0RwHEi4ceekjp6en6/PPP9dJLL5ldTmRYuFDq3VsaO9b1vnBheLcjPMLxPfBde2lzWOhwODR79mwVFBRo8ODBLe63f/9+ZWR49xLIyMjQ/v37WzzmxIkTqqmp8XoBgC8n03MDPibccxfGwmInKVWVuqpwrqxO12p8VqdDVxXNVUpVpSHb/d0HoRfq74HvGcGiPQognnTu3FkPP/ywJOnhhx/W0aNHTa7IZHa7NH265F4h2uGQZsxwfR6O7QiPcHwPfNdnaHNYOGvWLG3ZskWLFy82sh5Jromr09LSPK/s7GzDrwEAZvUuHD8gw/DeheEMDDtVlHvCHTerw6FO++2GbPd3H4ReqL8HvmcEi/YogHhz9913Kzc3V/v27dO8efPMLsdcO3c2hDtu9fVSaWl4tiM8wvE98F2foU1h4d13363ly5eruLhYWT7GcWdmZqqy0ruHQGVlpTIzM1s8Zs6cOaqurva8ysvL21ImgDh0Mj03oIVOzFoZWYre4ciHemTLYfH+68NhtepQZpYh2/3dB6EX6u+B7xnBoD0KIB4lJiZq7ty5kqQnn3xS+/btM7kiE/XrJ1mbRBo2m5SXF57tCI9wfA9812cIKCx0Op26++67tWTJEr3//vvq06ePz2NGjBihVatWeX323nvvacSIES0ek5iYqNTUVK8XAISSr8BQ8t27sG/nswLqXWi0cPUurO2SoXdnzJHj9F+oDqtV706f41mYItjt/u6D0Av198D3jLagPQog3k2ePFmXXHKJamtr9cADD5hdjnmysqSiIleoI7neCwsbFqYI9XaERzi+B77rMwS0GvLMmTP16quvatmyZerfv6EnS1pamjp0cK1SfOutt6pXr16ef+1Yv369Ro8erSeeeEITJkzQ4sWL9fjjj2vTpk2tzi3TGKshAwhUICsjS67VkY1aGVmSX6sjr9ju6uUSrasjp1RVqtN+uw5lZrW82nEQ2/3dB6EX6u8hHr5nVkM2jtntUb5DAJFg06ZNys/Pl8Ph0KpVqzR27FizSzKP3e4aLpqX1/JqxqHcjvAIx/cQB9+1v+2ZgMJCi8XS7OcvvPCCpk6dKkm6/PLLlZubq0WLFnm2v/baa3r44YdVVlamfv366X/+5390zTXX+HtZwkIAAWtLWCgZFxj6ExZK0R8YAvAPYaFxzG6P8h0CiBR33323nn32WQ0YMECbN29WQoIx7UkAsSskYaFZCAsBtEWoehdKajUwDKR3oeQKDI0KCyUCQyASERZGP8JCAJHm0KFD6t+/vw4cOKAnn3xSP/nJT8wuCUCE87c90+bVkAEgGgSy2Ilk7GIn/s5fKBm32IlkzgrJAAAACK9OnTrpqaeekiT94he/UGkcr9wKwFiEhQBi1sn03MD2P+7/vv4sduIv92InoQgMAQAAELt++MMfauzYsTp27JimTp2q+nr//7EaAFpCWAgg5gXSu/Dkcf97F/oKDCX/exeGKjA0s3dhSlWlsrd8opSqyma3Z5Ru1QVvvqKMUt8rUbf1GvGAZxAdtu6vMbsEAEAMslqtWrhwoVJSUrRu3Tr97ne/M7ukyGO3S8XFrvfmlJRI8+a53kNx/njBc4gphIUAYpq7d2E0DEd2B4ZGMyMwHPz+Mk2fOVGTfzlT02dO1OD3l3ltH/fso7rlwds05s+/0y0P3qZxzz5q+DXiAc8gOjAlAAAglHJzczVv3jxJ0oMPPqitW9v+D7ExZ+FCqXdvaexY1/vChd7bp06VLrpIuv9+1/vphbIMO3+84DnEHMJCADEvWoYjS67AMNrnL0ypqtRVhXNldTokSVanQ1cVzfX0fMso3arBa96Sez1Ti6TBa94KqIehr2vEA55BdHD/2bvi4n4mVwIAiGV33HGHrr76ap04cUI33XSTjh8PoEEbq+x2afp0yeFqK8nhkGbMaOj5VlIivfii9zEvvuh/D0Nf548XPIeYRFgIIG6EqnehP4FhIIudSNG94EmninJPgOVmdTjUab+rwZC1fbMnKHSzSOq14zPDrhEPeAaRz/1njjlEAQChZrFY9MILL6hbt276/PPPNXv2bLNLMt/OnQ0Bllt9veReCGbt2uaPW7fOmPPHC55DTCIsBBAX2tq70IjhyG5mz18ohScwPNQjWw6L918vDqtVhzKzJEn2AcPkbHKMU9JX/Ycado14wDOIbASFAIBwy8jI0MsvvyyLxaLCwkK98sorZpdkrn79JGuTyMNmk/LyXL8eNar54woKjDl/vOA5xCTCQgBxJdDFTvzl73DkeAgMa7tk6N0Zc+Q43WhwWK16d/oc1XZx3VNl3iBtGT3BExg6JW0ZPUGVeYMMu0Y84BlELoJCAIBZrrrqKj388MOSpOnTp2vbtm0mV2SirCypqMgVXEmu98JC1+eSlJ8vTZnifcyUKa7PjTh/vOA5xCSL0+ls2sEj4tTU1CgtLU1rHnlSKUkdzC4HQBRLOFwmSepx6UX+H5MkdTin9SCrPrmzJMma2q3V/XZ9c1SSZLPa/Lr2iu2u+ee6nJXg1/7+WLluhyRpSM80w87ZnJSqSnXab9ehzKxmA6yM0q3qteMzfdV/aEBBYSDXiAc8g8jSUlB4tPaI7hwzSNXV1UpNTTWjNATJ3R7lOwQQ6err6zVu3DitWrVKAwcO1IYNG5ScnGx2Weax211DYvPymg+wSkpcQ48LCvwPCgM5f7zgOUQFf9szhIUA4k7C4bKAw0LJ2MDQ37BQcgWGRoaFUvgCQyCetNajkLAw+hEWAogmlZWVOv/881VRUaEf/OAHnuHJAOKbv+0ZhiEDiEttGY5s1PyFgS54YvQKyZIrzBhX0D+sqyQDsYyhxwCASJKRkaHFixfLZrPp1Vdf1VNPPWV2SQCiCGEhgLjjXuwkFPMX2uq+8Tl/oZuZKyS7uQNDQkOg7QgKAQCR6LLLLtPvfvc7SdJ///d/68033zS5IgDRgrAQQFwKdHVkN1+9C92iYcETt3CulAzEGoJCAEAkmzlzpv7zP/9TTqdTP/jBD7RlyxazSwIQBQgLAcS1UA5HjvbAsP3G3bL+6WO137i72WMySrfqgjdfUUapfwFqUylVlcre8olSqirbdLwRfN2DETUGe45wPKdI+C6iEUEhACDSWSwW/f73v9eYMWNUW1ur6667TpWV0fP3vX35ZhXPfE325Ztb3qmkRJo3z/XepovYpeJi17tZfN1DsDWafXykXAN+Y4ETAHGtrasjS+atkCyFZtETqWHhk7P/uFW//OJuOWSTVfX6+Tl/UPKvR3r2G/fsoxq85i1ZJDklbRk9QStnPeL3dQa/v0xXFc6V1emQw2LVuzPmaMvYiQbfTet83YMRNQZ7jnA8p0j4LqJNW0JCFjiJfixwAiCaVVVV6ZJLLlFpaamGDx+u4uLiiP9v2cKC5zV9/RRPe7Ro5Iuatu52752mTpVefLHh5ylTpEWLArjIQmn6dMnhkKxWqahImjbNiPL95+segq3R7OMj5RqQxGrIAOC3tgaGvsJCKToDw5LCf+j3z90qhxpqselbPf3Tv+vUBX2UUbpVtzx4mxqvp+eU9PLjL6gyz/czSamq1PSZE2V1OjyfOaxWFT27TLVdMgy8k5b5ugcjagz2HOF4TpHwXUSbtvYmJCyMfoSFAKJdaWmpRo4cqQMHDmj06NF655131KFDZP7/tX35ZvW+bsgZ7dGyN7co69phrg9KSqSLmmm/b9gg5ef7cRG71Lu3K6DyXMQmlZVJWVlB1e83X/cQbI1mH++PSPge4girIQOAn9oyf+HJ4/7NXxjICslSYIuehGKVZEk695C8GmaSVK92qt/sGladtX2zV8gmSRZJvXZ85tf5O1WUe4VTkmR1ONRpf/iGHPi6ByNqDPYc4XhOkfBdRBOGHQMAolleXp5WrFih1NRUrVmzRjfeeKNOnTpldlnN2vn2zmbbo6UrShs+WLu2+YPXrfPzIju9AypJqq+XSkub3z8UfN1DsDWafXykXAMBIywEALkCw0DmL3TzNzD0Z4XkSAkMzyrIklXeNdj0rWzDXL0j7QOGqWmXdKekr/oP9ev8h3pky2Hx/uvHYbXqUGb4/uXQ1z0YUWOw5wjHc4qE7yIaNF4xnKAQABDNhg8frjfffFNJSUl66623NHXqVDmaBjURoN81/Zptj+aNz2v4YNSo5g8uKPDzIv1cQ169LmKT8vKa3z8UfN1DsDWafXykXAMBIywEgEZCseCJFF2BoW3Uufr1kCLZ9K3rZ32r+3N/r1MX9JEkVeYN0pbREzxhm3u+P3+GIEtSbZcMvTtjjhynGwUOq1XvTp8T1mGvvu7BiBqDPUc4nlMkfBeRrnFISFAIAIgFl112mV5//XW1a9dOr776qu6++25F2uxkWdcOU9HIF73ao4UjX2oYgiy5hulOmeJ94JQp/g1BllxDXIuKXMGU5HovLAzv0Fdf9xBsjWYfHynXQMCYsxAAGomEBU+kts9hKMmweQzr1/5bR9fbddbILNlGnetZ/GRIzzRJrnn/eu34TF/1H+p3UNhYSlWlOu2361BmlmnhlK97MKLGYM8RjucUCd9FJDKyNyFzFkY/5iwEEGsWL16sH/zgB3I6nbrvvvv0m9/8RhZL04lazGVfvlmlK0qVNz7POyhsrKTENWy3oMD/oNDrInbXkNe8PPMCKl/3EGyNZh8fKdcAC5wAQFsRGLasaWAIxKJQDDkmLIx+hIUAYlFRUZFmzJghSZo9e7bmzZsXcYEhAOOwwAkAtFFbFzyRfA9Jdi94EsohyZJCsvCJ1BCeNJ7DDYglzE0IAIgn06dP14IFCyRJv/3tbzV79uyIG5IMIPwICwGgGW1Z8CSeAsPGoSEQC9wBOHMTAgDizYwZM1RUVCRJ+v3vf6877rhD9fX+tz0BxB7CQgBoRSwEhqEODelliGgWrpWOvzkWmj+HAAAY4c4779SiRYtktVr1/PPPa/LkyTpx4oTZZQEwCWEhALTAPRw5EgPDdvu+UocPP1C7fV+1eMz4ARkh72UoqcVehoer2qt0S0cdrmofsmsDwQjXSseh/PMHAIBRpkyZotdee00JCQl6/fXXdfXVV+vw4cOtH2S3S8XFrvcIFQUlAhGHsBAAWhGJgWHKyy8od/hAZX1vgnKHD1TqKy+2ely4AsPGvQw3vN9Vj888T4W/PFePzzxPG97vGrJrA4EK15Bjd8/e8QMy9J3+3UN2HQAAjPK9731Pb731ljp27Kji4mKNGjVK5eXlze+8cKHUu7c0dqzrfeHC8BbrhygoEYhIrIYMAH5oywrJkv+rJEt+rpRst6tdXp4sDofnI6fNprKNW/Vtz16tnj/UKyW7VVXadO91PeR0NqykZ7E69eCz/1J6l1MhvTbQmsa9X0M9L6E7nHeH9bVHajS8by9W0o1irIYMIJ5s3rxZ11xzjSoqKtSrVy+98847GjJkSMMOdrsrfWvUJpXNJpWVSVlZYa+3OVFQIhB2rIYMAAYKdQ9Dyb9ehpbSUq+gUJIs9fVqv/tLn+d3D0sO5TyGkrS/vJ1XUChJTodFVfuTQnZNoDVN5yUMd1AIAEC0GTZsmD766CMNGDBAX331lS699FK9//77DTvs3OmdwklSfb1UWhreQlsRBSUCEYuwEAD8FAmBoTMvT06r93+6nTabTvU52+96Qj0sOTP7W1ms3p3WLRanDlh8D7UGjBbukNA97JigEAAQ7Xr37q1169Zp1KhRqqmp0fjx4/XKK6+4NvbrJzVpk8pmk/Lywl9oC6KgRCBiERYCQABMDwyzslQ/f76cNpskV1C4/6lndCIzM6B6QtnLsEtGve548JCspwNDq9WpOx46pOT0E6ycjLAJ17yEbvQmBADEok6dOundd9/VjTfeqFOnTumWW27RAw88oG8zM6WiIlf6JrneCwsjanxvVlbElwhELOYsBIA2MH0OQ7tdll275OzbV8rK0q5vjno22ay2gGoK1VyGVZU2VdrbKSPrW3XJqPd8vnLdDs+vh/RMM/SaiG/hnJPQrXHY3lpQyJyF0Y85CwHEM4fDoYceekhPPPGEJGn06NH6y1/+ooxTp1zjevPyIjaFs9sjvkQgbPxtzxAWAkAbmR4YNsMdGrY1MJRCvwCKG6EhjGJGSCgF1puQsDD6ERYCgPT666/rtttu05EjR9SzZ0+99tprGjlypNllAfATC5wAQIiFa0iyre4bOWoOtLrwiVvfzmdJkuod9T729NZ4jrVQLn7SWOPhoQxPRluEe+ESt8bD9xl2DACIJzfccIM2bNigAQMGaN++fRo9erT+8Ic/KAr6IAEIAD0LASBI4ehhKIWvl6EUuqHJvtDbEP4wqyeh1Pa5CelZGP3oWQgADWprazVt2jT99a9/lST94Ac/0IIFC9SxY0eTKwPQGnoWAkCYBNPD8ORxVw9DI1ZKbqqtvQwl7xWTw9XTUKK3IVpnVk9CKbiVjusd9W36cwgAQKRKSUnR4sWLNW/ePNlsNr366qu64IILtGnTJrNLA2AAehYCgEHa2sNQats8hpJ/vQyDWfxEMq+XoeTd01Cit2E8MrMXoeT/AiYtcYeE3dp9q65du9IrLYrRsxAAmvfhhx/qBz/4gcrLy9W+fXv96le/0gMPPCCbLfB2J4DQYoETADBBuAJDe0U77ajoqry+3yrn3C5+nb/psOT9+ywq+9Kq3LMdyuzp+68Co0PDqkqb9pe3U2a292rJLYnWIcopVZXqVFGuQz2yVduF+e38YXZAKBkXEkquXr41NTWEhVGOsBAAzmS3Szt3Sl27HtLPfnabli1bJkm69NJL9eKLL+rss8/26/h+/cxbqTgSagi5uLhJ+INhyABggpPpuTqZnhvwkGTJ/4VPnl/cSX1H9tf467vqnGEZWvjHOr/O33hY8l9etury4Wfp1u910OXDz9Jrr7TzebyRQ5NXL0vWvd/tocfv6q57v9tDq5cl+zzGPex0XEF/z3DUSB+mPPj9ZZo+c6Im/3Kmps+cqMHvLzO7pIjV9DsN9zDjxhrPSxhMUNi381meP3cAAMSahQul3r2lsWOlYcM66dprl2jhwoVKSUnRhx9+qPPOO0/PPfdci4ufND6+d2/Xz+EWCTWEXFzcJIxGz0IACJGEw2VB9TCUzuxlaK9op74j+8vhsHg+s9mc2vFppbJ6Ovwalmy3S3l57bzOYbU5tXrjUb96GEoNvQylwHsaVlXadO93e8jZ+PpWp377RoVfPQwbi+RhyilVlZo+c6KsTofnM4fVqqJnl9HD8LSmYa9Z4aBbsCscN+1N2Bg9C6MfPQsBoIHd7sqdHA3NHNlsUlmZdOrUbk2dOlUffPCBJOmaa65RYWGhshr1aGvt+HB1fIuEGkIuLm4S/jp69Kj279+vvn370rMQAMzi7mHY1oVPpDN7GZbuTvQK+SSpvt6ism3HJPm3+ElpqeWMczjqLdqz2/+/Ehr3uAq0p+H+8nZeQaEkORwWVdp9925sqnFvQ8m7d5rZvQ47VZR7BYWSZHU41Gm/3aSKIkNLPQjNDAob/x4ONiikNyEAIB7s3OmdP0lSfb1UWir16dNHxcXFevrpp5WYmKi3335bgwYNUlFRkaeXYWvHh0sk1BBycXGT8Mc777yjQYMG6Z577vFr/8D/zwwA4LeT6blKOFymig83BNzL8ORxVy/DY19s9fQwzOtzQlar84yehX1zT8hWV6f65M6ewLClXoZ5ec4zzmG1OZXV+5QC/Tckd7CyYnulJ2zx1dMwM/tbWazOM3oWZmR9G9C1m2oaNq1ct8MrMAx3r8NDPbLlsFjP6Fl4KDO+/hW3udDW7B6EbsHOSyh5h4QAAMSLfv0kq/XMDmt5ea5fW61W3Xfffbr66qs1bdo0ffTRR5oxY4YWL16sBQsWqF+/c1o9PhLuISbExU2iNRUVFZo9e7b++te/SpJOnTrl13H0LASAEDuZnitJQc9jeOyLrcrq8a3mz90nm831r7I2m1N/fHyfsnq4gjZb3Tey1X0jqeVehllZ0vz59V7nmP/HemX2dHoNowxEID0Nu2TU644HD8lqdV3fanVq2oOHAh6C7EvjHmtN5zkMR6/D2i4ZenfGHDmsrr9qHVar3p0+J+aHIDf3nJt+F2Zz/x51/75t67yEBIUAgHiVlSUVFblyJ8n1Xlh45sjWAQMGaO3atXrmmWfUoUMHFRcXa8iQISos/Jn+8IcTPo+PhHuIanFxk2iOw+HQ/Pnzde655+qvf/2rrFar7r//fm3Y4N//kzJnIQCESTArJUveqyXbK9ppV1mi+uae8ASFTdUnd/b8urlehna7tGuXRX37Or3aC01XTW4Lf+Y0rKq0qdLeThlZ/q2GbLRwzXeYUlWpTvvtOpSZFZNBYST3HGwq2KHGUuvzErbm8Fdfqnufc5nvLooxZyEAnMlud41ozcvznT/t2rVLd999t1asWCFJys3N1SOP/Em5uVf6dXyoBHIPUSsubhJu//rXvzRjxgx9/PHHkqT8/HwVFhbq/PPP97s9Q1gIAGEWTGjYODD0lzs09GfxEzd3YCiFPjSMBE2DQ7dIWjAlUkRTOCgZM9TYrS09Cd09fOv271WXwSMImqIYYSEABM/pdGrJkiW69957Zbe75nGeMGGC5s2bp3POOcfk6oDodujQIf3yl7/U//7v/6q+vl4dO3bU448/rrvuuku2071LCQsBIIIZ2cvQX4SGgWkpQJRiP0RsbZh2JAeDjUVKSCi5pgeoOVJLWBjlCAsBwDi1tbX61a9+pXnz5unbb79V+/btde+99+rhhx9WWlpst7MAo504cUJ//OMf9atf/UqHDh2SJH3ve9/T73//e/Xq1ctrX8JCAIhwZgaGkjmhoRSdwWFTrQWJUuSHif7M2RgtoWBjTefKNCMklBqCQvf8oZIIC2MAYSEAGG/Hjh2677779Pbbb0uSunfvrp///Oe68847lZAQne1EIFycTqf+8pe/6MEHH9Tu3bslSYMGDdLTTz+tcePGNXtMyMLCDz74QE899ZQ2btyoiooKLVmyRJMmTWpx/9WrV2vMmDFnfF5RUaHMzEy/rklYCCCWRUsvQ4nQ0F++wsTmtDVgbOtiLdEYBrbEyF6EUvAhoeQdFEqEhUYzsz3KdwgAxnv77bf14x//WF988YUkqW/fvvr1r3+t73//+7JaWZcVaOqDDz7QAw88oJKSEklSjx499Ktf/UpTpkxRu3btWjzO3/ZMy2doQV1dnc477zzdfvvt+t73vuf3cTt27PAqpHv37oFeGgCiRmV1svYeTFdO18PKSKtrdd+T6blKOFymig83+B0YPrskT2+uz9F1I/dq1vWlSkhyrZgsNYSG9op2Kt2dqLw+Zy6CYqv7RvaKdtpRkaC8vt8q59wufl3XHZ7s+uaoNm90auPH7ZQ/wqmh5zvO2Lfdvq/U/stdOnV2X33bs9cZ269N+9azfXmjvCsWgsNAg7iV63YQ+gXI6F6EUmhCQoQG7VEA8M1ul3bulPr1C92aFvPmSa+/Lt1wg3TffYHX4N4+dOg1+vzzK/Xcc8/p0Ucf1a5du3TTTTfpf/7nf/TEE0/oO9/5jiwWS7M1lJRIa9dKo0ZJ+fnN7OBvEaF8UIBB/v3vf+unP/2p3njjDUlSSkqKfvKTn+i+++5TcnKyYdcJahiyxWLx+19yDx06pPT09DZdh56FAKLJ0pKBemzJGDmcVlktDj10fbEm5W/zeZy7h6HUei/D/jdPVFVNoiSLJKe6pJ7QjleWuc5xupfh/226VHfN6SmHwyKr1an5c/fp9v93yHOO5xd38tr+7Lxq3XbLUb97Gk6bZtWf/2z11DDp+yf1P3845dme+sqL6n7/PbI4HHJarfr66d+r5uYpPrc37m0oxUZwCGMZ3YtQCk9ISM/C0Al3e5TvEEA0WLhQmj5dcjgkq1UqKpKmTTP2Gt27Swca/ipUt27S11/7X0NL22tra/XMM8/oqaee0pEjRyRJo0aN0q9+9SuNHj3aq4apU6UXX2z4ecoUadGiRju0tQggwmzdulWPP/64Fi9eLIfDIZvNpjvvvFO/+MUvlJHhf5vY3/ZM2PrzDhs2TD169NB3vvMdrVu3rtV9T5w4oZqaGq8XAESDyupkT1AoSQ6nVY8tGaPKat//ynMyPVcn03MlSRUfbmh2n2eX5DUKCiXJoqqaRD27JM91juPSVwc6eIJASXI4LJr5YE/ZK1ydye0V7c7Yfvf9abLvs8pRc8ArAGlOSYkaBYWuGpb+NUGbNzpV76hXu31feYJASbI4HOr+wL1qt+8rSWp1+/gBGZ6X5AqG3C/Er8a/D5r+Hmmreke959W381lBzUtIb8LoQXsUQDyw2xvyL8n1PmOG63OjzJvnHRRKrp/nzfOvhta2p6Sk6Gc/+5l27dql2bNnKzExUWvXrtXll1+uK6+8UqtXr5bT6VRJiXdQKLl+Pj0qM7gigAixceNGfe9739PgwYP16quvyuFwaOLEidqyZYvmz58fUFAYiJCHhT169NCCBQv0+uuv6/XXX1d2drYuv/xybdq0qcVj5s6dq7S0NM8rOzs71GUCgCH2Hkz3BIVuDqdV5VXpfp+jcWDYNDR8c32OGkI6N4ve+qjhv5P/3t3REwS61ddbtKssUZJUujux2e1l2455Qo/WQsN16xoHhQ017N3qCltspV94gkDP1vp6td/9pSSp/Ze7Wt3uRnAYvxp/10YGhFJDSCipzSGho+ZAwCHhsdLtAV0HxqI9CiCe7NzZkH+51ddLpaXGXeP115v//O9/968Gf2rs1q2bnnnmGZWWluquu+5S+/bttWrVKo0ZM0YjRozQH//4ebM1eP4tyIgiAJOsW7dOV199tS688EItWbJEFotFN9xwgzZt2qSlS5fq3HPPDen1A56zMFD9+/dX//4N8ymNHDlSu3bt0jPPPKM///nPzR4zZ84c3ddowoOamhoaaACiQk7Xw7JaHF6BodXiUHaXwwGdxx0YNp3L8LqRe/XJv7vKO6xzasKIcs9PfXsekdXilMPZsI/N6lDf3BOSpLw+J2S1Or0CQ5vN6dnuDkDqkzt7AsPGw5MLChxy/VuTdw0jRjhcwcvwwXJarV6BoNNm06k+Z0uSTp3dt9XtzWkcEq3YXukVGDJUOTaEYg7CxtwBoRT4cGOp+RWO/eGeSxTmoj0KIJ706+caUds4B7PZpLw8465xww3S+vVnfu6eRtZXDYHUmJWVpT/+8Y/6yU9+oqeeekrPP/+8Pv74Y3388e2SNqjpP2IXFMj4IoAwcDqdWrVqlR577DGtXr1akmSz2XTTTTdpzpw5GjhwYNhqMWVZoYsuukilraT1iYmJSk1N9XoBQDTISKvTQ9cXy2pxNTrccxb6WuSkJU17Gc66vlRdUk9Ick8365qzcNb1Df9N7dn1mObdXSKb1VWDzerQ72Z/oi5H/qVjX2xVVo9vNX/uPtlsrnPYbE798fF9zS6C0lxPw/x86Yc/dHjV8MMfOhomlM7KUv38+XLaXKslO2027X/qGZ04veLotz176eunf++1/evf/K7ZRVCa07iX2fgBGWf0QkP0aPq9GdmDUGp+qHHYehJ+sdUTFJ48Lp06EdBlEQa0RwHEqqws19R7p5tastmkwkJj1+647z7XHIWNdevWsMiJrxraUmNubq6effZZlZWV6cEHH1Ra2k5Ji9S4TfqDH5zyapMaXgQQAsePH9eLL76o4cOH6zvf+Y5Wr16t9u3b684779SOHTv05z//OaxBoRSGBU6a853vfEcdO3bU3919lH1ggRMA0aayOlnlVenK7uJ7NWR/uRdA6XHpRXp2SZ7e+ihbE0aUewWFje072EFfVqTo7B616tn1mOscSQ3bqzqep11lieqbe+Zqyc2pT+7s+bU1tZtKSqSPPrJqxAhHiyvPWXbtkrNvXykrS7u+Oeq1OXH/frXf/aVO9Tnb76DQl6YLpEj0PIwkoe496GZUL0KpbasbNw4J3Y4cPao+k29ncYwQCHd7lO8QQLSw210javPyQrsa8t//7upR2NJqyK3VEEyNNTU1Kiws1BNPrNI335wraZ1SU7/Q1KlTNWPGjIZwJZRFAEHYu3evFixYoD/96U86ePCgJKlDhw6644479F//9V8hGdHgb3sm4LCwtrbW86+w559/vubNm6cxY8aoc+fOysnJ0Zw5c/TVV1/ppZdekiT99re/VZ8+fTRo0CAdP35czz33nP73f/9X7777rq644oqAboawEEC883fFZJ/naRQadjhnUEDHNg0N26JpcGiz2tp0Hl8ID83TUi/PSA0IpdCEhG6EhcYysz3KdwgAkeX48eP685//rKefflo7duzwfH7ZZZfprrvu0vXXX6/ExEQTKwQaOJ1OFRcX6w9/+IOWLVsmx+lh8NnZ2brrrrs0ffp0denSJWTX97c9E/CchZ988onGjBnj+dk9l8uUKVO0aNEiVVRUaO/evZ7tJ0+e1P3336+vvvpKZ511loYOHap//OMfXucAAPinpbkMAz7P6TAjIakh4PA3NGwcorjjmUBDw8Zhzq5vjnqCHqNDw6bBVNP5Dt0IEIPX3HMNVTDo1jgglCIzJERo0B4FALglJSXpzjvv1LRp0/Tuu+9qwYIFevPNN/XBBx/ogw8+ULdu3XT77bdr+vTpOvvslufIBkLp4MGDeuWVV1RUVKRt27Z5Ph8zZozuvvtuffe731W7diFfVsRvQQ1DDhd6FgJA8xoPTQ7qPEH0NJSM6W0oefc4DFVvw6aa630oESC2xoxg0M2ogFAKb0hIz8LoR89CAIgedrtdzz33nP70pz9p3759klzTVowbN0633367rrvuOiUlJfk4CxCc+vp6vffee1q4cKGWLVumU6dOSZKSk5N16623atasWRo0KPD/9wpGyIYhm4GwEABaZtTQZClyQkPJnODQraUAUYqvEDHcQ4lbEkkBodS2noSEhdGPsBAAos+3336r5cuXa8GCBVq5cqXn8/T0dE2ePFk333yzCgoKZLWasvYrYtSOHTv00ksv6aWXXpLdbvd8Pnz4cN1+++265ZZblJaWZkpthIUA0ILK6mTtPZiunK7GLT5itK3l3fRpWU+dn7tPg7IP+D5AZ4aG+w520K59HdW35xHPAieNbfqik/65rZsuGXhAw8855H2uJOmrAx2066uOGjSqh18LoDQVquBQCl942G7fV2r/5S6dOruvvu3Zq9UQ0S1awkR/Vo4OdyjYmJEBoWReSOhGWBj9CAsBGM1ul3bulPr1i9x1NUpKpLVrpVGj1PyCdj74ukdf5zfyGe3atUsLFy7Un//8Z68AJycnRzfddJNuvvlmDRkyJLiLhEo0/GaJc+Xl5Xr99de1ePFiffzxx57PO3furFtuuUW33Xabhg0bZl6BpxEWAkAzlpYM1GNLxsjhtMpqceih64s1KX+b7wPD6JHXrtDyTQMkWSQ5de3w7Xr0xlV+H59wuEx//9dFenTl9+VwWmS1ODXv7hLdctVuzz53P5Ovxe/38Vzj/43drT/8uMSz/eV3++i+P+S7jrc69fvZJZpxb9vCGiNDQyl8wWHqKy+q+/33yOJwyGm16uunf6+am6f4PM6fQDEQTcNHf0I+f5kZBjZldDgoGRsQSsHNSUhYGP0ICwEYaeFCafp0yeGQrFapqEiaNs3sqrxNnSq9+GLDz1OmSIsW+X+8r3v0df5QPaP6+noVFxfrlVde0euvv64jR454tg0ZMkT/8R//oUmTJmnIkCGyWCzBXzBY0fCbJU59+eWXev311/X66697BYQ2m03jx4/XrbfeqokTJ0bUAjuEhQDQRGV1sq59cqoczoZhBlaLQ8t/uihiehhuLe+mW/84Wa4Qz82pl2b+xe8ehs3dp83q0KcLl6tn12Pa9EUnXXX/d864xrtPv6fh5xzSvoMdNOz26+RwWryO3/LycvXqdqxNw5PdjA4OpdCEh+32faXc4QNlOb06mSQ5bTaVbdyqb3v2Cvr8gWocQEZSwBeMpuGgZHxAKJkfErrtXLVWI377LEFTFCMsBGAUu13q3duV/bjZbFJZWeR0GispkS5qZnabDRv862Ho6x59nT9cz+jYsWNavny5Xn31Vb311lueOeUk6eyzz9b111+vSZMmacSIEbLZwjstjqTo+M0SZ7744gv97W9/0+uvv65NmzZ5PrdYLBo1apRuuOEGTZ48WRkZkdlmD9lqyAAQrfYeTPcK0CTJ4bSqvCo9YsLCT8t6yjvEkySLNu/p6XdY2Nx91jus+rIiRT27HtM/t3Vr9hofb++q4ecc0q59Hb2CQvfxO8pS1K3jMalRiBJocNjcSspScMFh04DJiPCw/Ze7vIJCSbLU16v97i9NCQtjISAMVTgoGRcQSsaHhBUfbgj+JACAmLJzp3f2I0n19VJpaeTkP2vXNv/5unX+hYW+7tHX+cP1jDp06KAbb7xRN954ow4dOqSlS5dqyZIlevfdd/Xll1/q6aef1tNPP63u3bvru9/9rq6//nqNHTs2fIujRMNvlhh38uRJffjhh3rrrbf01ltvaceOHZ5tNptNl19+uac3amZmpomVGouwEEDcyOl6WFaL44yehdldDptXVBPn5+6T5FTTXn/Deu/z+xwt3Wdy+YeqqK7WJQM7NXuNiwcclCT17XlEVovzjJ6FZ/eoldQQoCQkNQQrbelt6A506pM7e4U9wfY49BUeSr4DxFNn95XTaj2jZ+GpPmcHVVs8CWU4KIUuIJSMDwlPpufq5PEz5w0FAMSnfv1co0mbdhbLyzOvpqZGjWr+84IC/473dY++zm/GM+rUqZNuu+023XbbbaqtrdXKlSu1ZMkSLV++XF9//bWee+45Pffcc+rQoYMuu+wyXXnllbryyis1dOjQ0C2QEg2/WWLQnj17tHLlSq1YsUL/+Mc/vIaqt2vXTldeeaX+4z/+QxMnTlTXrl1NrDR0WPIHQNzISKvTQ9cXy2px/WXrnrMwUnoVStKg7AO6dvh2ucI8yT1nob+9CqWW77NzTidJUo+vV+q7g0u8rvH/xu72LHLSs+sxzbu7RDar63ib1aGnZ31yxiIpJ483hCrHvth6RuDiL1vdN56X5AqB3C8j9O18ltdLcgVZTV+Nfduzl75++vdynh5u4rTZ9PVvfmdKr8JI19yzrHfUn/HcjRpi3Pj3RtPfO4Fq/PvW/fs52KCw4sMNnqDwZHquTqbnBndCAEDMycpyTTvnHtVqs0mFhZHVUSw/3zWHYGNTpvi/yImve/R1frOfUUpKim644Qa9/PLLOnDggN577z3NnDlTWVlZOnbsmFauXKn/+q//0vnnn6/MzEzddNNNWrhwofbs2WNsIWY/iDixb98+/eUvf9GsWbM0YMAA5ebmasaMGVqyZImOHDmi7t27a+rUqXrttdd08OBBvfPOO5o2bVrMBoUScxYCiEOV1ckqr0pXdpfIXg15856eGtbb/9WQm2rtPhMOl+nzfVna/FUfXTnhrDNWQ5akfQc76MuKFJ3do7bZ1ZSbk9BoREYwcxu6NZ7jUDJunsOmmut9KLnmLkzas0en+pwd90Fhcz0F3YzsMdiUkT0IpdD0IpTO7EnYVO3xYxr96E+Z7y6KMWchAKPZ7a7RpHl5kZv9lJS4hgYXFLR9NeTW7tHX+SPtGTmdTm3btk3vvfee/vGPf2j16tWqq/NuZ+fk5KigoEAFBQUaOXKkhgwZonbtghzUGWkPIoo5nU59+eWXWrt2rT744AN98MEH2rVrl9c+VqtVI0aM0Pjx4zV+/HgNHz48dL1Hw4wFTgAAPiUcLvP8uselzcwy3dbzNpnGJZqCw6ZaChLdQrUasxlaCwSl0IaCbkaHg25Gz0Xo5iskdCMsjH6EhQCApk6ePKmPP/5Y//jHP/SPf/xDH3/8serrvdtTKSkpuvjiizVy5EgVFBQoPz9fnTt3buGMMFp1dbU++eQTffLJJyopKdFHH32kffu8p3iyWCwaNmyYRo0apcsuu0xjx45Vp06dTKo4tAgLAQB+C1VoKBnf29DNrPCwMV9BYmNmhYq+AsDGwhEGNtXccPNQBISSOSGhG2Fh9CMsBAD4cuTIEW3YsEHr1q3T+vXr9dFHH6mmpuaM/Xr37q3hw4d7vWJpcQyz1NbW6rPPPlNJSYnn9cUXX5yxX/v27ZWfn6/LLrtMl112mUaOHKm0tDQTKg4/VkMGAPitcdjROAQxIjj0CmiahDfBhIdNA6WmkVg4wsNAwrVAgkUjmREAtiaU4aAU2oBQCjwkBAAA8aNjx4664oordMUVV0iS6uvrtW3bNk94uH79eu3atUt79uzRnj17tGTJEs+xmZmZGjZsmAYOHKj+/fvrnHPOUf/+/ZWZmSmLxdLSJeNSdXW1tm/frm3btnm9Wpozsk+fPrrwwguVn5+viy66SBdddJE6dKAjWmvoWQgAaFYoextKoetx6Na056FkTu/DeNbSIjVGhoNSdASE9CyMfvQsBAAY4fDhw9q8ebM2bdrkef373/9WS9FMx44dPcFh//791adPH+Xk5Cg7O1tZWVlKSEgI8x2EnsPh0L59+1RWVqbdu3dr9+7dnl+XlpbKbre3eGxmZqby8/M9rwsvvDCmFyIJFD0LAQBBcYciCYfLPGGJkaFhqHocup3R8zC5c7PhFQGiMcIVDLqFOiCU6EUIAACMl56erssvv1yXX36557O6ujpt2bJFmzdv1r///W/t2LFDO3bsUFlZmY4cOaKNGzdq48aNZ5zLYrEoMzNT2dnZngCxR48e6tq1q7p16+Z579atmzp27Gh6D8VTp06pqqpK+/fvV2Vlpfbv3+95uX+22+3as2ePTp482eq5evbsqYEDB3q9BgwYQDBoEMJCABGnsjpZew+mK6ereasVr92eow935OrS/mUaNWDvGdu3lnfTp2U9dX5u86sVB7vd1zPw5xkZ9RxDOUTZc41GQU9CkncQZFSvw5ZCq5Zm9CNEbF5LoaAUumBQCk846EZICACw26WdO6V+/cxbfHb5cuntt6VrrpGuvfbM7SUl0tq10qhRza8kHOx2yfdzCHY7XJKTk3XxxRfr4osv9vr8xIkT2rVrl3bs2KEvvvhCO3bs0J49e1ReXq69e/fqxIkTqqioUEVFhTZs2NDC2V0SEhLUtWtXpaenKyUlRSkpKUpOTvb82v1KTEyU1WqVzWZr9uVwOHTy5MkzXqdOndLJkydVV1en6urqM141NTU6duyY38/EZrMpJydHubm56tOnj/r06aPc3Fz17dtXAwYMUHp6elseNfxEWAggoiwtGajHloyRw2mV1eLQQ9cXa1L+trDWcNv8G/TZ3h6SLPrbx0M1NKdCL9z1umf7I69doeWbBkiySHLq2uHb9eiNqwzb7usZ+POMQvUcm+ttKIWwx6EUkl6HjQUaIrrFcpjYWiAohTYUdGsaDkoEhACA8Fi4UJo+XXI4JKtVKiqSpk0Lbw0FBdL69a5fz58vjRwprVvXsH3qVOnFFxt+njJFWrTIuO2S7+cQ7Hb4lpiY6Ok115TT6dSBAwc8waH7vbKyUgcPHtSBAwd04MABHTx4UEePHtXJkye1b9++M1YCDjer1aru3bsrIyNDmZmZnnf3r3v27Knc3FxlZWWpXTsiK7MwZyGAiFFZnaxrn5wqh9Pq+cxqcWj5TxeFrYfh2u05mv3Sd+UK8tyc+u2tb2jUgL3aWt5Nt/5x8hnbX5r5Fw3KPhD0dl/PwJ9nFO7nGOq5Db2ulXTmZ6GY79CX5uZDbEkkhYq+QkC3cISBzQln70HJOyCUQhsSMmdh9GPOQiA+2O1S796ugMvNZpPKysLXM275cum66878/M03XT0MS0qki5ppcm3Y4OohGOx2yfdzCHY7wuvo0aOeALG6ulp1dXWqra31vBr/fOLECTkcDtXX1zf7slqtSkhIaPHVoUMHpaWltfhKTU2VzWYz+5HELeYsBBB19h5M9wq4JMnhtKq8Kj1sYeGHO3LlHeRJkkXrvsjVqAF79WlZz2a3b97TU4OyDwS93dcz8OcZhfs5hmOYsudaTcKjpkOWpfCEh4GEab56KIaTWSFgc8Ldc7AxehECAFqyc6d3wCVJ9fVSaWn4Qq63327+8xUrXGHh2rXNb1+3zhX2Bbtd8v0cgt2O8DrrrLOUk5OjnJwcs0tBlCAsBBAxcroeltXiOKNHXHaXw2Gr4dL+Zfrbx0PVtOdfwTllkqTzc/dJcp6xfVjvfYZs9/UM/HlGZj7HcAxT9rqeH+GhZE7vQ7dICujMZGY4KBEQAgD806+fa8hs0x5xeXnhq+Gaa1xDj5saP971PmpU88cVFBizXfL9HILdDiCyWX3vAgDhkZFWp4euL5bV4mpVuOfaC+ciJ6MG7NXQnAq5Aj1JcmpoToVnkZNB2Qd07fDtXtuvHb7ds0hJsNt9PQN/nlEkPMeT6bmel+QKatyvkF73+JkvyRVUNX0hdFp63s19N6HU9Pdd49+TAAA0JyvLNbeee5SkzSYVFoa3N9y117rmKGxs5MiGRU7y811zDDY2ZUpDr8Bgt0u+n0Ow2wFENuYsBBBxKquTVV6Vruwu5q6GvO6LXBWc0/JqyJv39NSw3i2vdhzMdl/PwJ9nFAnPsanG8xtKoZ/jsMU6mpn70M3MXojRpLXANZw9BhsL5xyEgWLOwujHnIVAfLHbXUNm8/LMXQ15xQpXj8KWVkNet87VI7Cl1Y6D2S75fg7BbgcQXv62ZwgLAQCmiJTgsLHWQkQp/oJEXz0wzQoFG4vkgLAxwsLoR1gIAACiHQucAAAiWtNQp2noY0Z42Fr41dJ8iE1FS6Do71DsSAgEm4qWgBAAAACIRoSFAICI0DjwCdcCKYHwOzSLovkQIzEIbA7hIAAAABA+hIUAgIgTib0O/RUtAVwka24hHAJCAAAAIDw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      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Límite de decisión de Naive Bayes\n",
    "plt.figure(figsize=(16, 5))\n",
    "plot_decision_boundary(X, y, clf)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Límite de decisión Regresión Logística\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "clf = LogisticRegression()\n",
    "clf.fit(X, y)\n",
    "\n",
    "plt.figure(figsize=(16,5))\n",
    "plot_decision_boundary(X, y, clf)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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