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+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ },
+ "accelerator": "GPU",
+ "gpuClass": "standard"
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Part1: RNNs: implementing an LSTM with Pytorch\n",
+ "\n",
+ "* Modifications in the PyTorch code to use RNNs for classification\n",
+ "* POS tagging with RNNs\n",
+ "\n",
+ "You need to upload:\n",
+ "* the files from the Allocine corpus\n",
+ "* the file corresponding to the Fasttext embeddings: cc.fr.300.10000.vec\n",
+ "* the file *reader_pytorch_tp5.py* that contains some functions used during the TP (see the import line below). Organizing your code with modules improves readability!"
+ ],
+ "metadata": {
+ "id": "ov8EeZiWBpBC"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "tnlfNu2bBm2u"
+ },
+ "outputs": [],
+ "source": [
+ "from reader_pytorch_tp5 import Dataset, load_vectors, load_weights_matrix\n",
+ "#, load_weights_matrix, load_vectors\n",
+ "# torch and torch modules to deal with text data\n",
+ "import torch\n",
+ "import torch.nn as nn\n",
+ "from torchtext.data.utils import get_tokenizer\n",
+ "from torchtext.vocab import build_vocab_from_iterator\n",
+ "from torch.utils.data import DataLoader\n",
+ "# you can use scikit to print scores\n",
+ "from sklearn.metrics import classification_report"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# CUDA for PyTorch\n",
+ "use_cuda = torch.cuda.is_available()\n",
+ "device = torch.device(\"cuda\" if use_cuda else \"cpu\")\n",
+ "print(device)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "KzNS86rVEv-M",
+ "outputId": "2b009384-66e1-4833-9dbb-6b3223477579"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "cuda\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Paths to data:"
+ ],
+ "metadata": {
+ "id": "taGY9N-PJvWS"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Data files\n",
+ "train_file = \"allocine_train.tsv\"\n",
+ "dev_file = \"allocine_dev.tsv\"\n",
+ "test_file = \"allocine_test.tsv\"\n",
+ "# embeddings\n",
+ "embed_file='cc.fr.300.10000.vec'"
+ ],
+ "metadata": {
+ "id": "kGty4hWCJurB"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 0- Read and load the data (code given)\n",
+ "\n",
+ "We are going to make experiments using either an architecture based on:\n",
+ "* an embedding bag layer: word embeddings are summed or averaged.\n",
+ "* an LSTM layer: each sequence of word embeddings goes through the LSTM layer and the resulting vector is used as a new representation of the input sequence.\n",
+ "\n",
+ "**Note on batches:**\n",
+ "* to be able to use batches with the embedding bag layer, we need to use the *offsets* in the *collate_fn* function since the sequences are concatenated.\n",
+ "* but this is different with the LSTM, since we're not concatenating the sequences. However, we need to have all sequences of the same lenght. This is done by *padding*.\n",
+ "\n",
+ "--> We thus should have **2 different *collate_fn* functions, and 2 versions of the training and evaluating functions**, to take into acocunt the *offsets*. **Here, to make things simpler, we don't use batches.**"
+ ],
+ "metadata": {
+ "id": "Wv6H41YoFycw"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Load the training and development data\n",
+ "trainset = Dataset( train_file )\n",
+ "devset = Dataset( dev_file, vocab=trainset.vocab )\n",
+ "\n",
+ "train_loader = DataLoader(trainset, shuffle=True)\n",
+ "dev_loader = DataLoader(devset, shuffle=False)"
+ ],
+ "metadata": {
+ "id": "2Sqqf4dQJmHB"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Load embeddings\n",
+ "vectors = load_vectors( embed_file )\n",
+ "print( 'Version with', len( vectors), 'tokens')\n",
+ "print(vectors.keys() )\n",
+ "\n",
+ "# Compute weights matrix\n",
+ "weights_matrix = load_weights_matrix( trainset, vectors, emb_dim=300 )"
+ ],
+ "metadata": {
+ "id": "a0XTQXaKJ7IH",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "77502cf9-3a33-495b-9d12-660f0c16ebdb"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Originally we have: 2000000 tokens, and vectors of 300 dimensions\n",
+ "Version with 9999 tokens\n",
+ "dict_keys([',', 'de', '.', '</s>', 'la', 'et', ':', 'à', 'le', '\"', 'en', '’', 'les', 'des', ')', '(', 'du', 'est', 'un', \"l'\", \"d'\", 'une', 'pour', '/', '|', 'dans', 'sur', 'que', 'par', 'au', 'a', 'l', 'qui', '-', 'd', 'il', 'pas', '!', 'avec', '_', 'plus', \"'\", 'Le', 'ce', 'ou', 'La', 'ne', 'se', '»', '...', '?', 'vous', 'sont', 'son', '«', 'je', 'Les', 'Il', 'aux', '1', ';', 'mais', \"qu'\", 'on', \"n'\", 'comme', '2', 'sa', 'cette', 'y', 'nous', 'été', 'tout', 'fait', 'En', \"s'\", 'bien', 'ses', 'très', 'ont', 's', 'être', 'votre', 'ai', 'elle', 'n', '3', 'même', \"L'\", 'deux', 'faire', \"c'\", 'aussi', '>', 'leur', '%', 'si', 'entre', 'qu', '€', '&', '4', 'sans', 'Je', \"j'\", 'était', '10', 'autres', 'tous', 'peut', 'France', 'ces', '…', '5', 'lui', 'me', ']', '[', 'où', 'ans', '6', '#', 'après', '+', 'ils', 'dont', 'Pour', '°', '–', 'temps', '*', 'sous', 'Un', 'avoir', 'L', 'A', '}', 'site', 'peu', 'mon', 'encore', '12', 'depuis', '0', 'ça', 'fois', '2017', 'ainsi', 'alors', 'donc', 'notre', 'Ce', '20', '11', 'autre', 'monde', 'non', 'Paris', 'avant', 'Une', 'Elle', '15', 'également', 'Re', 'contre', 'Vous', 'c', 'moins', 'tu', 'suis', '7', 'ville', 'avait', 'vos', 'vers', 'premier', 'vie', 'Et', '2016', '2014', 'jour', '00', '2013', 'leurs', 'Dans', 'soit', '2012', 'toutes', 'nom', '2015', '14', 'De', 'On', '8', 'prix', '18', \"C'\", 'Mais', 'partie', '•', 'nos', 'voir', 'article', '16', 'Plus', '13', 'of', 'chez', 'inscription', 'première', 'quelques', 'toujours', '17', 'Nous', 'plusieurs', 'mai', 'place', 'français', '2011', 'cas', 'puis', 'Cette', 'année', 'ma', 'toute', '2010', 'the', '30', 'suite', 'pays', 'The', 'années', 'lors', 'fin', 'bon', '19', 'À', '21', 'dit', 'trois', 'grand', 'quand', 'partir', 'car', 'sera', '22', 'cet', 'jours', 'C', '2009', 'petit', '=', \"J'\", 'Si', 'maison', 'fut', 'ligne', 'faut', '9', 'nouveau', 'moi', 'lieu', 'mois', '23', 'cours', 'personnes', 'va', 'déjà', 'cela', '2008', 'beaucoup', 'juin', 'groupe', 'mars', 'travail', 'nouvelle', 'compte', '24', 'page', 'messages', '25', 'and', 'janvier', 'hui', 'film', 'commune', 'j', 'grande', 'ici', 'Au', 'avril', \"m'\", 'histoire', '2007', 'détail', 'famille', 'savoir', 'doit', 'avis', 'chaque', 'trop', 'enfants', 'eau', 'm', 'part', \"jusqu'\", 'septembre', 'mes', 'homme', 'rien', 'avons', 'octobre', 'décembre', 'forum', 'jeu', 'produits', 'trouve', 'juillet', 'produit', 'équipe', 'CEST', 'politique', 'là', 'novembre', 'permet', 'in', 'titre', 'pendant', 'notamment', 'recherche', 'nombre', '·', 'dire', 'http', 'service', 'pouvez', 'février', 'point', 'dernier', '05', 'moment', 'selon', 'mort', 'droit', '2006', 'DE', 'afin', 'jamais', 'effet', 'mise', 'Des', '—', '26', 'région', 'projet', '\\\\', 'saison', 'août', 'niveau', '28', 'reste', 'bonne', 'ensemble', '27', 'peuvent', 'exemple', 'Voir', '01', 'série', 'souvent', 'centre', 'Après', 'écrit', 'pouvoir', '--', 'mettre', 'km', 'général', 'Page', 'forme', 'début', '09', 'ceux', 'personne', 'eu', 'française', 'vraiment', 'services', 'demande', '29', 'question', 'Par', 'près', 'Merci', 'celui', 'qualité', 'vue', 'tant', 'petite', 'système', '©', 'Ils', 'ailleurs', 'Europe', 'avez', 'mieux', 'société', '^', 'informations', 'données', 'prendre', 'elles', 'guerre', 'surtout', 'to', 'Jean', 'né', 'CET', '08', 'certains', '06', 'village', 'membres', 'rapport', 'an', 'face', 'étaient', 'mot', 'femme', 'possible', '50', 'seul', '@', 'Prix', '04', 'rue', '07', 'te', 'celle', 'mal', 'articles', 'aide', 'nombreux', 'base', 'ayant', '<', '03', '2005', 'entreprise', 'Catégorie', '..', 'ni', 'liste', '02', 'livre', 'passe', 'https', 'mis', 'seulement', 'côté', 'public', 'utilisation', 'ton', 'développement', '31', 'vu', '100', 'D', 'chose', 'dès', 'quatre', 'situé', 'Ces', 'devant', 'photos', 'hommes', 'trouver', 'Son', 'image', '\\xad', 'fr', 'plan', 'étant', 'type', 'tour', '$', 'grâce', 'cadre', 'juste', 'musique', 'président', 'version', 'aime', 'points', 'simple', 'Avec', 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'1er', 'succès', 'appartement', 'Jeu', 'chambres', 'met', 'campagne', 'discuter', 'peut-être', 'territoire', 'Bonjour', 'certaines', 'argent', 'langue', 'rapide', 'parmi', 'geo', 'Internet', 'John', 'vais', 'Charles', 'résultats', 'Dieu', 'direction', 'moyen', '²', 'Français', 'Canada', 'couleur', 'Jeux', 'rendre', 'poste', 'fort', 'Sa', 'auprès', 'départ', 'armée', 'Michel', 'Centre', 'entrée', 'valeur', '2001', 'avaient', 'charge', 'zone', 'min', 'cœur', 'mère', 'match', 'taille', 'Allemagne', 'amour', 'noir', \"t'\", 'Sud', 'clients', 'aura', 'naissance', 'annonce', 'quartier', 'Québec', 'économique', 'frais', 'Afrique', 'mm', 'voyage', 'Pas', 'Selon', 'réponse', 'pied', 'Maison', 'international', 'culture', 'troisième', 'Mer', 'beau', 'connu', 'affaires', 'blanc', 'voix', 'doivent', 'directement', 'plupart', 'rouge', 'compris', 'amis', 'conseil', 'classe', 'Université', 'sujets', 't', 'Jacques', 'presse', 'protection', 'parti', 'arrivée', '35', 'rapidement', 'obtenir', 'application', 'parler', 'p.', 'association', 'doute', 'Sujets', 'mondiale', 'château', 'communauté', 'appel', 'images', 'panier', 'lequel', 'projets', 'étude', 'football', '60', 'générale', 'vite', 'libre', 'commentaire', 'arrive', 'Cet', 'ta', 'matière', 'aider', 'contrôle', 'risque', 'cm', 'commande', 'trouvé', '45', 'quel', 'unique', 'politiques', 'voit', 'Quand', 'intérêt', 'source', 'communes', 'contenu', 'internet', '1999', 'organisation', 'Date', 'utilisé', 'Robert', 'secteur', 'for', 'présence', 'B', 'mouvement', 'référence', 'is', 'villes', 'double', 'catégorie', 'techniques', 'force', 'lettres', 'ancienne', 'simplement', 'yeux', 'éléments', 'île', 'carrière', 'Coupe', 'vont', 'joueur', 'livres', 'passage', 'ET', 'historique', 'commence', 'petites', 'Italie', 'Cela', 'presque', 'Sam', 'sociale', 'parle', '32', 'moyenne', 'épisode', 'réalisé', 'particulièrement', 'problèmes', 'environnement', 'terrain', 'taux', 'films', 'tel', 'roman', 'David', 'chacun', '80', 'Bien', 'téléphone', 'pièce', 'Messages', 'actuellement', 'Tu', 'divers', 'super', 'dernières', 'Recherche', 'Histoire', 'similaires', 'second', 'couleurs', 'publié', 'parc', 'esprit', 'Votre', '33', 'derniers', 'énergie', 'publique', 'créé', 'cinéma', 'Union', 'lit', 'moteur', 'seconde', 'York', 'aujourd', 'disponibles', 'Philippe', 'sûr', 'US', 'Posté', 'TV', 'es', 'Non', 'facile', 'social', 'large', 'Google', 'siège', 'Lun', 'longtemps', 'communication', 'nécessaire', 'bord', 'Site', 'Ainsi', 'permis', 'liens', 'matin', 'directeur', 'mètres', 'Belgique', 'durée', 'vivre', 'Oui', 'Dim', 'table', 'Que', 'principal', 'solution', 'joue', 'devrait', 'idées', 'suivre', 'dimanche', 'personnel', 'ouverture', 'total', 'sait', 'envie', 'meilleure', 'six', 'fais', 'fil', 'collection', 'Liste', 'Marie', 'premières', 'semaines', 'groupes', 'désormais', 'parents', 'malgré', 'hôtels', '1998', 'Espagne', 'Guerre', 'Tour', '1990', 'ami', 'manque', 'lettre', 'position', 'hors', 'finale', 'via', 'cependant', 'nommé', 'conseils', 'haute', 'laisser', 'Notre', 'lieux', 'professionnels', 'difficile', 'militaire', 'venir', 'celles', 'bout', 'visite', 'Ven', 'évolution', 'coeur', 'internationale', 'veux', 'comprendre', 'université', 'voie', 'Rechercher', 'permettant', 'contrat', 'LE', 'Société', 'cher', 'Club', 'économie', 'soleil', 'partager', 'professionnel', 'chemin', 'devenir', 'permettre', 'Chine', 'bar', 'commentaires', 'établissement', 'traitement', 'réalité', 'utilise', 'retrouve', 'sélection', 'train', 'élèves', 'usage', 'port', 'tels', 'Bon', 'Etat', 'tes', 'européenne', 'Wikipédia', 'objectif', 'espèce', '{', 'faisant', 'concours', 'feu', 'lecture', 'location', 'suivi', 'certain', 'ca', '200', 'joueurs', 'vendredi', 'mariage', 'écran', 'propriété', '36', 'endroit', 'résultat', 'possède', 'samedi', 'disposition', 'décision', 'Facebook', 'analyse', 'mission', 'Très', 'etc', 'marche', '1997', 'from', '│', 'Lyon', 'Toutes', '34', 'soient', 'bâtiment', 'DU', 'moyens', 'province', 'Art', 'suivante', 'compagnie', 'longue', 'Fichier', 'américaine', 'puisque', 'inscrit', 'sorti', 'at', 'lundi', 'publics', 'pourtant', 'éviter', 'Suisse', 'finalement', 'Cependant', 'achat', 'personnage', 'parcours', 'Nouveau', 'enseignement', 'Commentaires', 'reçu', 'animaux', 'meilleurs', 'complet', 'parties', 'sources', '1996', '70', 'musée', 'chanson', 'Article', 'montre', 'Nos', 'Image', 'devez', 'importe', 'contact', 'officiel', 'outils', '1995', 'lui-même', 'DES', 'actions', 'peine', 'Juin', 'allemand', 'note', 'affaire', 'Église', 'bureau', 'processus', 'sol', 'matériel', 'Qui', 'changer', 'ait', '38', 'Nicolas', 'pratiques', 'importante', 'ouvrage', 'Pays', 'document', 'San', 'comprend', 'parfait', 'bain', 'furent', 'attention', 'liberté', 'possibilité', 'uniquement', 'Jan', 'M', 'by', 'X', 'sort', 'théâtre', 'frère', 'équipes', 'Ses', 'championnat', 'relation', 'police', 'mémoire', 'est-ce', \"S'\", 'Enfin', 'salon', 'Musée', 'laisse', 'commerce', 'armes', '44', 'personnages', '48', 'Henri', 'soutien', 'client', 'quelle', 'vitesse', 'Articles', 'lumière', 'extérieur', 'utilisateur', 'victoire', 'hôtes', 'Lors', 'course', '42', 'réaliser', 'choisir', 'objets', 'III', 'administration', 'véritable', 'bons', 'éducation', 'ouest', 'derrière', 'Ligue', 'tandis', 'généralement', 'Deux', 'annonces', 'peuple', 'acheter', 'règles', 'titres', '39', 'besoins', 'gamme', 'combat', 'huile', 'Wish', 'sociaux', 'honneur', 'critique', 'sorte', 'gare', 'continue', 'crise', 'papier', 'hiver', 'bataille', 'piscine', 'réseaux', 'sport', 'Japon', 'commun', 'retrouver', '41', '1994', 'permettent', 'puissance', 'modèles', 'thème', 'sciences', '37', 'mêmes', 'appelle', 'moderne', 'Ne', 'with', 'responsable', 'exposition', 'neuf', 'anciens', 'ajouter', 'court', 'classique', 'Petit', 'principe', 'ouvert', 'ouvre', 'forte', 'crois', 'précédent', 'sauf', 'stock', 'Publié', 'principale', '43', 'professeur', 'dispose', 'navigation', 'Londres', 'Amérique', 'régime', 'forces', '55', '90', 'garde', 'rend', 'buts', 'Elles', 'vol', 'appelé', '500', 'couple', 'livraison', 'celui-ci', 'Association', 'demander', 'avance', 'Accessoires', 'électrique', 'mains', '1992', 'connaître', 'transport', 'telle', 'connaissance', 'ressources', '--Le', 'changement', 'peau', 'dix', 'filles', 'i', 'offres', 'Chambre', 'Informations', 'Institut', 'Noël', 'impression', 'Voici', 'Angleterre', 'étape', 'magnifique', 'physique', '1980', 'vois', 'textes', 'cookies', 'numérique', 'présentation', 'utilisateurs', 'œuvres', 'Signaler', 'documents', 'majorité', 'fer', 'télévision', 'étudiants', 'artistes', 'recevoir', '52', 'relations', 'étais', 'élections', 'professionnelle', 'Russie', 'Festival', 'bande', 'poids', 'privée', 'principalement', 'St', 'émission', 'bonnes', '1993', 'familles', 'Ma', 'britannique', 'lignes', 'caractère', 'assurer', 'Thomas', 'participe', 'découverte', 'E', 'proposer', 'cartes', 'souhaite', 'Or', 'Salle', 'recherches', 'partenaires', 'chance', 'maire', 'peur', 'rivière', 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'piège', 'énormes', 'nue', '--LE', 'Giuseppe', 'animés', '1884', 'prononcer', 'concession', 'Diane', 'tasse', 'Landes', '1.2', 'sonores', 'saveurs', 'éleveurs', 'bacs', 'Avez-vous', 'inventé', 'urbaines', '1856', \"Quelqu'\", 'Raphaël', 'Read', 'envisage', 'évalué', 'procédés', 'JavaScript', 'PVC', 'demi-grand', 'croyances', 'caméras', 'Bio', 'Gaza', 'visité', 'compatibles', 'botanique', 'singulier', 'Arrivée', 'donnait', 'productivité', 'Buenos', '1-0', 'émet', 'ABC', 'Forêt', 't-il', 'baise', 'fonte', 'Vivre', 'coquine', 'écossais', 'Parcours', 'Toyota', 'IT', 'localités', 'tolérance', 'arrivant', '1846', '10h', 'Nation', 'artificielle', 'crochet', 'navette', 'sacrée', '123', 'sensations', 'réelles', 'disais', 'exprimés', 'ridicule', 'baptisé', 'Seuil', 'renouvelables', 'marches', 'causer', 'débutants', 'view', 'chaussée', 'censure', 'documentaires', 'pénale', 'jolis', 'rapporté', 'atouts', 'dégustation', 'existants', 'interactions', 'manteau', 'Marina', 'MP3', 'déposée', 'sont-ils', 'profils', 'baptême', 'élevées', 'diesel', 'apparente', 'arrestation', 'maxi', 'href', 'évoluant', 'Oliver', '1790', 'Ni', 'informe', 'Charente', 'Navigation', 'Fait', 'posts', 'prévision', 'Secrets', 'Ancienne', 'Bâle', 'indiquent', 'alternatives', 'Figure', 'intermédiaires', 'Vichy', 'grains', 'Hégésippe', 'Cœur', 'dérive', 'quarts', 'manquent', 'créent', 'Agent', 'obstacle', 'Reste', 'médiation', 'petit-déjeuner', 'Autorité', 'Tennis', 'nommer', 'im', 'fiscalité', 'Arles', 'attaqué', '--Annonces', 'Aventure', 'croient', 'plomberie', 'los', 'Thème', 'socle', 'Song', 'Queen', '1840', 'alphabet', 'Accéder', 'tantôt', 'diplômes', 'Bâtiment', 'légères', 'épaules', 'coiffure', 'Original', 'madame', 'commercialisation', 'Ross', 'CS', 'quarantaine', 'commissions', 'caisses', 'Autrement', 'bémol', 'plancher', 'appartenance', 'papillon', 'für', 'XI', 'fêter', 'Feu', 'promesses', 'rapprochement', 'indépendantes', 'Circuit', 'Trophée', 'Raison', 'vanille', 'dépannage', 'équation', 'accordée', 'Train', 'spécialisées', 'approuvé', 'Ciel', 'Victoire', 'oxygène', 'mutation', 'blues', 'signalé', 'Guyane', 'plutot', 'composent', 'Singapour', 'poules', 'câbles', 'préférable', 'répétition', 'Almouggar.com', 'Coeur', 'Disque', 'Géographie', 'chatte', 'Beau', 'Clermont-Ferrand', 'géré', 'Parker', 'Town', 'numero', 'accuse', 'enceintes', 'fondamental', 'Sud-Ouest', 'archéologiques', 'PêcheVoir', 'Anjou', 'Poser', 'Constantinople', 'Cliquer', 'autrui', 'entends', 'manoir', 'Princesse', 'vendue', 'XVIIIe', 'passa', 'duplicate', 'ci-après', '--Espace', 'partiel', 'kms', 'Populaire', 'Utiliser', 'recevez', 'casser', 'médiéval', 'valoir', 'tuto', 'manifestants', 'ad', 'coloniale', 'traversé', 'Paradis', 'sexuelles', 'sévère', 'oubli', 'Créez', 'roche', 'mien', 'admissibilité', 'Sud-Est', 'entame', 'tactile', 'alphabétique', 'solitaire', 'Élisabeth', 'adorable', 'commenter', 'XII', 'introduire', 'éducatif', 'Limousin', 'intellectuels', 'diplomatique', 'Saint-Pétersbourg', 'about', 'consultant', 'Wallonie', 'championne', 'correcte', 'Italien', 'dynamiques', 'Monique', 'accompagnés', 'intéressent', 'Beaux-Arts', 'porc', 'Jerry', 'fonctionnalité', 'amies', 'dénoncer', 'instants', 'encyclopédique', 'Opération', 'mat', 'quotidiens', 'Royale', 'positifs', 'Forums', 'maturité', 'mondiaux', 'enseigner', 'organisateurs', 'détriment', '127', 'PSPsexy', 'Vegas', 'Istanbul', 'pots', 'instances', 'puce', 'Revenir', 'signale', 'minuit', 'quoique', 'généralistes', 'matinée', 'pouce', 'renoncer', 'mental', 'budgétaire', 'essayez', 'imposant', 'Back', '--A', 'remercié', 'Meuse', 'achève', 'angles', 'Special', 'Flandre', 'Mail', 'Rica', 'Azure', 'Alberto', 'Malte', 'Who', 'audit', 'intervalle', '117', 'Stéphanie', 'municipalités', 'annoncée', 'épais', 'espérance', 'fonctionnaire', 'dettes', 'technicien', 'ouvrent', 'Gard', 'orale', 'approfondie', 'tomes', 'dessiner', 'basilique', 'Crédits', 'méchant', 'recommandation', 'Batman', 'tribunaux', 'dira', 'vain', 'Jusqu', '--Histoire', 'PDG', 'Hunter', 'escalade', 'tre', 'minorité', 'Rights', 'améliore', 'Universal', 'Rousseau', 'Faso', '--Questions', 'wikipédia', 'localement', 'Parfait', 'athlètes', 'Puy', 'volets', 'Rachel', 'liaisons', 'Métropole', 'SAS', 'Ingénieur', 'Lorient', 'Chantal', 'acheteur', 'lingerie', 'planètes', 'enregistrée', 'Quelque', 'congé', 'confondre', '1883', 'Caire', 'prétend', 'ranger', 'châssis', 'chaos', 'électoral', 'générer', '19h', 'impasse', 'mutuelle', 'radical', 'Prendre', 'icone', 'renouveler', 'périmètre', 'Bush', 'Conception', 'Téléchargez', 'Pauline', 'interroge', 'carrefour', 'Villeneuve', 'regards', 'scénarios', 'Annecy', 'vous-même', 'digital', 'poètes', 'Fonction', 'Bruges', 'possédait', 'entrent', 'cotisations', 'demandeurs', 'convivial', 'moine', 'barrière', '1863', 'résolu', '26Localisation', 'Stratégie', 'SE', 'nuage', 'Ann', 'détour', 'triangle', 'licences', 'Alexandra', '1Sauter', 'intégrés', 'décida', 'Stockholm', 'négocier', 'empreinte', '2013Age', 'mâles', 'Book', 'Gallery', 'désignation', 'segment', 'Posted', 'pourriez', 'sexualité', 'semblables', 'Actu', 'Professionnel', 'flèche', 'semestre', 'Constantin', 'chaudes', 'toiture', 'confluence', 'Retourner', '6e', 'Explorer', 'compact', 'quotidiennement', 'incarne', 'InvitéInvité', 'oeuf', 'démontré', 'Audio', 'allais', 'Marvel', 'buffet', 'coucou', 'Otto', 'DO', 'finissent', 'réguliers', 'alimenter', 'humides', 'discrimination', 'Micro', 'tribune', '♦', 'Comics', 'démocrate', 'Personnellement', 'Damien', 'franchir', 'vigne', 'para', 'gr', 'blason', 'cycles', 'caoutchouc', 'investi', 'saumon', 'consacrés', '9h', 'étendu', 'Aude', 'Roberto', 'cinquantaine', 'Bons', 'préoccupations', 'pirates', 'Equitation', 'rassembler', 'piliers', 'simulation', 'cinéaste', 'pompiers', '-10,5', 'réplique', 'aéronautique', 'guider', 'végétation', 'Full', 'désordre', 'LG', 'Catalogne', 'envoyée', 'Charme', 'Cologne', 'unis', 'pensait', 'complot', 'israélien', 'dictature', 'details', 'free', 'Chronique', 'Sociétés', 'croisière', 'fun', 'représentés', 'Berne', 'porno', 'appliquent', 'accroître', 'Metal', 'profondes', 'cliniques', 'there', 'prototype', 'vraies', '1865', 'Abs', 'Edouard', 'over', 'enchères', 'priorités', 'VOTRE', 'inégalités', 'séduire', 'injection', 'Effectivement', 'passez', 'éclat', 'Salvador', '1862', 'potable', 'synthétique', '11h', 'confier', 'restés', 'chauffer', 'aborde', 'EDF', 'Troyes', 'ressenti', 'jambe'])\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 1- Model definition\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "TJghdjf-Leun"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 1.1 FFNN with an embedding bag layer (code given)\n",
+ "\n",
+ "Below is the code written during TP4 for a classic FeedForward Neural Network using pretrained word embeddings (but without offsets, see the note about batches above)."
+ ],
+ "metadata": {
+ "id": "avYLIUvWMZWL"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "class FeedforwardNeuralNetModel(nn.Module):\n",
+ " def __init__(self, hidden_dim, output_dim, weights_matrix):\n",
+ " # calls the init function of nn.Module. Dont get confused by syntax,\n",
+ " # just always do it in an nn.Module\n",
+ " super(FeedforwardNeuralNetModel, self).__init__()\n",
+ "\n",
+ " # Embedding layer\n",
+ " # mode (string, optional) – \"sum\", \"mean\" or \"max\". Default=mean.\n",
+ " self.embedding_bag = nn.EmbeddingBag.from_pretrained(\n",
+ " weights_matrix,\n",
+ " mode='mean')\n",
+ " embed_dim = self.embedding_bag.embedding_dim\n",
+ "\n",
+ " # Linear function\n",
+ " self.fc1 = nn.Linear(embed_dim, hidden_dim)\n",
+ "\n",
+ " # Non-linearity\n",
+ " self.sigmoid = nn.Sigmoid()\n",
+ "\n",
+ " # Linear function (readout)\n",
+ " self.fc2 = nn.Linear(hidden_dim, output_dim)\n",
+ "\n",
+ " def forward(self, text):\n",
+ " # Embedding layer\n",
+ " embedded = self.embedding_bag(text)\n",
+ "\n",
+ " # Linear function\n",
+ " out = self.fc1(embedded)\n",
+ "\n",
+ " # Non-linearity\n",
+ " out = self.sigmoid(out)\n",
+ "\n",
+ " # Linear function (readout)\n",
+ " out = self.fc2(out)\n",
+ " return out"
+ ],
+ "metadata": {
+ "id": "hZKG5VRhJmJw"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 1.2 Exercise: From FFNN to LSTM\n",
+ "\n",
+ "We want to replace our hidden layer with an LSTM layer: the LSTM layers takes the word embeddings as input and the output will be directly fed to the output layer.\n",
+ "* you thus need to replace the embeddingBag layer with a simple embedding layer taking pretrained word embeddings, see the documentation here (search 'from_pretrained') https://pytorch.org/docs/stable/generated/torch.nn.Embedding.html\n",
+ "* then you need to define an LSTM layer, see the doc here https://pytorch.org/docs/stable/generated/torch.nn.LSTM.html.\n",
+ "\n",
+ "\n",
+ "The *forward* function is given. Note that:\n",
+ "* the LSTM has 2 outputs: ht and ct (hidden and memory state)\n",
+ "* the output of an LSTM, the 'y', is now the last hidden state computed for the entire sequence (classification task)\n",
+ "\n",
+ "In addition, note that in the forward pass, we need to reshape the data using:\n",
+ "```\n",
+ "x = x.view(len(x), 1, -1)\n",
+ "```\n",
+ "\n",
+ "We need to reshape our input data before passing it to the LSTM layer, because it takes a 3D tensor with *(Sequence lenght, Batch size, Input size)*.\n",
+ "This is done with the 'view' method, the pytorch 'reshape' function for tensors. (there's also a format with batch size first, more easy to understand)"
+ ],
+ "metadata": {
+ "id": "Ws0VVWYYMShP"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "-------------\n",
+ "SOLUTION"
+ ],
+ "metadata": {
+ "id": "7L7Zw3YS3icG"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "\n",
+ "class LSTMModel(nn.Module):\n",
+ " def __init__(self, hidden_dim, output_dim, weights_matrix, batch_first=True ):\n",
+ " super(LSTMModel, self).__init__()\n",
+ "\n",
+ " # Define an embedding layer\n",
+ " # -- SOLUTION\n",
+ " self.embedding = nn.Embedding.from_pretrained( weights_matrix )\n",
+ " embedding_dim = self.embedding.embedding_dim\n",
+ "\n",
+ " # Define an LSTM layer\n",
+ " # -- SOLUTION\n",
+ " self.lstm = nn.LSTM( input_size=embedding_dim,\n",
+ " hidden_size=hidden_dim,\n",
+ " bidirectional=False)\n",
+ "\n",
+ " self.fc2 = nn.Linear(hidden_dim, output_dim) #out, (ht, ct) = self.lstm( embeds )\n",
+ "\n",
+ " def forward(self, text):\n",
+ " embeds = self.embedding(text)\n",
+ " # print( text) # a tensor of indices representing the tokens in a sequence\n",
+ " # print( embeds.shape) # (batch, seq, features) eg 1, 107, 300\n",
+ " # We need: (seq, batch, feature)\n",
+ " x = embeds.view(text.shape[1], 1, -1) # -1 allows to guess a dimension\n",
+ " # print( x.shape) # (seq, batch, features) eg 107, 1, 300\n",
+ " out, (ht, ct) = self.lstm( x ) # <--- here the real 'out' is ht\n",
+ " y = self.fc2(ht[-1]) # <--- we keep only the last hidden state\n",
+ " return y"
+ ],
+ "metadata": {
+ "id": "VV1vVgtmMShQ"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 2- Running experiments\n",
+ "\n",
+ "The code to train and evaluate your network is given below (again version without offsets)."
+ ],
+ "metadata": {
+ "id": "ykWFAXIFLs3W"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from sklearn.metrics import classification_report, accuracy_score\n",
+ "\n",
+ "def train( model, train_loader, optimizer, num_epochs=5, trace=False ):\n",
+ " for epoch in range(num_epochs):\n",
+ " train_loss, total_acc, total_count = 0, 0, 0\n",
+ " for input, label in train_loader:\n",
+ " input = input.to(device)\n",
+ " label = label.to(device)\n",
+ " # Step1. Clearing the accumulated gradients\n",
+ " optimizer.zero_grad()\n",
+ " # Step 2. Forward pass to get output/logits\n",
+ " outputs = model( input )\n",
+ " if trace:\n",
+ " print(input) # <---- call with trace=True to 'see' the input\n",
+ " trace=False\n",
+ " # Step 3. Compute the loss, gradients, and update the parameters by\n",
+ " # calling optimizer.step()\n",
+ " # - Calculate Loss: softmax --> cross entropy loss\n",
+ " loss = criterion(outputs, label)\n",
+ " # - Getting gradients w.r.t. parameters\n",
+ " loss.backward()\n",
+ " # - Updating parameters\n",
+ " optimizer.step()\n",
+ " # Accumulating the loss over time\n",
+ " train_loss += loss.item()\n",
+ " total_acc += (outputs.argmax(1) == label).sum().item()\n",
+ " total_count += label.size(0)\n",
+ " # Compute accuracy on train set at each epoch\n",
+ " print('Epoch: {}. Loss: {}. ACC {} '.format(epoch, train_loss/total_count, total_acc/total_count))\n",
+ " total_acc, total_count = 0, 0\n",
+ " train_loss = 0\n",
+ "\n",
+ "def evaluate( model, dev_loader ):\n",
+ " predictions = []\n",
+ " gold = []\n",
+ " with torch.no_grad():\n",
+ " for input, label in dev_loader:\n",
+ " input = input.to(device)\n",
+ " label = label.to(device)\n",
+ " probs = model(input)\n",
+ " predictions.append( torch.argmax(probs, dim=1).cpu().numpy()[0] )\n",
+ " gold.append(int(label))\n",
+ " print(classification_report(gold, predictions))\n",
+ " return gold, predictions"
+ ],
+ "metadata": {
+ "id": "B5_-75IOJmMY"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 2.1 Exercise: Experiment with an FFNN with an Embedding bag layer\n",
+ "\n",
+ "Run first experiments with the embedding bag layer architecture, using the values below for the hyper-parameters."
+ ],
+ "metadata": {
+ "id": "w3IbjQfOL29y"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Set the values of the hyperparameters\n",
+ "hidden_dim = 4\n",
+ "learning_rate = 0.1\n",
+ "num_epochs = 10\n",
+ "criterion = nn.CrossEntropyLoss()\n",
+ "output_dim = 2"
+ ],
+ "metadata": {
+ "id": "FJ913fY3KTKq"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Initialize the model\n",
+ "model_ffnn = FeedforwardNeuralNetModel( hidden_dim, output_dim, weights_matrix)\n",
+ "optimizer = torch.optim.SGD(model_ffnn.parameters(), lr=learning_rate)\n",
+ "model_ffnn = model_ffnn.to(device)\n",
+ "# Train the model\n",
+ "train( model_ffnn, train_loader, optimizer, num_epochs=num_epochs )\n",
+ "# Evaluate on dev\n",
+ "gold, pred = evaluate( model_ffnn, dev_loader )"
+ ],
+ "metadata": {
+ "id": "SSjMfiIaKTKv",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "e2e2dc68-86b1-4c6f-fd0f-9730850ce042"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Epoch: 0. Loss: 0.7087512138867108. ACC 0.5080564949273921 \n",
+ "Epoch: 1. Loss: 0.676153939716801. ACC 0.58006763477223 \n",
+ "Epoch: 2. Loss: 0.6561484374096667. ACC 0.6138850208872091 \n",
+ "Epoch: 3. Loss: 0.6422408849611562. ACC 0.6280087527352297 \n",
+ "Epoch: 4. Loss: 0.6301603550665704. ACC 0.6512830714143625 \n",
+ "Epoch: 5. Loss: 0.6241167030100238. ACC 0.6536701810224786 \n",
+ "Epoch: 6. Loss: 0.6233362953003695. ACC 0.658444400238711 \n",
+ "Epoch: 7. Loss: 0.6192153244256537. ACC 0.6683906902725284 \n",
+ "Epoch: 8. Loss: 0.6166501782758756. ACC 0.6662025064650885 \n",
+ "Epoch: 9. Loss: 0.615158828818066. ACC 0.6652078774617067 \n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.53 0.89 0.66 230\n",
+ " 1 0.84 0.43 0.57 319\n",
+ "\n",
+ " accuracy 0.62 549\n",
+ " macro avg 0.69 0.66 0.62 549\n",
+ "weighted avg 0.71 0.62 0.61 549\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 2.2 Exercise: Experiment with an LSTM layer\n",
+ "\n",
+ "Run then experiments using the architecture based on an LSTM layer: Are results better? What about the computation time?\n",
+ "\n",
+ "Try a (very) few hyper-parameter variations to see if you can get better results with each model."
+ ],
+ "metadata": {
+ "id": "p7eoYgQ5MA-y"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Initialization of the model\n",
+ "model_lstm = LSTMModel(hidden_dim, output_dim, weights_matrix)\n",
+ "optimizer = torch.optim.SGD(model_lstm.parameters(), lr=learning_rate)\n",
+ "model = model_lstm.to(device)\n",
+ "\n",
+ "# Train the model\n",
+ "train( model_lstm, train_loader, optimizer, num_epochs=num_epochs )\n",
+ "\n",
+ "# Evaluate on dev\n",
+ "gold, pred = evaluate( model_lstm, dev_loader )"
+ ],
+ "metadata": {
+ "id": "8cl5YdGHJmRx",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "2ff0f393-feb0-45b0-8d52-a9819454629a"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Epoch: 0. Loss: 0.7111205904519841. ACC 0.49631987268748756 \n",
+ "Epoch: 1. Loss: 0.7018394312562515. ACC 0.5215834493733837 \n",
+ "Epoch: 2. Loss: 0.6709963797525117. ACC 0.581261189576288 \n",
+ "Epoch: 3. Loss: 0.6263791244822181. ACC 0.6341754525561966 \n",
+ "Epoch: 4. Loss: 0.5816120725545717. ACC 0.6652078774617067 \n",
+ "Epoch: 5. Loss: 0.5538613523110401. ACC 0.6952456733638352 \n",
+ "Epoch: 6. Loss: 0.5202998809223435. ACC 0.718519992042968 \n",
+ "Epoch: 7. Loss: 0.4890909330977199. ACC 0.7485577879450965 \n",
+ "Epoch: 8. Loss: 0.4595529430989381. ACC 0.7579073005768848 \n",
+ "Epoch: 9. Loss: 0.43638200074400607. ACC 0.7768052516411379 \n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.48 0.33 0.39 230\n",
+ " 1 0.61 0.75 0.67 319\n",
+ "\n",
+ " accuracy 0.57 549\n",
+ " macro avg 0.55 0.54 0.53 549\n",
+ "weighted avg 0.56 0.57 0.55 549\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Set the values of the hyperparameters\n",
+ "hidden_dim = 4\n",
+ "learning_rate = 0.1\n",
+ "num_epochs = 30\n",
+ "criterion = nn.CrossEntropyLoss()\n",
+ "output_dim = 2"
+ ],
+ "metadata": {
+ "id": "84PEAiufH84d"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Initialize the model\n",
+ "model_ffnn = FeedforwardNeuralNetModel( hidden_dim, output_dim, weights_matrix)\n",
+ "optimizer = torch.optim.SGD(model_ffnn.parameters(), lr=learning_rate)\n",
+ "model_ffnn = model_ffnn.to(device)\n",
+ "# Train the model\n",
+ "train( model_ffnn, train_loader, optimizer, num_epochs=num_epochs )\n",
+ "# Evaluate on dev\n",
+ "gold, pred = evaluate( model_ffnn, dev_loader )"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "117e2608-8a0b-45e9-f9cb-387deca3f4de",
+ "id": "Yn8yW5ErH84e"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Epoch: 0. Loss: 0.7117851183236369. ACC 0.5026854983091307 \n",
+ "Epoch: 1. Loss: 0.6981077819724716. ACC 0.5299383330017904 \n",
+ "Epoch: 2. Loss: 0.6631986967287773. ACC 0.5987666600358067 \n",
+ "Epoch: 3. Loss: 0.6470217689844369. ACC 0.6274119753332007 \n",
+ "Epoch: 4. Loss: 0.6318901643314109. ACC 0.6431271135866322 \n",
+ "Epoch: 5. Loss: 0.6286030698260832. ACC 0.645912074796101 \n",
+ "Epoch: 6. Loss: 0.6215241145913573. ACC 0.6566540680326238 \n",
+ "Epoch: 7. Loss: 0.6168083337202123. ACC 0.6588422518400636 \n",
+ "Epoch: 8. Loss: 0.6138973134981666. ACC 0.6614282872488562 \n",
+ "Epoch: 9. Loss: 0.6085967999948163. ACC 0.6612293614481798 \n",
+ "Epoch: 10. Loss: 0.6047262209148936. ACC 0.6664014322657649 \n",
+ "Epoch: 11. Loss: 0.6013051855099216. ACC 0.6697831708772628 \n",
+ "Epoch: 12. Loss: 0.5975609359935437. ACC 0.66938531927591 \n",
+ "Epoch: 13. Loss: 0.5991064651024387. ACC 0.6723692062860553 \n",
+ "Epoch: 14. Loss: 0.595991118228867. ACC 0.6713745772826736 \n",
+ "Epoch: 15. Loss: 0.5936539476583356. ACC 0.6695842450765864 \n",
+ "Epoch: 16. Loss: 0.5891654244551999. ACC 0.6815197931171673 \n",
+ "Epoch: 17. Loss: 0.5906036661002614. ACC 0.6697831708772628 \n",
+ "Epoch: 18. Loss: 0.5874114981673084. ACC 0.6743584642928188 \n",
+ "Epoch: 19. Loss: 0.5853138875479534. ACC 0.6815197931171673 \n",
+ "Epoch: 20. Loss: 0.5858356947329546. ACC 0.6793316093097275 \n",
+ "Epoch: 21. Loss: 0.5799157714815564. ACC 0.6797294609110802 \n",
+ "Epoch: 22. Loss: 0.57856513651593. ACC 0.6741595384921424 \n",
+ "Epoch: 23. Loss: 0.579490848038867. ACC 0.6781380545056693 \n",
+ "Epoch: 24. Loss: 0.5756748403253747. ACC 0.6862940123333996 \n",
+ "Epoch: 25. Loss: 0.5738973663781639. ACC 0.681320867316491 \n",
+ "Epoch: 26. Loss: 0.5746859278863772. ACC 0.6773423513029639 \n",
+ "Epoch: 27. Loss: 0.5699588925799367. ACC 0.6817187189178436 \n",
+ "Epoch: 28. Loss: 0.5732198012591418. ACC 0.6763477222995823 \n",
+ "Epoch: 29. Loss: 0.569670912731041. ACC 0.6795305351104038 \n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.66 0.29 0.40 230\n",
+ " 1 0.64 0.89 0.74 319\n",
+ "\n",
+ " accuracy 0.64 549\n",
+ " macro avg 0.65 0.59 0.57 549\n",
+ "weighted avg 0.64 0.64 0.60 549\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Initialization of the model\n",
+ "model_lstm = LSTMModel(hidden_dim, output_dim, weights_matrix)\n",
+ "optimizer = torch.optim.SGD(model_lstm.parameters(), lr=learning_rate)\n",
+ "model = model_lstm.to(device)\n",
+ "\n",
+ "# Train the model\n",
+ "train( model_lstm, train_loader, optimizer, num_epochs=num_epochs )\n",
+ "\n",
+ "# Evaluate on dev\n",
+ "gold, pred = evaluate( model_lstm, dev_loader )"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "96d64710-e642-4cd2-e890-5808bca6ffb1",
+ "id": "9EpuJBnEH84f"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Epoch: 0. Loss: 0.7064150710371017. ACC 0.516610304356475 \n",
+ "Epoch: 1. Loss: 0.6895273971316329. ACC 0.5552019096876865 \n",
+ "Epoch: 2. Loss: 0.6482415009539716. ACC 0.6140839466878855 \n",
+ "Epoch: 3. Loss: 0.6084075201324443. ACC 0.6449174457927194 \n",
+ "Epoch: 4. Loss: 0.5645958882027424. ACC 0.696240302367217 \n",
+ "Epoch: 5. Loss: 0.5392155470126457. ACC 0.709966182613885 \n",
+ "Epoch: 6. Loss: 0.5033203023049426. ACC 0.734036204495723 \n",
+ "Epoch: 7. Loss: 0.4759496562317625. ACC 0.7547244877660633 \n",
+ "Epoch: 8. Loss: 0.46291870424297554. ACC 0.7682514422120549 \n",
+ "Epoch: 9. Loss: 0.42798266820592445. ACC 0.7865526158742789 \n",
+ "Epoch: 10. Loss: 0.42152460734932645. ACC 0.7885418738810424 \n",
+ "Epoch: 11. Loss: 0.40900983143171027. ACC 0.7949074995026855 \n",
+ "Epoch: 12. Loss: 0.371776129203928. ACC 0.8185796697831709 \n",
+ "Epoch: 13. Loss: 0.3770871752133524. ACC 0.8179828923811419 \n",
+ "Epoch: 14. Loss: 0.3805167324169218. ACC 0.8221603341953452 \n",
+ "Epoch: 15. Loss: 0.36161825373854006. ACC 0.82952058882037 \n",
+ "Epoch: 16. Loss: 0.36427690289997755. ACC 0.8331012532325442 \n",
+ "Epoch: 17. Loss: 0.32443881801552843. ACC 0.8458325044758305 \n",
+ "Epoch: 18. Loss: 0.3352295683685041. ACC 0.8442410980704197 \n",
+ "Epoch: 19. Loss: 0.3128053948367803. ACC 0.8589616073204694 \n",
+ "Epoch: 20. Loss: 0.298009600166073. ACC 0.8613487169285856 \n",
+ "Epoch: 21. Loss: 0.29569330546841893. ACC 0.8603540879252038 \n",
+ "Epoch: 22. Loss: 0.30723532522798097. ACC 0.8585637557191168 \n",
+ "Epoch: 23. Loss: 0.311128420169705. ACC 0.8549830913069425 \n",
+ "Epoch: 24. Loss: 0.2895419603432186. ACC 0.8635369007360255 \n",
+ "Epoch: 25. Loss: 0.27214542154540605. ACC 0.8732842649691664 \n",
+ "Epoch: 26. Loss: 0.260997945055503. ACC 0.8828327034016312 \n",
+ "Epoch: 27. Loss: 0.2501558443390086. ACC 0.8886015516212453 \n",
+ "Epoch: 28. Loss: 0.2483478199835197. ACC 0.8846230356077183 \n",
+ "Epoch: 29. Loss: 0.2551806871404551. ACC 0.8812412969962204 \n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.51 0.62 0.56 230\n",
+ " 1 0.68 0.57 0.62 319\n",
+ "\n",
+ " accuracy 0.59 549\n",
+ " macro avg 0.59 0.60 0.59 549\n",
+ "weighted avg 0.61 0.59 0.59 549\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Part 2: LSTM for POS Tagging\n",
+ "\n",
+ "In the previous part, LSTM is used to encode a sequence, ie as a way to get a better representation than a bag of embeddings.\n",
+ "\n",
+ "RNNs are powerful for sequence labelling task, where the goal is to ouput a label for each token in the input sequence, eg POS tagging, NER, sentence/discourse segmentation (anything annotated with BIO scheme)..."
+ ],
+ "metadata": {
+ "id": "rTsfKWeP7Jdl"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 1- Small tutorial\n",
+ "\n",
+ "The code for an LSTM tagger is given below:\n",
+ "* the input is still word embeddings (here intialized randomly)\n",
+ "* the definition of the LSTM layer is the same as previously\n",
+ "* the output layer has (probably) more output dimensions, as given here by 'tagset_size' = here all the possible POS tags\n",
+ "\n",
+ "The difference is in the forward function:\n",
+ "* now we need to keep all the hidden states for each input token in the sequence = tag_space (instead for only outputing the last hidden state)\n",
+ "\n",
+ "Note also that here we apply a softmax function at the end, because the loss used doesn't include it.\n",
+ "\n",
+ "From: https://pytorch.org/tutorials/beginner/nlp/sequence_models_tutorial.html"
+ ],
+ "metadata": {
+ "id": "7OOuoZLlIJI2"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import torch\n",
+ "import torch.nn as nn\n",
+ "import torch.nn.functional as F\n",
+ "\n",
+ "class LSTMTagger(nn.Module):\n",
+ "\n",
+ " def __init__(self, embedding_dim, hidden_dim, vocab_size, tagset_size):\n",
+ " super(LSTMTagger, self).__init__()\n",
+ " self.hidden_dim = hidden_dim\n",
+ "\n",
+ " self.word_embeddings = nn.Embedding(vocab_size, embedding_dim)\n",
+ "\n",
+ " # The LSTM takes word embeddings as inputs, and outputs hidden states\n",
+ " # with dimensionality hidden_dim.\n",
+ " self.lstm = nn.LSTM(embedding_dim, hidden_dim)\n",
+ "\n",
+ " # The linear layer that maps from hidden state space to tag space\n",
+ " self.hidden2tag = nn.Linear(hidden_dim, tagset_size)\n",
+ "\n",
+ " def forward(self, sentence):\n",
+ " embeds = self.word_embeddings(sentence)\n",
+ " #print('embeds.shape', embeds.shape)\n",
+ " #print(embeds.view(len(sentence), 1, -1).shape)\n",
+ " lstm_out, _ = self.lstm(embeds.view(len(sentence), 1, -1))\n",
+ " tag_space = self.hidden2tag(lstm_out.view(len(sentence), -1)) # the whole output, vs output[-1] for classif\n",
+ " tag_scores = F.log_softmax(tag_space, dim=1) # required with nn.NLLLoss()\n",
+ " return tag_scores"
+ ],
+ "metadata": {
+ "id": "7O_41eHi71SO"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 1.1 Prepare data\n",
+ "\n",
+ "As usual, an important step is to well prepare the data to be given to our model.\n",
+ "Below is some code to prepare a small toy dataset.\n",
+ "\n",
+ "- we need to go over the input sequences (sentences) and retrieve the vocabulary (words) and the tag set (POS).\n",
+ "- we build dictionaries to map words and POS to indices, and transform our data to list of indices."
+ ],
+ "metadata": {
+ "id": "sfyJF7bIJv8M"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Transform a list of tokens into a list of indices using the dict given\n",
+ "def prepare_sequence(seq, to_ix):\n",
+ " '''\n",
+ " - seq: an input sequence of tokens\n",
+ " - to_ix: a dictionary mapping token to indices\n",
+ " output: a tensor of indices representing the input sequence\n",
+ " '''\n",
+ " idxs = [to_ix[w] for w in seq]\n",
+ " return torch.tensor(idxs, dtype=torch.long)\n",
+ "\n",
+ "# Toy dataset\n",
+ "training_data = [\n",
+ " # Tags are: DET - determiner; NN - noun; V - verb\n",
+ " # For example, the word \"The\" is a determiner\n",
+ " (\"The dog ate the apple\".split(), [\"DET\", \"NN\", \"V\", \"DET\", \"NN\"]),\n",
+ " (\"Everybody read that book\".split(), [\"NN\", \"V\", \"DET\", \"NN\"])\n",
+ "]\n",
+ "\n",
+ "# Build the mapping from word to indices\n",
+ "word_to_ix = {}\n",
+ "# For each words-list (sentence) and tags-list in each tuple of training_data\n",
+ "for sent, tags in training_data:\n",
+ " for word in sent:\n",
+ " if word not in word_to_ix: # word has not been assigned an index yet\n",
+ " word_to_ix[word] = len(word_to_ix) # Assign each word with a unique index\n",
+ "print(word_to_ix)\n",
+ "\n",
+ "# Here the mapping for POS tags is given\n",
+ "tag_to_ix = {\"DET\": 0, \"NN\": 1, \"V\": 2} # Assign each tag with a unique index\n",
+ "ix_to_tag = {v: k for k, v in tag_to_ix.items()}"
+ ],
+ "metadata": {
+ "id": "6A5Z-EsT7w_V",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "93f0e789-0cb8-4d12-bf0a-6e78e01b9df6"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "{'The': 0, 'dog': 1, 'ate': 2, 'the': 3, 'apple': 4, 'Everybody': 5, 'read': 6, 'that': 7, 'book': 8}\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 1.3 Run the model\n",
+ "\n",
+ "Now we can train the POS tagger over the toy dataset."
+ ],
+ "metadata": {
+ "id": "bJiuDcmyK9Ba"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# These will usually be more like 32 or 64 dimensional.\n",
+ "# We will keep them small, so we can see how the weights change as we train.\n",
+ "EMBEDDING_DIM = 6\n",
+ "HIDDEN_DIM = 6\n",
+ "\n",
+ "\n",
+ "model = LSTMTagger(EMBEDDING_DIM, HIDDEN_DIM, len(word_to_ix), len(tag_to_ix))\n",
+ "loss_function = nn.NLLLoss() # does not include the softmax\n",
+ "optimizer = torch.optim.SGD(model.parameters(), lr=0.1)"
+ ],
+ "metadata": {
+ "id": "jiSYatB48Brn"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Look at the output of the code below: it corresponds to the scores for each POS (3 possibilities) for each token in the first training sentence (5 words) BEFORE TRAINING."
+ ],
+ "metadata": {
+ "id": "TRY-H1iMLVmM"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# See what the scores are before training\n",
+ "# Note that element i,j of the output is the score for tag j for word i.\n",
+ "# Here we don't need to train, so the code is wrapped in torch.no_grad()\n",
+ "with torch.no_grad():\n",
+ " inputs = prepare_sequence(training_data[0][0], word_to_ix)\n",
+ " tag_scores = model(inputs)\n",
+ " print(tag_scores)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "XdC_GJufLN1d",
+ "outputId": "b90f8cf3-8447-4abe-99ac-a4825f386c23"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "tensor([[-1.1145, -1.4033, -0.8530],\n",
+ " [-1.0605, -1.5070, -0.8390],\n",
+ " [-0.9959, -1.5485, -0.8722],\n",
+ " [-1.0142, -1.5663, -0.8475],\n",
+ " [-1.0415, -1.5029, -0.8566]])\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Now we train the model:"
+ ],
+ "metadata": {
+ "id": "Igkyu3W1LlnM"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "for epoch in range(300): # again, normally you would NOT do 300 epochs, it is toy data\n",
+ " for sentence, tags in training_data:\n",
+ " # Step 1. Remember that Pytorch accumulates gradients.\n",
+ " # We need to clear them out before each instance\n",
+ " model.zero_grad()\n",
+ "\n",
+ " # Step 2. Get our inputs ready for the network, that is, turn them into\n",
+ " # Tensors of word indices.\n",
+ " sentence_in = prepare_sequence(sentence, word_to_ix)\n",
+ " targets = prepare_sequence(tags, tag_to_ix)\n",
+ "\n",
+ " # Step 3. Run our forward pass.\n",
+ " tag_scores = model(sentence_in)\n",
+ "\n",
+ " # Step 4. Compute the loss, gradients, and update the parameters by\n",
+ " # calling optimizer.step()\n",
+ " loss = loss_function(tag_scores, targets)\n",
+ " loss.backward()\n",
+ " optimizer.step()"
+ ],
+ "metadata": {
+ "id": "hW9FiA4dLHRw"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "And we look at the score after training: what do you see?"
+ ],
+ "metadata": {
+ "id": "4JmZd7P4Lp46"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# See what the scores are after training\n",
+ "with torch.no_grad():\n",
+ " inputs = prepare_sequence(training_data[0][0], word_to_ix)\n",
+ " tag_scores = model(inputs)\n",
+ " predictions = torch.argmax(tag_scores, dim=1).cpu().numpy()\n",
+ " print(tag_scores)\n",
+ " print(predictions)\n",
+ " print(training_data[0][0])\n",
+ " print( [ix_to_tag[p] for p in predictions])\n",
+ "\n",
+ " # The sentence is \"the dog ate the apple\". i,j corresponds to score for tag j\n",
+ " # for word i. The predicted tag is the maximum scoring tag.\n",
+ " # Here, we can see the predicted sequence below is 0 1 2 0 1\n",
+ " # since 0 is index of the maximum value of row 1,\n",
+ " # 1 is the index of maximum value of row 2, etc.\n",
+ " # Which is DET NOUN VERB DET NOUN, the correct sequence!\n",
+ " #print(tag_scores)"
+ ],
+ "metadata": {
+ "id": "Q_xgiu1MBAnB",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "420258d1-fb73-487a-a7f7-9d68af59bf38"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "tensor([[-0.0449, -3.7969, -3.8403],\n",
+ " [-4.3027, -0.0316, -4.0409],\n",
+ " [-3.5685, -3.9124, -0.0494],\n",
+ " [-0.0427, -3.8332, -3.9049],\n",
+ " [-4.0410, -0.0297, -4.4526]])\n",
+ "[0 1 2 0 1]\n",
+ "['The', 'dog', 'ate', 'the', 'apple']\n",
+ "['DET', 'NN', 'V', 'DET', 'NN']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 2- Training a POS tagger on a large set of data"
+ ],
+ "metadata": {
+ "id": "OiMM4pDON_kB"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install torchdata\n",
+ "!pip install portalocker>=2.0.0"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "qWakPj_QQwPx",
+ "outputId": "1d65908f-7875-434b-cba3-cd81189ec197"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Requirement already satisfied: torchdata in /usr/local/lib/python3.10/dist-packages (0.7.0)\n",
+ "Requirement already satisfied: urllib3>=1.25 in /usr/local/lib/python3.10/dist-packages (from torchdata) (2.0.7)\n",
+ "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from torchdata) (2.31.0)\n",
+ "Requirement already satisfied: torch==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torchdata) (2.1.0+cu121)\n",
+ "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch==2.1.0->torchdata) (3.13.1)\n",
+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch==2.1.0->torchdata) (4.5.0)\n",
+ "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch==2.1.0->torchdata) (1.12)\n",
+ "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch==2.1.0->torchdata) (3.2.1)\n",
+ "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.0->torchdata) (3.1.2)\n",
+ "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch==2.1.0->torchdata) (2023.6.0)\n",
+ "Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.0->torchdata) (2.1.0)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->torchdata) (3.3.2)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->torchdata) (3.6)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->torchdata) (2023.11.17)\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch==2.1.0->torchdata) (2.1.3)\n",
+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch==2.1.0->torchdata) (1.3.0)\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from torch.utils.data import Dataset\n",
+ "from torchtext import datasets"
+ ],
+ "metadata": {
+ "id": "VyyuXUhmUg5r"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#ud_dataset = torchtext.datasets.UDPOS(root: str = '.data', split: Union[Tuple[str], str] = ('train', 'valid', 'test'))\n",
+ "\n",
+ "train_iter, test_iter = datasets.UDPOS(split=('train', 'valid'))\n"
+ ],
+ "metadata": {
+ "id": "1CszON2uJmUb"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "ex = next(iter(train_iter))\n",
+ "print(ex[0])\n",
+ "print(ex[1])\n",
+ "print(ex[2])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "guxlgcFuRRR_",
+ "outputId": "5ff06e59-ea56-47bb-a4a5-b60724130c42"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "['Al', '-', 'Zaman', ':', 'American', 'forces', 'killed', 'Shaikh', 'Abdullah', 'al', '-', 'Ani', ',', 'the', 'preacher', 'at', 'the', 'mosque', 'in', 'the', 'town', 'of', 'Qaim', ',', 'near', 'the', 'Syrian', 'border', '.']\n",
+ "['PROPN', 'PUNCT', 'PROPN', 'PUNCT', 'ADJ', 'NOUN', 'VERB', 'PROPN', 'PROPN', 'PROPN', 'PUNCT', 'PROPN', 'PUNCT', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', 'ADP', 'PROPN', 'PUNCT', 'ADP', 'DET', 'ADJ', 'NOUN', 'PUNCT']\n",
+ "['NNP', 'HYPH', 'NNP', ':', 'JJ', 'NNS', 'VBD', 'NNP', 'NNP', 'NNP', 'HYPH', 'NNP', ',', 'DT', 'NN', 'IN', 'DT', 'NN', 'IN', 'DT', 'NN', 'IN', 'NNP', ',', 'IN', 'DT', 'JJ', 'NN', '.']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from collections import Counter\n",
+ "from torchtext.vocab import vocab\n",
+ "\n",
+ "# Build vocabulary\n",
+ "training_size = 0\n",
+ "counter = Counter()\n",
+ "for (tokens, tags, _) in train_iter:\n",
+ " training_size += 1\n",
+ " counter.update(tokens)\n",
+ "vocab = vocab(counter, min_freq=10, specials=('<unk>', '<BOS>', '<EOS>', '<PAD>'))\n",
+ "print( \"total number of example in training set:\", training_size)"
+ ],
+ "metadata": {
+ "id": "xdoeEWyPX8pO",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "0e52904e-6907-4435-cd6a-f20c9cd437b5"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.10/dist-packages/torch/utils/data/datapipes/iter/combining.py:333: UserWarning: Some child DataPipes are not exhausted when __iter__ is called. We are resetting the buffer and each child DataPipe will read from the start again.\n",
+ " warnings.warn(\"Some child DataPipes are not exhausted when __iter__ is called. We are resetting \"\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "total number of example in training set: 12543\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "print(\"The length of the new vocab is\", len(vocab))\n",
+ "# token to indices\n",
+ "stoi = vocab.get_stoi()\n",
+ "print(\"The index of '<BOS>' is\", stoi['<BOS>'])\n",
+ "# indice to token\n",
+ "itos = vocab.get_itos()\n",
+ "print(\"The token at index 2 is\", itos[2])\n",
+ "print(\"The token at index 42 is\", itos[42])"
+ ],
+ "metadata": {
+ "id": "P-WrgNL0YCJK",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "8b0d68b5-39bc-4637-d7b6-84b8f2d82f15"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "The length of the new vocab is 2182\n",
+ "The index of '<BOS>' is 1\n",
+ "The token at index 2 is <EOS>\n",
+ "The token at index 42 is operating\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Transform a list of tokens into a list of indices using the dict given\n",
+ "def prepare_sequence(seq, to_ix):\n",
+ " '''\n",
+ " - seq: an input sequence of tokens\n",
+ " - to_ix: a dictionary mapping token to indices\n",
+ " output: a tensor of indices representing the input sequence\n",
+ " '''\n",
+ " idxs = [to_ix[w] for w in seq]\n",
+ " return torch.tensor(idxs, dtype=torch.long)\n",
+ "\n",
+ "\n",
+ "# Build the mapping from word to indices, and from POS to indices\n",
+ "word_to_ix, tag_to_ix = {}, {}\n",
+ "# For each words-list (sentence) and tags-list in each tuple of training_data\n",
+ "for sent, tags, _ in train_iter:\n",
+ " for word in sent:\n",
+ " if word not in word_to_ix: # word has not been assigned an index yet\n",
+ " word_to_ix[word] = len(word_to_ix) # Assign each word with a unique index\n",
+ " for tag in tags:\n",
+ " if tag not in tag_to_ix:\n",
+ " tag_to_ix[tag] = len(tag_to_ix)\n",
+ "\n",
+ "# Reverse mapping\n",
+ "ix_to_tag = {v: k for k, v in tag_to_ix.items()}\n",
+ "\n",
+ "# Print the mapping dictionaries\n",
+ "print(word_to_ix)\n",
+ "print(tag_to_ix)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Va4-PPpSSPjc",
+ "outputId": "c5e4a7f1-d565-45fb-c4b0-1e03b8235c89"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "{'Al': 0, '-': 1, 'Zaman': 2, ':': 3, 'American': 4, 'forces': 5, 'killed': 6, 'Shaikh': 7, 'Abdullah': 8, 'al': 9, 'Ani': 10, ',': 11, 'the': 12, 'preacher': 13, 'at': 14, 'mosque': 15, 'in': 16, 'town': 17, 'of': 18, 'Qaim': 19, 'near': 20, 'Syrian': 21, 'border': 22, '.': 23, '[': 24, 'This': 25, 'killing': 26, 'a': 27, 'respected': 28, 'cleric': 29, 'will': 30, 'be': 31, 'causing': 32, 'us': 33, 'trouble': 34, 'for': 35, 'years': 36, 'to': 37, 'come': 38, ']': 39, 'DPA': 40, 'Iraqi': 41, 'authorities': 42, 'announced': 43, 'that': 44, 'they': 45, 'had': 46, 'busted': 47, 'up': 48, '3': 49, 'terrorist': 50, 'cells': 51, 'operating': 52, 'Baghdad': 53, 'Two': 54, 'them': 55, 'were': 56, 'being': 57, 'run': 58, 'by': 59, '2': 60, 'officials': 61, 'Ministry': 62, 'Interior': 63, '!': 64, 'The': 65, 'MoI': 66, 'Iraq': 67, 'is': 68, 'equivalent': 69, 'US': 70, 'FBI': 71, 'so': 72, 'this': 73, 'would': 74, 'like': 75, 'having': 76, 'J.': 77, 'Edgar': 78, 'Hoover': 79, 'unwittingly': 80, 'employ': 81, 'high': 82, 'level': 83, 'members': 84, 'Weathermen': 85, 'bombers': 86, 'back': 87, '1960s': 88, 'third': 89, 'was': 90, 'head': 91, 'an': 92, 'investment': 93, 'firm': 94, 'You': 95, 'wonder': 96, 'if': 97, 'he': 98, 'manipulating': 99, 'market': 100, 'with': 101, 'his': 102, 'bombing': 103, 'targets': 104, 'Ghazaliyah': 105, 'and': 106, 'Jihad': 107, 'districts': 108, 'capital': 109, 'Although': 110, 'announcement': 111, 'probably': 112, 'made': 113, 'show': 114, 'progress': 115, 'identifying': 116, 'breaking': 117, 'terror': 118, 'I': 119, 'do': 120, \"n't\": 121, 'find': 122, 'news': 123, 'Baathists': 124, 'continue': 125, 'penetrate': 126, 'government': 127, 'very': 128, 'hopeful': 129, 'It': 130, 'reminds': 131, 'me': 132, 'too': 133, 'much': 134, 'ARVN': 135, 'officers': 136, 'who': 137, 'secretly': 138, 'working': 139, 'other': 140, 'side': 141, 'Vietnam': 142, 'Guerrillas': 143, 'member': 144, 'Kurdistan': 145, 'Democratic': 146, 'Party': 147, 'after': 148, 'kidnapping': 149, 'him': 150, 'Mosul': 151, 'police': 152, 'commander': 153, 'Ninevah': 154, 'Province': 155, 'bombings': 156, 'declined': 157, '80': 158, 'percent': 159, 'whereas': 160, 'there': 161, 'been': 162, 'big': 163, 'jump': 164, 'number': 165, 'kidnappings': 166, 'On': 167, 'Wednesday': 168, 'guerrillas': 169, 'kidnapped': 170, 'cosmetic': 171, 'surgeon': 172, 'wife': 173, 'while': 174, 'on': 175, 'their': 176, 'way': 177, 'home': 178, 'In': 179, 'Suwayrah': 180, 'Kut': 181, 'two': 182, 'car': 183, 'bombs': 184, 'discovered': 185, 'before': 186, 'could': 187, 'detonated': 188, '(': 189, 'southeastern': 190, 'has': 191, 'overwhelmingly': 192, 'Shiite': 193, 'population': 194, 'are': 195, 'lookout': 196, 'Baathist': 197, 'saboteurs': 198, 'willingly': 199, 'turn': 200, 'willingness': 201, 'main': 202, 'difference': 203, 'south': 204, 'as': 205, 'opposed': 206, 'center': 207, 'north': 208, 'country': 209, ')': 210, 'Kadhim': 211, 'Talal': 212, 'Husain': 213, 'assistant': 214, 'dean': 215, 'School': 216, 'Education': 217, 'Mustansiriyah': 218, 'University': 219, 'assassinated': 220, 'driver': 221, 'Salikh': 222, 'district': 223, 'engineer': 224, 'Asi': 225, 'Ali': 226, 'from': 227, 'Tikrit': 228, 'They': 229, 'also': 230, 'Hamid': 231, \"'Akkab\": 232, 'clan': 233, 'elder': 234, 'branch': 235, 'Dulaim': 236, 'tribe': 237, 'His': 238, 'mother': 239, 'attack': 240, 'leaders': 241, 'have': 242, 'past': 243, 'week': 244, 'half': 245, 'Hawijah': 246, 'launched': 247, 'left': 248, '6': 249, 'dead': 250, 'including': 251, '4': 252, 'soldiers': 253, 'One': 254, 'Jubur': 255, 'deputy': 256, 'garrison': 257, 'hundred': 258, 'Batawi': 259, 'demonstrated': 260, 'Friday': 261, 'protesting': 262, 'Sarhid': 263, 'sons': 264, 'gunmen': 265, 'wearing': 266, 'army': 267, 'uniforms': 268, 'largely': 269, 'Sunni': 270, 'Arab': 271, 'some': 272, 'observers': 273, 'accused': 274, 'elements': 275, 'behind': 276, 'assassination': 277, ';': 278, 'it': 279, 'more': 280, 'likely': 281, 'work': 282, 'punishing': 283, 'cooperating': 284, 'Dec.': 285, '15': 286, 'elections': 287, 'High': 288, 'Electoral': 289, 'Commission': 290, 'denied': 291, 'request': 292, 'Debaathification': 293, 'exclude': 294, '51': 295, 'individuals': 296, 'running': 297, 'party': 298, 'lists': 299, 'grounds': 300, 'sufficiently': 301, 'involved': 302, 'Baath': 303, 'activities': 304, 'warrant': 305, 'excluded': 306, 'civil': 307, 'office': 308, 'said': 309, 'no': 310, 'legal': 311, 'such': 312, 'exclusion': 313, 'item': 314, 'small': 315, 'one': 316, 'easily': 317, 'missed': 318, 'But': 319, 'my': 320, 'view': 321, 'highly': 322, 'significant': 323, 'pushed': 324, 'Ahmad': 325, 'Chalabi': 326, 'National': 327, 'Congress': 328, 'hard': 329, 'many': 330, 'Arabs': 331, 'into': 332, 'arms': 333, 'increasingly': 334, 'marginalized': 335, 'within': 336, 'however': 337, 'despite': 338, 'ties': 339, 'clientelage': 340, 'Washington': 341, 'Tehran': 342, 'He': 343, 'longer': 344, 'dominant': 345, 'list': 346, 'United': 347, 'Alliance': 348, 'wo': 349, 'seats': 350, 'new': 351, 'parliament': 352, 'Some': 353, '2,000': 354, 'junior': 355, 'old': 356, 'recalled': 357, 'duty': 358, 'recent': 359, 'months': 360, 'something': 361, 'blocked': 362, 'Now': 363, 'refusing': 364, 'punish': 365, 'people': 366, 'mere': 367, 'membership': 368, 'situation': 369, 'only': 370, 'going': 371, 'get': 372, 'better': 373, 'If': 374, 'someone': 375, 'committed': 376, 'crime': 377, 'against': 378, 'humanity': 379, 'prosecute': 380, 'person': 381, 'or': 382, 'she': 383, 'did': 384, 'not': 385, 'then': 386, 'should': 387, 'all': 388, 'same': 389, 'rights': 390, 'Iraqis': 391, 'Sharq': 392, 'Awsat': 393, 'reports': 394, 'key': 395, 'eyewitness': 396, 'trial': 397, 'Saddam': 398, 'Hussein': 399, '1982': 400, 'massacre': 401, 'Dujail': 402, 'died': 403, 'A': 404, 'team': 405, 'court': 406, 'managed': 407, 'take': 408, 'deposition': 409, 'begins': 410, 'again': 411, 'Nov.': 412, '28': 413, 'fighting': 414, 'still': 415, 'continues': 416, 'several': 417, 'areas': 418, 'mostly': 419, 'Sadr': 420, 'city': 421, 'Adhamiya': 422, 'Baghdadis': 423, 'venture': 424, 'out': 425, 'neighbourhoods': 426, 'any': 427, 'you': 428, 'never': 429, 'know': 430, 'where': 431, 'might': 432, 'stuck': 433, 'There': 434, 'talk': 435, 'night': 436, 'curfew': 437, 'implemented': 438, 'My': 439, 'neighbourhood': 440, 'surrounded': 441, 'troops': 442, 'three': 443, 'days': 444, 'now': 445, 'helicopters': 446, 'circling': 447, 'over': 448, 'our': 449, 'heads': 450, 'non-stop': 451, 'Fedayeen': 452, 'visible': 453, 'street': 454, 'become': 455, 'bolder': 456, 'than': 457, 'ever': 458, 'Yesterday': 459, 'tens': 460, 'putting': 461, 'road': 462, 'blocks': 463, 'setting': 464, 'mortars': 465, 'open': 466, 'when': 467, 'Americans': 468, 'leave': 469, 'area': 470, 'start': 471, 'firing': 472, 'indiscriminately': 473, 'shooting': 474, 'AK': 475, \"47's\": 476, 'air': 477, 'exact': 478, 'positions': 479, 'during': 480, 'war': 481, 'last': 482, 'year': 483, 'which': 484, 'indicates': 485, 'And': 486, 'nothing': 487, 'we': 488, 'can': 489, 'about': 490, 'really': 491, 'suggesting': 492, 'go': 493, 'fight': 494, 'living': 495, 'dream': 496, 'land': 497, 'Even': 498, 'IP': 499, 'ICDC': 500, 'abandoned': 501, 'those': 502, 'trained': 503, 'armed': 504, 'expect': 505, 'scared': 506, 'civilians': 507, 'anything': 508, 'except': 509, 'hide': 510, 'inside': 511, 'pray': 512, 'helicopter': 513, 'tank': 514, 'does': 515, 'bomb': 516, 'how': 517, 'distinguish': 518, 'brave': 519, 'valiant': 520, '?': 521, 'Everyone': 522, 'apprehensive': 523, 'April': 524, '9th': 525, '10th': 526, 'bloody': 527, 'Most': 528, 'gone': 529, 'few': 530, 'although': 531, 'seems': 532, 'rest': 533, \"'\": 534, 'normal': 535, 'define': 536, 'what': 537, 'rumours': 538, 'preparations': 539, 'slum': 540, 'dwellers': 541, 'another': 542, 'looting': 543, 'spree': 544, 'banks': 545, 'governmental': 546, 'public': 547, 'property': 548, 'similar': 549, 'took': 550, 'place': 551, 'already': 552, 'overheard': 553, 'youngsters': 554, 'joking': 555, 'saying': 556, 'things': 557, '\"': 558, 'time': 559, 'first': 560, 'loot': 561, 'Mosques': 562, 'calling': 563, 'donating': 564, 'blood': 565, 'food': 566, 'medicine': 567, 'Fallujah': 568, 'convoys': 569, 'headed': 570, 'most': 571, 'returned': 572, 'later': 573, 'though': 574, 'What': 575, 'irritates': 576, 'sudden': 577, 'false': 578, 'solidarity': 579, 'between': 580, \"Shi'ite\": 581, 'clerics': 582, 'glad': 583, 'each': 584, 's': 585, 'throats': 586, 'chance': 587, 'Shia': 588, 'describing': 589, 'Fallujan': 590, 'insurgents': 591, \"Ba'athists\": 592, 'Saddamites': 593, 'Wahhabis': 594, 'terrorists': 595, 'just': 596, 'ago': 597, 'So': 598, 'happened': 599, 'guess': 600, \"'s\": 601, 'Me': 602, 'brother': 603, 'cousin': 604, 'enemy': 605, 'friend': 606, 'thing': 607, 'Speaking': 608, 'Jazeera': 609, 'rely': 610, 'sent': 611, 'top': 612, 'reporter': 613, 'Ahmed': 614, 'Mansour': 615, 'spouting': 616, 'kinds': 617, 'propaganda': 618, 'hourly': 619, 'reminding': 620, 'Sahhaf': 621, 'targetting': 622, 'ambulances': 623, 'snipers': 624, 'children': 625, 'pregnant': 626, 'women': 627, 'using': 628, 'cluster': 629, 'hear': 630, 'once': 631, 'make': 632, 'unforgivable': 633, 'error': 634, 'mentioned': 635, 'militants': 636, 'Marines': 637, 'roofs': 638, 'mosques': 639, 'houses': 640, 'Hay': 641, 'Golan': 642, 'but': 643, 'course': 644, 'okay': 645, 'Someone': 646, 'called': 647, 'himself': 648, 'Abu': 649, 'Hafs': 650, 'Ibn': 651, 'Khattab': 652, 'Brigades': 653, 'group': 654, 'enormous': 655, 'casualties': 656, 'among': 657, 'sweared': 658, 'mutilating': 659, 'bodies': 660, 'Over': 661, '300': 662, 'reported': 663, '500': 664, 'wounded': 665, 'alone': 666, 'Iraqiyah': 667, 'tv': 668, 'controlling': 669, 'Ramadi': 670, 'Azzaman': 671, 'newspaper': 672, 'signed': 673, 'Abdul': 674, 'Aziz': 675, 'bin': 676, 'Muqrin': 677, 'Qaeda': 678, 'operative': 679, 'Saudi': 680, 'Arabia': 681, 'Islamic': 682, 'website': 683, 'voice': 684, 'stated': 685, 'originally': 686, 'permitted': 687, 'Islam': 688, 'case': 689, 'allowed': 690, 'Muslims': 691, 'use': 692, 'infidels': 693, 'deter': 694, 'committing': 695, 'criminal': 696, 'actions': 697, 'added': 698, 'America': 699, 'understand': 700, 'language': 701, 'force': 702, 'retaliation': 703, 'kicked': 704, 'Somalia': 705, 'humiliation': 706, 'soldier': 707, 'dragged': 708, 'Mogadishu': 709, 'whole': 710, 'world': 711, 'see': 712, 'day': 713, 'Jews': 714, 'defiled': 715, 'stepped': 716, 'Arabian': 717, 'peninsula': 718, 'together': 719, 'agents': 720, 'supporters': 721, 'Elena': 722, 'motorcycle': 723, 'tour': 724, 'through': 725, 'region': 726, 'around': 727, 'Chernobyl': 728, 'revived': 729, 'interest': 730, 'serious': 731, 'nuclear': 732, 'disasters': 733, 'history': 734, 'We': 735, 'even': 736, 'different': 737, 'versions': 738, 'opinions': 739, 'effect': 740, 'health': 741, 'affected': 742, 'fallout': 743, 'UPDATE': 744, 'write': 745, 'your': 746, 'own': 747, 'story': 748, 'post': 749, 'fault': 750, 'finding': 751, 'assigning': 752, 'blame': 753, 'learn': 754, 'may': 755, 'affect': 756, 'future': 757, 'soothing': 758, 'authoritative': 759, 'UNSCEAR': 760, 'Nations': 761, 'Scientific': 762, 'Committee': 763, 'Effects': 764, 'Atomic': 765, 'Radiation': 766, 'report': 767, '2000': 768, 'effects': 769, 'confirming': 770, 'scientific': 771, 'evidence': 772, 'radiation': 773, 'related': 774, 'exposed': 775, 'heavily': 776, 'promoted': 777, 'Australasian': 778, 'Protection': 779, 'Society': 780, 'press': 781, 'release': 782, 'titled': 783, 'THE': 784, 'MYTHS': 785, 'OF': 786, 'CHERNOBYL': 787, 'contained': 788, 'following': 789, 'widespread': 790, 'myths': 791, 'times': 792, 'reactor': 793, 'accident': 794, '1986': 795, 'caused': 796, 'thousands': 797, 'extra': 798, 'cancer': 799, 'deaths': 800, 'neighbouring': 801, 'regions': 802, 'severely': 803, 'exposure': 804, 'Many': 805, 'believe': 806, 'true': 807, 'Russian': 808, 'Federation': 809, 'Civil': 810, 'Defence': 811, 'Emergencies': 812, 'Elimination': 813, 'Conseguences': 814, 'Natural': 815, 'Disasters': 816, 'EMERCOM': 817, 'Russia': 818, '1996': 819, 'ACCIDENT': 820, 'TEN': 821, 'YEARS': 822, 'ON': 823, 'decade': 824, 'real': 825, 'increase': 826, 'childhood': 827, 'certain': 828, 'extent': 829, 'adult': 830, 'carcinoma': 831, 'thyroid': 832, 'contaminated': 833, 'former': 834, 'Soviet': 835, 'Union': 836, 'Wi940': 837, 'attributed': 838, 'until': 839, 'proven': 840, 'otherwise': 841, 'prestigious': 842, 'IAEA': 843, 'International': 844, 'Energy': 845, 'Agency': 846, 'published': 847, 'early': 848, 'based': 849, 'information': 850, 'sources': 851, 'However': 852, '2001': 853, 'Fifteen': 854, 'Years': 855, 'Accident': 856, 'Lessons': 857, 'learned': 858, 'contradict': 859, 'earlier': 860, 'Here': 861, 'excerpts': 862, 'dramatic': 863, 'induced': 864, 'cancers': 865, 'adolescents': 866, 'Belarus': 867, 'Ukraine': 868, 'observed': 869, 'since': 870, '1991': 871, '...': 872, 'drop': 873, 'birth': 874, 'rate': 875, 'deterioration': 876, 'reproductive': 877, 'complications': 878, 'pregnancy': 879, 'neonatal': 880, '....': 881, 'dynamics': 882, 'change': 883, 'state': 884, 'countries': 885, 'post-accident': 886, 'period': 887, 'characterized': 888, 'persistent': 889, 'negative': 890, 'tendencies': 891, 'morbidity': 892, 'healthy': 893, 'dropping': 894, 'disability': 895, 'increasing': 896, 'As': 897, 'parent': 898, 'well': 899, 'imagine': 900, 'painful': 901, 'must': 902, 'families': 903, 'whose': 904, 'succumbing': 905, 'poisoning': 906, 'lot': 907, 'Being': 908, 'informed': 909, 'give': 910, 'certainty': 911, 'desirable': 912, 'conflicting': 913, 'wealth': 914, 'references': 915, 'Read': 916, 'links': 917, 'draw': 918, 'conclusions': 919, 'These': 920, 'present': 921, 'viewpoints': 922, 'existed': 923, 'exist': 924, 'disaster': 925, 'Report': 926, 'http://www.ibiblio.org/expo/soviet.exhibit/chernobyl.html': 927, 'http://www.ibrae.ac.ru/IBRAE/eng/chernobyl/nat_rep/nat_repe.htm#24': 928, 'http://www.nsrl.ttu.edu/chernobyl/wildlifepreserve.htm': 929, 'http://www.environmentalchemistry.com/yogi/hazmat/articles/chernobyl1.html': 930, 'http://digon_va.tripod.com/Chernobyl.htm': 931, 'http://www.oneworld.org/index_oc/issue196/byckau.html': 932, 'http://www.collectinghistory.net/chernobyl/': 933, 'http://www.ukrainianweb.com/chernobyl_ukraine.htm': 934, 'http://www.bullatomsci.org/issues/1993/s93/s93Marples.html': 935, 'http://www.calguard.ca.gov/ia/Chernobyl-15%20years.htm': 936, 'http://www.infoukes.com/history/chornobyl/gregorovich/index.html': 937, 'http://www.un.org/ha/chernobyl/': 938, 'http://www.tecsoc.org/pubs/history/2002/apr26.htm': 939, 'http://www.chernobyl.org.uk/page2.htm': 940, 'http://www.time.com/time/daily/chernobyl/860901.accident.html': 941, 'http://www.infoukes.com/history/chornobyl/elg/': 942, 'http://www.world-nuclear.org/info/chernobyl/inf07.htm': 943, 'http://www.nea.fr/html/rp/chernobyl/conclusions5.html': 944, 'http://www.nea.fr/html/rp/chernobyl/c01.html': 945, 'http://www.nea.fr/html/rp/chernobyl/c05.html': 946, 'http://www.physics.isu.edu/radinf/chern.htm': 947, 'http://www.chernobyl.info/en': 948, 'http://www.arps.org.au/Chernobyl.htm': 949, 'http://www-formal.stanford.edu/jmc/progress/chernobyl.html': 950, 'http://www.21stcenturysciencetech.com/articles/chernobyl.html': 951, 'interested': 952, 'hearing': 953, 'reached': 954, 'found': 955, 'convincing': 956, 'child': 957, \"50's\": 958, 'glandular': 959, 'problems': 960, 'treated': 961, 'therapy': 962, 'primitive': 963, 'best': 964, 'stopped': 965, 'lesion': 966, 'neck': 967, 'started': 968, 'enlarging': 969, '--': 970, 'CA': 971, 'treatments': 972, 'Remember': 973, 'shoe': 974, 'sizing': 975, 'machines': 976, 'form': 977, 'xray': 978, 'That': 979, 'Do': 980, 'mention': 981, 'done': 982, 'doing': 983, 'Hirsohima': 984, '&': 985, 'Nagaski': 986, 'folks': 987, 'doubts': 988, '.......': 989, 'Children': 990, 'Project': 991, 'http://www.adiccp.org/home/default.asp': 992, 'offers': 993, 'ways': 994, 'help': 995, 'Rest': 996, 'Recuperation': 997, 'Program': 998, 'wherein': 999, 'weeks': 1000, 'summer': 1001, 'little': 1002, 'spent': 1003, 'receiving': 1004, 'wholesome': 1005, 'uncontaminated': 1006, 'good': 1007, 'medical': 1008, 'care': 1009, 'etc.': 1010, 'add': 1011, 'lives': 1012, 'S.': 1013, 'acquaintance': 1014, 'hosted': 1015, 'these': 1016, 'ones': 1017, 'breaks': 1018, 'heart': 1019, 'urge': 1020, 'protect': 1021, 'gather': 1022, 'almost': 1023, 'overwhelming': 1024, 'makes': 1025, 'grateful': 1026, 'blessings': 1027, 'Take': 1028, 'Linda': 1029, \"'m\": 1030, 'sorry': 1031, 'say': 1032, 'revealed': 1033, 'fake': 1034, 'videotape': 1035, 'audio': 1036, 'speeches': 1037, 'Bin': 1038, 'Laden': 1039, 'Ayman': 1040, 'Zawahiri': 1041, 'tell': 1042, 'hopes': 1043, 'remaining': 1044, 'leadership': 1045, 'organization': 1046, 'Because': 1047, 'Pakistan': 1048, 'capture': 1049, 'kill': 1050, '/': 1051, '3s': 1052, '25': 1053, 'commanders': 1054, 'middle': 1055, 'managers': 1056, 'close': 1057, 'contact': 1058, 'tape': 1059, 'signal': 1060, 'priorities': 1061, '1': 1062, 'Assassinate': 1063, 'overthrow': 1064, 'Gen.': 1065, 'Pervez': 1066, 'Musharraf': 1067, 'Pakistani': 1068, 'military': 1069, 'president': 1070, 'coup': 1071, '1999': 1072, 'thrown': 1073, 'States': 1074, 'Taliban': 1075, 'trying': 1076, 'purge': 1077, 'officer': 1078, 'corps': 1079, 'substantial': 1080, 'sympathizers': 1081, 'intelligence': 1082, 'captured': 1083, 'major': 1084, 'figures': 1085, 'Zubayda': 1086, 'Khalid': 1087, 'Shaykh': 1088, 'Muhammad': 1089, 'nearly': 1090, 'operatives': 1091, '400': 1092, 'whom': 1093, 'Pakistanis': 1094, 'turned': 1095, 'held': 1096, 'October': 1097, '2002': 1098, 'right': 1099, 'parties': 1100, '20': 1101, 'went': 1102, 'fundamentalist': 1103, 'religious': 1104, 'coalition': 1105, 'MMA': 1106, 'Northwest': 1107, 'Frontier': 1108, 'shelters': 1109, 'joint': 1110, 'Baluchistan': 1111, 'Afghanistan': 1112, 'instigate': 1113, 'Islamist': 1114, 'hope': 1115, 'catapult': 1116, 'power': 1117, 'political': 1118, 'allies': 1119, 'hosts': 1120, 'thereby': 1121, 'gain': 1122, 'control': 1123, 'base': 1124, 'operations': 1125, 'All': 1126, 'unlikely': 1127, 'crackpot': 1128, 'schemes': 1129, 'mujahidin': 1130, 'virtually': 1131, 'Response': 1132, 'whatever': 1133, 'strengthen': 1134, 'legitimacy': 1135, 'hand': 1136, 'pressure': 1137, 'off': 1138, 'uniform': 1139, 'fair': 1140, 'election': 1141, 'repeal': 1142, 'contentious': 1143, 'Legal': 1144, 'Framework': 1145, 'Order': 1146, 'essentially': 1147, 'perpetuates': 1148, 'dictatorship': 1149, 'restrictions': 1150, 'lifted': 1151, 'mainstream': 1152, 'Muslim': 1153, 'League': 1154, 'N': 1155, 'People': 1156, 'defeat': 1157, 'hogtied': 1158, 'secret': 1159, 'strong': 1160, 'arm': 1161, 'India': 1162, 'final': 1163, 'settlement': 1164, 'Kashmir': 1165, 'issue': 1166, 'attempted': 1167, 'lack': 1168, 'helping': 1169, 'Indian': 1170, 'justification': 1171, 'generates': 1172, 'far': 1173, 'terrorism': 1174, 'threat': 1175, 'Target': 1176, 'Israel': 1177, 'encourage': 1178, 'worst': 1179, 'Palestinians': 1180, 'playing': 1181, 'iron': 1182, 'fist': 1183, 'policies': 1184, 'Sharon': 1185, 'succeeded': 1186, 'politically': 1187, 'isolating': 1188, 'Hamas': 1189, 'process': 1190, 'cutting': 1191, 'its': 1192, 'funding': 1193, 'pull': 1194, 'less': 1195, 'sophisticated': 1196, 'attacks': 1197, 'defanged': 1198, 'simply': 1199, 'means': 1200, 'establishing': 1201, 'general': 1202, 'peace': 1203, 'Bush': 1204, 'administration': 1205, 'finally': 1206, 'apply': 1207, 'effective': 1208, 'stop': 1209, 'outrages': 1210, 'colonization': 1211, 'West': 1212, 'Bank': 1213, 'Gaza': 1214, 'line': 1215, 'worked': 1216, 'tandem': 1217, 'ratchet': 1218, 'tensions': 1219, 'further': 1220, 'spill': 1221, 'serve': 1222, 'recruiting': 1223, 'tool': 1224, 'search': 1225, 'willing': 1226, 'hit': 1227, 'owes': 1228, 'least': 1229, 'crisis': 1230, 'cease': 1231, 'militarily': 1232, 'unnecessary': 1233, 'provocations': 1234, 'establish': 1235, 'genuine': 1236, 'Make': 1237, 'Republican': 1238, 'Right': 1239, 'tactics': 1240, 'actually': 1241, 'hostile': 1242, 'territory': 1243, 'without': 1244, 'succeed': 1245, 'By': 1246, 'moving': 1247, 'quickly': 1248, 'sovereignty': 1249, 'improvement': 1250, 'able': 1251, 'foreigners': 1252, 'Certainly': 1253, 'Shiites': 1254, 'hate': 1255, 'likewise': 1256, 'Kurds': 1257, 'problem': 1258, 'mollifying': 1259, 'Sunnis': 1260, 'solved': 1261, 'avoid': 1262, 'giving': 1263, 'entrée': 1264, 'put': 1265, 'away': 1266, 'free': 1267, 'fetishism': 1268, 'creating': 1269, 'jobs': 1270, 'pumping': 1271, 'money': 1272, 'households': 1273, 'need': 1274, 'FDR': 1275, 'Ronald': 1276, 'Reagan': 1277, 'Of': 1278, 'sooner': 1279, 'withdrawn': 1280, 'favor': 1281, 'provocative': 1282, 'local': 1283, 'international': 1284, 'Getting': 1285, 'Spanish': 1286, 'rallying': 1287, 'cry': 1288, 'getting': 1289, 'British': 1290, 'keep': 1291, 'mind': 1292, 'nationalists': 1293, 'radicals': 1294, 'remain': 1295, 'dangerous': 1296, 'infiltrators': 1297, 'eyes': 1298, 'ball': 1299, 'George': 1300, 'W.': 1301, 'alleged': 1302, 'Thursday': 1303, 'John': 1304, 'Edwards': 1305, 'lacks': 1306, 'experience': 1307, 'necessary': 1308, 'argument': 1309, 'lacked': 1310, 'ran': 1311, 'sort': 1312, 'cheap': 1313, 'shot': 1314, 'hoists': 1315, 'petard': 1316, 'Let': 1317, 'remember': 1318, 'seminal': 1319, 'moment': 1320, 'fails': 1321, 'pop': 1322, 'quiz': 1323, 'November': 1324, '5': 1325, 'Web': 1326, 'posted': 1327, '3:29': 1328, 'p.m.': 1329, 'EST': 1330, '2029': 1331, 'GMT': 1332, 'WASHINGTON': 1333, 'CNN': 1334, 'Texas': 1335, 'Gov.': 1336, 'enduring': 1337, 'sharp': 1338, 'criticism': 1339, 'unable': 1340, 'name': 1341, 'four': 1342, 'current': 1343, 'hot': 1344, 'spots': 1345, 'President': 1346, 'Bill': 1347, 'Clinton': 1348, 'says': 1349, 'pick': 1350, 'names': 1351, 'front': 1352, 'runner': 1353, 'presidential': 1354, 'nomination': 1355, 'faltered': 1356, 'affairs': 1357, 'posed': 1358, 'Andy': 1359, 'Hiller': 1360, 'WHDH': 1361, 'TV': 1362, 'Boston': 1363, 'asked': 1364, 'Chechnya': 1365, 'Taiwan': 1366, 'partial': 1367, 'response': 1368, 'query': 1369, 'leader': 1370, 'referring': 1371, 'Taiwanese': 1372, 'Lee': 1373, 'Teng': 1374, 'hui': 1375, 'others': 1376, 'Can': 1377, 'charge': 1378, 'inquiring': 1379, 'Pervaiz': 1380, 'seized': 1381, '12': 1382, 'Wait': 1383, 'wait': 1384, '50': 1385, 'questions': 1386, 'replied': 1387, 'No': 1388, 'answering': 1389, 'question': 1390, 'elected': 1391, 'guy': 1392, 'appears': 1393, 'bring': 1394, 'stability': 1395, 'think': 1396, 'subcontinent': 1397, 'Gore': 1398, 'released': 1399, 'statement': 1400, 'taking': 1401, 'task': 1402, 'comments': 1403, 'troubling': 1404, 'candidate': 1405, 'oldest': 1406, 'democracy': 1407, 'characterize': 1408, 'takeover': 1409, 'Further': 1410, 'disturbing': 1411, 'nation': 1412, 'tested': 1413, 'weapons': 1414, 'shortly': 1415, 'voicing': 1416, 'opposition': 1417, 'Comprehensive': 1418, 'Test': 1419, 'Ban': 1420, 'Treaty': 1421, 'spokesman': 1422, 'criticized': 1423, 'condone': 1424, 'democratically': 1425, 'governments': 1426, 'David': 1427, 'Leavy': 1428, 'Security': 1429, 'Council': 1430, 'Not': 1431, 'General': 1432, 'confused': 1433, 'making': 1434, 'moreover': 1435, 'suggest': 1436, 'prime': 1437, 'minister': 1438, 'installation': 1439, 'strongest': 1440, 'supporter': 1441, 'part': 1442, 'because': 1443, 'anger': 1444, 'Prime': 1445, 'Minister': 1446, 'Nawaz': 1447, 'Sharif': 1448, 'down': 1449, 'confronting': 1450, 'explicitly': 1451, 'came': 1452, 'warmonger': 1453, 'ca': 1454, 'ominous': 1455, 'performance': 1456, 'interview': 1457, 'stuttering': 1458, 'obviously': 1459, 'idea': 1460, 'talking': 1461, 'ill': 1462, 'fated': 1463, 'instincts': 1464, 'liked': 1465, 'authoritarian': 1466, 'rule': 1467, 'equating': 1468, 'needed': 1469, 'South': 1470, 'Asia': 1471, 'giants': 1472, 'radical': 1473, 'politics': 1474, 'latter': 1475, 'dire': 1476, 'security': 1477, 'becoming': 1478, 'unstable': 1479, 'play': 1480, 'brinkmanship': 1481, 'risking': 1482, 'twice': 1483, 'September': 1484, '11': 1485, 'under': 1486, 'extreme': 1487, 'duress': 1488, 'continued': 1489, 'support': 1490, 'Islamism': 1491, 'recently': 1492, 'implicated': 1493, 'attempts': 1494, 'body': 1495, 'proclaimed': 1496, 'bringing': 1497, 'fall': 1498, 'answer': 1499, 'merit': 1500, 'Another': 1501, 'certainly': 1502, 'knows': 1503, 'foreign': 1504, 'Indeed': 1505, 'given': 1506, 'rampaged': 1507, 'alienating': 1508, 'ignoring': 1509, 'vital': 1510, 'conflicts': 1511, 'potential': 1512, 'blow': 1513, 'argue': 1514, 'campaign': 1515, 'literature': 1516, 'believes': 1517, 'U.S.': 1518, 'active': 1519, 'resolve': 1520, 'reducing': 1521, 'Northern': 1522, 'Ireland': 1523, 'role': 1524, 'promoting': 1525, 'Israelis': 1526, 'From': 1527, 'Daily': 1528, 'Star': 1529, 'Juan': 1530, 'Cole': 1531, 'June': 1532, '04': 1533, '2004': 1534, 'gradually': 1535, 'wearies': 1536, 'begun': 1537, 'worrying': 1538, 'conditions': 1539, 'anti-American': 1540, 'closer': 1541, 'suffer': 1542, 'instability': 1543, 'acutely': 1544, 'Ironically': 1545, 'proponents': 1546, 'Israeli': 1547, 'Ariel': 1548, 'neoconservative': 1549, 'Have': 1550, 'weakened': 1551, 'biggest': 1552, 'faces': 1553, 'conventional': 1554, 'armies': 1555, 'asymmetrical': 1556, 'Palestinian': 1557, 'national': 1558, 'liberation': 1559, 'movements': 1560, 'derailing': 1561, 'Oslo': 1562, 'intifada': 1563, 'encouraged': 1564, 'suicide': 1565, 'discouraged': 1566, 'immigrants': 1567, 'withdrew': 1568, 'Lebanese': 1569, 'May': 1570, 'Hizbullah': 1571, 'mollified': 1572, 'estimated': 1573, '5,000': 1574, 'fighters': 1575, 'pursued': 1576, 'compel': 1577, 'withdraw': 1578, 'Shebaa': 1579, 'Farms': 1580, 'sliver': 1581, 'annexed': 1582, '1967': 1583, 'Any': 1584, 'thorough': 1585, 'assessment': 1586, 'impact': 1587, 'aftermath': 1588, 'environment': 1589, 'therefore': 1590, 'closely': 1591, 'examine': 1592, 'conduct': 1593, 'warfare': 1594, 'often': 1595, 'gave': 1596, 'clear': 1597, 'danger': 1598, 'themselves': 1599, 'end': 1600, 'occupation': 1601, 'Strip': 1602, 'driven': 1603, 'economic': 1604, 'considerations': 1605, 'practical': 1606, 'At': 1607, 'points': 1608, 'late': 1609, '1980s': 1610, 'reportedly': 1611, 'scenes': 1612, 'overtures': 1613, 'arrive': 1614, 'deal': 1615, 'allow': 1616, 'launch': 1617, '1990s': 1618, 'biological': 1619, 'program': 1620, 'destroyed': 1621, 'chemical': 1622, 'stockpiles': 1623, 'Its': 1624, 'ramshackle': 1625, 'collapsed': 1626, 'invasion': 1627, '2003': 1628, 'difficult': 1629, 'menace': 1630, 'bungling': 1631, 'post-war': 1632, 'created': 1633, 'weak': 1634, 'failed': 1635, 'Armed': 1636, 'militias': 1637, 'staffed': 1638, 'men': 1639, 'training': 1640, 'proliferated': 1641, 'chose': 1642, 'ally': 1643, 'itself': 1644, 'groups': 1645, 'Supreme': 1646, 'Revolution': 1647, '15,000': 1648, 'Badr': 1649, 'Corps': 1650, 'paramilitary': 1651, 'Iranian': 1652, 'Revolutionary': 1653, 'Guards': 1654, 'Anti-Israeli': 1655, 'pro-Palestinian': 1656, 'feeling': 1657, 'ideological': 1658, 'currents': 1659, 'generally': 1660, 'follow': 1661, 'theocratic': 1662, 'notions': 1663, 'Iran': 1664, 'Ayatollah': 1665, 'Ruhollah': 1666, 'Khomeini': 1667, 'routinely': 1668, 'chant': 1669, 'demonstrate': 1670, 'vehemently': 1671, 'protested': 1672, 'Sheikh': 1673, 'Yassin': 1674, 'March': 1675, 'Worse': 1676, 'drew': 1677, 'denunciation': 1678, 'moderate': 1679, 'cautious': 1680, 'Grand': 1681, 'Sistani': 1682, 'wields': 1683, 'moral': 1684, 'authority': 1685, 'suppressed': 1686, 'regime': 1687, 'organized': 1688, 'reestablished': 1689, 'historical': 1690, 'inevitable': 1691, 'coreligionists': 1692, 'rich': 1693, 'enough': 1694, 'petroleum': 1695, 'sales': 1696, 'position': 1697, 'bankroll': 1698, 'fundamentalists': 1699, 'deeply': 1700, 'sympathize': 1701, 'deep': 1702, 'inks': 1703, 'Jordan': 1704, 'Palestine': 1705, 'cities': 1706, 'truck': 1707, 'route': 1708, 'Amman': 1709, 'influence': 1710, 'Salafi': 1711, 'movement': 1712, 'popular': 1713, 'Secular': 1714, 'nationalist': 1715, 'universally': 1716, 'post-Saddam': 1717, 'exception': 1718, 'Whereas': 1719, 'ensured': 1720, 'populist': 1721, 'kept': 1722, 'firmly': 1723, 'organize': 1724, 'An': 1725, 'proliferate': 1726, 'inevitably': 1727, 'worry': 1728, 'modicum': 1729, 'normality': 1730, 'citizens': 1731, 'benefit': 1732, 'reserves': 1733, 'private': 1734, 'funneled': 1735, 'aid': 1736, 'interests': 1737, 'served': 1738, 'neighbors': 1739, 'achieved': 1740, 'trading': 1741, 'aggressive': 1742, 'annexation': 1743, 'occupied': 1744, 'indefinite': 1745, 'postponement': 1746, 'unprecedented': 1747, 'rage': 1748, 'violence': 1749, 'spread': 1750, 'throughout': 1751, 'promotion': 1752, 'pro-Zionist': 1753, 'twin': 1754, 'occupations': 1755, 'profoundly': 1756, 'strengthened': 1757, 'www.juancole.com': 1758, 'professor': 1759, 'modern': 1760, 'Middle': 1761, 'East': 1762, 'Michigan': 1763, 'author': 1764, 'Sacred': 1765, 'Space': 1766, 'Holy': 1767, 'War': 1768, 'I.B.': 1769, 'Tauris': 1770, 'DAILY': 1771, 'STAR': 1772, 'publishes': 1773, 'commentary': 1774, 'agreement': 1775, 'Agence': 1776, 'Global': 1777, 'Tamils': 1778, 'feel': 1779, 'proposed': 1780, 'defense': 1781, 'Sri': 1782, 'Lanka': 1783, 'Sinhala': 1784, 'rulers': 1785, 'prepare': 1786, 'abandoning': 1787, 'hints': 1788, 'Indo': 1789, 'drawn': 1790, 'protests': 1791, 'Tamil': 1792, 'TNA': 1793, 'backed': 1794, 'LTTE': 1795, 'Apart': 1796, '1,200': 1797, 'lost': 1798, '1987': 1799, 'peacekeeping': 1800, 'immensely': 1801, 'unpopular': 1802, 'Nadu': 1803, 'Jaffna': 1804, 'Sinhalese': 1805, 'majority': 1806, 'considered': 1807, 'violation': 1808, 'defensive': 1809, 'Ranjit': 1810, 'Devraj': 1811, 'NEW': 1812, 'DELHI': 1813, 'While': 1814, 'ready': 1815, 'enter': 1816, 'cooperation': 1817, 'wary': 1818, 'involvement': 1819, 'island': 1820, 'decades': 1821, 'seen': 1822, 'violent': 1823, 'strife': 1824, 'ethnic': 1825, 'leaving': 1826, '60,000': 1827, 'both': 1828, 'sides': 1829, 'explains': 1830, 'delay': 1831, 'signing': 1832, 'formal': 1833, 'Lankan': 1834, 'Chandrika': 1835, 'Kumaratunga': 1836, 'visit': 1837, 'According': 1838, 'Professor': 1839, 'S': 1840, 'D': 1841, 'Muni': 1842, 'expert': 1843, 'Jawaharal': 1844, 'Nehru': 1845, 'talks': 1846, 'Colombo': 1847, 'Liberation': 1848, 'Tigers': 1849, 'Eelam': 1850, 'stalemated': 1851, 'For': 1852, 'reason': 1853, 'keen': 1854, 'beef': 1855, 'preparedness': 1856, 'want': 1857, 'initiate': 1858, 'conflict': 1859, 'deterring': 1860, 'starting': 1861, 'look': 1862, 'brink': 1863, 'launching': 1864, 'offensive': 1865, 'told': 1866, 'IPS': 1867, 'six': 1868, 'rounds': 1869, 'rebels': 1870, 'abruptly': 1871, 'pulled': 1872, 'negotiations': 1873, 'demanding': 1874, 'recognition': 1875, 'self': 1876, 'proceeding': 1877, 'preceded': 1878, 'Norwegian': 1879, 'Foreign': 1880, 'Jan': 1881, 'Petersen': 1882, 'bid': 1883, 'revive': 1884, 'supposed': 1885, 'ceasefire': 1886, 'successfully': 1887, 'brokered': 1888, 'February': 1889, 'discussions': 1890, 'reclusive': 1891, 'Velupillai': 1892, 'Prabhakaran': 1893, 'rebel': 1894, 'stronghold': 1895, 'Kilinochchi': 1896, 'success': 1897, 'chief': 1898, 'negotiator': 1899, 'Anton': 1900, 'Balasingham': 1901, 'envoy': 1902, 'Erik': 1903, 'Solheim': 1904, 'closed': 1905, 'door': 1906, 'airport': 1907, 'Saturday': 1908, 'effort': 1909, 'salvage': 1910, 'track': 1911, 'diplomatic': 1912, 'intractable': 1913, 'Kalkat': 1914, 'difficulty': 1915, 'lay': 1916, 'fact': 1917, 'de': 1918, 'jure': 1919, 'east': 1920, 'every': 1921, 'aspect': 1922, 'veteran': 1923, 'intervention': 1924, 'implement': 1925, 'Peace': 1926, 'Accord': 1927, 'ambitiously': 1928, 'provided': 1929, 'disarming': 1930, 'formidable': 1931, 'reiteration': 1932, 'older': 1933, 'minus': 1934, 'commitment': 1935, 'currently': 1936, 'chairs': 1937, 'independent': 1938, 'Conflict': 1939, 'Resolution': 1940, 'failure': 1941, 'disarm': 1942, 'subdue': 1943, 'remained': 1944, 'capable': 1945, 'influencing': 1946, 'Norwegians': 1947, 'mean': 1948, 'limited': 1949, 'honest': 1950, 'broker': 1951, 'keenly': 1952, 'aware': 1953, 'unlike': 1954, 'underwrite': 1955, 'arrangement': 1956, 'reluctantly': 1957, 'accepted': 1958, 'accord': 1959, 'Under': 1960, 'northeastern': 1961, 'provincial': 1962, 'council': 1963, 'formed': 1964, 'deployed': 1965, 'peacekeepers': 1966, 'differences': 1967, 'soon': 1968, 'surfaced': 1969, 'led': 1970, 'clashes': 1971, 'Tiger': 1972, 'keeping': 1973, 'About': 1974, 'phase': 1975, '1989': 1976, 'Ranasinghe': 1977, 'Premadasa': 1978, 'critic': 1979, 'mediation': 1980, 'Last': 1981, 'initiative': 1982, 'Japan': 1983, 'persuade': 1984, 'negotiating': 1985, 'table': 1986, 'package': 1987, 'offer': 1988, 'US$': 1989, '4.5': 1990, 'billion': 1991, 'special': 1992, 'Yasushi': 1993, 'Akashi': 1994, 'tangible': 1995, 'visits': 1996, 'frustrated': 1997, 'man': 1998, 'complained': 1999, 'reaching': 2000, 'impasse': 2001, 'ideologue': 2002, 'sniffed': 2003, 'proposal': 2004, 'solution': 2005, 'predetermined': 2006, 'resolutions': 2007, 'declarations': 2008, 'donor': 2009, 'conferences': 2010, 'negotiated': 2011, 'constraints': 2012, 'external': 2013, 'P': 2014, 'Sithamparanathan': 2015, 'quoted': 2016, 'She': 2017, 'brass': 2018, 'Nirmal': 2019, 'Chander': 2020, 'Vij': 2021, 'apprehension': 2022, 'pointed': 2023, 'advised': 2024, 'consider': 2025, 'sentiments': 2026, '45': 2027, 'million': 2028, 'separated': 2029, 'narrow': 2030, 'Palk': 2031, 'Straits': 2032, 'option': 2033, 'circumstances': 2034, 'dirty': 2035, 'New': 2036, 'Delhi': 2037, 'always': 2038, 'counted': 2039, 'render': 2040, 'neighborly': 2041, 'shared': 2042, 'belief': 2043, 'religion': 2044, 'ethnicity': 2045, 'basis': 2046, 'secession': 2047, 'puts': 2048, 'succinctly': 2049, 'Times': 2050, 'Online': 2051, '16/11/2004': 2052, 'Unreported': 2053, 'media': 2054, 'Valley': 2055, 'cultural': 2056, 'genocide': 2057, 'resulted': 2058, 'fleeing': 2059, 'valley': 2060, 'Hindu': 2061, 'human': 2062, 'habitation': 2063, 'recorded': 2064, 'nine': 2065, 'dozen': 2066, 'temples': 2067, 'used': 2068, 'building': 2069, 'material': 2070, 'urinals': 2071, 'Thus': 2072, 'none': 2073, 'busybodies': 2074, 'across': 2075, 'bothered': 2076, 'notice': 2077, 'development': 2078, 'calls': 2079, 'bluff': 2080, 'M.D.': 2081, 'Nalapat': 2082, 'secretaries': 2083, 'save': 2084, 'perhaps': 2085, 'Dean': 2086, 'Rusk': 2087, 'gobbled': 2088, 'credit': 2089, 'outcomes': 2090, 'brazen': 2091, 'Colin': 2092, 'Powell': 2093, 'surprised': 2094, 'alliance': 2095, 'Maulana': 2096, 'Fazlur': 2097, 'Rahman': 2098, 'visited': 2099, 'issued': 2100, 'series': 2101, 'conciliatory': 2102, 'statements': 2103, 'telling': 2104, 'forced': 2105, 'hawkish': 2106, 'precisely': 2107, 'likes': 2108, 'embarrassment': 2109, 'reality': 2110, 'choice': 2111, 'distinction': 2112, 'Realists': 2113, 'includes': 2114, 'policy': 2115, 'establishment': 2116, 'Strobe': 2117, 'Talbott': 2118, 'long': 2119, 'sought': 2120, 'divest': 2121, 'capability': 2122, 'feasible': 2123, 'acceptance': 2124, 'status': 2125, 'quo': 2126, 'keeps': 2127, 'China': 2128, 'gifted': 2129, 'slice': 2130, 'Simultaneously': 2131, 'ensure': 2132, 'degree': 2133, 'autonomy': 2134, 'cut': 2135, 'jihadis': 2136, 'attempting': 2137, 'convert': 2138, 'second': 2139, 'understood': 2140, 'term': 2141, 'yet': 2142, 'affinity': 2143, 'generals': 2144, 'pendulum': 2145, 'swung': 2146, 'toward': 2147, 'quixotic': 2148, 'prize': 2149, 'loose': 2150, 'lobbyist': 2151, 'Christina': 2152, 'Rocca': 2153, 'minimum': 2154, 'accept': 2155, 'deliver': 2156, 'writer': 2157, 'regarded': 2158, 'trifurcation': 2159, 'Jammu': 2160, 'Buddhist': 2161, 'dominated': 2162, 'Ladakh': 2163, 'taxpayers': 2164, 'With': 2165, 'luck': 2166, 'attract': 2167, 'locations': 2168, 'tourist': 2169, 'education': 2170, 'services': 2171, 'haven': 2172, 'happy': 2173, 'outcome': 2174, 'tiny': 2175, 'jihadi': 2176, 'segment': 2177, 'patronized': 2178, 'State': 2179, 'Department': 2180, 'Army': 2181, 'score': 2182, 'catastrophic': 2183, 'Bangladesh': 2184, '1971': 2185, 'filled': 2186, 'tales': 2187, 'atrocities': 2188, 'innocent': 2189, 'Despite': 2190, 'Sept.': 2191, 'supports': 2192, 'jihad': 2193, 'price': 2194, 'paying': 2195, 'Unfortunately': 2196, 'decided': 2197, 'seriously': 2198, 'frequent': 2199, 'boasts': 2200, 'nudging': 2201, 'Indians': 2202, 'gestures': 2203, 'Islamabad': 2204, 'misnamed': 2205, 'tanks': 2206, 'lead': 2207, 'numerous': 2208, 'emerged': 2209, 'prized': 2210, 'version': 2211, 'Ibrahim': 2212, 'Rugova': 2213, 'Yugoslavia': 2214, 'foreigner': 2215, 'afford': 2216, 'ignore': 2217, 'nationalism': 2218, 'struck': 2219, 'conferees': 2220, 'scholars': 2221, 'analysts': 2222, 'endorse': 2223, 'sake': 2224, 'trip': 2225, 'York': 2226, 'Vienna': 2227, 'wrinkles': 2228, 'remains': 2229, 'merely': 2230, 'piece': 2231, 'paper': 2232, 'writing': 2233, 'op': 2234, 'ed': 2235, 'Sonia': 2236, 'Gandhi': 2237, 'Atal': 2238, 'Behari': 2239, 'Vajpayee': 2240, 'instantly': 2241, 'business': 2242, 'community': 2243, 'indulged': 2244, 'empty': 2245, 'bout': 2246, 'saber': 2247, 'rattling': 2248, 'pointing': 2249, 'beneficiary': 2250, 'mythical': 2251, 'perception': 2252, 'especially': 2253, 'corner': 2254, 'emerging': 2255, 'alternative': 2256, 'destination': 2257, 'hence': 2258, 'trusty': 2259, 'supplier': 2260, 'nukes': 2261, 'missiles': 2262, 'scare': 2263, 'involving': 2264, 'flashpoints': 2265, 'North': 2266, 'Korea': 2267, 'Since': 2268, 'talked': 2269, 'signaling': 2270, 'acceptable': 2271, 'action': 2272, 'followed': 2273, 'disputes': 2274, 'eager': 2275, 'indefinitely': 2276, 'carry': 2277, 'lucrative': 2278, 'resolution': 2279, 'challenging': 2280, 'implying': 2281, 'commands': 2282, 'Once': 2283, 'Manmohan': 2284, 'Singh': 2285, 'shows': 2286, 'appetite': 2287, 'face': 2288, 'truth': 2289, 'ramp': 2290, 'insurgency': 2291, 'spawn': 2292, 'fresh': 2293, 'killers': 2294, 'Mumbai': 2295, 'London': 2296, 'Chicago': 2297, 'shown': 2298, 'understands': 2299, 'realities': 2300, 'Hu': 2301, 'Jintao': 2302, 'Beijing': 2303, 'opened': 2304, 'Wen': 2305, 'Jiabao': 2306, 'expected': 2307, 'next': 2308, 'friends': 2309, 'formally': 2310, 'accepting': 2311, 'Sikkim': 2312, 'backing': 2313, 'permanent': 2314, 'U.N.': 2315, 'thus': 2316, 'five': 2317, 'Osama': 2318, 'geopolitics': 2319, 'Manipal': 2320, 'Academy': 2321, 'Higher': 2322, '28/10/2004': 2323, 'Ok': 2324, 'Kerry': 2325, 'Four': 2326, 'advantage': 2327, 'known': 2328, 'invoked': 2329, 'regulation': 2330, 'desert': 2331, 'band': 2332, 'brothers': 2333, 'Dan': 2334, 'Rather': 2335, 'libeled': 2336, 'impugned': 2337, 'service': 2338, 'Air': 2339, 'Guard': 2340, '60': 2341, 'Minutes': 2342, 'II': 2343, 'forged': 2344, 'documents': 2345, 'During': 2346, 'flew': 2347, 'F': 2348, '102': 2349, 'Delta': 2350, 'Dagger': 2351, 'fighter': 2352, 'interceptor': 2353, 'saw': 2354, 'theater': 2355, '1962': 2356, 'December': 2357, '1969': 2358, 'squadrons': 2359, 'Tan': 2360, 'Son': 2361, 'Nhut': 2362, 'Da': 2363, 'Nang': 2364, 'Bien': 2365, 'Hoa': 2366, 'Udorn': 2367, 'Don': 2368, 'Muang': 2369, 'Thailand': 2370, 'Click': 2371, 'here': 2372, 'source': 2373, 'knew': 2374, 'unit': 2375, 'transferred': 2376, 'controversy': 2377, 'anyone': 2378, 'wanted': 2379, 'fly': 2380, 'jets': 2381, 'let': 2382, 'flying': 2383, 'supersonic': 2384, 'anybody': 2385, 'reporters': 2386, 'journalistic': 2387, 'ethics': 2388, 'uncovered': 2389, 'example': 2390, 'considerably': 2391, 'follows': 2392, 'text': 2393, 'e-mail': 2394, 'mine': 2395, 'thanks': 2396, 'Dave': 2397, 'Manzano': 2398, 'facts': 2399, '---------': 2400, '’s': 2401, 'Before': 2402, 'Dems': 2403, '’': 2404, 'spin': 2405, 'n’t': 2406, 'Alabama': 2407, 'physical': 2408, 'daddy': 2409, 'got': 2410, 'News': 2411, 'coverage': 2412, 'tended': 2413, 'focus': 2414, 'brief': 2415, 'portion': 2416, '—': 2417, 'everything': 2418, 'else': 2419, 'record': 2420, 'full': 2421, 'joined': 2422, '1968': 2423, 'Almost': 2424, 'immediately': 2425, 'began': 2426, 'extended': 2427, 'Six': 2428, 'basic': 2429, 'Fifty': 2430, 'flight': 2431, 'Twenty': 2432, 'begin': 2433, 'periods': 2434, 'weekends': 2435, 'After': 2436, 'racking': 2437, 'hundreds': 2438, 'hours': 2439, 'accumulated': 2440, 'requirements': 2441, 'guardsmen': 2442, 'required': 2443, 'accumulate': 2444, 'meet': 2445, 'yearly': 2446, 'obligation': 2447, 'records': 2448, 'earned': 2449, '253': 2450, 'thereafter': 2451, 'measured': 2452, '340': 2453, '1970': 2454, 'words': 2455, 'satisfy': 2456, 'entire': 2457, 'hitch': 2458, 'acd': 2459, '137': 2460, '112': 2461, '1972': 2462, 'numbers': 2463, 'indicate': 2464, 'showed': 2465, 'Did': 2466, 'brings': 2467, '“': 2468, 'deserted': 2469, '”': 2470, 'according': 2471, 'anti-Bush': 2472, 'filmmaker': 2473, 'Michael': 2474, 'Moore': 2475, 'AWOL': 2476, 'Terry': 2477, 'McAuliffe': 2478, 'chairman': 2479, 'permission': 2480, 'Senate': 2481, 'superior': 2482, 'OK': 2483, 'Requests': 2484, 'unusual': 2485, 'retired': 2486, 'Col.': 2487, 'William': 2488, 'Campenni': 2489, 'glut': 2490, 'pilots': 2491, 'winding': 2492, 'Force': 2493, 'desk': 2494, '’72': 2495, '’73': 2496, 'pilot': 2497, 'solve': 2498, '1973': 2499, '56': 2500, 'requirement': 2501, 'Then': 2502, 'plans': 2503, 'Harvard': 2504, 'Business': 2505, 'showing': 2506, 'frequently': 2507, 'July': 2508, '1974': 2509, 'received': 2510, 'honorable': 2511, 'discharge': 2512, 'serving': 2513, 'original': 2514, 'cover': 2515, 'marks': 2516, 'evaluation': 2517, 'clearly': 2518, 'stands': 2519, 'notch': 2520, 'natural': 2521, 'contemporaries': 2522, 'exceptionally': 2523, 'fine': 2524, 'young': 2525, 'continually': 2526, 'flies': 2527, 'intercept': 2528, 'missions': 2529, 'proficiency': 2530, 'exceptional': 2531, 'questioning': 2532, 'Globe': 2533, 'CBS': 2534, 'outlets': 2535, 'Democrats': 2536, 'spitting': 2537, 'mad': 2538, 'Swift': 2539, 'Boat': 2540, 'Veterans': 2541, 'Truth': 2542, 'reasonable': 2543, 'Voters': 2544, 'perfectly': 2545, 'decide': 2546, 'whether': 2547, 'important': 2548, 'camp': 2549, 'blames': 2550, 'boat': 2551, 'veterans': 2552, 'Swifties': 2553, 'gets': 2554, 'sense': 2555, 'entirely': 2556, 'reasons': 2557, 'noted': 2558, 'passing': 2559, 'personally': 2560, 'questioned': 2561, 'word': 2562, 'explain': 2563, 'Earlier': 2564, 'Just': 2565, 'episode': 2566, 'spotlight': 2567, 'someday': 2568, 'Byron': 2569, 'White': 2570, 'House': 2571, 'correspondent': 2572, 'Review': 2573, 'column': 2574, 'Hill': 2575, 'atmosphere': 2576, 'eerie': 2577, 'strikingly': 2578, 'familiar': 2579, 'suspect': 2580, 'streets': 2581, 'looming': 2582, 'doubt': 2583, 'regard': 2584, 'date': 2585, '30': 2586, 'January': 2587, 'renewed': 2588, 'awaiting': 2589, 'dreading': 2590, 'interim': 2591, 'promised': 2592, 'measures': 2593, 'reduce': 2594, 'fail': 2595, 'balloting': 2596, 'centres': 2597, 'voting': 2598, 'attacked': 2599, 'picture': 2600, 'competing': 2601, 'seem': 2602, 'Coalition': 2603, 'Allawi': 2604, 'Iraqiya': 2605, 'Ayad': 2606, 'ministers': 2607, 'quite': 2608, 'expectedly': 2609, 'campaigning': 2610, 'handed': 2611, '100': 2612, 'dollar': 2613, 'gifts': 2614, 'journalists': 2615, 'attending': 2616, 'conference': 2617, 'practice': 2618, 'bad': 2619, 'memories': 2620, 'Naji': 2621, 'Abbudi': 2622, 'affirmed': 2623, 'claims': 2624, 'educating': 2625, 'merits': 2626, 'Emminence': 2627, 'openly': 2628, 'reference': 2629, 'abusing': 2630, 'official': 2631, 'Again': 2632, 'written': 2633, 'allegation': 2634, 'intentional': 2635, 'Hazim': 2636, \"Sha'lan\": 2637, 'engaging': 2638, 'shrill': 2639, \"Ba'athist\": 2640, 'double': 2641, 'agent': 2642, 'CIA': 2643, 'dismisses': 2644, 'thief': 2645, 'stooge': 2646, 'longs': 2647, 'origins': 2648, 'defending': 2649, 'remark': 2650, 'Arabiya': 2651, 'embarrass': 2652, 'viewers': 2653, 'roll': 2654, 'floor': 2655, 'extremely': 2656, 'amusing': 2657, 'watching': 2658, 'looking': 2659, 'smug': 2660, 'amused': 2661, 'contrasted': 2662, 'barely': 2663, 'swearing': 2664, 'Fistfights': 2665, 'please': 2666, 'son': 2667, \"Khaza'il\": 2668, 'Diwaniya': 2669, 'replace': 2670, 'M.S.': 2671, 'Sahaf': 2672, 'nonsensical': 2673, 'passed': 2674, 'jokes': 2675, 'Kurdish': 2676, 'PUK': 2677, 'KDP': 2678, 'outside': 2679, 'act': 2680, 'grab': 2681, 'vote': 2682, 'conservative': 2683, 'surprisingly': 2684, 'rooting': 2685, 'Communist': 2686, 'attempt': 2687, 'counter': 2688, 'Islamists': 2689, 'forthcoming': 2690, 'Assembly': 2691, 'largest': 2692, 'registered': 2693, 'larger': 2694, '***': 2695, 'Several': 2696, 'candidates': 2697, 'targeted': 2698, 'threats': 2699, 'Sectarian': 2700, 'highest': 2701, 'attacking': 2702, 'Husseiniyas': 2703, 'interesting': 2704, 'conversation': 2705, 'aged': 2706, 'taxi': 2707, 'live': 2708, 'relatives': 2709, 'Amiriya': 2710, 'asking': 2711, 'belong': 2712, 'assessing': 2713, 'sectarian': 2714, 'background': 2715, 'hurling': 2716, 'abuses': 2717, 'Persians': 2718, 'Majoos': 2719, 'fire': 2720, 'worshippers': 2721, 'rabid': 2722, 'dogs': 2723, 'handful': 2724, 'descriptions': 2725, 'described': 2726, 'f*ed': 2727, 'horse': 2728, 'dismissed': 2729, 'thieves': 2730, 'traitors': 2731, 'believed': 2732, 'viable': 2733, 'mess': 2734, 'resistance': 2735, 'commonsense': 2736, 'First': 2737, 'driving': 2738, 'submission': 2739, 'contend': 2740, 'impossible': 2741, 'hold': 2742, 'Leaving': 2743, 'aside': 2744, 'views': 2745, 'examples': 2746, 'offered': 2747, 'eventually': 2748, 'leads': 2749, 'opinion': 2750, 'above': 2751, 'planning': 2752, 'timer': 2753, 'claimed': 2754, 'stage': 2755, \"d'etat\": 2756, 'return': 2757, '10': 2758, 'withdrawal': 2759, 'sensing': 2760, 'incredulity': 2761, 'asserted': 2762, 'parts': 2763, 'central': 2764, 'command': 2765, 'seperate': 2766, 'labels': 2767, 'leaderships': 2768, 'regional': 2769, 'concur': 2770, '18': 2771, 'governorates': 2772, 'along': 2773, 'removed': 2774, 'fatal': 2775, 'misconception': 2776, 'harm': 2777, 'anywhere': 2778, 'assumes': 2779, 'realises': 2780, 'call': 2781, 'reconciliation': 2782, 'dissenting': 2783, 'tribal': 2784, 'Sheikhs': 2785, 'rather': 2786, 'upper': 2787, 'effectively': 2788, 'root': 2789, 'midst': 2790, 'promise': 2791, 'sharing': 2792, 'disenfranchised': 2793, 'abused': 2794, 'Very': 2795, 'Anbar': 2796, 'terrible': 2797, 'blunder': 2798, 'accidentally': 2799, 'Razaq': 2800, 'Inad': 2801, \"Gu'ud\": 2802, 'Bu': 2803, 'Nimr': 2804, 'powerful': 2805, 'Dulaym': 2806, 'favoured': 2807, 'terms': 2808, 'family': 2809, 'seat': 2810, 'governor': 2811, 'rose': 2812, 'mid-nineties': 2813, 'execution': 2814, 'Thamir': 2815, 'Madhlum': 2816, 'Dulaymi': 2817, 'belonging': 2818, 'revolt': 2819, 'step': 2820, 'arrest': 2821, 'Hassan': 2822, 'Lihabi': 2823, 'Lihaib': 2824, 'scattered': 2825, 'Salah': 2826, 'Din': 2827, 'Lihaibi': 2828, 'incident': 2829, 'path': 2830, 'forward': 2831, 'vice': 2832, 'versa': 2833, 'Both': 2834, '14': 2835, 'centuries': 2836, 'possible': 2837, 'partition': 2838, 'possibility': 2839, 'borders': 2840, 'Luis': 2841, 'Posada': 2842, 'Carriles': 2843, 'Miami': 2844, 'Herald': 2845, 'relaxed': 2846, 'luxury': 2847, 'condo': 2848, 'yesterday': 2849, 'hid': 2850, 'thought': 2851, 'taken': 2852, 'custody': 2853, 'Immigration': 2854, 'Authorities': 2855, 'whereabouts': 2856, 'shrug': 2857, 'knowledge': 2858, 'entered': 2859, 'comfortable': 2860, 'thugs': 2861, 'overplayed': 2862, 'embarrassed': 2863, 'patron': 2864, \"'d\": 2865, 'faithful': 2866, 'servant': 2867, 'player': 2868, 'cue': 2869, 'bomber': 2870, 'pesky': 2871, 'dark': 2872, 'skinned': 2873, 'extradited': 2874, 'Meiring': 2875, 'inquisitive': 2876, 'journalist': 2877, 'doorstep': 2878, 'single': 2879, 'trail': 2880, 'Philippines': 2881, 'harms': 2882, \"'ll\": 2883, 'am': 2884, 'maybe': 2885, 'saved': 2886, 'either': 2887, 'crimes': 2888, 'wave': 2889, 'flag': 2890, 'Terror': 2891, 'vulnerable': 2892, 'node': 2893, 'agencies': 2894, 'organizations': 2895, 'Ask': 2896, 'Nichols': 2897, 'exacerbated': 2898, 'Philippine': 2899, 'exploit': 2900, 'ancient': 2901, 'Venezuela': 2902, 'answered': 2903, 'Yes': 2904, 'determined': 2905, 'Strong': 2906, 'Man': 2907, 'Hugo': 2908, 'Chavez': 2909, 'guaranteed': 2910, 'post-Chavez': 2911, 'puppet': 2912, 'Caracas': 2913, 'Whether': 2914, 'justice': 2915, 'Venezuelan': 2916, 'vain': 2917, 'instead': 2918, 'embarrassing': 2919, 'killer': 2920, 'strut': 2921, 'gloating': 2922, 'freedom': 2923, 'threatens': 2924, 'consensus': 2925, 'fiction': 2926, 'unspoken': 2927, 'connection': 2928, 'smuggling': 2929, 'dating': 2930, 'book': 2931, 'Disposable': 2932, 'Patriot': 2933, 'Jack': 2934, 'Terrell': 2935, 'asset': 2936, 'recruited': 2937, 'Contra': 2938, 'identifies': 2939, 'recruit': 2940, 'scheme': 2941, 'Oliver': 2942, 'recall': 2943, 'object': 2944, 'smuggle': 2945, 'explosives': 2946, 'http://www.amazon.ca/exec/obidos/ASIN/0915765381/701-3377456-8181939': 2947, \"'ve\": 2948, 'read': 2949, 'memoir': 2950, 'ring': 2951, 'wider': 2952, 'context': 2953, 'confirmed': 2954, 'allegations': 2955, 'drug': 2956, 'connections': 2957, 'target': 2958, 'discrediting': 2959, 'TWIG': 2960, 'counterintelligence': 2961, 'interference': 2962, 'covert': 2963, 'ops': 2964, 'types': 2965, 'Ollie': 2966, 'Robert': 2967, 'Owen': 2968, 'Vince': 2969, 'Cannistaro': 2970, 'Buck': 2971, 'Revell': 2972, 'Peter': 2973, 'Dale': 2974, 'Scott': 2975, 'account': 2976, 'whistleblowing': 2977, 'stifled': 2978, 'Cocaine': 2979, 'Politics': 2980, 'ole': 2981, 'Due': 2982, 'Judge': 2983, '1983': 2984, 'ruling': 2985, 'testify': 2986, 'pseudonym': 2987, 'opening': 2988, 'cross-examination': 2989, 'Wilson': 2990, 'prosecution': 2991, 'convince': 2992, 'jury': 2993, 'relevant': 2994, 'files': 2995, 'claiming': 2996, 'sold': 2997, 'C': 2998, 'Quaddaffi': 2999, 'charging': 3000, 'rogue': 3001, 'contacts': 3002, 'Office': 3003, 'Naval': 3004, 'Intelligence': 3005, 'non-social': 3006, 'retirement': 3007, 'turmoil': 3008, 'Charles': 3009, 'A.': 3010, 'Briggs': 3011, 'rescue': 3012, 'Third': 3013, 'ranking': 3014, 'declaration': 3015, '3rd': 3016, '8th': 3017, 'authorized': 3018, 'pertains': 3019, 'Edwin': 3020, 'P.': 3021, 'various': 3022, 'concerning': 3023, '28th': 3024, 'Declaration': 3025, 'states': 3026, 'directly': 3027, 'indirectly': 3028, 'retiring': 3029, 'http://www.disinfo.com/archive/pages/dossier/id334/pg1/': 3030, 'Federal': 3031, 'District': 3032, 'Lynn': 3033, 'Hughes': 3034, 'Huston': 3035, 'threw': 3036, 'conviction': 3037, 'wrote': 3038, '`': 3039, 'knowingly': 3040, 'concluding': 3041, 'honesty': 3042, 'comes': 3043, 'http://www.bigeye.com/111003.htm': 3044, 'http://www.thekcrachannel.com/news/4503872/detail.html': 3045, 'looks': 3046, 'rearing': 3047, 'Louisianna': 3048, '..': 3049, 'Former': 3050, 'Pastor': 3051, 'Deputy': 3052, 'Implicated': 3053, 'Church': 3054, 'Child': 3055, 'Sex': 3056, 'Abuse': 3057, 'PONCHATOULA': 3058, 'La.': 3059, 'Sheriff': 3060, 'deputies': 3061, 'Louisiana': 3062, 'ongoing': 3063, 'investigation': 3064, 'sexual': 3065, 'abuse': 3066, 'animals': 3067, 'Ponchatoula': 3068, 'church': 3069, 'Austin': 3070, 'Aaron': 3071, 'Bernard': 3072, 'III': 3073, '36': 3074, 'arrested': 3075, 'aggravated': 3076, 'rape': 3077, 'age': 3078, '13': 3079, 'Police': 3080, 'confessed': 3081, 'detectives': 3082, 'sex': 3083, 'girl': 3084, 'admitted': 3085, 'knowing': 3086, 'acts': 3087, 'dog': 3088, 'occurred': 3089, 'Hosanna': 3090, 'Tangipahoa': 3091, 'Parish': 3092, 'sheriff': 3093, 'Christopher': 3094, 'Blair': 3095, 'Labat': 3096, '24': 3097, 'booked': 3098, 'Tuesday': 3099, 'count': 3100, 'nature': 3101, 'Monday': 3102, 'Louis': 3103, 'Lamonica': 3104, 'pastor': 3105, 'counts': 3106, 'walked': 3107, 'Livingston': 3108, 'implicate': 3109, 'unravelling': 3110, 'northwest': 3111, 'murder': 3112, 'missing': 3113, 'purpose': 3114, 'Rummy': 3115, 'send': 3116, 'yeah': 3117, 'evening': 3118, 'featured': 3119, 'television': 3120, 'Germany': 3121, 'ARD': 3122, 'Tagesthemen': 3123, 'newly': 3124, 'papers': 3125, 'complicit': 3126, 'airliner': 3127, 'gandalf': 3128, 'relate': 3129, 'thinking': 3130, 'enjoy': 3131, 'reading': 3132, 'blog': 3133, 'definitely': 3134, 'immigration': 3135, 'Canada': 3136, 'ól': 3137, 'ai': 3138, 'nt': 3139, 'yuor': 3140, 'Please': 3141, 'check': 3142, 'hey': 3143, 'great': 3144, 'site': 3145, 'los': 3146, 'angeles': 3147, 'online': 3148, 'excellent': 3149, 'Keep': 3150, 'pretty': 3151, 'covers': 3152, 'stuff': 3153, 'sure': 3154, 'Hey': 3155, 'love': 3156, 'advice': 3157, 'deals': 3158, 'searching': 3159, 'info': 3160, 'agree': 3161, 'totally': 3162, 'Paul': 3163, 'How': 3164, 'Would': 3165, 'Like': 3166, 'To': 3167, 'Know': 3168, 'YOU': 3169, 'Live': 3170, 'Beautiful': 3171, 'Is': 3172, 'Custom': 3173, 'Designed': 3174, 'YOUR': 3175, 'Specifications': 3176, '.........': 3177, 'NO': 3178, 'COST': 3179, 'CAN': 3180, 'Hard': 3181, 'IF': 3182, 'HOW': 3183, 'Pass': 3184, 'Without': 3185, 'Least': 3186, 'Taking': 3187, 'Look': 3188, 'Only': 3189, 'Catch': 3190, 'HAVE': 3191, 'Income': 3192, 'ABOVE': 3193, '$': 3194, '21,000': 3195, '......': 3196, 'Follow': 3197, 'Easy': 3198, 'Instructions': 3199, 'Provided': 3200, 'Get-A-Free-House.com': 3201, '+': 3202, 'implications': 3203, 'Andaman': 3204, 'Islands': 3205, 'sink': 3206, 'scrutiny': 3207, 'fallibility': 3208, 'evident': 3209, 'inability': 3210, 'foresee': 3211, 'advance': 3212, 'pro-India': 3213, 'Bangladeshi': 3214, 'Hasina': 3215, 'Wazed': 3216, 'August': 3217, '21': 3218, 'rally': 3219, 'Dhaka': 3220, 'Nepalese': 3221, 'King': 3222, 'Gyanendra': 3223, 'dismissing': 3224, 'imposing': 3225, 'virtual': 3226, 'absolute': 3227, 'monarchy': 3228, 'glaring': 3229, 'Trouble': 3230, 'islands': 3231, 'Ramtanu': 3232, 'Maitra': 3233, 'charged': 3234, '34': 3235, 'Arakan': 3236, 'separatists': 3237, 'Myanmar': 3238, 'hiding': 3239, 'Landfall': 3240, 'note': 3241, 'wing': 3242, 'Unity': 3243, 'illegal': 3244, 'entry': 3245, 'deported': 3246, 'tip': 3247, 'iceberg': 3248, 'growing': 3249, 'concern': 3250, 'Reports': 3251, 'circulating': 3252, 'thick': 3253, 'depot': 3254, 'operate': 3255, 'freely': 3256, 'Sea': 3257, 'Information': 3258, 'direction': 3259, 'light': 3260, '26': 3261, 'tsunami': 3262, 'heavy': 3263, 'toll': 3264, 'Andamans': 3265, 'Correspondents': 3266, 'flocked': 3267, 'miserable': 3268, 'surrounding': 3269, 'navy': 3270, 'Far': 3271, 'Eastern': 3272, 'Command': 3273, 'established': 3274, 'blue': 3275, 'water': 3276, 'Deteriorating': 3277, 'deteriorated': 3278, 'Nepal': 3279, 'Bhutan': 3280, 'particularly': 3281, 'Manipur': 3282, 'Nagaland': 3283, 'Tripura': 3284, 'rock': 3285, 'solid': 3286, 'western': 3287, 'developed': 3288, 'withstanding': 3289, 'adventure': 3290, 'sector': 3291, 'eastern': 3292, 'multitude': 3293, 'secessionist': 3294, 'Southeast': 3295, 'conduit': 3296, 'traffic': 3297, '572': 3298, 'large': 3299, 'constitute': 3300, 'Nicobar': 3301, 'transit': 3302, 'drugs': 3303, 'travel': 3304, 'directions': 3305, 'Aceh': 3306, 'coast': 3307, 'Africa': 3308, 'network': 3309, 'unknown': 3310, 'Port': 3311, 'unnamed': 3312, 'permanently': 3313, 'settled': 3314, 'ration': 3315, 'cards': 3316, 'Indonesia': 3317, 'Malaysia': 3318, 'migrated': 3319, 'temporarily': 3320, 'plunder': 3321, 'resources': 3322, 'Havelock': 3323, 'Diglipur': 3324, 'Campbell': 3325, 'Bay': 3326, 'Neil': 3327, 'Rangott': 3328, 'overrun': 3329, 'estimate': 3330, 'suggests': 3331, '50,000': 3332, 'unofficial': 3333, 'higher': 3334, 'Bangladeshis': 3335, 'millions': 3336, 'countrymen': 3337, 'densely': 3338, 'populated': 3339, 'homeland': 3340, 'settle': 3341, 'elsewhere': 3342, 'technical': 3343, 'skills': 3344, 'demand': 3345, 'unlawful': 3346, 'presence': 3347, 'guns': 3348, 'cash': 3349, 'ground': 3350, 'Coast': 3351, 'grossly': 3352, 'unequipped': 3353, 'surge': 3354, 'migrants': 3355, 'naval': 3356, 'Arms': 3357, 'profitable': 3358, 'Considering': 3359, 'huge': 3360, 'strategic': 3361, 'importance': 3362, 'amazing': 3363, 'lax': 3364, 'sit': 3365, 'sea': 3366, 'lanes': 3367, 'Strait': 3368, 'Malacca': 3369, 'tankers': 3370, 'merchant': 3371, 'ships': 3372, 'pass': 3373, 'daily': 3374, 'oil': 3375, 'lapses': 3376, 'dependent': 3377, 'smaller': 3378, 'nations': 3379, 'maintain': 3380, 'Unless': 3381, 'providing': 3382, 'nationals': 3383, 'secessionists': 3384, 'runners': 3385, 'traffickers': 3386, 'generate': 3387, 'confidence': 3388, 'capitals': 3389, 'tend': 3390, 'anti-India': 3391, 'outfits': 3392, 'Inter-': 3393, 'Services': 3394, 'ISI': 3395, 'linked': 3396, 'Maoists': 3397, 'networks': 3398, 'weaken': 3399, 'flank': 3400, 'lackluster': 3401, 'dealing': 3402, 'startling': 3403, 'black': 3404, 'eye': 3405, 'mid-1980s': 3406, 'wide': 3407, 'ranging': 3408, 'operation': 3409, 'inhabited': 3410, 'neighboring': 3411, 'caches': 3412, 'destroy': 3413, 'carried': 3414, 'repeated': 3415, 'requests': 3416, 'addition': 3417, 'activity': 3418, 'maritime': 3419, 'defunct': 3420, 'Asiaweek': 3421, 'shipment': 3422, 'ammunition': 3423, 'purchased': 3424, 'Cambodia': 3425, 'worth': 3426, 'dollars': 3427, 'port': 3428, 'Phuket': 3429, 'aboard': 3430, 'freighter': 3431, 'Comex': 3432, 'Joux': 3433, 'standard': 3434, 'procedure': 3435, 'vessel': 3436, 'changed': 3437, 'Horizon': 3438, 'journey': 3439, 'Bengal': 3440, 'tracked': 3441, 'Orissa': 3442, 'spy': 3443, 'planes': 3444, 'Aviation': 3445, 'Research': 3446, 'Center': 3447, 'intercepted': 3448, 'vessels': 3449, '1997': 3450, 'Thai': 3451, 'interception': 3452, '16': 3453, 'meter': 3454, 'chase': 3455, 'Ranong': 3456, 'confiscation': 3457, 'tons': 3458, 'Among': 3459, 'rocket': 3460, 'propelled': 3461, 'grenade': 3462, 'launchers': 3463, 'assault': 3464, 'rifles': 3465, 'M': 3466, '79': 3467, '10,000': 3468, 'persons': 3469, 'Front': 3470, 'crew': 3471, 'heading': 3472, 'Cox': 3473, 'Bazar': 3474, 'Until': 3475, '1995': 3476, 'maintained': 3477, 'Twante': 3478, 'coat': 3479, 'west': 3480, 'Subsequently': 3481, 'became': 3482, 'backup': 3483, 'born': 3484, 'passport': 3485, 'allegedly': 3486, 'constructing': 3487, 'submarine': 3488, 'shipyard': 3489, 'Sirae': 3490, 'Steady': 3491, 'buildup': 3492, 'steady': 3493, 'ports': 3494, 'conduits': 3495, 'host': 3496, 'militant': 3497, 'steadily': 3498, 'moved': 3499, 'lawlessness': 3500, 'extremist': 3501, 'trafficking': 3502, 'gun': 3503, 'anti-Indian': 3504, 'widely': 3505, 'acknowledged': 3506, 'nurtured': 3507, 'Harkat': 3508, 'ul': 3509, 'Jehad': 3510, 'Islami': 3511, 'Chittagong': 3512, 'northeast': 3513, 'touch': 3514, 'result': 3515, 'coastal': 3516, 'nest': 3517, 'pattern': 3518, 'arrests': 3519, 'seizures': 3520, 'brought': 3521, 'Laos': 3522, 'transported': 3523, 'northward': 3524, 'Kalikhola': 3525, 'passes': 3526, 'northern': 3527, 'Assam': 3528, 'Meghalaya': 3529, 'Note': 3530, 'comprise': 3531, 'lying': 3532, '1,000': 3533, 'kilometers': 3534, 'Stretching': 3535, '750': 3536, 'reach': 3537, 'Sumatra': 3538, 'Ten': 3539, 'Degree': 3540, 'Channel': 3541, 'divides': 3542, 'archipelago': 3543, 'Travel': 3544, 'forbidden': 3545, 'non-Indians': 3546, 'Island': 3547, 'writes': 3548, 'journals': 3549, 'regular': 3550, 'contributor': 3551, 'EIR': 3552, 'Defense': 3553, 'Aakrosh': 3554, 'tied': 3555, 'quarterly': 3556, 'journal': 3557, 'Karzai': 3558, 'rivalry': 3559, 'accuses': 3560, 'consulates': 3561, 'Kandahar': 3562, 'Jalalabad': 3563, 'train': 3564, 'Balochi': 3565, 'Balochistan': 3566, 'claim': 3567, '42': 3568, 'RAW': 3569, 'unless': 3570, 'undermining': 3571, '’’': 3572, 'deny': 3573, '‘’': 3574, 'Should': 3575, 'Afghan': 3576, 'soil': 3577, 'neighbours': 3578, 'Amrullah': 3579, 'Saleh': 3580, 'Directorate': 3581, 'equations': 3582, 'KABUL': 3583, 'landlocked': 3584, 'suffered': 3585, 'constant': 3586, 'Central': 3587, 'Asian': 3588, 'Republics': 3589, 'powers': 3590, 'interfering': 3591, 'signs': 3592, 'reassurance': 3593, 'stable': 3594, 'peaceful': 3595, 'Nobody': 3596, 'looser': 3597, 'English': 3598, 'Nation': 3599, 'publicly': 3600, 'supported': 3601, 'electoral': 3602, 'undercurrents': 3603, 'favourite': 3604, 'contenders': 3605, 'repeatedly': 3606, 'Western': 3607, 'harbouring': 3608, 'extremists': 3609, 'pledged': 3610, 'disrupt': 3611, 'avoided': 3612, 'criticising': 3613, 'catch': 3614, '22': 3615, 'meeting': 3616, 'sidelines': 3617, 'UN': 3618, 'desperately': 3619, 'anxious': 3620, 'secure': 3621, 'non-interference': 3622, 'diplomats': 3623, 'intimately': 3624, 'reigning': 3625, 'peacefully': 3626, 'Where': 3627, 'Mullah': 3628, 'Omar': 3629, 'Usmani': 3630, 'Gulbuddin': 3631, 'Hikmetar': 3632, 'flustered': 3633, 'Hikmetyar': 3634, 'Hizb': 3635, 'e': 3636, 'focused': 3637, 'diplomat': 3638, 'briefed': 3639, 'realise': 3640, 'bigger': 3641, 'pleased': 3642, 'results': 3643, 'cooperate': 3644, 'curbing': 3645, 'angry': 3646, 'categorically': 3647, 'snub': 3648, 'options': 3649, 'insist': 3650, 'decision': 3651, 'unconnected': 3652, 'tripartite': 3653, 'NATO': 3654, 'Kabul': 3655, 'tough': 3656, 'message': 3657, 'instrumental': 3658, 'persuading': 3659, 'restrain': 3660, 'disrupting': 3661, 'crackdown': 3662, 'Lt.': 3663, 'Barno': 3664, 'tactical': 3665, 'goes': 3666, 'adds': 3667, 'Also': 3668, 'crossing': 3669, 'point': 3670, 'Chaman': 3671, 'Pashtun': 3672, 'leading': 3673, 'units': 3674, 'sympathetic': 3675, 'mullahs': 3676, 'JUI': 3677, 'oblivious': 3678, 'facing': 3679, 'Waziristan': 3680, 'anti-Americanism': 3681, 'anti-army': 3682, 'actionable': 3683, 'presenting': 3684, 'suspected': 3685, 'Moreover': 3686, 'try': 3687, 'quietly': 3688, 'isolated': 3689, 'facilitated': 3690, 'happen': 3691, 'push': 3692, 'win': 3693, 'demotion': 3694, 'Fahim': 3695, 'warlord': 3696, 'Ismail': 3697, 'Khan': 3698, 'fear': 3699, 'reprisals': 3700, 'Their': 3701, 'removal': 3702, 'provide': 3703, 'increased': 3704, 'motivation': 3705, 'welcomed': 3706, 'appointment': 3707, 'Ashfaq': 3708, 'Kiyani': 3709, 'Kayani': 3710, 'delegation': 3711, 'meetings': 3712, 'issues': 3713, 'assured': 3714, 'adverse': 3715, 'acted': 3716, 'upon': 3717, 'swiftly': 3718, 'Senior': 3719, 'warned': 3720, 'shift': 3721, 'reflecting': 3722, 'traditionally': 3723, 'Tajik': 3724, 'strenuous': 3725, 'efforts': 3726, 'Younis': 3727, 'Qanooni': 3728, 'strike': 3729, 'oppose': 3730, 'particular': 3731, 'feared': 3732, 'refused': 3733, 'fellow': 3734, 'Panjsheri': 3735, 'Tajiks': 3736, 'urged': 3737, 'stand': 3738, 'proved': 3739, 'critical': 3740, 'Hazara': 3741, 'Mohammed': 3742, 'Mohaqeq': 3743, 'posing': 3744, 'stabilise': 3745, 'reduced': 3746, 'hardliners': 3747, 'undermine': 3748, 'strategy': 3749, 'deepen': 3750, 'rift': 3751, 'moderates': 3752, 'concerned': 3753, 'Shindand': 3754, 'massive': 3755, 'era': 3756, 'airbase': 3757, 'kilometres': 3758, 'enhanced': 3759, 'ousting': 3760, 'Governor': 3761, 'Herat': 3762, 'province': 3763, 'month': 3764, 'objections': 3765, 'ouster': 3766, 'warlords': 3767, 'heightened': 3768, 'neo-conservatives': 3769, 'aggressively': 3770, 'Iranians': 3771, 'listening': 3772, 'spying': 3773, 'facility': 3774, 'pad': 3775, 'Special': 3776, 'Forces': 3777, 'insists': 3778, 'poses': 3779, 'Nevertheless': 3780, 'places': 3781, 'sensitive': 3782, 'relations': 3783, 'scenario': 3784, 'abundantly': 3785, 'nor': 3786, 'Pashtuns': 3787, 'move': 3788, 'tribes': 3789, 'Quetta': 3790, 'resisted': 3791, 'voted': 3792, 'rapidly': 3793, 'changing': 3794, 'demise': 3795, 'fluid': 3796, 'reconsider': 3797, 'unlimited': 3798, 'sanctuary': 3799, 'Link': 3800, '16/10/2004': 3801, 'debate': 3802, 'multi-millionnaires': 3803, 'cleverly': 3804, 'manufactured': 3805, 'absurd': 3806, 'charges': 3807, 'vets': 3808, 'flip': 3809, 'flopped': 3810, 'contradicting': 3811, 'Or': 3812, 'eyewitnesses': 3813, 'address': 3814, 'substance': 3815, 'Big': 3816, 'Lie': 3817, 'risk': 3818, 'falling': 3819, 'logic': 3820, 'absurdity': 3821, 'appreciated': 3822, 'bravery': 3823, 'life': 3824, 'lived': 3825, 'zone': 3826, 'wounds': 3827, 'superficial': 3828, 'shrapnel': 3829, 'forearm': 3830, 'minor': 3831, 'wound': 3832, 'brain': 3833, 'demonstrates': 3834, 'mortal': 3835, 'absent': 3836, 'yourself': 3837, 'medal': 3838, 'youth': 3839, 'drinking': 3840, 'fish': 3841, 'wee': 3842, 'risked': 3843, 'slack': 3844, 'efficiently': 3845, 'alcoholism': 3846, 'possibly': 3847, 'speaks': 3848, 'character': 3849, 'addictive': 3850, 'personality': 3851, 'erratic': 3852, 'alarming': 3853, 'explosive': 3854, 'temper': 3855, 'provoked': 3856, 'disastrous': 3857, 'siege': 3858, 'spring': 3859, '600': 3860, 'revenge': 3861, 'civilian': 3862, 'mercenaries': 3863, 'African': 3864, 'Newsweek': 3865, 'commanded': 3866, 'cabinet': 3867, 'sadistic': 3868, 'streak': 3869, 'enjoyed': 3870, 'executions': 3871, 'delight': 3872, 'seemed': 3873, 'prospect': 3874, 'executing': 3875, 'wrong': 3876, 'doers': 3877, 'enjoying': 3878, 'scale': 3879, 'Drug': 3880, 'ability': 3881, 'emotions': 3882, 'empathy': 3883, 'pickling': 3884, 'nervous': 3885, 'system': 3886, 'toxic': 3887, 'substances': 3888, 'damaged': 3889, 'goods': 3890, 'abstain': 3891, 'visual': 3892, 'spatial': 3893, 'abilities': 3894, 'abstraction': 3895, 'solving': 3896, 'short': 3897, 'memory': 3898, 'slowest': 3899, 'recover': 3900, 'wagon': 3901, 'pretzel': 3902, 'laudable': 3903, 'suffers': 3904, 'severe': 3905, 'suffering': 3906, 'absenting': 3907, 'senate': 3908, 'Winton': 3909, 'Red': 3910, 'Blount': 3911, 'stint': 3912, 'unclear': 3913, 'slacked': 3914, 'nephew': 3915, 'Murph': 3916, 'Archibald': 3917, 'appeared': 3918, 'Public': 3919, 'Radio': 3920, 'Things': 3921, 'Considered': 3922, 'gives': 3923, 'devastating': 3924, 'insight': 3925, '8:00': 3926, 'PM': 3927, 'ET': 3928, 'NPR': 3929, 'season': 3930, 'fulfilled': 3931, 'obligations': 3932, 'lieutenant': 3933, '1970s': 3934, 'scoured': 3935, 'remembered': 3936, 'seeing': 3937, 'Mr.': 3938, 'headquarters': 3939, 'Montgomery': 3940, 'Wade': 3941, 'Goodwyn': 3942, 'WADE': 3943, 'GOODWYN': 3944, 'reporting': 3945, 'Baba': 3946, 'Groom': 3947, 'smart': 3948, 'funny': 3949, 'woman': 3950, 'smack': 3951, 'dab': 3952, 'exciting': 3953, 'scheduler': 3954, 'job': 3955, 'hub': 3956, 'wheel': 3957, 'her': 3958, 'handsome': 3959, 'remembers': 3960, '32': 3961, 'Ms.': 3962, 'BABA': 3963, 'GROOM': 3964, 'Campaign': 3965, 'Worker': 3966, 'wear': 3967, 'khaki': 3968, 'trousers': 3969, 'jacket': 3970, 'phone': 3971, 'accent': 3972, 'melded': 3973, 'everybody': 3974, 'gotten': 3975, 'construction': 3976, 'Prominent': 3977, 'Southern': 3978, 'Republicans': 3979, 'rare': 3980, 'breed': 3981, 'appointed': 3982, 'Richard': 3983, 'Nixon': 3984, 'postmaster': 3985, 'tennis': 3986, 'partners': 3987, 'father': 3988, 'Congressman': 3989, 'Lieutenant': 3990, 'urging': 3991, 'county': 3992, 'chairpersons': 3993, '67': 3994, 'counties': 3995, 'Back': 3996, 'Deep': 3997, 'rural': 3998, 'apparatus': 3999, 'Texan': 4000, 'supplies': 4001, 'helped': 4002, 'statewide': 4003, 'marriage': 4004, 'coming': 4005, 'infantry': 4006, 'dedicated': 4007, 'workers': 4008, 'MURPH': 4009, 'ARCHIBALD': 4010, 'Nephew': 4011, 'Well': 4012, 'morning': 4013, 'mid-evenings': 4014, 'Ordinarily': 4015, 'noon': 4016, 'ordinarily': 4017, '5:30': 4018, '6:00': 4019, \"'72\": 4020, 'manager': 4021, 'materials': 4022, 'concerns': 4023, 'overall': 4024, 'impression': 4025, 'somebody': 4026, 'figured': 4027, 'broached': 4028, 'subject': 4029, 'unpleasant': 4030, 'DC': 4031, 'dated': 4032, 'beautiful': 4033, 'evenings': 4034, 'house': 4035, 'rented': 4036, 'disrepair': 4037, 'damage': 4038, 'walls': 4039, 'chandelier': 4040, 'owned': 4041, 'grumble': 4042, 'unpaid': 4043, 'repair': 4044, 'bill': 4045, 'friendly': 4046, 'stories': 4047, 'kind': 4048, 'starter': 4049, \"'re\": 4050, 'kids': 4051, 'football': 4052, 'weather': 4053, 'gambit': 4054, 'frequency': 4055, 'discussed': 4056, 'mid-20s': 4057, 'conversations': 4058, 'senatorial': 4059, 'frankly': 4060, 'inappropriate': 4061, 'sometimes': 4062, 'Yale': 4063, 'Haven': 4064, 'whenever': 4065, 'grandson': 4066, 'Connecticut': 4067, 'senator': 4068, 'class': 4069, 'boy': 4070, 'Democrat': 4071, 'law': 4072, 'enforcement': 4073, 'Prescott': 4074, 'laugh': 4075, 'dutifully': 4076, 'notes': 4077, 'drunk': 4078, 'guys': 4079, 'girls': 4080, 'buddy': 4081, 'impress': 4082, 'behavior': 4083, 'untouched': 4084, 'Our': 4085, 'Republic': 4086, 'hands': 4087, 'When': 4088, 'burning': 4089, 'flesh': 4090, 'death': 4091, 'abiding': 4092, 'citizen': 4093, 'Bob': 4094, 'Dylan': 4095, 'Afraid': 4096, 'today': 4097, 'discuss': 4098, 'attention': 4099, 'Mirror': 4100, 'headline': 4101, '200,000': 4102, 'AK47s': 4103, 'Fallen': 4104, 'Into': 4105, 'Hands': 4106, 'Terrorists': 4107, 'thread': 4108, 'RI': 4109, 'discussion': 4110, 'board': 4111, 'smuggled': 4112, '99': 4113, 'tonne': 4114, 'cache': 4115, 'flown': 4116, 'Bosnia': 4117, 'planeloads': 4118, 'vanished': 4119, 'Orders': 4120, 'ahead': 4121, 'contracted': 4122, 'via': 4123, 'complex': 4124, 'web': 4125, 'traders': 4126, 'Moldovan': 4127, 'airline': 4128, 'transport': 4129, 'blasted': 4130, 'Liberia': 4131, 'Amnesty': 4132, 'separate': 4133, 'probe': 4134, 'meant': 4135, 'Mike': 4136, 'Blakemore': 4137, 'unbelievable': 4138, 'terrifying': 4139, 'defence': 4140, 'chiefs': 4141, 'hired': 4142, '90s': 4143, 'Bosnian': 4144, 'controllers': 4145, 'flights': 4146, 'supposedly': 4147, '2005': 4148, 'purchases': 4149, 'Nato': 4150, 'voiced': 4151, 'fears': 4152, 'Swiss': 4153, 'firms': 4154, 'tracking': 4155, 'mechanism': 4156, 'siphoned': 4157, 'UK': 4158, 're-routed': 4159, 'Aerocom': 4160, 'yes': 4161, 'Victor': 4162, 'Bout': 4163, 'bang': 4164, 'wall': 4165, 'incompetence': 4166, 'theory': 4167, 'receives': 4168, 'Administration': 4169, 'harshest': 4170, 'critics': 4171, 'misdirection': 4172, 'representative': 4173, 'privatized': 4174, 'global': 4175, 'gangland': 4176, 'billions': 4177, 'vanish': 4178, 'Pentagon': 4179, 'contracts': 4180, 'untouchable': 4181, 'stature': 4182, 'sinks': 4183, 'beneath': 4184, 'frothing': 4185, 'triviality': 4186, 'Meanwhile': 4187, 'Toledo': 4188, 'priest': 4189, 'Gerald': 4190, 'Robinson': 4191, 'guilty': 4192, 'Rev.': 4193, 'stony': 4194, 'faced': 4195, 'verdict': 4196, 'blinked': 4197, 'glanced': 4198, 'lawyers': 4199, 'handcuffs': 4200, 'sacristy': 4201, 'adjoining': 4202, 'hospital': 4203, 'chapel': 4204, 'downtown': 4205, 'Easter': 4206, '1980': 4207, 'Investigators': 4208, 'nun': 4209, 'Margaret': 4210, 'Ann': 4211, 'Pahl': 4212, '71': 4213, 'strangled': 4214, 'stabbed': 4215, 'chest': 4216, 'forming': 4217, 'shape': 4218, 'inverted': 4219, 'cross': 4220, 'recognized': 4221, 'Satanic': 4222, 'symbol': 4223, 'altar': 4224, 'cloth': 4225, 'draped': 4226, 'naked': 4227, 'sexually': 4228, 'assaulted': 4229, 'humiliate': 4230, 'prosecutor': 4231, 'Mandros': 4232, 'closing': 4233, 'arguments': 4234, 'everyone': 4235, 'God': 4236, 'sentencing': 4237, 'tearful': 4238, 'Claudia': 4239, 'Vercellotti': 4240, 'Survivors': 4241, 'Network': 4242, 'Those': 4243, 'Abused': 4244, 'Priests': 4245, 'SNAP': 4246, 'reopen': 4247, 'rot': 4248, 'hell': 4249, 'More': 4250, 'prosecutors': 4251, 'tools': 4252, 'horrific': 4253, 'defendants': 4254, 'seemingly': 4255, 'institutions': 4256, 'victims': 4257, 'witnesses': 4258, 'stay': 4259, 'silent': 4260, 'changes': 4261, 'speak': 4262, 'protected': 4263, 'weapon': 4264, 'letter': 4265, 'opener': 4266, 'Finally': 4267, 'email': 4268, 'reopening': 4269, 'Atlanta': 4270, 'Murders': 4271, 'Dekalb': 4272, 'County': 4273, 'Chief': 4274, 'Graham': 4275, 'reopened': 4276, 'investigations': 4277, 'mysteriously': 4278, 'stepping': 4279, 'replacement': 4280, 'Brown': 4281, 'supervisor': 4282, 'PD': 4283, 'murders': 4284, 'subsequent': 4285, 'matter': 4286, 'individually': 4287, 'institutionally': 4288, 'domain': 4289, 'lots': 4290, 'jeff': 4291, 'thank': 4292, 'god': 4293, 'souls': 4294, 'congress': 4295, 'CRACKDOWN': 4296, 'POLYGAMY': 4297, 'GROUP': 4298, 'Small': 4299, 'polygamous': 4300, 'southwestern': 4301, 'watchful': 4302, 'fairly': 4303, 'benign': 4304, 'sect': 4305, 'Fundamentalist': 4306, 'Latter': 4307, 'Day': 4308, 'Saints': 4309, 'FLDS': 4310, 'Mormonism': 4311, '1890': 4312, 'Warren': 4313, 'Jeffs': 4314, 'Wanted': 4315, 'Fugitives': 4316, 'caps': 4317, 'approach': 4318, 'practices': 4319, 'grew': 4320, 'followers': 4321, 'communities': 4322, 'assets': 4323, '110': 4324, 'school': 4325, 'intertwined': 4326, 'ex-members': 4327, 'mainly': 4328, 'underage': 4329, 'marry': 4330, 'secluded': 4331, 'compounds': 4332, 'federal': 4333, 'crack': 4334, 'vigorously': 4335, 'Specifically': 4336, 'Utah': 4337, 'Arizona': 4338, 'arranging': 4339, 'spiritual': 4340, 'marriages': 4341, 'weekend': 4342, 'Salt': 4343, 'Lake': 4344, 'City': 4345, 'Phoenix': 4346, 'traveling': 4347, 'bodyguards': 4348, 'apocalyptic': 4349, 'Christian': 4350, 'Identity': 4351, 'philosophies': 4352, 'Aryan': 4353, 'neo-Nazi': 4354, 'Creativity': 4355, 'Movement': 4356, 'preached': 4357, 'racism': 4358, 'race': 4359, 'devil': 4360, 'evil': 4361, 'unto': 4362, 'earth': 4363, 'cited': 4364, 'Poverty': 4365, 'Law': 4366, 'editorial': 4367, 'Deseret': 4368, 'Morning': 4369, 'unwillingness': 4370, 'stir': 4371, 'hornet': 4372, 'contributed': 4373, 'kid': 4374, 'glove': 4375, 'lawmakers': 4376, 'http://www.csmonitor.com/2006/0509/p02s01-ussc.html?s=t5': 4377, 'Maybe': 4378, 'exactly': 4379, 'Loose': 4380, \"AK47's\": 4381, '?!?!?': 4382, 'Never': 4383, 'regularly': 4384, 'scheduled': 4385, 'programming': 4386, 'Raw': 4387, 'Story': 4388, 'i': 4389, 'headlines': 4390, 'Funny': 4391, 'squirelled': 4392, 'meaning': 4393, 'hint': 4394, 'conspiracy': 4395, 'abusers': 4396, 'satanic': 4397, 'underground': 4398, 'judge': 4399, 'bench': 4400, 'obeying': 4401, \"it's\": 4402, 'feet': 4403, 'Personally': 4404, 'damn': 4405, 'adults': 4406, 'invovled': 4407, 'marrying': 4408, 'enfurates': 4409, 'cults': 4410, 'multimillions': 4411, 'poverty': 4412, 'cult': 4413, 'reassigns': 4414, 'wives': 4415, 'husband': 4416, 'displeases': 4417, 'reward': 4418, 'Husbands': 4419, 'mothers': 4420, 'teen': 4421, 'daughters': 4422, 'retardation': 4423, 'genetic': 4424, 'needs': 4425, 'gene': 4426, 'parents': 4427, 'vegetable': 4428, 'doctor': 4429, 'begs': 4430, 'intermarrying': 4431, 'pure': 4432, 'fumarase': 4433, 'deficiency': 4434, 'kingston': 4435, 'convicted': 4436, 'beating': 4437, 'daughter': 4438, 'unconcious': 4439, 'shit': 4440, 'shoot': 4441, 'juicy': 4442, 'profits': 4443, 'evaporate': 4444, 'comparison': 4445, 'contractors': 4446, 'awash': 4447, 'tax': 4448, 'milking': 4449, 'angle': 4450, 'whoopsie': 4451, 'daisy': 4452, 'huh': 4453, 'Christ': 4454, 'bit': 4455, 'tired': 4456, 'treating': 4457, 'gullible': 4458, 'idiots': 4459, 'suppose': 4460, 'lucky': 4461, 'GOP': 4462, 'outsourcing': 4463, 'bypassing': 4464, 'channels': 4465, 'turning': 4466, 'unruly': 4467, 'cast': 4468, 'characters': 4469, 'order': 4470, 'create': 4471, 'preparation': 4472, 'http://www.rawstory.com/news/2006/US_outsourcing_special_operations_intelligence_gathering_0413.html': 4473, 'deserves': 4474, 'MEK': 4475, 'unquestionably': 4476, 'boast': 4477, 'Mujahedeen': 4478, 'affair': 4479, \"''\": 4480, 'generations': 4481, 'martyrs': 4482, 'grandmothers': 4483, 'grown': 4484, 'schools': 4485, 'Ashraf': 4486, 'Family': 4487, 'nights': 4488, 'Fridays': 4489, 'invaded': 4490, 'Kuwait': 4491, 'France': 4492, 'Denmark': 4493, 'England': 4494, 'raised': 4495, 'guardians': 4496, 'usually': 4497, '19': 4498, 'fill': 4499, 'ranks': 4500, 'youngest': 4501, 'generation': 4502, 'Though': 4503, 'boys': 4504, 'taught': 4505, 'blindly': 4506, 'Every': 4507, 'beginning': 4508, 'poster': 4509, 'Massoud': 4510, 'Maryam': 4511, 'salute': 4512, 'shout': 4513, 'praises': 4514, 'Nadereh': 4515, 'Afshari': 4516, 'believer': 4517, 'responsible': 4518, 'gulf': 4519, 'German': 4520, 'tried': 4521, 'absorb': 4522, 'Rajavis': 4523, 'brainwash': 4524, 'Which': 4525, 'empowerment': 4526, 'enlightenment': 4527, 'sacrifice': 4528, 'inspired': 4529, 'wisdom': 4530, 'bright': 4531, 'fellows': 4532, 'set': 4533, 'Jeff': 4534, 'SPLOID.com': 4535, 'topic': 4536, 'http://www.sploid.com/news/2006/05/evil_priest_gui.php': 4537, 'Umm': 4538, 'Question': 4539, 'Mark': 4540, 'Jimmy': 4541, 'Plant': 4542, 'Blogshares': 4543, 'fantasy': 4544, 'blogosphere': 4545, 'game': 4546, 'pretend': 4547, 'Satan': 4548, 'http://www.laweekly.com/general/features/satan-loves-you/13454/': 4549, 'metal': 4550, 'strippers': 4551, 'dope': 4552, 'Okay': 4553, 'partly': 4554, 'evolves': 4555, 'music': 4556, 'belongs': 4557, 'weirder': 4558, 'guardian': 4559, 'morality': 4560, 'Praise': 4561, 'Given': 4562, 'void': 4563, 'educational': 4564, 'establishments': 4565, 'religions': 4566, 'guiding': 4567, 'righteousness': 4568, 'fallen': 4569, 'Hmmmmmm': 4570, '....................': 4571, 'trauma': 4572, 'controlled': 4573, 'slaves': 4574, 'wikipedia': 4575, 'stub': 4576, 'waiting': 4577, 'http://en.wikipedia.org/wiki/Aerocom': 4578, 'hates': 4579, ':)': 4580, 'chants': 4581, 'Manson': 4582, 'tees': 4583, 'bearing': 4584, 'Kill': 4585, 'Columbine': 4586, 'acting': 4587, 'indescriminately': 4588, 'murdered': 4589, 'classmates': 4590, 'brainwashed': 4591, 'fans': 4592, 'literally': 4593, 'fulfilling': 4594, 'paradigm': 4595, 'er': 4596, 'phoney': 4597, 'thy': 4598, 'neighbor': 4599, 'REAL': 4600, 'MORALITY': 4601, '?????': 4602, 'hmmmm': 4603, 'indeed': 4604, 'detect': 4605, 'hissing': 4606, 'lisp': 4607, 'serpent': 4608, 'article': 4609, 'deathly': 4610, 'inversion': 4611, 'ala': 4612, 'satanism': 4613, 'brainwashing': 4614, 'Perhaps': 4615, 'phenomenon': 4616, 'invitation': 4617, 'couter-cultural': 4618, 'hypocrisy': 4619, 'percentage': 4620, 'Morality': 4621, 'crowd': 4622, 'lip': 4623, 'loving': 4624, 'beyond': 4625, 'congregation': 4626, 'checked': 4627, 'Satanists': 4628, 'destruction': 4629, 'dealt': 4630, 'Christians': 4631, 'Irony': 4632, 'Long': 4633, 'editor': 4634, 'simple': 4635, 'entering': 4636, 'previously': 4637, 'unexplored': 4638, 'socio-political': 4639, 'require': 4640, 'examination': 4641, 'introspection': 4642, 'Kevin': 4643, 'Coogan': 4644, 'publication': 4645, 'previous': 4646, 'quote': 4647, 'Imaginary': 4648, 'romantic': 4649, 'varied': 4650, 'gloomy': 4651, 'monotonous': 4652, 'barren': 4653, 'boring': 4654, 'marvelous': 4655, 'intoxicating': 4656, 'Simone': 4657, 'Weil': 4658, 'Starroute': 4659, 'due': 4660, 'appartently': 4661, 'cognitively': 4662, 'functional': 4663, 'senseless': 4664, 'incompetent': 4665, 'sign': 4666, 'ulterior': 4667, 'hidden': 4668, 'motives': 4669, 'trust': 4670, 'befuddled': 4671, 'wilt': 4672, 'http://youtube.com/watch?v=d46_ctqDmI4': 4673, 'buying': 4674, 'BS': 4675, 'specifically': 4676, 'tidbit': 4677, 'waaaaaaaaaaaaay': 4678, 'definitions': 4679, 'http://news.bbc.co.uk/2/hi/programmes/this_world/4446342.stm': 4680, 'relentless': 4681, 'uncover': 4682, 'shocking': 4683, 'Italy': 4684, 'tale': 4685, 'gripped': 4686, '1998': 4687, 'Fabio': 4688, 'Tollis': 4689, 'Chiara': 4690, 'Marino': 4691, 'disappeared': 4692, 'pub': 4693, 'Midnight': 4694, 'centre': 4695, 'scene': 4696, 'Milan': 4697, 'Michele': 4698, 'attend': 4699, 'concerts': 4700, 'festivals': 4701, 'Europe': 4702, 'handing': 4703, 'leaflets': 4704, 'quizzing': 4705, 'forms': 4706, 'obsessed': 4707, 'images': 4708, 'collection': 4709, 'paraphernalia': 4710, 'bedroom': 4711, 'convinced': 4712, 'disappearance': 4713, 'inseparable': 4714, 'Yeah': 4715, 'posts': 4716, 'wholly': 4717, 'expand': 4718, 'include': 4719, 'freaky': 4720, 'bozos': 4721, 'Talk': 4722, 'beat': 4723, 'Smartwolf': 4724, 'principle': 4725, 'employed': 4726, 'deliberately': 4727, 'GWB': 4728, 'neocons': 4729, 'Jesus': 4730, 'Nazareth': 4731, 'ignorant': 4732, 'why': 4733, 'phonies': 4734, 'appellation': 4735, 'imposters': 4736, 'Everything': 4737, 'lie': 4738, 'serves': 4739, 'purposes': 4740, 'identified': 4741, 'fully': 4742, 'subterfuge': 4743, 'magician': 4744, 'rigorous': 4745, 'perceive': 4746, 'See': 4747, 'avant': 4748, 'guard': 4749, 'art': 4750, '20th': 4751, 'Century': 4752, 'Italian': 4753, 'Futurism': 4754, 'labeled': 4755, 'degenerate': 4756, 'Socialists': 4757, 'Adolf': 4758, 'Hitler': 4759, 'exhibition': 4760, '1937': 4761, 'curating': 4762, 'parallel': 4763, 'Expressionist': 4764, 'quick': 4765, 'overview': 4766, 'Entartete': 4767, 'Kunst': 4768, 'Degenerate': 4769, 'Art': 4770, 'exhibit': 4771, 'http://en.wikipedia.org/wiki/Degenerate_art': 4772, 'notion': 4773, 'appropriated': 4774, 'Nazis': 4775, 'traced': 4776, 'Jewish': 4777, 'intellectual': 4778, 'Max': 4779, 'Nordau': 4780, '1892': 4781, 'authored': 4782, 'Degeneration': 4783, 'co': 4784, 'founder': 4785, 'World': 4786, 'Zionist': 4787, 'Organization': 4788, 'apparently': 4789, 'Are': 4790, 'adherent': 4791, 'Crowleyan': 4792, 'Thelema': 4793, 'ilk': 4794, 'appropriating': 4795, 'appropriators': 4796, 'redirect': 4797, 'energy': 4798, 'Does': 4799, 'reappropriation': 4800, 'originate': 4801, 'Seems': 4802, 'imaginary': 4803, 'Whore': 4804, 'Babalon': 4805, 'Babylon': 4806, 'accurate': 4807, 'valid': 4808, 'socio': 4809, 'conundrum': 4810, 'Confused': 4811, 'Good': 4812, 'Why': 4813, 'undecided': 4814, 'answers': 4815, 'Balance': 4816, 'Coil': 4817, 'wish': 4818, 'Wikipedia': 4819, 'easier': 4820, 'spending': 4821, 'obscure': 4822, 'detailed': 4823, 'http://en.wikipedia.org/wiki/John_Balance': 4824, 'http://www.guardian.co.uk/obituaries/story/0,3604,1371372,00.html': 4825, 'blended': 4826, 'systems': 4827, 'Shamanism': 4828, 'Christianity': 4829, 'Buddhism': 4830, 'Paganism': 4831, 'Hermeticism': 4832, 'Gnosticism': 4833, 'imbued': 4834, 'vast': 4835, 'output': 4836, 'magickal': 4837, 'designed': 4838, 'functionally': 4839, 'transcendent': 4840, 'listeners': 4841, 'kg': 4842, 'per': 4843, '1000': 4844, 'tonnes': 4845, 'containers': 4846, 'load': 4847, '20,000': 4848, 'E@tG': 4849, 'formulate': 4850, 'acquiring': 4851, 'Reporting': 4852, 'Susan': 4853, 'Polk': 4854, 'bay': 4855, 'farmer': 4856, 'event': 4857, 'Lo': 4858, 'behold': 4859, 'Mormons': 4860, 'booth': 4861, 'delivering': 4862, 'Mormon': 4863, 'genealogy': 4864, 'amazed': 4865, 'spiel': 4866, 'delivered': 4867, 'Kindly': 4868, 'utterly': 4869, 'programmed': 4870, 'watch': 4871, 'Has': 4872, 'purportedly': 4873, 'Ahmadinejad': 4874, 'http://www.thetruthseeker.co.uk/article.asp?id=4503': 4875, 'verified': 4876, 'succintly': 4877, 'succint': 4878, 'regardless': 4879, 'processes': 4880, 'W': 4881, 'contrast': 4882, 'whoever': 4883, 'vs.': 4884, 'Bring': 4885, 'condition': 4886, 'farce': 4887, 'definately': 4888, 'Change': 4889, 'Alex': 4890, 'Jones': 4891, 'Rio': 4892, 'Grande': 4893, 'Blood': 4894, 'Important': 4895, 'Kos': 4896, 'Diary': 4897, 'bush': 4898, 'gathering': 4899, 'storm': 4900, 'scandals': 4901, 'http://www.dailykos.com/story/2006/5/12/232746/857': 4902, '=': 4903, 'Executive': 4904, 'creepy': 4905, 'scary': 4906, 'accumulating': 4907, 'basically': 4908, 'sieze': 4909, 'feels': 4910, 'minute': 4911, '==': 4912, 'revoke': 4913, '13011': 4914, 'exmearden': 4915, 'Fri': 4916, '2006': 4917, '08:27:46': 4918, 'PDT': 4919, 'scanning': 4920, 'whitehouse.gov': 4921, 'noticed': 4922, 'Amendments': 4923, '11030': 4924, '13279': 4925, '13339': 4926, '13381': 4927, '13389': 4928, 'Revocation': 4929, 'jumping': 4930, 'fray': 4931, 'blogger': 4932, 'TroubleFunk': 4933, 'Tronicus': 4934, 'Simply': 4935, 'permeate': 4936, 'Mystery': 4937, 'Tradition': 4938, 'confluence': 4939, 'spirituality': 4940, 'alchemical': 4941, 'initially': 4942, 'appropriation': 4943, 'Similarly': 4944, 'invoking': 4945, 'Egyptian': 4946, 'gods': 4947, 'goddesses': 4948, 'reaffirmation': 4949, 'oppressive': 4950, 'hierarchical': 4951, 'compartmentalize': 4952, 'personal': 4953, 'weirdness': 4954, 'hardcore': 4955, 'factions': 4956, 'integrate': 4957, 'synthesis': 4958, 'regards': 4959, 'vacuous': 4960, 'perspective': 4961, 'culture': 4962, 'Shall': 4963, 'censor': 4964, 'works': 4965, 'poet': 4966, 'Baudelaire': 4967, 'artists': 4968, 'checking': 4969, 'knee': 4970, 'jerk': 4971, 'reaction': 4972, 'apologize': 4973, 'over-generalizations': 4974, 'literalist': 4975, 'True': 4976, 'believers': 4977, 'hung': 4978, 'pyrimidal': 4979, 'structure': 4980, 'cloak': 4981, 'motivations': 4982, 'masses': 4983, 'boggles': 4984, 'ANYONE': 4985, 'value': 4986, 'christian': 4987, 'shall': 4988, 'ye': 4989, 'hackles': 4990, 'haul': 4991, 'Rock': 4992, 'Roll': 4993, 'Whie': 4994, 'subscribe': 4995, 'listen': 4996, 'patently': 4997, 'rediculous': 4998, 'bother': 4999, 'specific': 5000, 'pin': 5001, 'Sub-cultures': 5002, 'lable': 5003, 'implies': 5004, 'develope': 5005, 'vacuum': 5006, 'egos': 5007, 'metaphors': 5008, 'literaly': 5009, 'wether': 5010, 'banging': 5011, 'Canibal': 5012, 'Corpse': 5013, 'humming': 5014, 'Onward': 5015, 'Soldiers': 5016, 'mixing': 5017, 'militarism': 5018, 'respect': 5019, 'adhear': 5020, 'non-violence': 5021, 'forgiveness': 5022, 'charity': 5023, 'Smartwolves': 5024, 'monopoly': 5025, 'lifestyle': 5026, 'hissy': 5027, 'fit': 5028, 'wanting': 5029, 'buy': 5030, 'wants': 5031, 'sus': 5032, 'located': 5033, 'enroute': 5034, 'storage': 5035, 'stooges': 5036, 'pretext': 5037, 'Thanks': 5038, 'Nick': 5039, 'Keck': 5040, 'speech': 5041, 'gentleman': 5042, 'advisory': 5043, 'multi-nation': 5044, 'corporation': 5045, 'worthwhile': 5046, 'View': 5047, 'Eye': 5048, 'Storm': 5049, 'Haim': 5050, 'Harari': 5051, 'Advisory': 5052, 'Board': 5053, 'multi-national': 5054, 'technological': 5055, 'entertainment': 5056, 'occasion': 5057, 'Chairman': 5058, 'suggested': 5059, 'events': 5060, 'Government': 5061, 'privileged': 5062, '200': 5063, 'proverbial': 5064, 'fascinating': 5065, 'thoughts': 5066, 'prefer': 5067, 'devote': 5068, 'remarks': 5069, 'broader': 5070, 'refer': 5071, 'Morocco': 5072, 'predominantly': 5073, 'Moslem': 5074, 'non-Arab': 5075, 'non-Moslem': 5076, 'minorities': 5077, 'immediate': 5078, 'neighborhood': 5079, 'spite': 5080, 'upheaval': 5081, 'mass': 5082, 'happening': 5083, 'Sudan': 5084, 'massacring': 5085, 'Algeria': 5086, 'village': 5087, 'Algerians': 5088, 'invade': 5089, 'endanger': 5090, 'butcher': 5091, 'Egypt': 5092, 'poison': 5093, 'gas': 5094, 'Yemen': 5095, \"60's\": 5096, 'Assad': 5097, 'Father': 5098, 'El': 5099, 'Hamma': 5100, 'Syria': 5101, 'Libyan': 5102, 'blowing': 5103, 'Pan': 5104, 'Am': 5105, 'dysfunctional': 5106, 'league': 5107, 'Mauritania': 5108, 'Gulf': 5109, 'total': 5110, 'EU': 5111, 'expansion': 5112, 'combined': 5113, 'GDP': 5114, 'Netherlands': 5115, 'plus': 5116, 'Belgium': 5117, 'equal': 5118, 'California': 5119, 'Within': 5120, 'meager': 5121, 'gaps': 5122, 'poor': 5123, 'succeeding': 5124, 'corrupt': 5125, 'social': 5126, 'below': 5127, '150': 5128, 'Human': 5129, 'grotesque': 5130, 'Libya': 5131, 'Chair': 5132, 'Rights': 5133, 'commission': 5134, 'prepared': 5135, 'committee': 5136, 'intellectuals': 5137, 'auspices': 5138, 'books': 5139, 'translated': 5140, 'Greece': 5141, 'translates': 5142, 'publications': 5143, 'Birth': 5144, 'rates': 5145, 'decline': 5146, 'wealthy': 5147, 'advanced': 5148, 'cultures': 5149, 'creates': 5150, 'breeding': 5151, 'cruel': 5152, 'dictators': 5153, 'fanaticism': 5154, 'incitement': 5155, 'Civilization': 5156, 'Judaism': 5157, 'decent': 5158, 'devout': 5159, 'Moslems': 5160, 'develops': 5161, 'Islamophobia': 5162, 'accomplices': 5163, 'omission': 5164, 'applies': 5165, 'afraid': 5166, 'express': 5167, 'amplified': 5168, 'rampant': 5169, 'acknowledges': 5170, 'pillars': 5171, 'undeclared': 5172, '*': 5173, 'element': 5174, 'Suicide': 5175, 'invention': 5176, 'expression': 5177, 'lately': 5178, 'potent': 5179, 'psychological': 5180, 'direct': 5181, 'relatively': 5182, 'accidents': 5183, 'quantitatively': 5184, 'lethal': 5185, 'earthquakes': 5186, 'die': 5187, 'AIDS': 5188, 'Russians': 5189, 'murderers': 5190, 'fuss': 5191, 'killings': 5192, 'spectacular': 5193, 'frightening': 5194, 'dismembered': 5195, 'horrible': 5196, 'lifelong': 5197, 'injuries': 5198, 'detail': 5199, 'hysterical': 5200, 'tourism': 5201, 'industry': 5202, 'Bali': 5203, 'Turkey': 5204, 'undisputed': 5205, 'preventive': 5206, 'murderer': 5207, 'penetrated': 5208, 'constantly': 5209, 'improving': 5210, 'arrange': 5211, 'plane': 5212, 'explode': 5213, 'Who': 5214, 'crowded': 5215, 'detector': 5216, 'lines': 5217, 'counters': 5218, 'busy': 5219, 'Put': 5220, 'station': 5221, 'Spain': 5222, 'buses': 5223, 'Protect': 5224, 'movie': 5225, 'theaters': 5226, 'concert': 5227, 'halls': 5228, 'supermarkets': 5229, 'shopping': 5230, 'malls': 5231, 'hospitals': 5232, 'guards': 5233, 'hall': 5234, 'somewhat': 5235, 'vulnerability': 5236, 'strict': 5237, 'controls': 5238, 'eliminate': 5239, 'Money': 5240, 'cold': 5241, 'blooded': 5242, 'murderous': 5243, 'fanatic': 5244, 'beliefs': 5245, 'blown': 5246, 'politician': 5247, 'relative': 5248, 'influential': 5249, 'truly': 5250, 'supreme': 5251, 'fervor': 5252, 'benefits': 5253, 'Heaven': 5254, 'Instead': 5255, 'outcast': 5256, 'naive': 5257, 'retarded': 5258, 'incited': 5259, 'hotheads': 5260, 'delights': 5261, 'pay': 5262, 'handsomely': 5263, 'performed': 5264, 'despair': 5265, 'poorest': 5266, 'happens': 5267, 'desperate': 5268, 'continents': 5269, 'Desperation': 5270, 'reconnaissance': 5271, 'transportation': 5272, 'Bremmer': 5273, 'exploded': 5274, 'vicious': 5275, 'inhuman': 5276, 'cynical': 5277, 'funded': 5278, 'affluent': 5279, 'hunger': 5280, 'identical': 5281, 'pirates': 5282, 'seas': 5283, 'crucial': 5284, 'united': 5285, 'pyramid': 5286, 'arresting': 5287, 'dealer': 5288, 'tolerate': 5289, 'thrive': 5290, 'humble': 5291, 'trains': 5292, 'Istanbul': 5293, 'unity': 5294, 'Civilized': 5295, 'horror': 5296, 'absolutely': 5297, 'indispensable': 5298, 'wakes': 5299, 'ingredient': 5300, 'lies': 5301, 'Words': 5302, 'politicians': 5303, 'professional': 5304, 'norms': 5305, 'diplomacy': 5306, 'childish': 5307, 'deliberate': 5308, 'fabrications': 5309, 'heights': 5310, 'incredible': 5311, 'provocation': 5312, 'plot': 5313, 'Mouhamad': 5314, 'Said': 5315, 'Disinformation': 5316, 'tactic': 5317, 'preposterous': 5318, 'ridiculed': 5319, 'milieu': 5320, 'icon': 5321, 'jester': 5322, 'respectable': 5323, 'newspapers': 5324, 'prevent': 5325, 'credence': 5326, 'liars': 5327, 'anti-Semite': 5328, 'subtle': 5329, 'holocaust': 5330, 'temple': 5331, 'Jerusalem': 5332, 'occurrence': 5333, 'finance': 5334, 'dispatch': 5335, 'condemn': 5336, 'cameras': 5337, 'audience': 5338, 'routine': 5339, 'opposite': 5340, 'Arabic': 5341, 'Incitement': 5342, 'accompanied': 5343, 'pictures': 5344, 'mutilated': 5345, 'distort': 5346, 'Little': 5347, 'hatred': 5348, 'admiration': 5349, 'sets': 5350, 'tuned': 5351, 'soap': 5352, 'operas': 5353, 'recommend': 5354, 'demonstration': 5355, 'Berlin': 5356, 'carrying': 5357, 'banners': 5358, 'supporting': 5359, 'featuring': 5360, 'babies': 5361, 'dressed': 5362, 'defined': 5363, 'Arafat': 5364, 'activists': 5365, 'walks': 5366, 'restaurant': 5367, 'mid-day': 5368, 'eats': 5369, 'observes': 5370, 'eating': 5371, 'lunch': 5372, 'adjacent': 5373, 'tables': 5374, 'pays': 5375, 'blows': 5376, 'herself': 5377, 'rolling': 5378, 'martyr': 5379, 'activist': 5380, 'European': 5381, 'Dignitaries': 5382, 'bereaved': 5383, 'flows': 5384, 'actual': 5385, 'equips': 5386, 'sends': 5387, 'Orwellian': 5388, 'nomenclature': 5389, 'realize': 5390, 'emotional': 5391, 'infrastructure': 5392, 'Joseph': 5393, 'Goebbels': 5394, 'repeat': 5395, 'outperformed': 5396, 'successors': 5397, 'Huge': 5398, 'amounts': 5399, 'channeled': 5400, 'concentric': 5401, 'spheres': 5402, 'inner': 5403, 'circle': 5404, 'funds': 5405, 'hideouts': 5406, 'soft': 5407, 'circles': 5408, 'primarily': 5409, 'financed': 5410, 'regimes': 5411, 'Authority': 5412, 'safe': 5413, 'havens': 5414, 'wholesale': 5415, 'vendors': 5416, 'planners': 5417, 'preachers': 5418, 'welfare': 5419, 'feed': 5420, 'hungry': 5421, 'schooling': 5422, 'ignorance': 5423, 'operates': 5424, 'madrasas': 5425, 'inciting': 5426, 'electronic': 5427, 'printed': 5428, 'inferior': 5429, 'unthinkable': 5430, 'minimal': 5431, 'blaming': 5432, 'miseries': 5433, 'outer': 5434, 'donations': 5435, 'Governments': 5436, \"NGO's\": 5437, 'goals': 5438, 'noble': 5439, 'infested': 5440, 'exploited': 5441, 'victim': 5442, 'Saudis': 5443, 'financing': 5444, 'Figuratively': 5445, 'speaking': 5446, 'inwards': 5447, 'blackmail': 5448, 'horrifying': 5449, 'factor': 5450, 'Half': 5451, 'receptive': 5452, 'guaranteeing': 5453, 'blind': 5454, 'comfortably': 5455, 'camps': 5456, 'join': 5457, 'packaged': 5458, 'tours': 5459, 'hotspots': 5460, 'ski': 5461, 'Switzerland': 5462, 'Mrs.': 5463, 'Paris': 5464, 'bankrupt': 5465, 'typical': 5466, 'ringleader': 5467, 'Aksa': 5468, 'brigade': 5469, 'payment': 5470, 'couple': 5471, 'performing': 5472, 'retail': 5473, 'fourth': 5474, 'laws': 5475, 'civilized': 5476, 'liberties': 5477, 'fashioned': 5478, 'habits': 5479, 'respecting': 5480, 'sites': 5481, 'symbols': 5482, 'avoiding': 5483, 'mutilation': 5484, 'shields': 5485, 'Nazi': 5486, 'disregard': 5487, 'observe': 5488, 'student': 5489, 'science': 5490, 'debates': 5491, 'anti-democratic': 5492, 'winning': 5493, 'democratic': 5494, 'abolishing': 5495, 'Other': 5496, 'aspects': 5497, 'society': 5498, 'limitations': 5499, 'policeman': 5500, 'dealers': 5501, 'penalty': 5502, 'multiple': 5503, 'dilemmas': 5504, 'raid': 5505, 'priests': 5506, 'hostages': 5507, 'ambulance': 5508, 'strip': 5509, 'pretended': 5510, 'belly': 5511, 'standing': 5512, 'mental': 5513, 'arch-murderer': 5514, 'moves': 5515, 'location': 5516, 'dilemma': 5517, 'Suppose': 5518, 'Teheran': 5519, 'atrocity': 5520, 'responsibility': 5521, 'promising': 5522, 'interviews': 5523, 'condemnations': 5524, 'invite': 5525, 'functions': 5526, 'treat': 5527, 'dignitary': 5528, 'homework': 5529, 'figure': 5530, 'illusions': 5531, 'lawless': 5532, 'ice': 5533, 'hockey': 5534, 'sending': 5535, 'ballerina': 5536, 'skater': 5537, 'knock': 5538, 'heavyweight': 5539, 'boxer': 5540, 'chess': 5541, 'cannibals': 5542, 'handle': 5543, 'throw': 5544, 'stones': 5545, 'shoots': 5546, 'immunity': 5547, 'sheltered': 5548, 'royally': 5549, 'pretends': 5550, 'crooks': 5551, 'protection': 5552, 'criminals': 5553, 'repeating': 5554, 'temporary': 5555, 'evolution': 5556, 'adapted': 5557, 'punishment': 5558, 'rules': 5559, 'twilight': 5560, 'educate': 5561, 'eliminated': 5562, 'financial': 5563, 'starvation': 5564, 'organizing': 5565, 'elite': 5566, 'counter-propaganda': 5567, 'boycott': 5568, 'access': 5569, 'internet': 5570, 'Above': 5571, 'determination': 5572, 'Allow': 5573, 'depart': 5574, 'malignant': 5575, 'tumor': 5576, 'remove': 5577, 'surgically': 5578, 'starve': 5579, 'preventing': 5580, 'expanding': 5581, 'comment': 5582, 'justified': 5583, 'pre-war': 5584, 'map': 5585, 'Lebanon': 5586, 'colony': 5587, 'conquest': 5588, 'territories': 5589, 'unfriendly': 5590, 'encircled': 5591, 'republics': 5592, 'surprising': 5593, 'incite': 5594, 'uprising': 5595, 'plan': 5596, 'encircle': 5597, 'resulting': 5598, 'ambitions': 5599, 'ideology': 5600, 'supremacy': 5601, 'ruthless': 5602, 'execute': 5603, 'elaborate': 5604, 'traces': 5605, 'Embassies': 5606, 'develop': 5607, 'conservatives': 5608, 'virtuoso': 5609, 'cop': 5610, 'versus': 5611, 'sponsors': 5612, 'Hezbollah': 5613, 'Uzbekistan': 5614, 'consortium': 5615, 'players': 5616, 'trade': 5617, 'appease': 5618, 'refuse': 5619, 'signals': 5620, 'dry': 5621, 'conglomerate': 5622, 'pointless': 5623, 'enterprises': 5624, 'collaborate': 5625, 'beautifully': 5626, 'fertile': 5627, 'monitor': 5628, 'finances': 5629, 'relief': 5630, 'react': 5631, 'forceful': 5632, 'decisively': 5633, 'naivety': 5634, 'surrender': 5635, 'yielded': 5636, 'matters': 5637, 'won': 5638, 'surely': 5639, 'costly': 5640, 'expelling': 5641, 'forbidding': 5642, 'veils': 5643, 'functioning': 5644, 'judicial': 5645, 'equality': 5646, 'ideas': 5647, 'racial': 5648, 'defamation': 5649, 'avoidance': 5650, 'regarding': 5651, 'worship': 5652, 'inflammatory': 5653, 'carefully': 5654, 'transition': 5655, 'paving': 5656, 'prevail': 5657, 'takes': 5658, 'landscape': 5659, 'victory': 5660, 'understandable': 5661, 'recoil': 5662, 'wars': 5663, 'horrors': 5664, 'cost': 5665, 'additional': 5666, 'tide': 5667, 'associated': 5668, 'faction': 5669, 'Vanguards': 5670, 'Conquest': 5671, 'seeking': 5672, 'recreate': 5673, 'mecca': 5674, 'struggle': 5675, 'acquired': 5676, 'anthrax': 5677, 'strain': 5678, 'Veterinary': 5679, 'Medical': 5680, 'Diagnostic': 5681, 'Lab': 5682, 'senior': 5683, 'abroad': 5684, 'islamists': 5685, 'available': 5686, 'requested': 5687, 'Anthrax': 5688, 'Means': 5689, 'Motive': 5690, 'Modus': 5691, 'Operandi': 5692, 'Opportunity': 5693, 'Homeland': 5694, 'disclosed': 5695, 'Atta': 5696, 'Zacarias': 5697, 'Moussaoui': 5698, 'inquiries': 5699, 'cropdusters': 5700, 'contemplated': 5701, 'dispersing': 5702, 'included': 5703, 'rumor': 5704, 'setback': 5705, 'KSM': 5706, 'Rawalpindi': 5707, 'Panel': 5708, 'experts': 5709, 'concluded': 5710, 'restrained': 5711, 'difficulties': 5712, '9/11': 5713, 'Staff': 5714, 'ambitious': 5715, 'advances': 5716, 'produce': 5717, 'prior': 5718, 'Director': 5719, 'Tenet': 5720, '9': 5721, 'Spring': 5722, 'named': 5723, 'Shukrijumah': 5724, 'Jafar': 5725, 'Pilot': 5726, 'casing': 5727, 'Photographs': 5728, 'computer': 5729, 'disc': 5730, 'locks': 5731, 'passengers': 5732, 'bulletin': 5733, 'surveillance': 5734, 'disperse': 5735, 'mailings': 5736, 'bureaucratically': 5737, 'impolite': 5738, 'contest': 5739, 'lone': 5740, 'scientist': 5741, 'argued': 5742, 'Fall': 5743, 'warning': 5744, 'Princeton': 5745, 'islamist': 5746, 'scholar': 5747, 'Lewis': 5748, 'explained': 5749, 'disagree': 5750, 'innocents': 5751, 'sanctioned': 5752, 'biochemical': 5753, 'Prophet': 5754, 'guidance': 5755, 'Scheuer': 5756, 'analyst': 5757, 'warn': 5758, 'letters': 5759, 'branches': 5760, 'D.C.': 5761, 'symbolic': 5762, 'detention': 5763, 'sheik': 5764, 'Abdel': 5765, 'Trade': 5766, '1993': 5767, 'Handwritten': 5768, 'laptop': 5769, '#': 5770, 'production': 5771, 'spray': 5772, 'dryer': 5773, 'addressed': 5774, 'recruitment': 5775, 'expertise': 5776, 'Salama': 5777, 'Mabruk': 5778, 'disk': 5779, 'confiscated': 5780, 'Azerbaijan': 5781, 'underestimate': 5782, 'research': 5783, 'stages': 5784, '5th': 5785, 'Capitol': 5786, 'Others': 5787, 'airliners': 5788, 'directed': 5789, '31': 5790, 'indicating': 5791, 'crop': 5792, 'dusting': 5793, 'Ramzi': 5794, 'Binalshibh': 5795, '14,000': 5796, 'conspirator': 5797, 'mission': 5798, 'dusters': 5799, 'biochemist': 5800, 'Malaysian': 5801, 'Yazid': 5802, 'Sufaat': 5803, 'sharpest': 5804, 'shed': 5805, 'superiors': 5806, 'unreliable': 5807, 'filing': 5808, 'Jew': 5809, 'sympathizer': 5810, 'Hambali': 5811, 'supervised': 5812, 'Hindi': 5813, 'Britani': 5814, 'NYC': 5815, 'studied': 5816, 'virulent': 5817, 'Ames': 5818, 'guide': 5819, 'Dr.': 5820, 'quest': 5821, 'weaponize': 5822, 'confidante': 5823, 'prison': 5824, 'Emails': 5825, 'Atef': 5826, 'USAMRIID': 5827, 'koran': 5828, 'instructed': 5829, 'jihadist': 5830, 'crusader': 5831, 'enemies': 5832, 'OBL': 5833, 'Wall': 5834, 'Street': 5835, 'Journal': 5836, 'contains': 5837, 'memo': 5838, 'seek': 5839, 'talent': 5840, 'beneficial': 5841, 'easy': 5842, 'specialists': 5843, 'greatly': 5844, 'Christmas': 5845, 'audiotape': 5846, 'orange': 5847, 'alert': 5848, 'yellow': 5849, 'brigades': 5850, 'banner': 5851, 'paradise': 5852, 'somewhere': 5853, 'spotted': 5854, 'Wherever': 5855, 'traceable': 5856, 'profilers': 5857, 'draft': 5858, 'Sheik': 5859, 'Bojinka': 5860, 'threatened': 5861, 'dates': 5862, 'Use': 5863, 'detentions': 5864, 'Patrick': 5865, 'Retired': 5866, 'Assistant': 5867, 'Secretary': 5868, 'Analysis': 5869, 'testified': 5870, 'interrogations': 5871, 'nonconventional': 5872, 'notably': 5873, 'WTC': 5874, 'briefing': 5875, 'steps': 5876, 'raw': 5877, 'seed': 5878, 'product': 5879, 'unweaponized': 5880, 'Moro': 5881, 'MILF': 5882, 'obtaining': 5883, 'intended': 5884, 'shura': 5885, 'sworn': 5886, 'lengthy': 5887, 'confession': 5888, 'attorney': 5889, 'resort': 5890, 'possessed': 5891, 'extradition': 5892, 'associate': 5893, 'recipe': 5894, 'unprocessed': 5895, 'weight': 5896, 'accounts': 5897, 'distribution': 5898, 'transfers': 5899, 'Significantly': 5900, 'individual': 5901, 'quarter': 5902, 'century': 5903, 'contacted': 5904, 'necessarily': 5905, 'copy': 5906, 'Ft.': 5907, 'Detrick': 5908, 'Senator': 5909, 'Leahy': 5910, 'Congressional': 5911, 'collected': 5912, 'MSNBC': 5913, 'relying': 5914, 'spokesperson': 5915, 'narrowed': 5916, 'pool': 5917, 'labs': 5918, 'match': 5919, 'overseas': 5920, 'techniques': 5921, 'efficient': 5922, 'bioweaponeer': 5923, 'Kenneth': 5924, 'Alibek': 5925, 'optimal': 5926, 'method': 5927, 'electrostatic': 5928, 'dominance': 5929, 'spores': 5930, 'trillion': 5931, 'spore': 5932, 'concentration': 5933, 'clumps': 5934, '40': 5935, 'microns': 5936, 'Spores': 5937, 'inhalable': 5938, 'extraordinary': 5939, 'simpler': 5940, 'achieve': 5941, 'grams': 5942, 'industrial': 5943, 'processing': 5944, 'sponsored': 5945, 'lab': 5946, 'mistaken': 5947, 'theories': 5948, 'sponsorship': 5949, 'indicated': 5950, 'Dugway': 5951, 'undermines': 5952, 'liberals': 5953, 'Steve': 5954, 'Hatfill': 5955, 'biodefense': 5956, 'useful': 5957, 'USDA': 5958, 'employee': 5959, 'Johnelle': 5960, 'Bryant': 5961, 'sensational': 5962, 'purchasing': 5963, 'retrofitting': 5964, 'cropduster': 5965, 'interrogators': 5966, 'manufacturing': 5967, 'details': 5968, 'aerial': 5969, 'dispersal': 5970, 'consistent': 5971, 'opportunity': 5972, 'met': 5973, 'plotters': 5974, 'hijackers': 5975, 'Jemaah': 5976, 'Islamiah': 5977, 'JI': 5978, 'company': 5979, 'Green': 5980, 'Laboratory': 5981, 'Medicine': 5982, 'items': 5983, 'symbolizes': 5984, 'holy': 5985, 'manual': 5986, 'stayed': 5987, 'condominium': 5988, 'lessons': 5989, 'marketing': 5990, 'Infocus': 5991, 'Technologies': 5992, '35,000': 5993, 'traveled': 5994, 'Brigade': 5995, 'realizing': 5996, 'perceiving': 5997, 'Filipino': 5998, 'bragging': 5999, 'manipulate': 6000, 'thwarted': 6001, 'logistical': 6002, 'Various': 6003, 'doctors': 6004, 'Qadoos': 6005, 'bacteriologist': 6006, 'Aafia': 6007, 'Siddiqui': 6008, 'PhD': 6009, 'Karachi': 6010, 'Microbiologist': 6011, 'harboring': 6012, 'fugitives': 6013, 'cardiac': 6014, 'granted': 6015, 'pre-arrest': 6016, 'bail': 6017, 'Yet': 6018, 'stipend': 6019, 'officially': 6020, 'low': 6021, 'IQ': 6022, 'Brandeis': 6023, 'neurology': 6024, 'nabbed': 6025, 'Understandably': 6026, 'Amerithrax': 6027, 'confidential': 6028, 'rarely': 6029, 'grant': 6030, 'manhunt': 6031, 'Van': 6032, 'Harp': 6033, 'classified': 6034, 'releasing': 6035, 'Attorney': 6036, 'Ashcroft': 6037, 'Mueller': 6038, 'Her': 6039, 'Ismat': 6040, 'grandchildren': 6041, 'minicab': 6042, 'uncle': 6043, 'detained': 6044, 'Chemical': 6045, 'Wire': 6046, 'Group': 6047, 'lawyer': 6048, 'advises': 6049, 'airfare': 6050, 'tickets': 6051, 'heard': 6052, 'translation': 6053, 'phrase': 6054, 'english': 6055, 'chemicals': 6056, 'appear': 6057, 'pursuit': 6058, 'Floridian': 6059, 'Adnan': 6060, 'assisting': 6061, 'nickname': 6062, 'DOJ': 6063, 'commercial': 6064, 'Summer': 6065, 'Hamilton': 6066, 'Maati': 6067, 'faulty': 6068, 'analysis': 6069, 'preconceptions': 6070, 'testimony': 6071, 'millennium': 6072, 'Ressam': 6073, 'hijacker': 6074, 'Alhaznawi': 6075, 'cutaneous': 6076, 'bumping': 6077, 'suitcase': 6078, 'relating': 6079, 'Prague': 6080, 'conclusion': 6081, 'obtained': 6082, 'Ken': 6083, 'assisted': 6084, 'mobile': 6085, 'biolab': 6086, 'foisted': 6087, 'Curveball': 6088, 'divined': 6089, 'design': 6090, 'entourage': 6091, 'birthday': 6092, 'Mukhabarat': 6093, 'rejected': 6094, 'suggestion': 6095, 'preferring': 6096, 'pursue': 6097, 'concept': 6098, 'scientists': 6099, 'code': 6100, 'Charlie': 6101, 'Alpha': 6102, 'Kay': 6103, 'survey': 6104, 'hunt': 6105, 'WMD': 6106, 'innovations': 6107, 'milling': 6108, 'drying': 6109, 'motive': 6110, 'Senators': 6111, 'Daschle': 6112, 'tending': 6113, 'simplistically': 6114, 'receive': 6115, 'appropriations': 6116, 'pursuant': 6117, 'prevented': 6118, 'achieving': 6119, 'interferes': 6120, 'expressed': 6121, 'sentiment': 6122, 'exchange': 6123, 'plotter': 6124, 'Yousef': 6125, 'Judiciary': 6126, 'overseeing': 6127, 'Appropriations': 6128, 'Subcommittee': 6129, 'blanket': 6130, 'waiver': 6131, 'lift': 6132, 'pursuing': 6133, 'imprisonment': 6134, 'Mubarak': 6135, 'foremost': 6136, 'height': 6137, 'sentence': 6138, 'Albanian': 6139, 'returnees': 6140, 'retrial': 6141, 'debt': 6142, 'loan': 6143, 'guarantees': 6144, 'pale': 6145, 'Knights': 6146, 'Banner': 6147, 'secular': 6148, 'somehow': 6149, 'creation': 6150, 'Anwar': 6151, 'Sadat': 6152, 'Camp': 6153, 'treaty': 6154, 'underscore': 6155, 'liberal': 6156, 'democrats': 6157, 'profile': 6158, 'overlook': 6159, 'uses': 6160, 'domestic': 6161, 'educated': 6162, 'AMI': 6163, 'publisher': 6164, 'Enquirer': 6165, 'goofy': 6166, 'Jennifer': 6167, 'Lopez': 6168, 'enclosing': 6169, 'proposing': 6170, 'Disease': 6171, 'Control': 6172, 'employees': 6173, 'Leonard': 6174, 'containing': 6175, 'Sun': 6176, 'Bobby': 6177, 'Bender': 6178, 'recalls': 6179, 'modus': 6180, 'operandi': 6181, 'signature': 6182, 'offices': 6183, 'Gamaa': 6184, 'Islamiya': 6185, 'treatment': 6186, 'imprisoned': 6187, 'casualty': 6188, 'outstanding': 6189, 'rewards': 6190, 'explanation': 6191, 'ten': 6192, 'mailed': 6193, 'Sound': 6194, 'Leavenworth': 6195, 'defendant': 6196, 'Parole': 6197, 'Officer': 6198, 'mid-February': 6199, 'Along': 6200, 'considerable': 6201, 'jail': 6202, 'tension': 6203, 'controversial': 6204, 'Feith': 6205, 'summarized': 6206, 'purported': 6207, 'assistance': 6208, 'Hayat': 6209, 'deadly': 6210, 'missive': 6211, 'Brian': 6212, 'Jenkins': 6213, 'sender': 6214, 'purporting': 6215, 'cyanide': 6216, 'Zealand': 6217, 'ingredients': 6218, 'nerve': 6219, 'chapter': 6220, 'Poisonous': 6221, 'Letter': 6222, 'Eagle': 6223, 'stamp': 6224, 'green': 6225, 'hearts': 6226, 'birds': 6227, 'codes': 6228, 'masterminds': 6229, 'Jenny': 6230, 'representing': 6231, 'symbolism': 6232, 'Birds': 6233, 'video': 6234, 'Martyrs': 6235, 'FAQ': 6236, 'Azzam': 6237, 'Publications': 6238, 'Hearts': 6239, 'refers': 6240, 'mailer': 6241, 'Greendale': 6242, 'revealing': 6243, 'correspondence': 6244, 'color': 6245, 'perp': 6246, 'cute': 6247, 'naming': 6248, 'river': 6249, 'i.e.': 6250, 'Cairo': 6251, 'announcing': 6252, 'merger': 6253, 'Darunta': 6254, 'recruits': 6255, 'washed': 6256, 'Hadith': 6257, 'Messenger': 6258, 'Allah': 6259, 'wherever': 6260, 'Paradise': 6261, 'seldom': 6262, 'relates': 6263, 'sleepers': 6264, 'spadework': 6265, 'fundraising': 6266, 'charitable': 6267, 'causes': 6268, 'alias': 6269, 'sergeant': 6270, 'Whatever': 6271, 'persuasion': 6272, 'deserve': 6273, 'sufficient': 6274, 'Media': 6275, 'approximation': 6276, 'Second': 6277, 'hindsight': 6278, 'Efrem': 6279, 'Zimbalist': 6280, 'Jr.': 6281, 'striking': 6282, 'appropriate': 6283, 'balance': 6284, 'exhausted': 6285, 'accusing': 6286, 'Stephen': 6287, 'dubious': 6288, 'suspicion': 6289, 'founded': 6290, 'premises': 6291, 'reliable': 6292, 'guilt': 6293, 'fixation': 6294, 'rumored': 6295, 'stemmed': 6296, 'careers': 6297, 'staff': 6298, 'predisposition': 6299, 'winger': 6300, '7': 6301, '8': 6302, 'pending': 6303, 'libel': 6304, 'uncertain': 6305, 'suit': 6306, 'columnist': 6307, 'Nicholas': 6308, 'Kristof': 6309, 'agreed': 6310, 'apparent': 6311, 'compromise': 6312, 'permit': 6313, 'discovery': 6314, 'proceed': 6315, 'file': 6316, 'Answer': 6317, 'Complaint': 6318, 'Theory': 6319, 'ironically': 6320, 'coincidental': 6321, 'adding': 6322, 'regrettable': 6323, 'leaks': 6324, 'leak': 6325, 'enthusiasm': 6326, 'dropped': 6327, 'proves': 6328, 'Berry': 6329, 'residences': 6330, 'prove': 6331, 'gasp': 6332, 'insider': 6333, 'searches': 6334, 'excluding': 6335, 'Maureen': 6336, 'Andre': 6337, 'curves': 6338, 'FX': 6339, 'inflation': 6340, 'CPI': 6341, 'PPI': 6342, 'valuation': 6343, 'determine': 6344, 'index': 6345, 'Typically': 6346, 'savings': 6347, 'eliminating': 6348, 'nonessential': 6349, 'specifics': 6350, 'Bolivia': 6351, 'Jamaica': 6352, 'Guatemala': 6353, 'Columbia': 6354, 'Puerto': 6355, 'Rico': 6356, 'data': 6357, 'Panama': 6358, 'Brazil': 6359, 'Euro': 6360, 'Underwriting': 6361, 'IV': 6362, 'Cindy': 6363, 'revalue': 6364, 'Philip': 6365, 'regrets': 6366, 'commitments': 6367, 'Kaminski': 6368, 'Dear': 6369, 'inviting': 6370, 'Risk': 6371, 'Australia': 6372, 'Sydney': 6373, 'aiming': 6374, 'programme': 6375, 'Hong': 6376, 'Kong': 6377, 'Tel': 6378, '+852': 6379, '2545': 6380, '2710': 6381, 'Kind': 6382, 'Annesley': 6383, 'Conference': 6384, 'Producer': 6385, 'Waters': 6386, '+44': 6387, '7484': 6388, '9866': 6389, '9800': 6390, 'www.risk-conferences.com/risk2001aus': 6391, 'Beth': 6392, 'reservations': 6393, 'Round': 6394, 'Table': 6395, '5/18': 6396, 'Sullivan': 6397, 'Steak': 6398, '6:30': 6399, 'ling': 6400, 'overdue': 6401, 'Paula': 6402, 'Will': 6403, 'drive': 6404, 'FYI': 6405, 'Anne': 6406, 'Sarah': 6407, 'mail': 6408, 'Roberts': 6409, 'hire': 6410, 'Sara': 6411, 'Woody': 6412, 'MBA': 6413, 'grad': 6414, 'Rice': 6415, 'compared': 6416, 'title': 6417, 'admin': 6418, 'coordinator': 6419, 'honestly': 6420, 'Admin': 6421, \"coordinator's\": 6422, 'administrative': 6423, 'compare': 6424, 'duties': 6425, 'Sr.': 6426, 'Spec.': 6427, 'Parkhill': 6428, 'Sevil': 6429, 'scope': 6430, 'responsibilities': 6431, 'broad': 6432, 'specialist': 6433, 'salary': 6434, 'range': 6435, '33': 6436, '66': 6437, 'K': 6438, 'advise': 6439, 'Clayton': 6440, 'appreciate': 6441, 'Martin': 6442, 'box': 6443, 'wonderfully': 6444, 'keys': 6445, 'nice': 6446, 'Enron': 6447, 'refund': 6448, 'server': 6449, 'Iris': 6450, 'Congratulations': 6451, 'paperwork': 6452, 'unique': 6453, 'opportunities': 6454, 'advisors': 6455, 'consisted': 6456, 'mutual': 6457, 'fund': 6458, 'invest': 6459, 'Home': 6460, 'Depot': 6461, 'Coke': 6462, 'biased': 6463, 'valuable': 6464, 'equity': 6465, 'hedge': 6466, 'growth': 6467, 'correlation': 6468, 'S@P': 6469, 'diversification': 6470, 'dinner': 6471, 'markets': 6472, 'Gapinski': 6473, 'Account': 6474, 'Vice': 6475, 'Emery': 6476, 'Financial': 6477, 'PaineWebber': 6478, 'Inc.': 6479, '713-654-0365': 6480, '800-553-3119': 6481, 'x365': 6482, 'Fax': 6483, '713-654-1281': 6484, 'Cell': 6485, '281-435-0295': 6486, 'Appreciate': 6487, 'ENE': 6488, 'bound': 6489, 'forgo': 6490, '%': 6491, 'premium': 6492, 'lighten': 6493, 'stategy': 6494, 'approved': 6495, 'sell': 6496, 'unexercised': 6497, 'vested': 6498, 'pullback': 6499, 'stock': 6500, 'bounce': 6501, '@': 6502, '75': 6503, '73': 6504, 'Call': 6505, 'Notice': 6506, 'Regarding': 6507, 'Entry': 6508, 'transmit': 6509, 'orders': 6510, 'instructions': 6511, 'transmitted': 6512, 'Privacy': 6513, 'Confidentiality': 6514, 'review': 6515, 'content': 6516, 'communications': 6517, 'cares': 6518, '??????': 6519, 'Sean.Cooper@ElPaso.com': 6520, 'rescheduled': 6521, 'Your': 6522, 'Beau': 6523, 'invited': 6524, 'thursday': 6525, 'NYMEX': 6526, 'cocktail': 6527, 'hour': 6528, 'oh': 6529, 'agenda': 6530, \"Tuesday's\": 6531, '3:30': 6532, 'Houston': 6533, 'completely': 6534, 'update': 6535, 'weekly': 6536, \"Monday's\": 6537, '???????????????': 6538, 'employment': 6539, 'respond': 6540, 'Lavorato': 6541, 'attached': 6542, 'allocation': 6543, 'amongst': 6544, 'categories': 6545, 'Real': 6546, 'Time': 6547, 'Traders': 6548, 'presentation': 6549, 'tomorrow': 6550, 'x': 6551, 'comparisons': 6552, 'lose': 6553, '65': 6554, 'k': 6555, 'hiring': 6556, 'math': 6557, 'stretch': 6558, 'ASAP': 6559, 'reviewing': 6560, 'renewal': 6561, 'Laurent': 6562, 'communicated': 6563, 'ask': 6564, 'Current': 6565, 'Salary': 6566, '47,500': 6567, 'Job': 6568, 'Specialist': 6569, 'YE': 6570, 'PRC': 6571, 'Rating': 6572, 'Satisfactory': 6573, 'Original': 6574, 'Proposition': 6575, 'Base': 6576, 'Year': 6577, 'Agreement': 6578, 'Revised': 6579, 'Proposal': 6580, '55': 6581, 'Case': 6582, 'approximately': 6583, 'consideration': 6584, 'rated': 6585, 'satisfactory': 6586, 'room': 6587, 'Secondly': 6588, 'performers': 6589, 'respectively': 6590, 'eg.': 6591, 'Thomas': 6592, 'Jason': 6593, 'Choate': 6594, 'Todd': 6595, 'DeCook': 6596, 'Makkai': 6597, 'Listing': 6598, 'Maria': 6599, 'Valdes': 6600, '62,500': 6601, '55,008': 6602, '60,008': 6603, '42,008': 6604, 'Oxley': 6605, 'Transmission': 6606, 'Expansion': 6607, 'Systems': 6608, 'Transition': 6609, 'Feb.': 6610, 'Florida': 6611, 'OVERVIEW': 6612, 'regulatory': 6613, 'challenges': 6614, 'electric': 6615, 'transmission': 6616, 'capacity': 6617, 'demands': 6618, 'competitive': 6619, 'FERC': 6620, 'RTO': 6621, 'initiatives': 6622, 'parameters': 6623, 'solutions': 6624, 'technology': 6625, 'models': 6626, 'analyze': 6627, 'proposals': 6628, 'pricing': 6629, 'alternatives': 6630, 'traditional': 6631, 'methods': 6632, 'legislative': 6633, 'ensuring': 6634, 'grid': 6635, 'brochure': 6636, 'Workshops': 6637, 'clicking': 6638, 'link': 6639, '<': 6640, 'http://www.euci.com/pdf/trans_expn.pdf': 6641, '>': 6642, '<<': 6643, '>>': 6644, 'Electricity': 6645, 'Market': 6646, 'Design': 6647, 'Georgia': 6648, '969': 6649, 'Essie': 6650, 'Sonya': 6651, '07/30/2001': 6652, '05:17': 6653, 'Embedded': 6654, 'Picture': 6655, 'Device': 6656, 'Independent': 6657, 'Bitmap': 6658, 'WHO': 6659, 'WHAT': 6660, 'Happy': 6661, 'Hour': 6662, 'Suarez': 6663, 'WHEN': 6664, 'Today': 6665, 'pm': 6666, 'WHERE': 6667, 'Porch': 6668, '217': 6669, 'Gray': 6670, 'St.': 6671, '713': 6672, '571-9571': 6673, 'WHY': 6674, 'EBS': 6675, 'NOT': 6676, 'Leon': 6677, 'xferring': 6678, 'Co.': 6679, '1691': 6680, 'Regards': 6681, 'Vicsandra': 6682, 'decisions': 6683, 'helpful': 6684, 'Patty': 6685, 'Corporate': 6686, 'Tax': 6687, 'x35172': 6688, 'EB': 6689, '1774': 6690, 'red': 6691, 'companies': 6692, 'indication': 6693, 'rank': 6694, 'entities': 6695, 'assigned': 6696, '18T': 6697, 'EI': 6698, 'Operations': 6699, 'LLC': 6700, 'entity': 6701, 'TIS': 6702, 'SAP': 6703, 'Hyperion': 6704, 'income': 6705, 'liabilities': 6706, 'corporate': 6707, 'sheet': 6708, 'inactive': 6709, '86M': 6710, 'Net': 6711, 'Works': 6712, 'MTM': 6713, 'Per': 6714, 'financials': 6715, 'expenses': 6716, 'reorg': 6717, '80Y': 6718, 'Broadband': 6719, 'Acquisition': 6720, 'Inc': 6721, 'acquistion': 6722, 'WarpSpeed': 6723, 'Communications': 6724, '83N': 6725, 'dissolved': 6726, 'completion': 6727, 'Company': 6728, 'amount': 6729, 'I/S': 6730, '1579': 6731, 'Division': 6732, '17H': 6733, 'Networks': 6734, 'Holding': 6735, 'Administrative': 6736, 'Companies': 6737, 'Same': 6738, 'EPI': 6739, 'Set': 6740, 'centralize': 6741, 'Broke': 6742, '1179': 6743, 'Commodity': 6744, 'Richards': 6745, 'Mary': 6746, 'Fischer': 6747, '1307': 6748, 'EBIC': 6749, 'Apache': 6750, 'Rolls': 6751, 'Cherokee': 6752, 'Finance': 6753, 'VOF': 6754, 'CFC': 6755, 'Glen': 6756, 'Walloch': 6757, 'Walker': 6758, '1689': 6759, 'Ventures': 6760, 'Branom': 6761, 'Analyst': 6762, '345-8702': 6763, 'leon.branom@enron.com': 6764, 'Virginia': 6765, 'Hello': 6766, 'Cross': 6767, 'Signac': 6768, 'impressionist': 6769, 'lithograph': 6770, 'gallery': 6771, 'Weston': 6772, 'Lichtenstein': 6773, 'hanging': 6774, 'magnificent': 6775, 'Appel': 6776, 'Actually': 6777, 'depending': 6778, 'listed': 6779, 'favorites': 6780, 'purchase': 6781, 'numbered': 6782, 'artist': 6783, 'outrageously': 6784, 'expensive': 6785, 'Rothko': 6786, 'Kline': 6787, 'Bonnard': 6788, 'colorful': 6789, 'Lautrec': 6790, 'Suerat': 6791, 'lithos': 6792, 'Braque': 6793, 'Arp': 6794, 'Rouault': 6795, 'Modrian': 6796, 'Motherwell': 6797, 're-looking': 6798, 'Picasso': 6799, 'cubist': 6800, '1920s': 6801, 'technique': 6802, 'wa': 6803, 'pronunciation': 6804, 'Vs': 6805, 'proper': 6806, 'spelling': 6807, 'sale': 6808, 'galleries': 6809, 'SF': 6810, 'Matisse': 6811, 'burner': 6812, 'mike': 6813, 'Huskers': 6814, 'drool': 6815, 'Sooners': 6816, 'Rice@ENRON': 6817, 'COMMUNICATIONS': 6818, '01/19/2001': 6819, '09:14': 6820, 'AM': 6821, 'McConnell@ECT': 6822, '01/19/01': 6823, '07:55': 6824, 'm': 6825, '07:24': 6826, 'postpone': 6827, 'Presentation': 6828, 'sunday': 6829, 'cancel': 6830, 'PS': 6831, 'bowl': 6832, 'games': 6833, 'galleryfurniture.com': 6834, 'Shreveport': 6835, '))': 6836, 'realized': 6837, 'sick': 6838, 'college': 6839, 'fan': 6840, 'intial': 6841, 'document': 6842, 'additions': 6843, 'wording': 6844, 'calendars': 6845, 'Too': 6846, 'Compaq': 6847, 'San': 6848, 'Antonio': 6849, 'wow': 6850, 'restaurants': 6851, 'Ric': 6852, 'Menger': 6853, 'Mann@ENRON': 6854, '09/20/2000': 6855, '04:18': 6856, 'Francis': 6857, 'TRY': 6858, '445': 6859, 'ENA': 6860, 'orientation': 6861, '430': 6862, '27': 6863, 'vacation': 6864, 'Francisco': 6865, 'Enterprise': 6866, 'spouses': 6867, 'Figures': 6868, 'fyi': 6869, 'wrap': 6870, 'LOI': 6871, 'licensed': 6872, 'Fuel': 6873, 'equipment': 6874, 'intend': 6875, 'manufacturer': 6876, 'generic': 6877, 'attach': 6878, 'Development': 6879, 'agreeing': 6880, 'substantially': 6881, 'optionality': 6882, 'bug': 6883, 'bite': 6884, 'backside': 6885, 'ONE': 6886, 'EPC': 6887, 'contract': 6888, 'confidentiality': 6889, 'Bart': 6890, 'handy': 6891, 'speed': 6892, 'Forget': 6893, 'project': 6894, '170': 6895, 'paid': 6896, 'expecting': 6897, 'attributable': 6898, 'CRRA': 6899, 'FuelCell': 6900, 'meaningful': 6901, 'listing': 6902, 'ONSI': 6903, 'Hence': 6904, 'attachment': 6905, 'mark': 6906, 'assumption': 6907, 'Based': 6908, 'reacts': 6909, 'ultimate': 6910, 'Performance': 6911, 'tests': 6912, 'Remarkably': 6913, 'Sent': 6914, 'Ben': 6915, 'Jacoby@ECT': 6916, 'Mom': 6917, 'tommorow': 6918, 'Chris': 6919, 'beers': 6920, 'McDermott': 6921, 'Michael.McDermott@spectrongroup.com': 6922, '06/01/2000': 6923, '06:00:56': 6924, 'Yo': 6925, 'Mama': 6926, '`s': 6927, 'fat': 6928, 'mama': 6929, 'hauls': 6930, 'ass': 6931, 'trips': 6932, 'dances': 6933, 'skip': 6934, 'diagnosed': 6935, 'disease': 6936, 'mayonnaise': 6937, 'aspirin': 6938, '<-': 6939, 'winner': 6940, 'cereal': 6941, 'lifeguard': 6942, 'zoo': 6943, 'elephants': 6944, 'peanuts': 6945, 'graduation': 6946, 'photograph': 6947, 'license': 6948, 'pants': 6949, 'driveway': 6950, 'pack': 6951, 'Maximum': 6952, 'Occupancy': 6953, '240': 6954, 'Patrons': 6955, 'OR': 6956, 'milk': 6957, 'carton': 6958, 'Levis': 6959, '501': 6960, 'jeans': 6961, 'wears': 6962, 'Levi`s': 6963, '1002`s': 6964, 'elevator': 6965, 'HAS': 6966, 'silver': 6967, 'shovel': 6968, 'mouth': 6969, 'orbiting': 6970, 'shade': 6971, ':-)': 6972, 'Done': 6973, 'Expect': 6974, 'tonight': 6975, 'Poll': 6976, 'co-workers': 6977, 'cd': 6978, 'waste': 6979, 'arthritis': 6980, 'formality': 6981, 'Microwave': 6982, 'fixed': 6983, 'Jai': 6984, 'Hawker': 6985, '974-6721': 6986, 'forget': 6987, 'model': 6988, 'Kathy': 6989, 'forgot': 6990, 'Thanx': 6991, 'reminder': 6992, 'currency': 6993, 'Calgary': 6994, 'reply': 6995, 'Peters': 6996, 'Give': 6997, 'NX3': 6998, 'NX1': 6999, '11:30': 7000, 'CD': 7001, '3-1663': 7002, 'deed': 7003, 'Find': 7004, 'resume': 7005, 'Hopefully': 7006, 'spel': 7007, 'anyting': 7008, 'incorrectly': 7009, 'worker': 7010, 'afternoon': 7011, 'Kelowna': 7012, 'golfing': 7013, 'Cheers': 7014, 'resond': 7015, 'Dawn': 7016, 'Corp.': 7017, 'Suite': 7018, '1100': 7019, '70': 7020, 'Toronto': 7021, 'Ontario': 7022, 'M5J': 7023, '1S9': 7024, '416-865-3700': 7025, 'DeVries': 7026, '416-865-3703': 7027, 'Manager': 7028, '416-865-3704': 7029, 'Attached': 7030, 'forecast': 7031, 'X': 7032, 'NWP': 7033, 'PGT': 7034, 'Sushi': 7035, 'Ryan': 7036, 'Watt': 7037, '26/09/2000': 7038, '14:14': 7039, 'Fernley': 7040, 'Sally': 7041, 'Off': 7042, 'Jackie': 7043, 'Gentle': 7044, 'page': 7045, 'communication': 7046, 'fundamental': 7047, 'standards': 7048, 'summary': 7049, 'introduce': 7050, 'inclusion': 7051, 'Globalflash': 7052, 'newsletter': 7053, 'Late': 7054, 'sounds': 7055, 'Meagan': 7056, 'Charity': 7057, 'dance': 7058, 'Bearkadette': 7059, 'Ball': 7060, 'winter': 7061, 'Cotillion': 7062, 'row': 7063, 'Sunday': 7064, 'laundry': 7065, '!!': 7066, 'Hi': 7067, 'Talked': 7068, 'shower': 7069, 'grand': 7070, 'mid-January': 7071, 'sound': 7072, 'Mother': 7073, 'timing': 7074, 'delivery': 7075, 'intent': 7076, 'introduction': 7077, 'applied': 7078, 'commodity': 7079, 'engage': 7080, 'worldwide': 7081, 'professionals': 7082, 'mitigated': 7083, 'management': 7084, 'consistency': 7085, 'enable': 7086, 'Brent': 7087, 'drafted': 7088, 'circulated': 7089, 'Shona': 7090, 'reviewed': 7091, 'belittle': 7092, 'meat': 7093, 'Rick': 7094, 'Causey': 7095, 'defining': 7096, 'regularity': 7097, 'identify': 7098, 'compiling': 7099, 'commissioned': 7100, 'Moscoso': 7101, 'James': 7102, 'publish': 7103, 'Controller': 7104, 'hopefully': 7105, 'Sorry': 7106, 'interrupted': 7107, 'responding': 7108, 'input': 7109, 'Delainey@ECT': 7110, '11/10/2000': 7111, '01:04': 7112, 'ie': 7113, '13.9': 7114, '11.5': 7115, 'flat': 7116, 'goal': 7117, 'Delainey': 7118, 'speaker': 7119, 'Sue': 7120, 'enjoys': 7121, 'utility': 7122, 'bashing': 7123, 'respects': 7124, 'panel': 7125, 'thanked': 7126, 'intervening': 7127, 'Miller': 7128, 'godsend': 7129, 'Dasovich': 7130, '12:33': 7131, 'offended': 7132, 'quoting': 7133, 'CEO': 7134, 'regulated': 7135, 'attributing': 7136, '----': 7137, 'decidely': 7138, 'downhill': 7139, 'Best': 7140, 'modulate': 7141, '12:21': 7142, 'politely': 7143, 'participate': 7144, 'actively': 7145, 'Amen': 7146, 'IBM': 7147, 'Erin': 7148, '11:08': 7149, 'IT': 7150, 'backpedalling': 7151, 'overcome': 7152, 'TIBCO': 7153, 'Terminal': 7154, 'Server': 7155, 'commit': 7156, 'transferring': 7157, 'messages': 7158, 'domains': 7159, 'initiated': 7160, 'Corp': 7161, 'EES': 7162, 'agrees': 7163, 'proprietary': 7164, 'WebSphere': 7165, 'WebLogic': 7166, 'BackWeb': 7167, 'HR': 7168, 'user': 7169, 'responses': 7170, 'anonymous': 7171, 'CONFIRMIT': 7172, 'surveys': 7173, 'Messages': 7174, 'simultaneously': 7175, 'users': 7176, 'administrator': 7177, 'expire': 7178, 'disappear': 7179, 'retrieve': 7180, 'miss': 7181, 'expired': 7182, 'plain': 7183, 'pushing': 7184, 'hoping': 7185, 'foot': 7186, 'test': 7187, 'implementing': 7188, 'Steven': 7189, 'J': 7190, 'Kean': 7191, '11/09/2000': 7192, '11:35': 7193, 'eg': 7194, 'Tokyo': 7195, 'unreachable': 7196, 'Courtney': 7197, 'Votaw': 7198, '11/08/2000': 7199, '11:02': 7200, 'Document': 7201, 'calendar': 7202, 'Kaufman@ECT': 7203, 'Lysa': 7204, 'Akin@ECT': 7205, '05:59': 7206, 'Kaufman': 7207, 'Meeting': 7208, 'Date': 7209, '13th': 7210, '1:30': 7211, '2:30': 7212, '888-422-7132': 7213, 'Pin': 7214, '411507': 7215, 'ONLY': 7216, '362416': 7217, '503/464-7927': 7218, 'Akin': 7219, \"Ass't.\": 7220, '814014': 7221, 'Marketing': 7222, '3,500': 7223, 'mmbtu': 7224, '30th': 7225, '2.975': 7226, 'invoicing': 7227, 'invoice': 7228, 'Sitara': 7229, 'Darla': 7230, 'Express': 7231, 'card': 7232, 'expiration': 7233, '3/03': 7234, 'Otherwise': 7235, 'assume': 7236, 'Thank': 7237, 'non': 7238, 'bondad': 7239, 'Jane': 7240, '763736': 7241, '01': 7242, 'Southwest': 7243, 'Gas': 7244, 'discrepancy': 7245, 'reflects': 7246, 'SJ': 7247, 'Bondad': 7248, 'SWG': 7249, 'Non-Bondad': 7250, 'confirm': 7251, 'correct': 7252, 'Laurie': 7253, 'Ellis': 7254, 'Client': 7255, 'Phone': 7256, '345-9945': 7257, '646-8420': 7258, 'Email': 7259, 'laurie.ellis@enron.com': 7260, 'flooding': 7261, 'Hope': 7262, 'survived': 7263, 'ok': 7264, 'V02': 7265, 'Anderson': 7266, 'flowed': 7267, 'Nancy': 7268, 'ENRON.XLS': 7269, 'File': 7270, 'enrongss.xls': 7271, 'volumes': 7272, 'flowing': 7273, 'gda': 7274, 'blanco': 7275, '759933': 7276, 'nonbondad': 7277, 'SW': 7278, 'honro': 7279, 'reconfirm': 7280, 'trader': 7281, 'enclosed': 7282, 'Volumes': 7283, 'PGE': 7284, 'CityGate': 7285, 'delvery': 7286, '11/1/01': 7287, 'spreadsheet': 7288, 'Indexed': 7289, 'Basis': 7290, 'patience': 7291, 'walk': 7292, 'thru': 7293, 'Des': 7294, 'Moines': 7295, 'dthat': 7296, 'Joe': 7297, 'Cester': 7298, 'NetMeeting': 7299, 'Deb': 7300, 'Tholt': 7301, 'M.': 7302, 'theraphy': 7303, 'updates': 7304, 'Jared': 7305, 'BUNCH': 7306, 'plate': 7307, 'busier': 7308, 'cool': 7309, 'Ruth': 7310, 'objects': 7311, 'maam': 7312, 'UBS': 7313, 'Judy': 7314, 'Franklin': 7315, 'Transportation': 7316, 'Work': 7317, '832.676.3177': 7318, '832.676.1329': 7319, 'Pager': 7320, '1.888.509.3736': 7321, '******************************************************************': 7322, 'ElPaso': 7323, 'Corporation': 7324, 'solely': 7325, 'notify': 7326, 'SHE': 7327, 'IS': 7328, 'ALWAYS': 7329, 'PHONE': 7330, 'bet': 7331, 'Shemin': 7332, '!!!': 7333, 'Dominion': 7334, 'Davis': 7335, 'myself': 7336, 'Savier': 7337, 'sp': 7338, 'tabs': 7339, 'monthly': 7340, 'schedule': 7341, 'Tennessee': 7342, 'NET': 7343, '284': 7344, 'approve': 7345, 'Ed': 7346, 'approval': 7347, 'Cullen': 7348, 'Dykman': 7349, 'copies': 7350, 'Melanie': 7351, 'minutes': 7352, 'revised': 7353, 'Stipulation': 7354, 'modified': 7355, 'faxed': 7356, 'Toni': 7357, 'Donohue': 7358, 'deleted': 7359, 'assuming': 7360, 'revision': 7361, 'Gotschal': 7362, 'T.': 7363, 'Metcalfe': 7364, 'LLP': 7365, '177': 7366, 'Montague': 7367, 'Brooklyn': 7368, '11201': 7369, '718-780-0046': 7370, 'fax': 7371, '718-780-0276': 7372, 'dmetcalfe@cullenanddykman.com': 7373, '____________________________________________________': 7374, 'contain': 7375, 'sole': 7376, 'recipient': 7377, 'reliance': 7378, 'forwarding': 7379, 'strictly': 7380, 'prohibited': 7381, 'delete': 7382, '-ECT-KEDNE': 7383, 're': 7384, 'IGTS': 7385, 'Cap': 7386, 'Releases': 7387, '-FINAL.doc': 7388, 'BLACKLINE': 7389, '-Stip': 7390, '-2-F.doc': 7391, 'heartwarming': 7392, 'Barbara': 7393, 'Walters': 7394, 'gender': 7395, 'roles': 7396, 'customarily': 7397, 'husbands': 7398, 'yards': 7399, 'approached': 7400, 'enabled': 7401, 'reversal': 7402, 'Land': 7403, 'mines': 7404, 'Kuwaiti': 7405, 'attorneys': 7406, 'Tenn': 7407, 'Iroq': 7408, 'space': 7409, 'bottom': 7410, 'fun': 7411, '10:30': 7412, 'REALLY': 7413, 'DO': 7414, 'TO': 7415, 'GO': 7416, 'KNOW': 7417, 'LOT': 7418, 'GOING': 7419, 'WITH': 7420, 'AND': 7421, 'LITTLE': 7422, 'WOMAN': 7423, 'HANDLE': 7424, 'TRACTOR': 7425, 'ALONG': 7426, 'FOR': 7427, 'COMPANY': 7428, 'BUT': 7429, 'NECESSARY': 7430, 'PLATE': 7431, 'DAD': 7432, 'Chris.Germany@enron.com': 7433, '01/25/2002': 7434, '03:13:58': 7435, 'garage': 7436, 'annoyed': 7437, 'notified': 7438, '10:00': 7439, 'GRRRRRRR': 7440, 'twinkies': 7441, 'Correction': 7442, 'welch': 7443, 'GE': 7444, 'GM': 7445, 'eThink': 7446, 'Team': 7447, 'eSpeak': 7448, 'tremendous': 7449, 'cases': 7450, 'creative': 7451, 'Britney': 7452, 'Spears': 7453, '61': 7454, 'colleagues': 7455, 'sampling': 7456, 'suggestions': 7457, 'eSpeakers': 7458, 'Welch': 7459, 'Motors': 7460, 'McNeally': 7461, 'Microsystems': 7462, 'Satisfied': 7463, 'Customers': 7464, 'Covey': 7465, 'Seven': 7466, 'Habits': 7467, 'Highly': 7468, 'Effective': 7469, 'Oprah': 7470, 'Winfrey': 7471, 'talkshow': 7472, 'Joint': 7473, 'Chiefs': 7474, 'U.S.A': 7475, 'Alan': 7476, 'Greenspan': 7477, 'Reserve': 7478, 'Gates': 7479, 'Microsoft': 7480, 'promises': 7481, 'guests': 7482, 'guest': 7483, 'speakers': 7484, 'ethink@enron.com': 7485, 'Everybody': 7486, 'plenty': 7487, 'internal': 7488, 'scheduling': 7489, 'participation': 7490, 'Confirmed': 7491, 'Hyatt': 7492, 'Regency': 7493, 'Downtown': 7494, 'perfect': 7495, 'lobby': 7496, '7:00': 7497, 'breakfast': 7498, 'Smith': 7499, '800': 7500, 'convenient': 7501, '945': 7502, 'patient': 7503, 'Nesbitt': 7504, 'ekrapels@esaibos.com': 7505, 'correction': 7506, 'spend': 7507, 'pre-meeting': 7508, 'cruise': 7509, 'EDT': 7510, '2:300': 7511, 'www.weathereffects.com': 7512, 'electricity': 7513, 'EOL': 7514, 'quality': 7515, 'Hedging': 7516, 'Trading': 7517, 'deadline': 7518, 'pressures': 7519, 'intrigued': 7520, 'competition': 7521, 'platforms': 7522, 'astonished': 7523, 'Goldman': 7524, 'Morgan': 7525, 'BP': 7526, 'Shell': 7527, 'compete': 7528, 'yours': 7529, 'shotgun': 7530, 'proud': 7531, 'password': 7532, 'WSI': 7533, 'seasonal': 7534, 'PJM': 7535, 'NEPOOL': 7536, 'ESAI': 7537, 'contributes': 7538, 'forecasts': 7539, 'judgments': 7540, 'herding': 7541, 'bore': 7542, 'e.g.': 7543, 'Nepool': 7544, 'onpeak': 7545, '43': 7546, '46': 7547, '4:00': 7548, 'P.S.': 7549, 'Caroline': 7550, 'Abramo@ENRON': 7551, '03/02/2001': 7552, '10:46': 7553, 'Joe_Lardy@cargill.com': 7554, '10:39:03': 7555, 'Currently': 7556, 'Cargill': 7557, 'MM': 7558, 'collateral': 7559, 'threshold': 7560, 'cleanest': 7561, 'biz': 7562, 'master': 7563, 'isda': 7564, 'mutually': 7565, 'agreeable': 7566, 'annex': 7567, '20,000,000': 7568, 'referenced': 7569, 'Schedule': 7570, 'B': 7571, 'POA': 7572, 'distinct': 7573, 'measure': 7574, 'mill': 7575, 'gross': 7576, 'workable': 7577, 'relationships': 7578, 'priority': 7579, 'regading': 7580, 'allocate': 7581, 'limit': 7582, 'yourselves': 7583, 'Dee': 7584, 'Shackleton': 7585, 'Bailey': 7586, '02/27/2001': 7587, '08:23': 7588, 'blacklined': 7589, 'b': 7590, 'Paragraph': 7591, 'ISDA': 7592, 'Master': 7593, '11/8/2000': 7594, '19th': 7595, 'Cordially': 7596, 'transactions': 7597, 'Jorge': 7598, 'Garcia@ENRON': 7599, '03/01/2001': 7600, '01:35': 7601, 'Afternoon': 7602, 'Confirmations': 7603, 'trades': 7604, 'Laurel': 7605, 'Edison': 7606, 'Swap': 7607, 'Ltd.': 7608, 'PG&E': 7609, 'Calculation': 7610, 'Floating': 7611, 'Amount': 7612, 'payable': 7613, 'Payment': 7614, 'calculated': 7615, 'Notional': 7616, 'Quantity': 7617, 'Period': 7618, 'Price': 7619, 'USD': 7620, '38,000': 7621, 'Provisions': 7622, 'fee': 7623, '{': 7624, 'netting': 7625, 'provisions': 7626, '02:10': 7627, 'prepares': 7628, 'Singapore': 7629, 'distant': 7630, 'Houson': 7631, 'departments': 7632, 'philosophy': 7633, 'omnibus': 7634, 'ps': 7635, 'Congrats': 7636, 'offsite': 7637, 'shake': 7638, 'Carlos': 7639, 'Alatorre@ENRON': 7640, '06:07': 7641, 'Prod': 7642, 'Description': 7643, 'fro': 7644, 'LME': 7645, 'Product': 7646, 'Settlement': 7647, 'Transaction': 7648, 'Curr': 7649, 'Spot': 7650, 'Mar': 7651, 'JPY': 7652, 'Limited': 7653, 'EEFTL': 7654, 'Management': 7655, 'Counterparty': 7656, 'submits': 7657, 'Currency': 7658, 'volume': 7659, 'submitted': 7660, 'Website': 7661, 'multiplied': 7662, 'Metal': 7663, 'Exchange': 7664, 'fixing': 7665, 'Reuters': 7666, 'MTLE': 7667, 'transaction': 7668, 'correspond': 7669, 'forth': 7670, 'description': 7671, 'Dollar': 7672, 'Dollars': 7673, 'insurance': 7674, 'mom': 7675, 'dad': 7676, 'surgery': 7677, 'p.m': 7678, '1.5': 7679, 'ICU': 7680, '48': 7681, 'Term': 7682, 'Worth': 7683, 'anyway': 7684, 'accessibility': 7685, 'manage': 7686, 'client': 7687, 'expectations': 7688, 'accordingly': 7689, 'wedding': 7690, 'Wars': 7691, 'Museum': 7692, 'Fine': 7693, 'Arts': 7694, '++++++': 7695, 'CONFIDENTIALITY': 7696, 'NOTICE': 7697, '+++++': 7698, 'hereby': 7699, 'dissemination': 7700, 'copying': 7701, 'attachments': 7702, 'herein': 7703, 'Mann': 7704, '03/15/2001': 7705, '04:03': 7706, 'Lorie': 7707, 'Leigh': 7708, 'ECT': 7709, '04:17': 7710, 'Plus': 7711, 'hosting': 7712, '22nd': 7713, '1-800-991-9019': 7714, 'passcode': 7715, '6871082#': 7716, '11:00': 7717, 'CST': 7718, '3143C': 7719, 'Turbine': 7720, 'Purchase': 7721, '713-853-1696': 7722, 'carotid': 7723, 'artery': 7724, 'transports': 7725, 'circulatory': 7726, 'Kathleen': 7727, '04:11': 7728, 'worse': 7729, 'Origination': 7730, 'ours': 7731, 'rows': 7732, '49': 7733, '53': 7734, 'columns': 7735, 'E': 7736, '04:44': 7737, 'titles': 7738, 'verify': 7739, 'formatted': 7740, 'print': 7741, 'size': 7742, 'org': 7743, 'chart': 7744, 'submit': 7745, 'imperative': 7746, 'Louise': 7747, 'Kitchen': 7748, 'revisions': 7749, 'blackline': 7750, 'correctly': 7751, 'sample': 7752, 'availability': 7753, 'provision': 7754, 'redvepco.doc': 7755, 'SAMPLE.DOC': 7756, '46093': 7757, '02/13/2001': 7758, '04:13': 7759, 'Peggy': 7760, 'Banczak': 7761, 'handles': 7762, 'Mexico': 7763, 'Schwartzenburg@ENRON_DEVELOPMENT': 7764, '03/16/2001': 7765, '09:22': 7766, 'bust': 7767, 'structuring': 7768, 'Laidlaw': 7769, 'Harry': 7770, 'Okabayashi': 7771, 'tasking': 7772, 'procure': 7773, 'engineering': 7774, 'Wholesale': 7775, 'ABB': 7776, 'Renee': 7777, 'Alfaro': 7778, 'JWVS': 7779, 'Janice': 7780, 'significantly': 7781, 'watched': 7782, 'deteriorate': 7783, 'ultimately': 7784, 'thankful': 7785, 'privilege': 7786, 'homes': 7787, 'Sounds': 7788, 'Eric': 7789, 'SMSU': 7790, 'joining': 7791, 'delighted': 7792, 'obtain': 7793, 'Elizabeth': 7794, 'married': 7795, 'Buenos': 7796, 'Aires': 7797, 'Argentina': 7798, 'honeymoon': 7799, 'returning': 7800, 'sixth': 7801, 'grandchild': 7802, 'lb.': 7803, 'oz.': 7804, 'inch': 7805, 'grandsons': 7806, 'granddaughters': 7807, 'Ginger': 7808, 'Rees': 7809, 'Copeland': 7810, 'Lay': 7811, 'Tori': 7812, 'L.': 7813, 'Wells': 7814, 'Rosalee': 7815, '3:00': 7816, 'crystallizes': 7817, 'Arthur': 7818, 'Levitt': 7819, 'brainstorm': 7820, 'generated': 7821, 'sees': 7822, '5:00': 7823, '8:30': 7824, 'Could': 7825, '___________': 7826, 'Garten': 7827, 'Kitty': 7828, 'Armada': 7829, 'M306': 7830, 'ultra': 7831, 'portable': 7832, 'notebook': 7833, 'enterprise': 7834, 'equip': 7835, 'latest': 7836, 'laptops': 7837, 'consumer': 7838, 'M300': 7839, 'lightest': 7840, \"E500's\": 7841, 'heavier': 7842, 'http://www.compaq.com/products/notebooks/index.html': 7843, 'Compaq.com': 7844, 'notebook.url': 7845, 'Jose': 7846, 'participating': 7847, 'Fleming': 7848, 'RE': 7849, '???': 7850, 'Reception': 7851, 'Recently': 7852, 'Dewhurst': 7853, 'reception': 7854, 'Wed.': 7855, '6/14': 7856, 'Petroleum': 7857, 'Club': 7858, '.?': 7859, 'greater': 7860, 'Reform': 7861, 'Caucus': 7862, 'educators': 7863, 'common': 7864, 'approaches': 7865, '14th': 7866, 'Kent': 7867, 'Grusendorf': 7868, 'Representative': 7869, '94': 7870, 'o.k.': 7871, 'kenneth.lay@enron.com': 7872, 'WPO': 7873, 'Forum': 7874, 'Everett': 7875, 'Joy': 7876, '713/871-5119': 7877, '===================================================': 7878, 'NOTE': 7879, 'legally': 7880, 'disseminate': 7881, 'virus': 7882, 'defect': 7883, 'affiliates': 7884, 'loss': 7885, 'arising': 7886, '====================================================': 7887, 'expense': 7888, 'Olson': 7889, 'Katsof': 7890, 'Tco': 7891, 'Pool': 7892, 'Leach': 7893, 'swap': 7894, 'TCO': 7895, 'Index': 7896, '.04': 7897, '36647': 7898, 'Demand': 7899, 'speadsheet': 7900, 'matching': 7901, 'Brenda': 7902, 'Pasquallie': 7903, 'Jr': 7904, 'PO': 7905, 'Box': 7906, 'Cedar': 7907, 'Lane': 7908, '77415-0027': 7909, 'Had': 7910, '33,000': 7911, 'miles': 7912, 'Ram': 7913, '2500': 7914, 'ton': 7915, '360': 7916, 'Magnum': 7917, 'Motor': 7918, 'Infinity': 7919, 'stereo': 7920, 'bucket': 7921, 'nerf': 7922, 'bars': 7923, 'bed': 7924, 'liner': 7925, 'camper': 7926, 'tow': 7927, 'Oh': 7928, 'dueled': 7929, 'catalytic': 7930, 'converter': 7931, 'Flow': 7932, 'Masters': 7933, 'Makes': 7934, 'fuel': 7935, 'consumption': 7936, 'tolerable': 7937, 'Debbie': 7938, '16,900': 7939, 'clean': 7940, 'Sandalwood': 7941, 'Driftwood': 7942, 'gray': 7943, 'Jerry': 7944, 'dodge': 7945, 'Yep': 7946, 'articulating': 7947, 'dirt': 7948, 'plant': 7949, 'ST': 7950, 'Augustine': 7951, 'Grass': 7952, 'rain': 7953, 'economy': 7954, 'faltering': 7955, 'Dow': 7956, 'Stock': 7957, 'Hooray': 7958, 'hoorah': 7959, 'Needs': 7960, '41': 7961, 'spoke': 7962, 'bunch': 7963, 'Dad': 7964, 'lock': 7965, 'gate': 7966, 'steers': 7967, 'heifers': 7968, 'tractor': 7969, 'Reggie': 7970, '11/01/01': 7971, 'Be': 7972, 'sweety': 7973, 'balcony': 7974, 'gaze': 7975, 'moon': 7976, 'pasture': 7977, 'shuttle': 7978, 'hickies': 7979, 'burns': 7980, 'jealous': 7981, 'wonderful': 7982, 'grades': 7983, 'reassured': 7984, 'graduate': 7985, 'scholarship': 7986, 'kinesiologist': 7987, 'sports': 7988, 'injury': 7989, 'therapist': 7990, 'legs': 7991, '11/03': 7992, 'Jaime': 7993, 'Jgerma5@aol.com': 7994, 'careful': 7995, 'listened': 7996, 'Maw': 7997, 'shut': 7998, 'zipped': 7999, 'alright': 8000, 'Shucks': 8001, 'Sherrar': 8002, 'Rise': 8003, 'Rebellion': 8004, 'dudes': 8005, '76': 8006, 'saga': 8007, 'borrow': 8008, 'style': 8009, 'split': 8010, '120': 8011, 'shares': 8012, 'Powder': 8013, 'Dry': 8014, 'Bro': 8015, '2301': 8016, 'Brazosport': 8017, 'Blvd': 8018, '3611': 8019, 'Investment': 8020, 'Recovery': 8021, 'Freeport': 8022, '77541': 8023, '451': 8024, '0491': 8025, '0448': 8026, '979': 8027, '238': 8028, '2102': 8029, '548': 8030, '7034': 8031, 'brand': 8032, 'Must': 8033, 'wheeler': 8034, 'divy': 8035, 'cashout': 8036, 'buring': 8037, 'dough': 8038, 'ck': 8039, 'Oglethorpe': 8040, 'Dec': 8041, 'Doug': 8042, 'invoiced': 8043, 'phones': 8044, '713-853-4743': 8045, 'Ernie': 8046, 'emails': 8047, 'anwser': 8048, 'responds': 8049, 'prices': 8050, 'Simien': 8051, '08/01/2001': 8052, 'Mary.Ellenberger@enron.com': 8053, '05/03/2001': 8054, '04:06:52': 8055, 'cc': 8056, 'Subject': 8057, 'Re': 8058, 'TGPL': 8059, 'LA': 8060, 'Z1': 8061, '9.95': 8062, 'Feb': 8063, '6.25': 8064, '4.98': 8065, '5.37': 8066, 'esimien@nisource.com': 8067, '01:32:35': 8068, 'favour': 8069, 'Apr': 8070, 'Gregg': 8071, 'Penman': 8072, '10/23/2000': 8073, '12:12': 8074, 'circulate': 8075, 'Hodge': 8076, 'slightly': 8077, 'Peoples': 8078, 'audit': 8079, 'm.nordstrom@pecorp.com': 8080, '10/20/2000': 8081, '11:32': 8082, 'enovate': 8083, 'Section': 8084, 'XIII': 8085, 'Audit': 8086, 'MEH-risk': 8087, 'Oct': 8088, '20.doc': 8089, 'machine': 8090, 'Laura': 8091, 'initial': 8092, 'pages': 8093, 'Portland': 8094, '10/26/2000': 8095, '11:07': 8096, 'spirit': 8097, 'jointly': 8098, 'L.L.C': 8099, 'slight': 8100, 'Highlighting': 8101, 'designated': 8102, 'optimistic': 8103, 'Activity': 8104, 'picking': 8105, 'dramatically': 8106, 'blurred': 8107, 'Therefore': 8108, 'mid': 8109, 'prompt': 8110, 'complicated': 8111, 'whomever': 8112, 'Janet': 8113, 'comfort': 8114, 'conscientious': 8115, 'initials': 8116, 'Either': 8117, 'coordinate': 8118, '11:26': 8119, 'FCE': 8120, 'Thanksgiving': 8121, 'Craig': 8122, 'Danelia': 8123, 'roasted': 8124, 'turkey': 8125, 'roast': 8126, 'joy': 8127, 'cooking': 8128, 'elsewise': 8129, 'played': 8130, 'Uno': 8131, 'fast': 8132, 'physically': 8133, 'meek': 8134, 'Alena': 8135, 'memorized': 8136, 'messy': 8137, 'embarrased': 8138, 'apartment': 8139, 'baby': 8140, 'lease': 8141, 'roaches': 8142, 'crawling': 8143, 'sometime': 8144, 'upstairs': 8145, 'suite': 8146, 'neat': 8147, 'bathroom': 8148, 'cozy': 8149, 'Uncle': 8150, 'thrilled': 8151, 'stilted': 8152, 'XMAS': 8153, '21st': 8154, '27th': 8155, 'chatting': 8156, 'Kyle.Jones@radianz.com': 8157, '11/29/2000': 8158, '05:07': 8159, 'Tana': 8160, 'log': 8161, 'Anyway': 8162, 'Series': 8163, 'Thanksgiv8ing': 8164, 'Dinners': 8165, 'gon': 8166, 'na': 8167, 'swell': 8168, 'Ma': 8169, 'r': 8170, 'woud': 8171, 'wierd': 8172, 'botn': 8173, 'appartment': 8174, 'ocnversation': 8175, 'Unlce': 8176, 'shocked': 8177, 'Xmas': 8178, 'Got': 8179, 'ta': 8180, 'Love': 8181, 'ya': 8182, 'Kyle': 8183, 'Harrison': 8184, 'Technical': 8185, 'Solutions': 8186, 'Engineer': 8187, 'Radianz': 8188, '1251': 8189, 'Avenue': 8190, 'Americas': 8191, '7th': 8192, 'Floor': 8193, 'NY': 8194, '10016': 8195, 'USA': 8196, '+1': 8197, '212': 8198, '899-4425': 8199, '899-4310': 8200, '917': 8201, '859-7187': 8202, 'kyle.jones@radianz.com': 8203, 'http://www.radianz.com': 8204, '|--------+----------------------->': 8205, '|': 8206, 'Tana.Jones@en': 8207, 'ron.com': 8208, '04:34': 8209, '>----------------------------------------------------------------------------|': 8210, 'Computer': 8211, 'sister': 8212, '?!': 8213, 'Kyle.Jones@ra': 8214, 'Return': 8215, 'Receipt': 8216, 'AMERICAS': 8217, 'Equant': 8218, '01:00:51': 8219, 'Taffy': 8220, 'Milligan': 8221, 'Patel@ENRON': 8222, '04:49': 8223, 'GCP': 8224, 'Signoffs': 8225, 'Approvals': 8226, '11/29/00': 8227, 'marked': 8228, 'Patel': 8229, 'Bradley': 8230, 'Diebner@ECT': 8231, '04:31': 8232, 'bd': 8233, 'Breslau': 8234, 'countersignature': 8235, 'Thinking': 8236, 'w/o': 8237, 'Adding': 8238, 'Specified': 8239, 'Entities': 8240, 'default': 8241, 'defaults': 8242, 'trigger': 8243, 'component': 8244, 'Sage': 8245, '11/30/2000': 8246, '10:52': 8247, 'ECCL': 8248, 'Deutsche': 8249, '\"\"': 8250, 'DB': 8251, 'hesitant': 8252, 'potentially': 8253, 'swaps': 8254, 'structured': 8255, 'Bradford': 8256, 'Credit': 8257, '11/8/00': 8258, 'paralegal': 8259, 'Denis': 8260, \"O'Connell\": 8261, '11/22/2000': 8262, '06:05': 8263, 'counterparties': 8264, 'behalf': 8265, 'Tks': 8266, 'Deutsched': 8267, 'AG': 8268, 'Taylor': 8269, 'co-signing': 8270, 'TAGG': 8271, 'counterparty': 8272, 'assess': 8273, 'Russell': 8274, 'properly': 8275, 'updated': 8276, 'Seoul': 8277, 'planned': 8278, 'Ted': 8279, 'laid': 8280, 'etc': 8281, 'harder': 8282, 'Travis': 8283, 'Chuck': 8284, 'dragging': 8285, 'U.T.': 8286, 'Kelley': 8287, 'Parks': 8288, 'Wild': 8289, 'Card': 8290, 'gang': 8291, 'warm': 8292, 'Emily': 8293, 'musical': 8294, 'Rent': 8295, 'Diego': 8296, 'Labor': 8297, 'Hoot': 8298, 'Julie': 8299, 'Needless': 8300, 'excited': 8301, 'girlie': 8302, 'birdie': 8303, 'separately': 8304, 'exploring': 8305, 'considering': 8306, '__________________________________________________': 8307, 'Yahoo!': 8308, 'Send': 8309, 'instant': 8310, 'alerts': 8311, 'http://im.yahoo.com/': 8312, 'Tonto': 8313, 'a.k.a': 8314, 'kick': 8315, 'Lone': 8316, 'Ranger': 8317, 'forgotten': 8318, 'songs': 8319, 'incredibly': 8320, 'voices': 8321, 'poignant': 8322, 'caught': 8323, 'Corey': 8324, 'Jeopardy': 8325, 'occasions': 8326, 'detract': 8327, 'enjoyment': 8328, 'Trivial': 8329, 'Pursuit': 8330, 'obliterating': 8331, 'thesis': 8332, 'Trivia': 8333, 'Kori': 8334, 'Night': 8335, 'introduced': 8336, 'spell': 8337, 'Darren': 8338, 'Shorty': 8339, 'Noble': 8340, '08/17/2000': 8341, '10:05': 8342, 're-run': 8343, 'Smart': 8344, 'LW': 8345, 'adhering': 8346, 'faithfully': 8347, 'pinning': 8348, 'shirt': 8349, 'remind': 8350, 'confident': 8351, 'colors': 8352, 'failing': 8353, 'elephant': 8354, 'Thought': 8355, 'Dixie': 8356, 'Chicks': 8357, '08/16/2000': 8358, '10:56': 8359, 'AAAAAGGGHHHHHH': 8360, 'TX': 8361, 'exam': 8362, 'rode': 8363, 'organizational': 8364, 'pleasure': 8365, 'Bowen': 8366, '07/14/2000': 8367, '03:58': 8368, 'Out': 8369, 'requires': 8370, 'GILBERGD@sullcrom.com': 8371, '02:18': 8372, 'disclosure': 8373, 'EnronOnline': 8374, 'assist': 8375, 'T1': 8376, 'Direct': 8377, 'Bockius': 8378, 'Ted.Bockius@ivita.com': 8379, '07/17/2000': 8380, '02:21': 8381, 'emergency': 8382, 'Taub': 8383, 'visitors': 8384, '??': 8385, 'Amy': 8386, 'Cornell': 8387, 'CPCG': 8388, '281-518-9526': 8389, '281-518-1081': 8390, 'amy.cornell@compaq.com': 8391, 'mailto:amy.cornell@compaq.com': 8392, 'Jann': 8393, 'phoned': 8394, 'Riggins': 8395, 'bicycle': 8396, 'cycling': 8397, 'injured': 8398, 'Hospital': 8399, '1504': 8400, 'Loop': 8401, '713-793-2000': 8402, 'flowers': 8403, 'e-mailed': 8404, 'prayers': 8405, 'Rosario': 8406, 'Gonzales': 8407, 'ESSG': 8408, 'CCA-15': 8409, '150301': 8410, '153B09': 8411, '281-514-3183': 8412, 'rosario.gonzales@compaq.com': 8413, 'mailto:rosario.gonzales@compaq.com': 8414, 'provisional': 8415, 'application': 8416, 'patent': 8417, 'placed': 8418, 'copyright': 8419, 'roughly': 8420, 'Forster@ENRON': 8421, '06:15': 8422, 'Patent': 8423, 'Pending': 8424, 'homepage': 8425, 'guidelines': 8426, 'Hansen@ENRON': 8427, '04:28': 8428, 'planing': 8429, 'Hoston': 8430, 'implementation': 8431, 'Forster': 8432, '02:34': 8433, 'taxes': 8434, 'mid-August': 8435, 'Leonardo': 8436, 'Pacheco': 8437, '08:50': 8438, 'ETA': 8439, 'PA': 8440, 'ext.': 8441, '39938': 8442, 'documentation': 8443, 'calculating': 8444, 'termination': 8445, 'Amsterdam': 8446, 'attractive': 8447, 'developments': 8448, 'Pickle': 8449, 'Haedicke': 8450, '07/18/2000': 8451, '08:58': 8452, 'CFTC': 8453, 'deregulation': 8454, 'EEI': 8455, 'slides': 8456, 'Plan': 8457, 'Days': 8458, 'Oct.': 8459, 'Leave': 8460, 'Thur.': 8461, 'Arrv.': 8462, 'a.m.': 8463, 'transfer': 8464, 'Nice': 8465, 'rent': 8466, 'hotel': 8467, 'collapse': 8468, 'Fri.': 8469, 'Stay': 8470, 'Monaco': 8471, 'Sat.': 8472, '23': 8473, 'Drive': 8474, 'Tropez': 8475, 'Cannes': 8476, 'towns': 8477, 'Sun.': 8478, 'Mon.': 8479, 'Tue.': 8480, 'Versailles': 8481, 'Fontainbleu': 8482, '29': 8483, 'Giverny': 8484, 'Monet': 8485, 'gardens': 8486, 'Eurostar': 8487, 'arrv.': 8488, 'CLH': 8489, 'Tues.': 8490, 'Fly': 8491, 'lv.': 8492, '4:30': 8493, 'confusing': 8494, 'Taylors': 8495, 'forwarded': 8496, 'EI.London': 8497, 'Ladies': 8498, 'Enclosed': 8499, 'worksheet': 8500, 'Ineos': 8501, 'Acrylics': 8502, 'thresholds': 8503, 'MACS': 8504, 'Pounds': 8505, 'Troy': 8506, 'Black': 8507, 'CP': 8508, 'Ineos.xls': 8509, 'Robbi': 8510, 'looked': 8511, 'UEComm': 8512, 'AUD': 8513, 'Marie': 8514, 'Uecomm': 8515, 'Suttle': 8516, \"OK'd\": 8517, 'Anthony': 8518, 'w': 8519, 'r.': 8520, 't.': 8521, 'CSA': 8522, 'executable': 8523, 'Fred': 8524, 'Pat': 8525, 'inserted': 8526, 'amended': 8527, 'timeframes': 8528, 'Support': 8529, 'Annex': 8530, 'Clauses': 8531, 'ease': 8532, 'amendmnets': 8533, 'hesitate': 8534, 'Sill': 8535, 'Counsel': 8536, '126': 8537, 'Trenerry': 8538, 'Crescent': 8539, 'Abbotsford': 8540, 'VIC': 8541, '3067': 8542, 'Ph.': 8543, '03': 8544, '9221': 8545, '4101': 8546, 'Fax.': 8547, '4193': 8548, 'Mob.': 8549, '0417': 8550, '575': 8551, '920': 8552, 'UC': 8553, '0308.doc': 8554, 'Turn': 8555, 'Reminder': 8556, 'ConEd': 8557, '1:00': 8558, '3801A': 8559, 'handling': 8560, 'Deemed': 8561, 'Ispat': 8562, 'Mexicana': 8563, 'S.A.': 8564, 'C.V': 8565, 'omitted': 8566, 'x33907': 8567, 'Elliotts': 8568, 'CONGRATULATIONS': 8569, '!!!!!!!': 8570, 'everyday': 8571, 'Babies': 8572, 'Elliott': 8573, 'arrived': 8574, 'Glad': 8575, 'storing': 8576, 'sleep': 8577, 'cause': 8578, 'congratulations': 8579, 'gentlemen': 8580, 'Emma': 8581, '6th': 8582, 'triplets': 8583, 'Benjamin': 8584, '12.45': 8585, 'lbs': 8586, 'ozs': 8587, 'Toby': 8588, '12.46': 8589, 'Hannah': 8590, '12.48': 8591, 'lowest': 8592, 'weights': 8593, 'OOPS': 8594, 'Nylon': 8595, 'Polykron': 8596, 'ISDAs': 8597, 'Rebecca': 8598, 'attaching': 8599, 'authorizing': 8600, 'brokerage': 8601, 'revise': 8602, 'clearer': 8603, 'Jim': 8604, 'Armogida': 8605, 'revising': 8606, 'Liz': 8607, 'Heard': 8608, 'Marquez': 8609, 'guaranty': 8610, 'Pemex': 8611, 'Lucy': 8612, 'Ortiz': 8613, 'Pinto': 8614, 'Leite': 8615, 'reflect': 8616, '713/345-7942': 8617, 'francisco.pinto.leite@enron.com': 8618, 'Tanya': 8619, 'Niagara': 8620, 'Mohawk': 8621, 'drafts': 8622, 'Para.': 8623, 'Having': 8624, 'spoken': 8625, 'Dennis': 8626, 'Goldmann': 8627, 'Guaranties': 8628, 'sum': 8629, 'Holdings': 8630, 'f': 8631, 'o': 8632, 'respective': 8633, 'raise': 8634, 'modify': 8635, 'existing': 8636, 'understanding': 8637, '315-460-3344': 8638, '315-460-3349': 8639, 'Snyder': 8640, 'ENRON': 8641, 'SCHEDULE': 8642, 'nmemdrft8-7-01': 8643, '.doc': 8644, 'Para13': 8645, \"GTC's\": 8646, 'Tracy': 8647, 'Hai': 8648, 'adjustment': 8649, 'incorrect': 8650, 'liquidations': 8651, 'P&L': 8652, \"#'s\": 8653, 'adjustments': 8654, 'swing': 8655, 'adjusted': 8656, 'Karim': 8657, 'Evidently': 8658, 'Stacey': 8659, 'coding': 8660, 'delta': 8661, 'messed': 8662, 'liq': 8663, 'liquidation': 8664, 'flipping': 8665, 'PUTS': 8666, 'Marcelo': 8667, 'Meira': 8668, 'Sr': 8669, 'Developer': 8670, '345-3436': 8671, 'id': 8672, '11608': 8673, 'values': 8674, 'positive': 8675, 'CORRECT': 8676, 'till': 8677, 'adjust': 8678, '2nd': 8679, 'offering': 8680, 'informally': 8681, '11:45': 8682, 'max': 8683, 'gearing': 8684, '02': 8685, 'improved': 8686, 'til': 8687, '2:00': 8688, 'eat': 8689, 'hook': 8690, 'videoconference': 8691, 'Videoconference': 8692, 'Room': 8693, 'Associate': 8694, 'Recruiting': 8695, '26th': 8696, 'conferenced': 8697, 'Nella': 8698, 'Fagan': 8699, 'propose': 8700, 'confusion': 8701, 'responded': 8702, 'TCA': 8703, 'Tabors': 8704, 'Alberta': 8705, 'Export': 8706, '050901.doc': 8707, 'Rob': 8708, 'redlined': 8709, 'Access': 8710, 'Pricing': 8711, 'Analysis_0712': 8712, 'Article': 8713, 'section': 8714, '5.1': 8715, 'outage': 8716, 'TAU': 8717, 'Katie': 8718, 'Kaplan': 8719, 'kaplan@iepa.com': 8720, '10/27/2000': 8721, '06:20': 8722, 'kaplan': 8723, 'Greetings': 8724, 'IEP': 8725, 'historic': 8726, 'Julia': 8727, 'Sacramento': 8728, 'targeting': 8729, '100,000': 8730, 'contributions': 8731, 'respondents': 8732, 'COB': 8733, 'Policy': 8734, '916': 8735, '448-9499': 8736, 'heat': 8737, 'Hoecker': 8738, 'chats': 8739, 'post-call': 8740, 'regroup': 8741, 'Jeremy': 8742, 'Meier': 8743, 'jermeier@earthlink.net': 8744, '10/29/2000': 8745, '11:48': 8746, 'instructive': 8747, 'Robbie': 8748, 'et': 8749, 'MSA': 8750, 'certification': 8751, 'await': 8752, 'tariff': 8753, 'CPUC': 8754, 'addresses': 8755, 'Rossi': 8756, 'Michelle': 8757, 'Melissa': 8758, 'Lloyd': 8759, 'Blumenfeld': 8760, 'Cohen': 8761, 'Cal': 8762, 'Markets': 8763, 'Lara': 8764, 'Leibman@ENRON': 8765, '10/31/2000': 8766, '03:48': 8767, 'Angie': 8768, 'Buis': 8769, '10/31/00': 8770, '02:17': 8771, '11/2': 8772, 'dial': 8773, '1-877-331-6867': 8774, 'participants': 8775, 'prompted': 8776, '600-480': 8777, 'Wayne': 8778, '4434': 8779, 'dialing': 8780, '857-771': 8781, 'operator': 8782, 'duration': 8783, '3.5': 8784, 'terminate': 8785, 'x-37097': 8786, 'filed': 8787, 'Industry': 8788, 'Restructuring': 8789, 'Strategy': 8790, 'Motion': 8791, 'Approval': 8792, 'thirty': 8793, 'signatories': 8794, 'appendices': 8795, 'electronically': 8796, 'shipped': 8797, 'Additional': 8798, 'participated': 8799, 'devoted': 8800, 'ratepayer': 8801, 'advocates': 8802, 'customers': 8803, 'generators': 8804, 'marketers': 8805, 'shippers': 8806, 'providers': 8807, ',?': 8808, 'suppliers': 8809, 'producers': 8810, 'utilities': 8811, 'aggregators': 8812, 'pipeline': 8813, 'municipalities': 8814, 'accomplishment': 8815, 'Assignments': 8816, 'resting': 8817, 'laurels': 8818, 'ld2d-#69366-1.DOC': 8819, 'ld2d-#69345-1.DOC': 8820, 'ld2d-#69397-1.DOC': 8821, 'ld2d-#69396-1.DOC': 8822, 'ld2d-#69377-1.XLS': 8823, 'ld2d-#69381-1.DOC': 8824, 'ld2d-#69336-1.XLS': 8825, 'Primary': 8826, '4-12': 8827, 'ld2d-#69334-1.DOC': 8828, 'Severin': 8829, 'Borenstein': 8830, 'E.T.': 8831, 'Grether': 8832, 'Haas': 8833, 'U.C.': 8834, 'Institute': 8835, '2539': 8836, 'Channing': 8837, 'Way': 8838, 'Berkeley': 8839, '94720-1900': 8840, '94720-5180': 8841, 'p': 8842, '510-642-3689': 8843, '510-642-5145': 8844, '707-885-2508': 8845, 'http://www.ucei.berkeley.edu/ucei': 8846, 'borenste@haas.berkeley.edu': 8847, 'WWW': 8848, 'http://haas.berkeley.edu/~borenste': 8849, 'rough': 8850, 'CEM': 8851, 'distributed': 8852, 'GA': 8853, 'Steffes': 8854, 'Topic': 8855, 'PUC': 8856, 'Priorities': 8857, 'Goal': 8858, 'refute': 8859, 'Loretta': 8860, 'Lynch': 8861, 'Carl': 8862, 'Woods': 8863, 'assertions': 8864, 'deregulate': 8865, 'clock': 8866, 'alter': 8867, 'Comments': 8868, 'Laird': 8869, 'S.D.': 8870, 'shaped': 8871, '8:35': 8872, 'southwest': 8873, 'Sandi': 8874, 'sez': 8875, 'renewable': 8876, '03/08/2000': 8877, '09:45': 8878, 'Fyi': 8879, 'Justin': 8880, 'Marly': 8881, 'suffix': 8882, 'ONLINE': 8883, 'purely': 8884, 'descriptive': 8885, 'registration': 8886, 'incorporates': 8887, 'owner': 8888, 'adequate': 8889, 'core': 8890, 'logo': 8891, 'Jonathan': 8892, 'Goddard': 8893, '08/03/2000': 8894, 'X37047': 8895, 'proceeded': 8896, 'TM': 8897, 'affords': 8898, 'akin': 8899, 'McDonald': 8900, 'trademarks': 8901, 'Mc': 8902, '01:50': 8903, 'trademarking': 8904, 'covered': 8905, 'EnronEAuction': 8906, 'register': 8907, '____________________________________________________________': 8908, 'mistake': 8909, 'disclose': 8910, 'contents': 8911, 'Edmund': 8912, 'non-approved': 8913, 'Austria': 8914, 'Croatia': 8915, 'Czech': 8916, 'Poland': 8917, 'Portugal': 8918, 'Romania': 8919, 'Slovenia': 8920, 'Below': 8921, 'Jurisdictions': 8922, 'derivatives': 8923, 'Finland': 8924, 'Norway': 8925, 'Sweden': 8926, 'U.K': 8927, 'Gibraltar': 8928, 'Scotland': 8929, 'incorporated': 8930, 'jurisdiction': 8931, 'U.K.': 8932, 'Cappelletto': 8933, 'compliance': 8934, 'OTC': 8935, 'Derivatives': 8936, 'Contracts': 8937, 'Qualified': 8938, 'Securities': 8939, 'Act': 8940, 'annual': 8941, 'comply': 8942, 'Canadian': 8943, 'provinces': 8944, 'eligible': 8945, 'participant': 8946, 'equivalant': 8947, 'Molly': 8948, 'Harris': 8949, '05:37': 8950, '3/8/00': 8951, '...?!!!': 8952, 'Crawfish': 8953, 'Boil': 8954, 'Garden': 8955, 'Heights': 8956, '3926': 8957, 'Feagan': 8958, 'celebration': 8959, 'anniversary': 8960, 'Nat': 8961, 'futures': 8962, 'Shankman': 8963, 'Arnold': 8964, 'amendment': 8965, 'BC': 8966, 'executed': 8967, 'Representation': 8968, 'rep': 8969, 'confirms': 8970, 'ECC': 8971, 'Much': 8972, 'Amendment': 8973, 'Subscription': 8974, 'WeatherTrade': 8975, 'amends': 8976, 'Fee': 8977, 'subparagraph': 8978, 'c': 8979, 'Copies': 8980, 'Updating': 8981, 'B.': 8982, 'mergers': 8983, 'cpys': 8984, 'Tom': 8985, 'freeze': 8986, 'button': 8987, 'clicked': 8988, 'popped': 8989, 'unfreeze': 8990, 'scoop': 8991, 'Wow': 8992, 'Carol': 8993, 'Kuykendall': 8994, '03/09/2000': 8995, '03:51': 8996, 'hi': 8997, 'Arco': 8998, 'Products': 8999, 'adn': 9000, 'Torrey': 9001, 'ARCO': 9002, 'thorny': 9003, 'e-commerce': 9004, 'contracting': 9005, 'ETA_revision0307.doc': 9006, 'representation': 9007, 'Confirmation': 9008, 'Desk': 9009, '05:39': 9010, '3/9/00': 9011, 'Probably': 9012, 'Frank': 9013, 'Australian': 9014, '03/10/2000': 9015, '3/10/00': 9016, '04/04/2001': 9017, '09:27': 9018, 'Merchanting': 9019, 'Metals': 9020, 'substantiation': 9021, 'allocated': 9022, 'monitored': 9023, 'signoff': 9024, '03/04/2001': 9025, '16:29': 9026, 'intention': 9027, 'documented': 9028, 'robust': 9029, 'tonnage': 9030, 'timely': 9031, 'debtors': 9032, 'creditor': 9033, 'balances': 9034, 'OBSF': 9035, 'transactional': 9036, 'barclays': 9037, 'intercompany': 9038, 'continuing': 9039, 'AS400': 9040, 'inconsistency': 9041, 'useability': 9042, 'outright': 9043, 'screen': 9044, 'enquiry': 9045, 'AA': 9046, 'macro': 9047, 'transparent': 9048, 'accounting': 9049, 'Consequently': 9050, 'inform': 9051, 'misstated': 9052, 'simplifications': 9053, 'reconciling': 9054, 'analyses': 9055, 'enquiries': 9056, 'timetable': 9057, 'outline': 9058, 'reprioritised': 9059, 'rescoped': 9060, 'MO': 9061, 'incentive': 9062, 'awards': 9063, 'unsociable': 9064, 'objectives': 9065, 'headcount': 9066, 'duplicate': 9067, 'replacing': 9068, 'Traffic': 9069, 'mm': 9070, 'exists': 9071, 'DPR': 9072, 'p&l': 9073, 'investigate': 9074, 'misstatements': 9075, 'timeframe': 9076, 'retention': 9077, 'economically': 9078, 'reconciled': 9079, 'repeatable': 9080, 'instigated': 9081, 'prioritised': 9082, 'circularisation': 9083, '23rd': 9084, 'returns': 9085, 'co-ordination': 9086, 'requiring': 9087, 'download': 9088, 'vanilla': 9089, 'Barclays': 9090, 'recalculation': 9091, 'utilising': 9092, 'manually': 9093, 'creditors': 9094, 'needing': 9095, '21/03/2001': 9096, '18:20': 9097, 'Complexities': 9098, 'Sheet': 9099, 'Facility': 9100, 'commenced': 9101, 'uncertainty': 9102, 'revocation': 9103, 'bugs': 9104, 'functionality': 9105, 'compounded': 9106, 'operational': 9107, 'burden': 9108, 'amend': 9109, 'renegotiation': 9110, 'developer': 9111, 'resigned': 9112, 'gardening': 9113, 'lower': 9114, 'usage': 9115, 'irrespective': 9116, 'parochial': 9117, 'mitigating': 9118, 'levels': 9119, 'assurance': 9120, 'accuracy': 9121, 'Q1': 9122, 'delayed': 9123, 'decoupled': 9124, 'Brokerage': 9125, 'developers': 9126, 'AR': 9127, 'AP': 9128, 'reviews': 9129, 'businesses': 9130, 'components': 9131, 'covering': 9132, 'summarised': 9133, 'contingencies': 9134, 'build': 9135, 'VBA': 9136, 'excel': 9137, 'downloads': 9138, 'User': 9139, 'commence': 9140, 'resubstantiation': 9141, 'completed': 9142, 'inventory': 9143, 'Inspection': 9144, 'inspectors': 9145, 'expectation': 9146, 'replies': 9147, 'Substantive': 9148, 'checks': 9149, 'priced': 9150, 'unpriced': 9151, 'spot': 9152, 'Full': 9153, 'substantiating': 9154, 'existence': 9155, 'applicable': 9156, 'invoices': 9157, 'substantive': 9158, 'x34703': 9159, 'disappointed': 9160, 'TEXAS': 9161, 'Graduate': 9162, 'felt': 9163, 'experiences': 9164, 'recommendations': 9165, 'extracurricular': 9166, 'compensate': 9167, 'Professors': 9168, 'Titman': 9169, 'Ronn': 9170, 'Jemison': 9171, 'courses': 9172, 'Admissions': 9173, 'retaking': 9174, 'GMAT': 9175, 'monumental': 9176, 'successful': 9177, 'Sincerely': 9178, 'Rogers': 9179, 'favorable': 9180, 'chances': 9181, 'UT': 9182, 'learning': 9183, 'retake': 9184, 'commitee': 9185, 'extrcurricular': 9186, 'committment': 9187, 'dialague': 9188, 'Private': 9189, 'Equity': 9190, 'Fund': 9191, 'banking': 9192, 'Teco': 9193, 'O&M': 9194, 'costs': 9195, 'depicts': 9196, 'valuing': 9197, 'booking': 9198, 'curve': 9199, 'Hub': 9200, 'converting': 9201, 'MWh': 9202, 'volatilities': 9203, 'intra-day': 9204, 'blend': 9205, 'blending': 9206, 'formula': 9207, 'vols': 9208, '15th': 9209, 'twenty': 9210, 'deducting': 9211, 'SPRDOPT': 9212, 'Exotic': 9213, 'Options': 9214, 'function': 9215, 'VOM': 9216, 'stream': 9217, 'P&I': 9218, 'principal': 9219, 'Yvan': 9220, 'probability': 9221, 'misunderstanding': 9222, 'Furthermore': 9223, 'reiterate': 9224, 'RAC': 9225, 'reserve': 9226, 'methodology': 9227, 'ii': 9228, 'inherent': 9229, 'matches': 9230, 'enables': 9231, 'appropriately': 9232, 'Randy': 9233, 'Gallup': 9234, 'Compression': 9235, 'ECS': 9236, 'obligates': 9237, 'faith': 9238, 'CDEC': 9239, 'automated': 9240, 'automatically': 9241, 'alerted': 9242, 'peak': 9243, 'loading': 9244, 'complete': 9245, 'obligated': 9246, 'Transwestern': 9247, 'developing': 9248, 'accomplish': 9249, 'harmless': 9250, 'mentions': 9251, 'managing': 9252, 'mitigate': 9253, 'tilt': 9254, 'TW': 9255, 'flexibiltiy': 9256, 'absence': 9257, 'communicate': 9258, 'teh': 9259, 'info.': 9260, 'excuse': 9261, 'DF': 9262, 'Centilli': 9263, '12/14/2000': 9264, '02:49': 9265, 'Nemec': 9266, 'Service': 9267, 'Contract': 9268, 'Load': 9269, 'compressor': 9270, '200,987.33': 9271, 'incurred': 9272, 'remainder': 9273, 'averaging': 9274, '79,000': 9275, 'bidders': 9276, 'bidding': 9277, 'chunk': 9278, 'primary': 9279, 'deemed': 9280, 'alternate': 9281, 'primaries': 9282, 'alternates': 9283, 'None': 9284, 'importantly': 9285, 'memorializes': 9286, 'nailed': 9287, 'underlying': 9288, 'pro': 9289, 'forma': 9290, 'discount': 9291, 'Topack': 9292, 'Needles': 9293, '01/11/2001': 9294, '02:42': 9295, 'Dynegy': 9296, 'agreements': 9297, 'pls': 9298, 'df': 9299, 'format': 9300, 'kinda': 9301, 'topics': 9302, 'asap': 9303, 'MK': 9304, 'whasssup': 9305, 'rehearing': 9306, 'Stojic': 9307, 'Kelly': 9308, 'DENISE': 9309, 'LAGESSE': 9310, '01/12/2001': 9311, '10:34': 9312, 'Forgot': 9313, 'Drew': 9314, 'Fossum': 9315, '04:37': 9316, 'Lou': 9317, 'Huber': 9318, 'chair': 9319, 'Norma': 9320, '01:14': 9321, 'authorization': 9322, 'Aeron': 9323, '47': 9324, 'type': 9325, 'surplus': 9326, '567.77': 9327, 'lou': 9328, '01/13/2001': 9329, 'Sommer': 9330, 'MKM': 9331, 'spies': 9332, 'Stan': 9333, 'Dari': 9334, 'vented': 9335, 'aggravation': 9336, 'drafting': 9337, 'Gibson': 9338, 'complaining': 9339, 'duplicity': 9340, 'tempers': 9341, 'cooled': 9342, 'strongly': 9343, 'coordinated': 9344, 'orally': 9345, 'phonne': 9346, 'Yea': 9347, 'hoss': 9348, 'Ca': 9349, '14721': 9350, 'Evan': 9351, 'completing': 9352, 'CEC': 9353, 'CAEM': 9354, 'Directors': 9355, 'Hotel': 9356, 'conjunction': 9357, 'DISCO': 9358, 'Future': 9359, 'www.caem.org': 9360, 'Following': 9361, 'session': 9362, 'convention': 9363, 'unfortunately': 9364, 'reserved': 9365, 'block': 9366, 'rooms': 9367, 'nearby': 9368, 'Wyndham': 9369, 'lodging': 9370, 'hotels': 9371, 'Duncan': 9372, '202.739.0134': 9373, 'Mangold': 9374, '703.729.2710': 9375, 'H': 9376, 'NW': 9377, '20001': 9378, '202.582.1234': 9379, '1.800.233.1234': 9380, '202.637.4781': 9381, 'http://washington.hyatt.com/wasgh/index.html': 9382, '1400': 9383, '20005': 9384, '202.429.1700': 9385, '1.877.999.3223': 9386, '202.785.0786': 9387, 'http://www.wyndham.com/Washington_DC/default.cfm': 9388, 'Lora': 9389, 'Sullivan@ENRON': 9390, '07/19/2001': 9391, '03:31': 9392, 'Ace': 9393, 'Reporters': 9394, 'transcripts': 9395, 'Robertson': 9396, 'Affairs': 9397, '1775': 9398, '20006': 9399, '202-466-9142': 9400, '202-828-3372': 9401, 'lora.sullivan@enron.com': 9402, 'Ursula': 9403, 'BRADLEY': 9404, 'JR': 9405, 'ROBERT': 9406, 'L': 9407, 'Evaluation': 9408, 'Associates': 9409, 'Analysts': 9410, 'blank': 9411, 'retrieved': 9412, 'PEP': 9413, 'evaluations': 9414, 'Evaluations': 9415, 'BRENNER': 9416, 'URSULA': 9417, 'J.doc': 9418, 'Jean': 9419, 'Thane': 9420, 'communicating': 9421, 'commissioners': 9422, 'Ercot': 9423, 'responsive': 9424, 'ignored': 9425, 'complaints': 9426, 'complain': 9427, 'PUCT': 9428, 'Wood': 9429, 'Noel': 9430, 'legacy': 9431, 'recognizes': 9432, 'repercussions': 9433, 'Sibley': 9434, 'Wolens': 9435, 'legislature': 9436, 'engaged': 9437, 'apprised': 9438, 'Electric': 9439, 'forum': 9440, 'invitees': 9441, 'Commissioners': 9442, 'Sam': 9443, 'probing': 9444, 'a.m': 9445, 'PRS': 9446, '9:30': 9447, 'budget': 9448, 'Walking': 9449, 'Presto': 9450, 'ERCOT': 9451, 'reflective': 9452, 'ISO': 9453, 'fixes': 9454, 'messaging': 9455, 'constructive': 9456, 'FORMAL': 9457, 'PLAN': 9458, 'leverage': 9459, 'Becky': 9460, 'outgrowth': 9461, 'Leslie': 9462, 'Hunter': 9463, 'summaries': 9464, 'Fundamentals': 9465, 'intranet': 9466, 'envision': 9467, 'meantime': 9468, 'Kaminski@ECT': 9469, '04/30/2001': 9470, '02:28': 9471, 'Percell': 9472, 'extensive': 9473, 'modeling': 9474, 'Science': 9475, 'Advance': 9476, 'Mathematics': 9477, 'optimization': 9478, 'numerical': 9479, 'improve': 9480, 'efficiency': 9481, 'introducing': 9482, 'executives': 9483, 'arrangements': 9484, 'percell@swbell.net': 9485, '11:16:58': 9486, 'briefly': 9487, 'afterwards': 9488, 'SIAM': 9489, 'Workshop': 9490, 'simulation': 9491, 'software': 9492, 'products': 9493, 'utilize': 9494, 'mathematical': 9495, 'confines': 9496, 'qualifications': 9497, 'addendum': 9498, 'academic': 9499, 'consulting': 9500, '10030': 9501, 'Doliver': 9502, '77042-2016': 9503, '532-3836': 9504, 'Percell,': 9505, 'Resume': 9506, 'Only.doc': 9507, 'Exp.doc': 9508, 'Contact': 9509, 'Stark': 9510, 'Nasim': 9511, 'Khan@TRANSREDES': 9512, '12:42': 9513, 'assignment': 9514, 'NK': 9515, 'Stanley': 9516, 'Horton@ENRON': 9517, '12:35': 9518, '09:24': 9519, '11th': 9520, 'posting': 9521, 'belonged': 9522, 'Danny': 9523, 'Danny_Jones%ENRON@eott.com': 9524, '01:39:56': 9525, 'Horton': 9526, '0000108806': 9527, 'department': 9528, 'aviation': 9529, 'hangar': 9530, 'attendant': 9531, 'enron': 9532, 'persue': 9533, 'feild': 9534, 'respectfully': 9535, 'recommendation': 9536, 'referral': 9537, 'ETS': 9538, 'Anything': 9539, 'Respectfully': 9540, '281-443-3744': 9541, 'smithjones@ev1.net': 9542, '05/01/2001': 9543, 'Fehl': 9544, 'Hannon': 9545, 'WNBA': 9546, 'Comets': 9547, '104': 9548, 'Row': 9549, 'Seats': 9550, 'Preseason': 9551, 'Game': 9552, '7:30': 9553, 'SOL': 9554, 'Detroit': 9555, 'SHOCK': 9556, 'Los': 9557, 'Angeles': 9558, 'SPARKS': 9559, 'FIRE': 9560, '17': 9561, 'STARZZ': 9562, 'MYSTICS': 9563, 'MONARCHS': 9564, 'Indiana': 9565, 'FEVER': 9566, 'Cleveland': 9567, 'ROCKERS': 9568, '12:30': 9569, 'LIBERTY': 9570, 'Seattle': 9571, 'STORM': 9572, 'Orlando': 9573, 'MIRACLE': 9574, 'MERCURY': 9575, 'Minnesota': 9576, 'LYNX': 9577, 'listings': 9578, '713/853-6197': 9579, 'Mailing': 9580, 'iis': 9581, 'Stephen.Dyer@bakerbotts.com': 9582, '08:50:01': 9583, 'Took': 9584, 'Adam': 9585, 'SD': 9586, 'Billy': 9587, 'Dorsey@ENRON_DEVELOPMENT': 9588, '05/02/2001': 9589, '12:03': 9590, 'Weekly': 9591, 'CDT': 9592, 'Location': 9593, '50th': 9594, 'Boardroom': 9595, 'Video': 9596, 'Connections': 9597, 'remote': 9598, 'Conf': 9599, 'AT&T': 9600, 'Sherri': 9601, 'Sera': 9602, '713/853-5984': 9603, 'Dorsey': 9604, '713/646-6505': 9605, 'medium': 9606, '_______': 9607, '12:00': 9608, '4th': 9609, 'committments': 9610, 'divisions': 9611, 'Password': 9612, 'Application': 9613, 'applicant': 9614, 'database': 9615, 'Parent': 9616, 'ID': 9617, 'provides': 9618, 'downstream': 9619, 'Stephanie': 9620, 'Ferrous': 9621, 'preference': 9622, 'division': 9623, 'Samuel': 9624, 'Schott': 9625, '03/21/2001': 9626, '01:58': 9627, 'highlighted': 9628, 'Attn.': 9629, 'GCP_London': 9630, 'Rgds': 9631, 'x3-9890': 9632, 'ENW_GCP': 9633, 'Cass': 9634, '04/16/2001': 9635, '04:52': 9636, 'Datamanager': 9637, 'Steel': 9638, 'Hot': 9639, 'Rolled': 9640, 'Plate': 9641, 'Phy': 9642, 'Short': 9643, 'Type': 9644, 'Stl': 9645, 'Plt': 9646, 'Reference': 9647, 'Termination': 9648, 'rolled': 9649, 'steel': 9650, 'thickness': 9651, 'width': 9652, '72': 9653, 'inches': 9654, 'F.O.B.': 9655, 'Marine': 9656, 'Ill': 9657, 'Metro': 9658, 'Area': 9659, 'Seller': 9660, 'freight': 9661, 'unloading': 9662, 'warehouse': 9663, 'Buyer': 9664, 'quantity': 9665, 'lesser': 9666, 'allowance': 9667, 'Each': 9668, 'Dispatch': 9669, 'guarantee': 9670, 'supply': 9671, 'receipt': 9672, 'outlined': 9673, 'Terms': 9674, 'Conditions': 9675, 'Contractual': 9676, 'telegraphic': 9677, 'Unit': 9678, 'Measure': 9679, 'net': 9680, 'STEPS': 9681, 'APPROVAL': 9682, 'click': 9683, 'START': 9684, 'select': 9685, 'PROGRAMS': 9686, 'TEST': 9687, 'APPLICATIONS': 9688, 'ENRONONLINE': 9689, 'CLUSTER': 9690, 'PROD': 9691, 'PROCEED': 9692, 'USUAL': 9693, 'LOGIN': 9694, 'PASSWORD': 9695, 'Production': 9696, 'Cluster': 9697, 'EnronOnLine': 9698, 'Types': 9699, 'Awaiting': 9700, 'Partially': 9701, 'Approved': 9702, 'mouse': 9703, 'properties': 9704, 'APPROVE': 9705, 'Hare': 9706, '05:51': 9707, 'Incorporated': 9708, 'setups': 9709, 'confirmation': 9710, 'reads': 9711, 'compromising': 9712, 'customer': 9713, 'Applications': 9714, 'transact': 9715, 'understandably': 9716, 'upset': 9717, '03:11': 9718, '03/28/2001': 9719, '01:09': 9720, 'System': 9721, 'Sub': 9722, 'Cheryl': 9723, 'Johnson': 9724, 'Name': 9725, '_': 9726, 'Data': 9727, 'Tradename': 9728, 'broken': 9729, 'defeats': 9730, 'Doc': 9731, 'eve.': 9732, 'MHC': 9733, 'voicemail': 9734, 'Butcher': 9735, 'handled': 9736, 'sessions': 9737, 'Kriste': 9738, 'K.': 9739, '4861': 9740, '853-7557': 9741, '646-5847': 9742, '08:00': 9743, 'Pacific': 9744, 'Tijuana': 9745, 'Conf.': 9746, '*~*~*~*~*~*~*~*~*~*': 9747, 'PST': 9748, '800/711-8000': 9749, 'Passcode': 9750, '4153030': 9751, 'Henderson': 9752, 'Employment': 9753, 'Cash': 9754, 'Brad': 9755, 'Seleznov': 9756, 'herewith': 9757, 'intentions': 9758, 'Dealbench': 9759, 'Word': 9760, 'Tobias': 9761, 'Munk': 9762, 'Teresa': 9763, 'Lund': 9764, 'Bridgeline': 9765, 'non-compete': 9766, 'formatting': 9767, 'SSD': 9768, '220b': 9769, 'dg': 9770, 'Services.doc': 9771, '220a': 9772, 'DG': 9773, 'Services.DOC': 9774, 'Agreements': 9775, 'Diane': 9776, 'Goode': 9777, 'groan': 9778, 'GIS': 9779, 'ids': 9780, 'Eid': 9781, 'migrate': 9782, 'Brandee': 9783, 'Sanborn': 9784, 'I.S.C.': 9785, 'Customer': 9786, 'Care': 9787, 'Process': 9788, 'http://isc.enron.com/site': 9789, 'OLE': 9790, 'Object': 9791, 'Ngoc': 9792, 'Luan': 9793, 'Do@ENRON_DEVELOPMENT': 9794, '08/07/2001': 9795, '12:36': 9796, 'Whom': 9797, 'Concern': 9798, 'Through': 9799, 'identity': 9800, 'fraud': 9801, 'stolen': 9802, 'identification': 9803, 'IDs': 9804, 'SS': 9805, 'safer': 9806, 'bus': 9807, 'databases': 9808, 'sourcing': 9809, 'badge': 9810, 'safeguard': 9811, 'Points': 9812, '3.30': 9813, '5.30': 9814, '46C1': 9815, 'Leads': 9816, 'Sunjay': 9817, 'Arya': 9818, 'Gary': 9819, 'Khymberly': 9820, 'Booth': 9821, 'Mecole': 9822, 'Tim': 9823, \"O'Rourke\": 9824, 'Cashion': 9825, 'Sheila': 9826, 'Walton': 9827, 'Wendy': 9828, 'Fincher': 9829, 'Knudsen': 9830, 'Karen': 9831, 'Phillips': 9832, 'Davies': 9833, 'Skinner': 9834, 'Shanna': 9835, 'Funkhouser': 9836, 'Peer': 9837, 'gathered': 9838, 'Upon': 9839, 'contacting': 9840, 'projects': 9841, 'rotation': 9842, 'contribution': 9843, 'x54667': 9844, 'occur': 9845, \"Ya'll\": 9846, 'Sandra': 9847, 'McMahon': 9848, 'Affirmative': 9849, 'Action': 9850, 'demographic': 9851, 'workforce': 9852, 'origin': 9853, 'nationality': 9854, 'Skilling': 9855, 'HBS': 9856, 'study': 9857, 'Modern': 9858, 'Giants': 9859, 'shadow': 9860, 'morph': 9861, 'earliest': 9862, 'convience': 9863, 'Try': 9864, 'bob': 9865, 'NEPCO': 9866, 'picketing': 9867, 'pipe': 9868, 'fitters': 9869, 'picket': 9870, 'interfere': 9871, 'Olgletree': 9872, 'Stubley': 9873, 'Indivero': 9874, 'jobsite': 9875, 'Construction': 9876, 'Osler': 9877, 'visiting': 9878, 'Building': 9879, 'Planning': 9880, 'Zoning': 9881, 'dept': 9882, 'pipefitters': 9883, 'inquired': 9884, 'Apparently': 9885, 'Payne': 9886, 'Creek': 9887, 'counsel': 9888, 'Croall': 9889, 'Galen': 9890, 'Torneby': 9891, '11831': 9892, 'Parkway': 9893, 'Bothell': 9894, 'WA': 9895, '98011': 9896, '425-415-3052': 9897, '425-922-0475': 9898, '425-415-3098': 9899, 'mailto:galent@nepco.com': 9900, 'mailto:galen.torneby@nepco.com': 9901, 'Hopkinson@ENRON_DEVELOPMENT': 9902, '09/16/99': 9903, '10:07': 9904, 'invitaion': 9905, 'Shackleton@ECT': 9906, '08:55': 9907, 'wise': 9908, 'Felix': 9909, 'Araujo': 9910, 'Cintra': 9911, 'Tozzini': 9912, 'derivative': 9913, 'Sao': 9914, 'Paulo': 9915, 'Sept': 9916, 'BA': 9917, 'Marval': 9918, '10:16': 9919, '___________________________________________': 9920, 'Warning': 9921, 'Em-enro2.doc': 9922, 'cancelled': 9923, 'Andrea': 9924, 'Bertone@ENRON_DEVELOPMENT': 9925, '09/15/99': 9926, '04:41': 9927, '08:15': 9928, 'Daniel': 9929, 'R': 9930, 'Castagnola@ENRON_DEVELOPMENT': 9931, '05/17/99': 9932, '01:47': 9933, 'Looks': 9934, '11:23': 9935, 'extension': 9936, '35620': 9937, 'luncheon': 9938, 'comprehensive': 9939, 'pertinent': 9940, 'reschedule': 9941, 'Obviously': 9942, 'LA.': 9943, 'eligibility': 9944, '09/03/99': 9945, '01:57': 9946, 'sided': 9947, 'laminated': 9948, 'Lunch': 9949, 'L/C': 9950, 'Manogue': 9951, 'doc': 9952, 'lined': 9953, 'Fedexed': 9954, 'overnight': 9955, 'S&S': 9956, 'gtee': 9957, 'l/c': 9958, 'drops': 9959, 'bank': 9960, 'refuses': 9961, 'docs': 9962, \"one's\": 9963, 'issuing': 9964, 'owe': 9965, 'Phoebe': 9966, 'Chloe': 9967, 'N.O.': 9968, 'Memphis': 9969, 'Eleuthra': 9970, 'Petersburg': 9971, 'Amelia': 9972, 'Plantation': 9973, '380': 9974, 'SE': 9975, 'scaring': 9976, 'usual': 9977, 'selling': 9978, 'burgers': 9979, 'franchise': 9980, 'SARA': 9981, 'SamChawk@aol.com': 9982, '09/11/99': 9983, '07:48:44': 9984, 'stranger': 9985, 'SAM': 9986, 'tells': 9987, 'Cone': 9988, '.....': 9989, 'iii': 9990, 'definitive': 9991, 'discretion': 9992, 'Quick': 9993, '09/17/99': 9994, '04:50': 9995, 'Nordic': 9996, 'tks': 9997, '09:48': 9998, 'JMB': 9999, 'JBennett@GMSSR.com': 10000, '12/22/2000': 10001, '06:28': 10002, 'Parties': 10003, 'procedural': 10004, 'hearings': 10005, '12/27': 10006, '12/28': 10007, 'moments': 10008, 'holidays': 10009, 'Angela': 10010, 'Minkin': 10011, '1%P701!.doc': 10012, 'Lindh': 10013, 'FRL3@pge.com': 10014, '12/21/2000': 10015, '07:50': 10016, 'Confidential': 10017, 'Rule': 10018, 'Participants': 10019, 'workshops': 10020, 'Maintains': 10021, '2007': 10022, 'Offers': 10023, 'Provides': 10024, 'vintaged': 10025, 'Redwood': 10026, '7.5': 10027, 'cent': 10028, 'dth': 10029, 'minimizing': 10030, 'bypass': 10031, 'Adopts': 10032, 'reliability': 10033, 'escalator': 10034, 'adjustable': 10035, 'Preserves': 10036, 'differential': 10037, 'Baja': 10038, 'paths': 10039, 'Proposes': 10040, 'aggregation': 10041, 'anticipates': 10042, 'Core': 10043, 'Procurement': 10044, 'Incentive': 10045, 'Mechanism': 10046, 'CPIM': 10047, 'holdings': 10048, 'anticipated': 10049, 'increases': 10050, 'feedback': 10051, 'Attachment': 10052, 'workpapers': 10053, 'extend': 10054, 'wishes': 10055, 'holiday': 10056, 'Ray': 10057, 'Williams': 10058, '415': 10059, '973-2776': 10060, '973-3634': 10061, '12-20-00.doc': 10062, 'Proposed': 10063, '27.doc': 10064, 'COS': 10065, 'Rates': 10066, 'Workpapers': 10067, '12-20-2000': 10068, 'Proposal.xls': 10069, 'stabilization': 10070, 'Jeffrey': 10071, 'Few': 10072, 'fleshing': 10073, 'pager': 10074, '888.916.7184': 10075, '415.782.7822': 10076, '415.621.8317': 10077, 'finalize': 10078, '800.713.8600': 10079, 'Code': 10080, '80435': 10081, '12/26/2000': 10082, '03:15': 10083, 'Going': 10084, 'wild': 10085, 'ride': 10086, 'Kingerski': 10087, '03:33': 10088, 'acknowledge': 10089, 'modest': 10090, 'reasoned': 10091, 'whim': 10092, 'overly': 10093, 'prescriptive': 10094, 'excellently': 10095, 'perishable': 10096, 'observations': 10097, 'OBSERVATION': 10098, 'finger': 10099, 'gouging': 10100, 'bent': 10101, 'spikes': 10102, 'pose': 10103, 'risks': 10104, 'refunds': 10105, 'Reliant': 10106, 'Duke': 10107, 'Barton': 10108, 'democrat': 10109, 'Filner': 10110, 'locked': 10111, 'Bilbray': 10112, '---': 10113, 'lauded': 10114, 'Wolak': 10115, 'emphatically': 10116, 'culprit': 10117, 'screwed': 10118, 'incentives': 10119, 'embedded': 10120, 'IMPLICATION': 10121, 'prudent': 10122, 'fingered': 10123, 'clamoring': 10124, 'subsides': 10125, 'stunk': 10126, 'profited': 10127, 'consumers': 10128, 'w/out': 10129, 'declaring': 10130, 'fashion': 10131, 'finesse': 10132, 'specify': 10133, 'Shawna': 10134, 'Johnson@ENRON': 10135, '02/22/2001': 10136, 'Programs': 10137, 'Penn': 10138, 'undergraduate': 10139, 'campus': 10140, 'interviewing': 10141, 'interns': 10142, 'interviewers': 10143, '1st': 10144, 'interviewer': 10145, 'Campus': 10146, 'Place': 10147, 'Pennsylvania': 10148, 'Interviews': 10149, 'Inn': 10150, 'Pen': 10151, 'Interviewers': 10152, 'McGowan': 10153, 'Jen': 10154, 'Fraser': 10155, 'Rhee': 10156, 'Hilgert': 10157, 'referrals': 10158, 'VP': 10159, 'ext': 10160, '58369': 10161, 'Coordinator': 10162, 'Kushnick': 10163, 'skush@swbell.net': 10164, '01/26/2001': 10165, '12:48': 10166, '01/25/2001': 10167, '09:40': 10168, 'Byargeon': 10169, 'Loch': 10170, 'offshore': 10171, 'drilling': 10172, 'supplement': 10173, 'VPP': 10174, '1/31': 10175, 'Medusa': 10176, 'involves': 10177, 'Murphy': 10178, 'Agip': 10179, 'Callon': 10180, 'Mississippi': 10181, 'Canyon': 10182, 'Blocks': 10183, '538': 10184, '582': 10185, 'reservoir': 10186, 'barrels': 10187, 'sour': 10188, 'crude': 10189, '40,000': 10190, 'bpd': 10191, '1Q': 10192, 'Quality': 10193, 'Mars': 10194, 'API': 10195, 'Gravity': 10196, '2.0': 10197, 'sulfur': 10198, 'Plans': 10199, 'Equilon': 10200, '143': 10201, 'platform': 10202, 'onshore': 10203, 'WD': 10204, 'pumps': 10205, 'floating': 10206, 'Platt': 10207, '95,000': 10208, 'Meraux': 10209, 'refinery': 10210, 'notional': 10211, 'binding': 10212, 'Amanda': 10213, 'Huble@ENRON': 10214, '01/24/2001': 10215, '01:02': 10216, 'typically': 10217, 'Hoog': 10218, '09:37': 10219, 'burdensome': 10220, 'muni': 10221, 'ended': 10222, 'downside': 10223, 'loses': 10224, 'hedging': 10225, 'collecting': 10226, 'payout': 10227, 'losing': 10228, 'combine': 10229, 'liability': 10230, 'RusAmArts@aol.com': 10231, '11:57': 10232, 'highlight': 10233, 'MMC': 10234, 'EAST': 10235, 'WHOLESALE': 10236, 'RETAIL': 10237, 'COMM': 10238, 'ENERGY': 10239, 'SERVICES': 10240, 'Resource': 10241, 'Rina': 10242, 'ENRONR~1.DOC': 10243, 'Yikes': 10244, 'Alma': 10245, 'Martinez@ENRON': 10246, '11:36': 10247, '7:35': 10248, 'lady': 10249, 'Nicki': 10250, 'yrs.': 10251, 'waited': 10252, '8:15': 10253, 'grandmother': 10254, 'Pretty': 10255, 'strange': 10256, 'aye': 10257, 'runs': 10258, 'UofH': 10259, 'accompany': 10260, 'lecture': 10261, 'departure': 10262, 'relieved': 10263, 'EGM': 10264, 'Jana': 10265, 'Giovannini': 10266, '10:51': 10267, 'volunteered': 10268, '11:42': 10269, 'recognize': 10270, 'anticipate': 10271, 'fulltime': 10272, 'Cycle': 10273, 'interviewed': 10274, 'Managers': 10275, 'round': 10276, 'buttons': 10277, '1.65': 10278, 'Great': 10279, '02:02': 10280, 'deviation': 10281, 'Eco': 10282, 'reactions': 10283, 'favourable': 10284, 'Perry@ENRON_DEVELOPMENT': 10285, '25/01/2001': 10286, '00:20': 10287, 'LNG': 10288, '272,000': 10289, '0.10': 10290, '3,300,000': 10291, 'share': 10292, '1,650,000': 10293, 'counting': 10294, 'margin': 10295, '1,922,000': 10296, 'cargo': 10297, 'Marianne': 10298, '1.1': 10299, 'parentheses': 10300, '3.1': 10301, 'proviso': 10302, 'insert': 10303, '6.1': 10304, 'semicolon': 10305, 'clause': 10306, '6.2.1': 10307, '6.3': 10308, 'reworded': 10309, 'Capitalize': 10310, 'definition': 10311, 'Average': 10312, 'Annual': 10313, 'Factor': 10314, 'Delete': 10315, 'Costs': 10316, 'Govt': 10317, 'GTC': 10318, 'ECP': 10319, 'EESI': 10320, 'reps': 10321, 'Collateral': 10322, 'comma': 10323, 'deposit': 10324, 'granting': 10325, 'perfection': 10326, 'Events': 10327, 'Default': 10328, 'dispute': 10329, 'consolidation': 10330, 'Remedies': 10331, 'UCC': 10332, 'Disclaimer': 10333, 'warranties': 10334, 'setoff': 10335, 'Clair': 10336, '3889': 10337, '713-853-3989': 10338, '713-646-3393': 10339, 'carol.st.clair@enron.com': 10340, 'Castano@EES': 10341, '05/30/2001': 10342, '11:05': 10343, 'incorporate': 10344, 'Con': 10345, 'billing': 10346, 'midmarket': 10347, 'collect': 10348, 'T&D': 10349, 'Setoff': 10350, 'affiliate': 10351, 'differently': 10352, 'harsh': 10353, 'majeure': 10354, 'soften': 10355, 'GTCs': 10356, 'calculation': 10357, 'saving': 10358, 'hybrid': 10359, 'Dietrich': 10360, 'Hillegonds': 10361, 'hiatus': 10362, 'pocket': 10363, '7/16': 10364, 'mid-July': 10365, 'Bond': 10366, 'St': 10367, '05/31/2001': 10368, '09:01': 10369, 'Phyllis': 10370, 'LC': 10371, 'transferable': 10372, 'lemelpe@NU.COM': 10373, '03:00': 10374, 'LOC': 10375, 'Mid': 10376, 'Power': 10377, 'Form': 10378, 'Christie': 10379, 'Rhonda': 10380, 'Lepore': 10381, 'Select': 10382, 'Settlements': 10383, 'reconcile': 10384, '860-665-2368': 10385, 'leporjj@selectenergy.com': 10386, 'Denton': 10387, '05/25/2001': 10388, '12:45': 10389, '5/1/01': 10390, '12:01': 10391, '6/1/01': 10392, '10:44': 10393, 'Valerie': 10394, 'Mooney': 10395, 'Sacks': 10396, 'discussing': 10397, 'tuning': 10398, 'Bruce': 10399, 'Val': 10400, 'finalizing': 10401, 'finished': 10402, 'coordinating': 10403, 'Lemell': 10404, '06/01/2001': 10405, '03:20': 10406, 'Deal': 10407, 'No.': 10408, '74419': 10409, 'Enpower': 10410, '295870': 10411, 'chnages': 10412, '06/04/01': 10413, '08:38': 10414, 'transferability': 10415, 'ICC': 10416, 'governs': 10417, 'Guaranty': 10418, 'Were': 10419, 'Interconnect': 10420, 'Questar': 10421, 'reimbursable': 10422, 'interconnect': 10423, 'payments': 10424, 'CIAC': 10425, 'ourselves': 10426, 'Para': 10427, '3.2': 10428, 'protects': 10429, 'financially': 10430, 'IRS': 10431, 'Guthrie': 10432, 'Kim': 10433, '713-853-3098': 10434, 'Trails': 10435, '02-05-02.doc': 10436, 'Earl': 10437, 'metering': 10438, 'facilities': 10439, 'ROW': 10440, 'ft': 10441, 'specifications': 10442, 'helps': 10443, 'Theirs': 10444, 'Chanley': 10445, '505-625-8031': 10446, '3.': 10447, 'departing': 10448, 'Newark': 10449, 'Rome': 10450, 'Ticket': 10451, '1,183': 10452, 'ticket': 10453, 'Janell': 10454, 'leg': 10455, 'X33098': 10456, 'telephony': 10457, 'Hotline': 10458, 'extensions': 10459, 'greetings': 10460, 'Kowalke': 10461, 'Reps.': 10462, 'notification': 10463, 'Popup': 10464, 'Critical': 10465, 'Buchanan': 10466, 'TMS': 10467, '713-853-3044': 10468, 'TK': 10469, 'hurry': 10470, 'wondering': 10471, 'Top': 10472, 'Shippers': 10473, 'Revenues': 10474, 'Browncover': 10475, 'Total': 10476, '180.9': 10477, 'revenues': 10478, 'ledger': 10479, '165.9': 10480, '10.0': 10481, 'Sempra': 10482, 'Richardson': 10483, 'Astr': 10484, '2.7': 10485, 'SoCal': 10486, '1.8': 10487, 'prepayment': 10488, 'x36709': 10489, 'richard': 10490, 'Operational': 10491, 'Accountabilities': 10492, 'interpersonal': 10493, 'mature': 10494, 'Daugherty': 10495, 'Spiritual': 10496, 'Methodist': 10497, 'Health': 10498, '6565': 10499, 'Fannin': 10500, '77030-2707': 10501, '713-793-1429': 10502, 'Page': 10503, '281-735-5919': 10504, '713-819-2784': 10505, '713-790-2605': 10506, 'Mansoor': 10507, 'attain': 10508, 'bankruptcy': 10509, 'reluctant': 10510, 'ship': 10511, 'prepaid': 10512, 'Daniels': 10513, 'Fisher': 10514, 'Rosemont': 10515, 'instrumentation': 10516, 'chromatograph': 10517, 'prepayments': 10518, 'mode': 10519, 'I/C': 10520, 'UltraSonic': 10521, 'testing': 10522, 'Kansas': 10523, 'realistic': 10524, 'Listening': 10525, 'w/': 10526, 'investors': 10527, \"'02\": 10528, 'Dunn': 10529, 'heckuvalot': 10530, 'mischief': 10531, 'detrimental': 10532, 'Investors': 10533, 'intends': 10534, 'QFs': 10535, 'haircuts': 10536, 'Figured': 10537, 'schedulers': 10538, 'shop': 10539, 'attendance': 10540, './': 10541, 'windows': 10542, 'OFOs': 10543, 'holding': 10544, 'Probing': 10545, 'palace': 10546, 'focuses': 10547, 'hikes': 10548, 'KIMBERLY': 10549, 'KINDY': 10550, 'Orange': 10551, 'Register': 10552, 'SACRAMENTO': 10553, 'subpoenas': 10554, 'investigative': 10555, 'Sen.': 10556, 'Santa': 10557, 'Ana': 10558, 'focusing': 10559, 'Shakespearean': 10560, 'twists': 10561, 'intrigue': 10562, 'Lawmakers': 10563, 'allege': 10564, 'fueled': 10565, 'Winter': 10566, 'Operator': 10567, 'defied': 10568, 'concerted': 10569, 'e-mails': 10570, 'memos': 10571, 'Maviglio': 10572, 'betrayed': 10573, 'mounting': 10574, 'Fishman': 10575, 'lights': 10576, 'megawatt': 10577, 'limits': 10578, 'seven': 10579, 'grinned': 10580, 'beared': 10581, 'cap': 10582, 'investigating': 10583, 'broke': 10584, 'Records': 10585, 'Regulatory': 10586, 'represented': 10587, 'dozens': 10588, 'sow': 10589, 'threaten': 10590, 'stifle': 10591, 'generating': 10592, 'Hall': 10593, 'coordination': 10594, 'aim': 10595, 'collusion': 10596, 'fix': 10597, 'violate': 10598, '250': 10599, 'profit': 10600, 'withhold': 10601, 'declared': 10602, 'Stage': 10603, 'braced': 10604, 'blackouts': 10605, 'narrowly': 10606, 'averted': 10607, 'pivotal': 10608, 'abolish': 10609, 'Final': 10610, 'lifting': 10611, 'rested': 10612, 'Neither': 10613, 'representatives': 10614, 'retrospect': 10615, 'regulators': 10616, 'justifying': 10617, 'sat': 10618, 'advisers': 10619, 'poker': 10620, 'accelerated': 10621, 'Prices': 10622, 'jumped': 10623, 'average': 10624, '249': 10625, '700': 10626, 'overcharges': 10627, 'exceeded': 10628, 'hurt': 10629, 'Californians': 10630, 'spike': 10631, 'skyrocketing': 10632, 'plants': 10633, 'Smutney': 10634, 'executive': 10635, 'director': 10636, 'represents': 10637, 'consult': 10638, 'unaware': 10639, 'consulted': 10640, 'Producers': 10641, 'chaos': 10642, 'defended': 10643, 'motion': 10644, 'transpired': 10645, 'clues': 10646, 'resurrect': 10647, 'recreating': 10648, 'dig': 10649, 'Vicki': 10650, 'DA': 10651, 'UDCs': 10652, 'indifferent': 10653, 'adopted': 10654, 'SCE': 10655, 'SDG&E': 10656, 'teams': 10657, 'scramble': 10658, 'golf': 10659, 'wager': 10660, 'Montavano': 10661, 'Shapiro': 10662, 'switch': 10663, 'Neal': 10664, 'Manne': 10665, 'NMANNE@SusmanGodfrey.com': 10666, '11/28/2000': 10667, '06:16': 10668, 'negotiation': 10669, 'Particularly': 10670, 'entreaty': 10671, 'RNR': 10672, 'conformity': 10673, 'arbitrators': 10674, 'ineffective': 10675, 'Accordingly': 10676, 'arbitration': 10677, 'choose': 10678, 'hardship': 10679, 'Rance@ENRON': 10680, 'percentages': 10681, 'Perkins': 10682, 'Chumley': 10683, 'contractor': 10684, 'Veronica': 10685, 'Parra': 10686, 'Nedre': 10687, 'Strambler': 10688, 'Fran': 10689, 'Mayes': 10690, 'Felicia': 10691, 'Solis': 10692, 'Carter': 10693, 'McCullough': 10694, 'Lisa': 10695, 'Mellencamp': 10696, 'Shelia': 10697, 'Tweed': 10698, 'Sanders': 10699, 'Deffner': 10700, 'Brain': 10701, 'Kerrigan': 10702, 'Worthy': 10703, 'Structuring': 10704, 'Technology': 10705, 'Alford': 10706, 'Coffman': 10707, 'Keeney': 10708, 'Insurance': 10709, 'Marshall': 10710, 'Hooser': 10711, '11:34': 10712, 'H.': 10713, 'Klimberg': 10714, 'LIPA': 10715, 'Anyone': 10716, 'Blaine@ENRON_DEVELOPMENT': 10717, '07:35': 10718, 'actins': 10719, 'manages': 10720, 'litgation': 10721, 'litigation': 10722, 'insurers': 10723, 'sued': 10724, 'Casualty': 10725, 'mb': 10726, 'steer': 10727, 'sensitivity': 10728, 'proceedings': 10729, 'Beachcrofts': 10730, 'DPC': 10731, 'Address': 10732, 'Robin': 10733, 'Gibbs': 10734, 'Montgomery@ENRON': 10735, '08:22': 10736, 'Russ': 10737, '3-5297': 10738, 'brianp@aiglincoln.com': 10739, 'Jacobs': 10740, 'rsjacobs@Encoreacq.com': 10741, '11:25': 10742, 'Rich': 10743, 'Kinga': 10744, 'Patterson': 10745, 'harass': 10746, 'pre': 10747, 'Chanukah': 10748, 'C.DTF': 10749, 'crushed': 10750, 'Williams@ENRON_DEVELOPMENT': 10751, '09:46': 10752, 'fold': 10753, 'AAA': 10754, 'atty': 10755, '11/27/2000': 10756, '10:25': 10757, '3,202.61': 10758, '11-20-2000': 10759, 'Nuria_R_Ibarra@calpx.com': 10760, '04/28/2000': 10761, '11:15:11': 10762, 'Patricia': 10763, 'Gillman': 10764, '4_28_00.doc': 10765, '09:56': 10766, 'melanie.gray@weil.com': 10767, '11/13/2000': 10768, '03:43': 10769, 'pleadings': 10770, 'A&K': 10771, 'Trustee': 10772, 'nonenforcement': 10773, 'remedies': 10774, 'pulling': 10775, 'Court': 10776, 'trustee': 10777, 'oppositon': 10778, 'Nov': 10779, '**********': 10780, 'reader': 10781, 'telephone': 10782, '713-546-5000': 10783, 'Gerry': 10784, 'Strathmann': 10785, 'gstrathmann@mediaone.net': 10786, '02:19': 10787, 'eCommerce': 10788, 'Dispute': 10789, 'Protocol': 10790, 'enthusiastic': 10791, 'Pitney': 10792, 'Bowes': 10793, 'Daimler': 10794, 'Chrysler': 10795, 'focal': 10796, 'aspirational': 10797, 'Arbitration': 10798, 'Association': 10799, 'B2B': 10800, 'validate': 10801, 'assumptions': 10802, 'refine': 10803, 'offerings': 10804, 'Initially': 10805, 'consultants': 10806, 'Ideally': 10807, 'consist': 10808, 'cross-functional': 10809, 'marketplaces': 10810, 'underway': 10811, '978-376-9004': 10812, '->': 10813, '978': 10814, '376-9004': 10815, '303-294-4499': 10816, '09:52': 10817, 'tel': 10818, 'Palmer@ENRON': 10819, '10:45': 10820, 'Leopold': 10821, 'Jason.Leopold@dowjones.com': 10822, '10:40': 10823, 'Energyphiles': 10824, 'anti-trust': 10825, 'assembled': 10826, 'battered': 10827, 'lawsuit': 10828, '550': 10829, 'b/t': 10830, '1810': 10831, 'Offices': 10832, 'Levine': 10833, 'Steinberg': 10834, 'Huver': 10835, '619-231-9449': 10836, 'complaint': 10837, 'UCAN': 10838, '***********************************': 10839, 'teacher': 10840, 'kills': 10841, 'students': 10842, 'Shames': 10843, 'Utility': 10844, 'Consumers': 10845, '1717': 10846, 'Kettner': 10847, 'Blvd.': 10848, '105': 10849, '92101': 10850, '619-696-6966': 10851, 'mshames@ucan.org': 10852, 'Marriage': 10853, 'Kids': 10854, 'suck': 10855, 'abomination': 10856, 'numbing': 10857, 'trailor': 10858, 'trash': 10859, 'cretins': 10860, 'procreating': 10861, 'springer': 10862, 'crapfest': 10863, 'hippie': 10864, 'monkey': 10865, 'fuck': 10866, 'grow': 10867, 'Politically': 10868, 'permissive': 10869, 'bullshit': 10870, 'noone': 10871, 'fucked': 10872, 'likley': 10873, 'smoking': 10874, 'fucking': 10875, 'perv': 10876, 'lazy': 10877, 'waht': 10878, 'sympathy': 10879, 'Fuck': 10880, 'Stop': 10881, 'pawn': 10882, 'brats': 10883, 'break': 10884, 'mommy': 10885, 'madea': 10886, 'Tough': 10887, 'drag': 10888, 'singles': 10889, 'segueway': 10890, 'instances': 10891, 'Mommies': 10892, 'childcare': 10893, 'insidious': 10894, 'Mommism': 10895, 'stamped': 10896, 'http://www.newsday.com/news/opinion/ny-vpnasa054135614feb05,0,5979821.story?coll=ny-editorials-headlines': 10897, 'Newsday.com': 10898, 'NASA': 10899, 'engineers': 10900, 'astronauts': 10901, 'giddy': 10902, 'fever': 10903, 'tentative': 10904, 'Discovery': 10905, 'technically': 10906, 'safety': 10907, 'features': 10908, 'procedures': 10909, 'agency': 10910, 'errors': 10911, 'Challenger': 10912, 'sacrificed': 10913, 'image': 10914, 'puffing': 10915, 'Seeing': 10916, 'woke': 10917, 'cosmos': 10918, 'imagination': 10919, 'species': 10920, 'shuttles': 10921, 'preserve': 10922, 'defects': 10923, 'encouraging': 10924, 'overlooked': 10925, 'losses': 10926, 'Clearly': 10927, 'tackling': 10928, 'superb': 10929, 'minded': 10930, 'Kennedy': 10931, 'boost': 10932, 'morale': 10933, 'deliveries': 10934, 'thermal': 10935, 'protective': 10936, 'tile': 10937, 'orbit': 10938, 'hunks': 10939, 'insulation': 10940, 'PR': 10941, 'hurdles': 10942, 'lovers': 10943, 'redefine': 10944, 'rekindle': 10945, 'Selah': 10946, 'Posted': 10947, 'Hidden': 10948, 'Nook': 10949, '2/7/2005': 10950, '01:09:32': 10951, 'Healing': 10952, 'Collective': 10953, 'Body': 10954, 'Orwell': 10955, 'novel': 10956, '1984': 10957, 'doublethink': 10958, 'device': 10959, 'totalitarian': 10960, 'irreconcilable': 10961, 'duality': 10962, 'cherished': 10963, 'dualities': 10964, 'autonomous': 10965, 'destinies': 10966, 'separation': 10967, 'beings': 10968, 'tress': 10969, 'rocks': 10970, 'sky': 10971, 'healing': 10972, 'collective': 10973, 'soul': 10974, 'Think': 10975, 'choir': 10976, 'strength': 10977, 'harmony': 10978, 'dischord': 10979, 'insult': 10980, 'Living': 10981, 'synch': 10982, 'tributaries': 10983, 'sickness': 10984, 'weakest': 10985, 'sickest': 10986, 'lesson': 10987, 'teenager': 10988, 'scorn': 10989, 'intolerance': 10990, 'Herpes': 10991, 'climate': 10992, 'shame': 10993, 'indignity': 10994, 'hurting': 10995, 'escape': 10996, 'ocean': 10997, 'swim': 10998, 'haunt': 10999, 'consequences': 11000, 'rejection': 11001, 'embrace': 11002, 'affects': 11003, 'shapes': 11004, 'destiny': 11005, 'healthier': 11006, 'collectively': 11007, 'Fortunately': 11008, 'behaviour': 11009, 'choices': 11010, 'planet': 11011, 'crash': 11012, 'burn': 11013, 'conflagration': 11014, 'arrogance': 11015, 'rise': 11016, 'prejudice': 11017, 'kicking': 11018, 'screaming': 11019, 'Sunshine': 11020, 'Scipio': 11021, 'Homeopath': 11022, 'Herbalist': 11023, 'Holistic': 11024, 'Viral': 11025, 'Simple': 11026, 'Idea': 11027, 'Freedom': 11028, 'downsizing': 11029, 'debts': 11030, 'Agel': 11031, 'vehicle': 11032, 'uniquely': 11033, 'positioned': 11034, 'giant': 11035, 'category': 11036, 'Imagine': 11037, 'innovation': 11038, 'Innovative': 11039, 'introduces': 11040, 'Gelceuticals': 11041, 'innovative': 11042, 'nutritional': 11043, 'Gel': 11044, 'Suspension': 11045, 'packets': 11046, 'absorption': 11047, 'vitamins': 11048, 'minerals': 11049, 'nutrients': 11050, 'maximized': 11051, 'consuming': 11052, 'Consider': 11053, 'convenience': 11054, 'factors': 11055, 'tablets': 11056, 'capsules': 11057, 'juice': 11058, 'bottle': 11059, 'glass': 11060, 'Single': 11061, 'packages': 11062, 'capabilities': 11063, 'Perfect': 11064, 'swallowing': 11065, 'Faster': 11066, 'Learn': 11067, 'Compensation': 11068, 'compensation': 11069, 'revolutionary': 11070, 'binary': 11071, 'breakaway': 11072, 'unilevel': 11073, 'matrix': 11074, 'viability': 11075, 'longevity': 11076, 'residual': 11077, 'principles': 11078, 'unsure': 11079, 'discover': 11080, 'possibilities': 11081, 'feature': 11082, 'field': 11083, 'Jensen': 11084, 'smoke': 11085, '·': 11086, 'Create': 11087, 'Residual': 11088, 'Vehicle': 11089, 'Dreams': 11090, 'Amazing': 11091, 'Breakthrough': 11092, 'Behind': 11093, 'Quadra': 11094, 'Builds': 11095, 'Bigger': 11096, 'Bonus': 11097, 'Checks': 11098, 'Help': 11099, 'Build': 11100, 'Stronger': 11101, 'Secret': 11102, 'Lock': 11103, 'Legacy': 11104, 'Position': 11105, '620-294-4000': 11106, '620-294-3000': 11107, '5107': 11108, 'DATE': 11109, 'TIME': 11110, 'Standard': 11111, 'LOCATION': 11112, 'PT': 11113, '**': 11114, 'MT': 11115, 'CT': 11116, 'Fillmore': 11117, '612-205-9814': 11118, '620-294-1909': 11119, 'Dharmadeva': 11120, 'dharmad...@gmail.com': 11121, 'Namaskar': 11122, 'kaoshikii': 11123, 'yoga': 11124, 'postures': 11125, 'males': 11126, 'females': 11127, 'Dharma': 11128, 'Kaoshikii': 11129, 'invented': 11130, '1978': 11131, 'Shrii': 11132, \"A'nandamu'rti\": 11133, 'psycho-spiritual': 11134, 'exercise': 11135, 'benefiting': 11136, 'stamina': 11137, 'ward': 11138, 'cure': 11139, 'diseases': 11140, 'youthful': 11141, 'childbirth': 11142, 'Sanskrit': 11143, 'kosa': 11144, 'shell': 11145, 'layer': 11146, 'innermost': 11147, 'layers': 11148, 'kosas': 11149, 'blossoming': 11150, 'microcosm': 11151, 'Macrocosm': 11152, 'Cosmic': 11153, 'Consciousness': 11154, 'normally': 11155, 'referred': 11156, 'mysticism': 11157, 'Benefits': 11158, 'Exercises': 11159, 'glands': 11160, 'limbs': 11161, 'toes': 11162, 'Increases': 11163, 'spine': 11164, 'flexible': 11165, 'Arthritis': 11166, 'waist': 11167, 'joints': 11168, 'Gout': 11169, 'becomes': 11170, 'Irregularities': 11171, 'menstruation': 11172, 'cured': 11173, 'Glandular': 11174, 'secretions': 11175, 'Troubles': 11176, 'bladder': 11177, 'urethra': 11178, 'Gives': 11179, 'Adds': 11180, 'charm': 11181, 'shine': 11182, 'skin': 11183, 'Removes': 11184, 'lethargy': 11185, 'Cures': 11186, 'insomnia': 11187, 'hysteria': 11188, 'Fear': 11189, 'complexes': 11190, 'Hopelessness': 11191, 'Helps': 11192, 'potentiality': 11193, 'Spinal': 11194, 'pain': 11195, 'piles': 11196, 'hernia': 11197, 'hydrocele': 11198, 'kidney': 11199, 'gall': 11200, 'troubles': 11201, 'gastric': 11202, 'dyspepsia': 11203, 'acidity': 11204, 'dysentery': 11205, 'obesity': 11206, 'liver': 11207, 'Dance': 11208, 'eighteen': 11209, 'rhythmically': 11210, 'dancer': 11211, 'dhin': 11212, \"ta'\": 11213, 'dancers': 11214, 'placing': 11215, 'toe': 11216, 'heel': 11217, 'danced': 11218, 'Ideation': 11219, 'ideation': 11220, 'upraised': 11221, 'folded': 11222, 'represent': 11223, 'Parama': 11224, \"Purus'a\": 11225, 'Bending': 11226, 'fulfil': 11227, 'backward': 11228, 'obstacles': 11229, 'O': 11230, 'Lord': 11231, 'cosmic': 11232, 'rhythm': 11233, 'Quebecker': 11234, 'wins': 11235, 'award': 11236, 'Pittsburgh': 11237, 'Quebec': 11238, 'awarded': 11239, 'Carnegie': 11240, 'Medal': 11241, 'polar': 11242, 'bear': 11243, 'knife': 11244, 'Baffin': 11245, 'Fortier': 11246, 'Gatineau': 11247, 'Que.': 11248, 'Arctic': 11249, 'Circle': 11250, 'mauled': 11251, 'bears': 11252, 'Soper': 11253, 'River': 11254, 'canoeing': 11255, 'orthodontist': 11256, 'leaning': 11257, 'tent': 11258, 'seconds': 11259, 'girlfriend': 11260, 'paw': 11261, 'ripping': 11262, 'ceiling': 11263, 'considers': 11264, 'humans': 11265, 'snack': 11266, 'screamed': 11267, 'frighten': 11268, 'metres': 11269, 'ripped': 11270, 'mauling': 11271, 'Alain': 11272, 'Parenteau': 11273, 'screams': 11274, 'grabbed': 11275, 'glasses': 11276, 'unzipped': 11277, 'dwarfed': 11278, 'knocking': 11279, 'distracting': 11280, 'allowing': 11281, 'Doyon': 11282, 'tripped': 11283, 'beside': 11284, 'jaw': 11285, 'fur': 11286, 'centimetre': 11287, 'blade': 11288, 'badly': 11289, 'bleeding': 11290, 'lashed': 11291, 'canoes': 11292, 'paddled': 11293, 'eight': 11294, 'travelled': 11295, 'nearest': 11296, 'airlifted': 11297, 'gash': 11298, 'jugular': 11299, 'bronze': 11300, 'Crawford': 11301, 'Aug.': 11302, 'defend': 11303, 'sandwich': 11304, 'robber': 11305, 'wielding': 11306, 'punches': 11307, 'assailant': 11308, 'industrialist': 11309, 'Andrew': 11310, 'hero': 11311, '1904': 11312, '181': 11313, 'Apple': 11314, 'Computers': 11315, 'favorite': 11316, 'fruit': 11317, 'Jobs': 11318, \"O'clock\": 11319, 'CISCO': 11320, 'acronym': 11321, 'popularly': 11322, 'COMp': 11323, 'PAQ': 11324, 'denote': 11325, 'integral': 11326, 'Corel': 11327, 'derived': 11328, 'Cowpland': 11329, 'COwpland': 11330, 'REsearch': 11331, 'Google': 11332, 'joke': 11333, 'boasting': 11334, 'engine': 11335, 'Googol': 11336, 'zeros': 11337, 'founders': 11338, 'Stanford': 11339, 'Sergey': 11340, 'Brin': 11341, 'Larry': 11342, 'presented': 11343, 'angel': 11344, 'investor': 11345, 'cheque': 11346, 'Hotmail': 11347, 'Founder': 11348, 'accessing': 11349, 'Sabeer': 11350, 'Bhatia': 11351, 'ending': 11352, 'hotmail': 11353, 'html': 11354, 'HoTMaiL': 11355, 'selective': 11356, 'uppercasing': 11357, 'Hewlett': 11358, 'Packard': 11359, 'tossed': 11360, 'coin': 11361, 'Intel': 11362, 'Noyce': 11363, 'Gordon': 11364, 'trademarked': 11365, 'chain': 11366, 'INTegrated': 11367, 'ELectronics': 11368, 'Lotus': 11369, 'Notes': 11370, 'Mitch': 11371, 'Kapor': 11372, 'Padmasana': 11373, 'Transcendental': 11374, 'Meditation': 11375, 'Maharishi': 11376, 'Mahesh': 11377, 'Yogi': 11378, 'Coined': 11379, 'MICROcomputer': 11380, 'SOFTware': 11381, 'Originally': 11382, 'christened': 11383, 'Micro': 11384, 'Soft': 11385, 'Motorola': 11386, 'Galvin': 11387, 'radios': 11388, 'cars': 11389, 'radio': 11390, 'Victrola': 11391, 'ORACLE': 11392, 'Ellison': 11393, 'Oats': 11394, 'Oracle': 11395, 'SQL': 11396, 'terminated': 11397, 'finish': 11398, 'RDBMS': 11399, 'Later': 11400, 'Sony': 11401, 'originated': 11402, 'Latin': 11403, 'sonus': 11404, 'sonny': 11405, 'slang': 11406, 'youngster': 11407, 'SUN': 11408, 'Founded': 11409, 'buddies': 11410, 'Andreas': 11411, 'Bechtolsheim': 11412, 'built': 11413, 'microcomputer': 11414, 'Vinod': 11415, 'Khosla': 11416, 'McNealy': 11417, 'manufacture': 11418, 'computers': 11419, 'UNIX': 11420, 'OS': 11421, 'Gulliver': 11422, 'Travels': 11423, 'repulsive': 11424, 'appearance': 11425, 'Founders': 11426, 'Yang': 11427, 'Filo': 11428, 'selected': 11429, 'yahoos': 11430, 'Yahoo': 11431, 'mayur...@yahoo.com': 11432, 'SMS': 11433, '919819602175': 11434, 'forums': 11435, 'Guild': 11436, 'accessible': 11437, 'suddenly': 11438, 'Usually': 11439, 'bandwidth': 11440, 'maintenance': 11441, 'Humanpixel': 11442, 'Aye': 11443, 'Mate': 11444, 'projected': 11445, 'Blizzard': 11446, 'preorder': 11447, '2/3': 11448, 'Febuary': 11449, 'feb': 11450, '05': 11451, 'calender': 11452, 'retailers': 11453, 'websites': 11454, 'firewalls': 11455, 'lol': 11456, ';)': 11457, 'curious': 11458, 'hav': 11459, 'Check': 11460, 'multiplayer': 11461, 'graphics': 11462, 'amoung': 11463, 'gaming': 11464, 'MUD': 11465, 'beta': 11466, 'preview': 11467, 'Warm': 11468, 'GW': 11469, 'Lady': 11470, 'Kingel': 11471, 'hail': 11472, 'Legit': 11473, 'Gaming': 11474, 'Guilds': 11475, 'legit': 11476, 'guilds': 11477, 'DI': 11478, 'straightforward': 11479, 'greet': 11480, 'guild': 11481, 'ULGG': 11482, 'wander': 11483, 'Announce': 11484, 'Arrival': 11485, 'greeted': 11486, 'feast': 11487, 'paste': 11488, 'browser': 11489, 'friendship': 11490, 'honor': 11491, 'Come': 11492, 'hello': 11493, 'warmly': 11494, 'moreso': 11495, 'Judges': 11496, 'Lawyers': 11497, 'Policemen': 11498, 'Counselors': 11499, 'Taxpayers': 11500, 'et.': 11501, 'al.': 11502, 'downtrodden': 11503, 'dispossesed': 11504, 'torturing': 11505, 'convicts': 11506, 'alcohol': 11507, 'addicts': 11508, 'unemployed': 11509, 'unemployable': 11510, 'ex-cons': 11511, 'uninsured': 11512, 'homeless': 11513, 'tongues': 11514, 'Crime': 11515, 'budgets': 11516, 'militarize': 11517, 'Bullet': 11518, 'proof': 11519, 'vests': 11520, 'automatic': 11521, 'robots': 11522, 'testosterone': 11523, 'oozing': 11524, 'prisons': 11525, 'sentences': 11526, 'tighten': 11527, 'belt': 11528, 'spartan': 11529, 'courts': 11530, 'Unemployent': 11531, 'stays': 11532, 'oversees': 11533, 'dregs': 11534, 'rabble': 11535, 'deeper': 11536, 'humane': 11537, 'cohesive': 11538, 'Us': 11539, 'Them': 11540, 'gated': 11541, 'gentrified': 11542, 'Independence': 11543, 'Constitution': 11544, 'phrases': 11545, 'convict': 11546, 'addict': 11547, 'prostitute': 11548, 'darkest': 11549, 'ruts': 11550, '22s': 11551, 'crafting': 11552, 'instilling': 11553, 'burrowed': 11554, 'surface': 11555, 'succumbed': 11556, 'incarcerated': 11557, 'probation': 11558, 'parole': 11559, 'interface': 11560, 'travelling': 11561, 'grim': 11562, 'failures': 11563, 'bravely': 11564, 'struggling': 11565, 'insights': 11566, 'Solidarity': 11567, 'Reilly': 11568, 'Bruha': 11569, 'P.O.': 11570, '8274': 11571, 'Cranston': 11572, '02920': 11573, 'conceptualize': 11574, 'guerilla': 11575, 'promote': 11576, 'Ideas': 11577, 'welcome': 11578, 'Collaboration': 11579, 'prayed': 11580, 'annotated': 11581, 'D.': 11582, 'Singmaster': 11583, 'Mathematical': 11584, 'Intelligencer': 11585, 'v': 11586, 'pp': 11587, '69': 11588, '---------------------------------------------------------------------------': 11589, '-----': 11590, 'postings': 11591, 'comp.mail.maps': 11592, 'E.g.': 11593, 'pathalias': 11594, 'smail': 11595, 'comp.sources.unix': 11596, 'archives': 11597, 'archive': 11598, 'moderator': 11599, 'indices': 11600, 'comp.sources.d': 11601, 'NSA': 11602, 'eater': 11603, 'Usenet': 11604, 'keywords': 11605, 'Peanutjake': 11606, 'peanutjak...@usa.com': 11607, 'Groups': 11608, 'misc.consumers': 11609, 'IMMEDIATE': 11610, 'ATTENTION': 11611, 'NEEDED': 11612, 'HIGHLY': 11613, 'CONFIDENTIAL': 11614, 'URGENT': 11615, 'ASSISTANCE': 11616, 'FROM': 11617, 'GEORGE': 11618, 'WALKER': 11619, 'BUSH': 11620, '202.456.1414': 11621, '202.456.1111': 11622, 'FAX': 11623, '202.456.2461': 11624, 'Sir': 11625, 'Madam': 11626, 'Herbert': 11627, 'surprise': 11628, 'neither': 11629, 'reputable': 11630, 'maximum': 11631, 'presently': 11632, 'trapped': 11633, 'republic': 11634, 'solicit': 11635, 'extraction': 11636, 'nineteen': 11637, 'eighties': 11638, 'regain': 11639, 'revenue': 11640, 'unsuccessful': 11641, 'partner': 11642, 'acquire': 11643, 'emirate': 11644, 'subsidiary': 11645, 're-secured': 11646, 'sixty': 11647, '61,000,000,000': 11648, '36,000,000,000': 11649, 'supplied': 11650, 'Kingdom': 11651, 'Persian': 11652, 'monarchies': 11653, 'sixteen': 11654, '16,000,000,000': 11655, 'Japanese': 11656, 'urgent': 11657, 'removing': 11658, 'shoulder': 11659, 'upcoming': 11660, '100,000,000,000': 11661, '200,000,000,000': 11662, 'acquisition': 11663, 'urgently': 11664, 'gracious': 11665, 'distinguished': 11666, 'sitting': 11667, 'vice-president': 11668, 'Cheney': 11669, 'Halliburton': 11670, 'Condoleeza': 11671, 'dedication': 11672, 'Chevron': 11673, 'tanker': 11674, 'beseech': 11675, 'equaling': 11676, 'Internal': 11677, 'Revenue': 11678, 'trusted': 11679, 'intermediary': 11680, 'fifteenth': 11681, 'magnitude': 11682, 'worried': 11683, 'assuring': 11684, 'bold': 11685, 'regretted': 11686, 'assure': 11687, 'co-operate': 11688, 'plight': 11689, 'forever': 11690, 'Switchboard': 11691, 'presid...@whitehouse.gov': 11692, 'battles': 11693, 'Watch': 11694, 'airlift': 11695, 'Emergency': 11696, 'southern': 11697, 'battling': 11698, 'survivors': 11699, 'Hurricane': 11700, 'Katrina': 11701, 'destructive': 11702, 'Hundreds': 11703, 'Orleans': 11704, 'flooded': 11705, 'mayor': 11706, 'rescuers': 11707, 'Amid': 11708, 'worsening': 11709, 'evacuate': 11710, 'stadium': 11711, 'shelter': 11712, 'Superdome': 11713, 'toilets': 11714, 'overflowing': 11715, 'Map': 11716, 'Blanco': 11717, 'directive': 11718, 'resident': 11719, 'escaping': 11720, 'hollering': 11721, 'flashing': 11722, 'Kioka': 11723, 'Associated': 11724, 'Press': 11725, 'hack': 11726, 'beauty': 11727, 'flood': 11728, 'waters': 11729, 'Flooding': 11730, 'Walls': 11731, 'breached': 11732, '1,350': 11733, '3,000': 11734, 'lb': 11735, 'sandbags': 11736, 'concrete': 11737, 'barriers': 11738, 'Biloxi': 11739, 'roof': 11740, 'barn': 11741, 'oak': 11742, 'trees': 11743, 'pines': 11744, 'letting': 11745, 'Natalie': 11746, 'McVeigh': 11747, 'Oakley': 11748, 'Blogging': 11749, 'Nagin': 11750, 'submerged': 11751, 'sections': 11752, 'Engineers': 11753, 'evacuees': 11754, 'BBC': 11755, 'Alastair': 11756, 'Leithead': 11757, 'panic': 11758, 'Heavily': 11759, 'impose': 11760, 'martial': 11761, 'stem': 11762, 'outbreaks': 11763, 'looters': 11764, 'stealing': 11765, 'non-essential': 11766, 'Casinos': 11767, 'housed': 11768, 'barges': 11769, 'hurled': 11770, 'onto': 11771, 'beach': 11772, 'Tens': 11773, 'restored': 11774, 'Hiroshima': 11775, 'Haley': 11776, 'Barbour': 11777, 'viewing': 11778, 'brunt': 11779, 'slammed': 11780, 'Gulfport': 11781, 'inland': 11782, '54': 11783, 'flats': 11784, 'municipal': 11785, 'Vincent': 11786, 'Creel': 11787, 'Mobilising': 11788, 'residents': 11789, 'prayer': 11790, 'mobilised': 11791, 'volunteers': 11792, 'dispatched': 11793, 'donate': 11794, 'organisations': 11795, 'Damage': 11796, 'estimates': 11797, 'bn': 11798, '70.85': 11799, 'barrel': 11800, 'fields': 11801, 'secretary': 11802, 'MOON': 11803, 'LANDING': 11804, 'HOAX': 11805, 'CHURCH': 11806, 'TECHNOLOGY': 11807, 'GOVERNMENT': 11808, 'Shuttle': 11809, 'Carried': 11810, 'Aircraft': 11811, 'Q': 11812, 'WASTE': 11813, 'Answered': 11814, 'Category': 11815, 'Astronomy': 11816, 'Asked': 11817, 'yheggy': 11818, 'ga': 11819, 'List': 11820, '2.00': 11821, '18:32': 11822, 'Expires': 11823, '17:32': 11824, '420072': 11825, 'googlenut': 11826, '19:14': 11827, '16.379': 11828, 'fiscal': 11829, 'Release': 11830, 'Aeronautics': 11831, 'FY04': 11832, 'enacted': 11833, 'reduction': 11834, '665': 11835, '4.319': 11836, 'Station': 11837, '1.6': 11838, 'reduces': 11839, 'ISS': 11840, 'FY05': 11841, 'Moon': 11842, 'vision': 11843, 'Crew': 11844, 'Exploration': 11845, 'CEV': 11846, '268': 11847, 'lunar': 11848, 'exploration': 11849, 'Centennial': 11850, 'Challenges': 11851, 'Neighborhood': 11852, 'Reinvestment': 11853, 'NRC': 11854, '115': 11855, 'Spacetoday.net': 11856, '16.4': 11857, 'clarification': 11858, 'rating': 11859, 'Googlenut': 11860, 'Search': 11861, 'nasa': 11862, 'Log': 11863, 'saem_aero': 11864, '18:11': 11865, 'Excellent': 11866, 'webpage': 11867, 'grade': 11868, 'crossed': 11869, 'bridge': 11870, 'airplane': 11871, 'recieved': 11872, 'mathematics': 11873, 'drove': 11874, 'cellular': 11875, 'reaped': 11876, 'outreach': 11877, 'jaqamofino': 11878, '06:02': 11879, 'HUGE': 11880, 'payers': 11881, 'wastes': 11882, 'payer': 11883, 'monies': 11884, 'Endowment': 11885, 'NEA': 11886, 'healthcare': 11887, 'housing': 11888, 'trillions': 11889, 'invent': 11890, 'cellfone': 11891, 'bridges': 11892, 'cents': 11893, 'desparate': 11894, 'dear': 11895, 'hoax': 11896, 'actully': 11897, 'Beyond': 11898, 'sponoring': 11899, '5000': 11900, 'explaining': 11901, 'votes': 11902, 'humanatarian': 11903, 'validity': 11904, 'Rockin': 11905, 'worthy': 11906, 'Abby': 11907, 'beloved': 11908, 'bless': 11909, 'flyer': 11910, 'Benefit': 11911, 'raiser': 11912, 'Roy': 11913, 'raising': 11914, 'sponsoring': 11915, 'distributing': 11916, 'Grant': 11917, 'prognosis': 11918, 'recipients': 11919, 'grows': 11920, 'exponentially': 11921, 'contribute': 11922, 'caring': 11923, 'BENEFIT': 11924, 'AUCTION': 11925, 'RAFFLE': 11926, 'ABBY': 11927, 'FREEMAN': 11928, 'JUNE': 11929, 'P.M.': 11930, 'A.M.': 11931, 'MAIN': 11932, 'STREET': 11933, 'SALOON': 11934, 'ADMISSION': 11935, 'DONATIONS': 11936, 'AT': 11937, 'DOOR': 11938, 'Freeman': 11939, 'non-Hodgkin': 11940, 'lymphoma': 11941, 'bands': 11942, \"cookin'\": 11943, 'prizes': 11944, 'Bands': 11945, 'Band': 11946, 'Contest': 11947, 'Festival': 11948, 'Cuyahoga': 11949, 'Falls': 11950, 'logging': 11951, 'Cast': 11952, 'Donations': 11953, 'Charter': 11954, 'Kendel': 11955, 'Bunnell': 11956, 'Spencer': 11957, 'Filed': 11958, '19/11/2004': 11959, 'insatiable': 11960, 'prompting': 11961, 'collisions': 11962, 'globe': 11963, 'seeks': 11964, 'intrusion': 11965, 'territorial': 11966, 'Chinese': 11967, 'soaring': 11968, 'Increased': 11969, 'petrol': 11970, 'preferably': 11971, 'apologised': 11972, 'mouthpiece': 11973, 'commented': 11974, 'prelude': 11975, 'arena': 11976, 'pariah': 11977, 'veto': 11978, 'sanctions': 11979, 'Darfur': 11980, 'invested': 11981, 'oilfield': 11982, 'exporter': 11983, 'expanded': 11984, 'overtook': 11985, 'boosted': 11986, 'ownership': 11987, 'polluting': 11988, 'coal': 11989, 'Shortages': 11990, 'cuts': 11991, 'ordered': 11992, 'avail': 11993, 'clash': 11994, 'furious': 11995, 'outbid': 11996, 'battle': 11997, 'enabling': 11998, 'overland': 11999, 'hostilities': 12000, 'Increasingly': 12001, 'Claude': 12002, 'Mandil': 12003, 'hardly': 12004, 'thinks': 12005, 'Eurasia': 12006, 'inflated': 12007, 'falters': 12008, 'plummet': 12009, 'Kindopp': 12010, 'fraction': 12011, 'aggression': 12012, 'greatest': 12013, 'wield': 12014, 'petition': 12015, 'Britain': 12016, 'Visualizations': 12017, '-----------------------------------------------': 12018, 'visualizations': 12019, 'transcendence': 12020, 'Visualisations': 12021, 'meditation': 12022, 'stick': 12023, 'intense': 12024, 'beginners': 12025, 'MP3': 12026, 'visualisations': 12027, 'lap': 12028, 'straight': 12029, 'tongue': 12030, 'breathing': 12031, 'calm': 12032, 'nose': 12033, 'Spend': 12034, 'concentrating': 12035, 'breath': 12036, 'nostrils': 12037, 'Visualization': 12038, 'Continue': 12039, 'breathe': 12040, 'slowly': 12041, 'muscles': 12042, 'lighter': 12043, 'motor': 12044, 'sensory': 12045, 'organs': 12046, 'withdrawing': 12047, 'quietness': 12048, 'melting': 12049, 'naturally': 12050, 'tropical': 12051, 'basking': 12052, 'glow': 12053, 'sun': 12054, 'Visualize': 12055, 'vivid': 12056, 'colours': 12057, 'Feel': 12058, 'warmth': 12059, 'golden': 12060, 'penetrates': 12061, 'warmer': 12062, 'surrounds': 12063, 'rays': 12064, 'familiarity': 12065, 'vastness': 12066, 'merge': 12067, 'universal': 12068, 'Mind': 12069, 'ideate': 12070, 'desire': 12071, 'Nam': 12072, 'Kevalam': 12073, 'mantra': 12074, 'serenely': 12075, 'restfully': 12076, 'limp': 12077, 'sinking': 12078, 'sand': 12079, 'earthly': 12080, 'relaxation': 12081, 'sunlight': 12082, 'warming': 12083, 'gently': 12084, 'sensed': 12085, 'merging': 12086, 'infinite': 12087, 'bathed': 12088, 'absorbing': 12089, 'ray': 12090, 'glowing': 12091, 'radiantly': 12092, 'gentle': 12093, 'breeze': 12094, 'swirls': 12095, 'relaxes': 12096, 'Open': 12097, 'Mountain': 12098, 'mountain': 12099, 'happiness': 12100, 'NAM': 12101, 'KEVALAM': 12102, 'Infinite': 12103, 'everywhere': 12104, 'wordy': 12105, 'translate': 12106, 'internally': 12107, 'intuitively': 12108, 'Touching': 12109, 'builds': 12110, 'intuition': 12111, 'synthetic': 12112, 'grapple': 12113, 'meanings': 12114, 'analytical': 12115, 'endless': 12116, 'consciousness': 12117, 'dot': 12118, 'practicing': 12119, 'miracle': 12120, 'ordinary': 12121, 'NORTH': 12122, 'CAROLINA': 12123, 'RELIGIOUS': 12124, 'COALITION': 12125, 'MARRIAGE': 12126, 'EQUALITY': 12127, 'conclude': 12128, 'gay': 12129, 'Carolina': 12130, 'Religious': 12131, 'Equality': 12132, 'extending': 12133, 'couples': 12134, 'NCRC4ME': 12135, 'signatures': 12136, 'Leaders': 12137, 'NC': 12138, 'presents': 12139, 'resolved': 12140, 'equally': 12141, 'ban': 12142, 'defeated': 12143, 'reintroduced': 12144, 'pro-same': 12145, 'CHS': 12146, 'Vestry': 12147, 'unanimously': 12148, 'Rector': 12149, 'Deacon': 12150, 'Clare': 12151, 'Supporters': 12152, 'Sign': 12153, 'postal': 12154, 'signers': 12155, 'Raleigh': 12156, 'Spirit': 12157, 'Dudley': 12158, 'Cate': 12159, '828-296-8466': 12160, 'jodud...@aol.com': 12161, '---------------------------': 12162, 'necessities': 12163, 'clothing': 12164, 'affection': 12165, 'supportive': 12166, 'liberty': 12167, 'posterity': 12168, 'affirms': 12169, 'inalienable': 12170, 'fruits': 12171, 'labor': 12172, 'Throughout': 12173, 'tyrants': 12174, 'denying': 12175, 'oppressed': 12176, 'peoples': 12177, 'nurture': 12178, 'shameful': 12179, 'slavery': 12180, 'injustice': 12181, 'denial': 12182, 'interracial': 12183, 'discriminatory': 12184, 'Denial': 12185, 'inequities': 12186, 'protest': 12187, 'clergy': 12188, 'mandated': 12189, 'civic': 12190, 'sacred': 12191, 'texts': 12192, 'traditions': 12193, 'affirm': 12194, 'coerce': 12195, 'bar': 12196, 'consenting': 12197, 'differing': 12198, 'genders': 12199, 'lets': 12200, 'scriptural': 12201, 'theological': 12202, 'liturgical': 12203, 'conscience': 12204, 'officiate': 12205, 'Likewise': 12206, 'dishonors': 12207, 'convictions': 12208, 'visibility': 12209, 'Dempsey': 12210, 'Breeze': 12211, 'FL': 12212, '850-748-0740': 12213, 'McGinnis': 12214, 'bmc...@patriot.net': 12215, 'Reason': 12216, 'Oppose': 12217, 'Nomination': 12218, 'Alito': 12219, 'Tear': 12220, 'Down': 12221, 'Balances': 12222, 'Giving': 12223, 'Fellow': 12224, 'nominated': 12225, 'vacancy': 12226, 'Consent': 12227, 'http://loveallpeople.org/usconstitutiona.txt': 12228, 'qualified': 12229, 'evaluate': 12230, 'intellect': 12231, 'graduated': 12232, 'Appeals': 12233, 'encyclopedic': 12234, 'recite': 12235, 'Judicial': 12236, 'Temperament': 12237, 'courteous': 12238, 'mild': 12239, 'mannered': 12240, 'respectful': 12241, 'meticulous': 12242, 'judges': 12243, 'loves': 12244, 'outnumber': 12245, 'Jan.': 12246, 'fifty': 12247, 'judging': 12248, 'haste': 12249, 'repent': 12250, 'leisure': 12251, 'Sometimes': 12252, 'regret': 12253, 'tragic': 12254, 'flaw': 12255, 'unacceptable': 12256, 'Justice': 12257, 'tearing': 12258, 'Unitary': 12259, 'vastly': 12260, 'Presidential': 12261, 'Constitutional': 12262, 'Legislative': 12263, 'crazy': 12264, 'Branch': 12265, 'Agencies': 12266, 'Military': 12267, 'Commander': 12268, 'boss': 12269, 'Administrator': 12270, 'Decisions': 12271, 'rendered': 12272, 'Laws': 12273, 'Dictator': 12274, 'unrestrained': 12275, 'Free': 12276, 'Brave': 12277, 'Dictatorship': 12278, 'Fascist': 12279, 'THAT': 12280, 'ALL': 12281, 'AMERICANS': 12282, 'SHOULD': 12283, 'OPPOSE': 12284, 'NOMINATION': 12285, 'SAMUEL': 12286, 'ALITO': 12287, 'Testimony': 12288, 'http://judiciary.senate.gov/testimony.cfm?id=1725&wit_id=4905': 12289, 'Descriptions': 12290, 'Links': 12291, 'http://www.UnitaryExecutive.net': 12292, 'Blessings': 12293, 'http://www.LoveAllPeople.org': 12294, 'http://www.InternetchurchOfChrist.org': 12295, 'http://www.loveallpeople.org/theonereasonwhy.html': 12296, 'http://www.loveallpeople.org/theonereasonwhy.txt': 12297, '###': 12298, 'CONTACT': 12299, '1908': 12300, 'Mt': 12301, 'Vernon': 12302, 'Ave': 12303, '2543': 12304, 'Alexandria': 12305, 'VA': 12306, '22301': 12307, '7037686710': 12308, 'Reply': 12309, 'Diplomacy': 12310, 'Trying': 12311, 'Landing': 12312, 'Hoax': 12313, 'strategies': 12314, 'relation': 12315, 'gleaned': 12316, 'underneath': 12317, 'Country': 12318, 'Numero': 12319, 'assert': 12320, 'mesh': 12321, 'economical': 12322, 'thawed': 12323, 'Dependant': 12324, 'unify': 12325, 'aims': 12326, 'landing': 12327, '2018': 12328, 'shifting': 12329, 'towards': 12330, 'programs': 12331, 'launches': 12332, 'manned': 12333, 'spaceflight': 12334, 'Secretive': 12335, 'outsiders': 12336, 'MARK': 12337, 'CARREAU': 12338, 'Copyright': 12339, 'Chronicle': 12340, 'Shenzhou': 12341, 'VI': 12342, 'spacecraft': 12343, 'Gansu': 12344, 'pair': 12345, 'embarked': 12346, 'hurtling': 12347, 'span': 12348, 'Fei': 12349, 'Junlong': 12350, 'Nie': 12351, 'Haishen': 12352, 'Jiuquan': 12353, 'Satellite': 12354, 'Launch': 12355, 'solo': 12356, 'Liwei': 12357, 'vaulted': 12358, 'communist': 12359, 'spacefaring': 12360, 'sustain': 12361, 'secretive': 12362, 'explorers': 12363, 'Joan': 12364, 'Freese': 12365, 'College': 12366, 'Newport': 12367, 'R.I': 12368, 'rush': 12369, 'buster': 12370, 'Economics': 12371, 'determiner': 12372, 'worries': 12373, 'technologies': 12374, 'delegate': 12375, 'roundtable': 12376, 'destinations': 12377, 'applaud': 12378, 'achievements': 12379, 'Allard': 12380, 'Beutel': 12381, 'stressed': 12382, 'partnership': 12383, 'multi-compartment': 12384, 'module': 12385, 'fliers': 12386, 'Earth': 12387, 'spacewalks': 12388, 'demonstrations': 12389, 'docking': 12390, 'undocking': 12391, 'assembly': 12392, 'E.': 12393, 'Pike': 12394, 'Va.': 12395, 'GlobalSecurity.org': 12396, 'jam': 12397, 'numero': 12398, 'uno': 12399, 'Cold': 12400, 'scored': 12401, 'Apollo': 12402, 'Soviets': 12403, 'V': 12404, 'Hainan': 12405, 'assemble': 12406, 'mark.carr...@chron.com': 12407, 'righter': 12408, 'righ...@sonic.net': 12409, 'alt.animals.rights.promotion': 12410, 'alt.animals': 12411, 'alt.animals.cat': 12412, 'alt.animals.ethics.vegetarian': 12413, 'alt.animals.lion': 12414, 'alt.animals.tiger': 12415, 'alt.animals.felines.diseases': 12416, 'alt.animals.dog': 12417, 'alt.animals.horses.breeding': 12418, 'alt.animals.felines.snowleopards': 12419, 'animal': 12420, 'nightmare': 12421, 'Civet': 12422, 'Cats': 12423, 'losers': 12424, 'sheds': 12425, 'degrees': 12426, 'fires': 12427, 'periodically': 12428, 'scrape': 12429, 'sweat': 12430, 'genitals': 12431, 'corporations': 12432, 'prolong': 12433, 'scent': 12434, 'perfumes': 12435, 'demons': 12436, 'GREEDY': 12437, 'cats': 12438, 'mercy': 12439, 'pasted': 12440, 'plays': 12441, 'song': 12442, 'cat': 12443, 'Meowing': 12444, 'vocals': 12445, 'furnaces': 12446, 'feelings': 12447, 'dying': 12448, 'troubled': 12449, 'slow': 12450, 'agonizing': 12451, 'Cat': 12452, 'Holocaust': 12453, 'DOING': 12454, 'judgment': 12455, 'emailed': 12456, 're-read': 12457, 'imagined': 12458, 'hellish': 12459, 'creatures': 12460, 'sweet': 12461, 'minds': 12462, 'torture': 12463, 'starters': 12464, 'uploaded': 12465, 'relaxing': 12466, 'cooked': 12467, 'Holocaust-esque': 12468, 'chambers': 12469, 't...@sonic.net': 12470, 'Thu': 12471, '02:39:27': 12472, '0800': 12473, 'SPAR': 12474, 's...@sonic.net': 12475, 'Rachels': 12476, 'fitting': 12477, 'abundance': 12478, 'greed': 12479, 'civet': 12480, 'Hunger': 12481, 'Moral': 12482, 'Obligation': 12483, 'articles': 12484, 'Singer': 12485, 'utilitarianism': 12486, 'non-human': 12487, 'entitled': 12488, 'Vegetarianism': 12489, 'Weight': 12490, 'Problem': 12491, 'intelligent': 12492, 'sociable': 12493, 'cages': 12494, 'darkened': 12495, 'temperature': 12496, 'confined': 12497, 'justifies': 12498, 'mistreatment': 12499, 'misfortune': 12500, 'perfume': 12501, 'Musk': 12502, 'scraped': 12503, 'surv': 12504, 'ive': 12505, 'musk': 12506, 'Kant': 12507, 'Animals': 12508, 'vengeance': 12509, 'trivial': 12510, 'tormented': 12511, 'effected': 12512, 'url': 12513, 'http://www.sonic.net/~fsjob/TragiCore-TheCivetCat.mp3': 12514, 'lyrics': 12515, 'audible': 12516, 'vegetarian': 12517, 'vegan': 12518, 'Farewell': 12519, 'icq': 12520, 'uin': 12521, '5249025': 12522, 'Wigner': 12523, 'Heisenberg': 12524, 'Shrodinger': 12525, '-------------------': 12526, '.:': 12527, 'VEGAN': 12528, ':.': 12529, 'MAKE': 12530, 'THOUSANDS': 12531, 'THIS': 12532, 'SCAM': 12533, 'useless': 12534, 'pre-fabricated': 12535, 'crap': 12536, 'pre-fab': 12537, 'WELL': 12538, 'GUESS': 12539, '25.00': 12540, '1000.00': 12541, '10,000.00': 12542, '42,000.00': 12543, '6.00': 12544, 'stamps': 12545, 'lottery': 12546, '..........': 12547, 'NOW': 12548, 'Suggestion': 12549, 'Print': 12550, 'postage': 12551, 'IMPORTANT': 12552, 'rip': 12553, 'adhered': 12554, 'dividends': 12555, 'PLEASE': 12556, 'EXACTLY': 12557, 'integrity': 12558, 'Mail': 12559, 'Lists': 12560, 'bucks': 12561, 'mailing': 12562, 'secondary': 12563, 'STEP': 12564, 'Get': 12565, 'pieces': 12566, 'PUT': 12567, 'ME': 12568, 'MAILING': 12569, 'LIST': 12570, '1.00': 12571, 'bills': 12572, 'EACH': 12573, 'envelope': 12574, 'thievery': 12575, 'Next': 12576, 'envelopes': 12577, 'seal': 12578, 'sealed': 12579, 'stating': 12580, 'ABSOLUTELY': 12581, 'LEGAL': 12582, '!!!!': 12583, 'requesting': 12584, 'legitimate': 12585, 'skeptical': 12586, 'Post': 12587, '1-800-238-5355': 12588, 'G.': 12589, 'Burrows': 12590, '264': 12591, 'Tor': 12592, 'Toowoomba': 12593, 'QLD': 12594, '4350': 12595, 'Luest': 12596, '366': 12597, 'Grove': 12598, '92842': 12599, 'V.': 12600, 'Bourret': 12601, 'Broome': 12602, '11222': 12603, 'R.': 12604, 'Ansems': 12605, 'Foulkesstraat': 12606, '4641': 12607, 'BW': 12608, 'Ossendrecht': 12609, 'Brumbley': 12610, '4632': 12611, 'Hilton': 12612, 'Columbus': 12613, 'Ohio': 12614, '43228': 12615, 'TWO': 12616, 'NAME': 12617, 'THREE': 12618, '24,000': 12619, 'Title': 12620, 'Sec.': 12621, '1302': 12622, '1341': 12623, 'Postal': 12624, 'Lottery': 12625, 'REMEMBER': 12626, 'retain': 12627, 'VERIFIES': 12628, 'theft': 12629, 'downloaded': 12630, 'reimbursed': 12631, 'geometrically': 12632, 'reaches': 12633, 'CASH': 12634, '*****': 12635, 'DIRECTIONS': 12636, 'POST': 12637, 'NEWS': 12638, 'GROUPS': 12639, 're-type': 12640, 'cursor': 12641, 'edit': 12642, 'menu': 12643, 'notepad': 12644, 'Save': 12645, 'settings': 12646, 'FOUR': 12647, 'Visit': 12648, 'boards': 12649, 'highlighting': 12650, 'selecting': 12651, 'Fill': 12652, 'header': 12653, 'scroll': 12654, '!!!!!!': 12655, \"'S\": 12656, 'Really': 12657, 'Wishes': 12658, 'Blue': 12659, 'Planet': 12660, 'Bad': 12661, 'Wolf': 12662, 'Whipple': 12663, 'UNITED': 12664, 'PRESS': 12665, 'INTERNATIONAL': 12666, 'Boulder': 12667, 'CO': 12668, 'UPI': 12669, 'Ever': 12670, 'ate': 12671, 'Riding': 12672, 'Hood': 12673, 'grandma': 12674, 'blew': 12675, 'thirds': 12676, 'Three': 12677, 'Pigs': 12678, 'persistently': 12679, 'reputation': 12680, 'wolf': 12681, 'exterminated': 12682, 'remnant': 12683, 'Isle': 12684, 'Royale': 12685, 'Park': 12686, 'Superior': 12687, 'Yellowstone': 12688, '1943': 12689, 'sheep': 12690, 'cattle': 12691, 'ranchers': 12692, 'extermination': 12693, 'conducted': 12694, 'gratefully': 12695, 'dusted': 12696, 'graze': 12697, 'cows': 12698, 'ruminate': 12699, 'discouraging': 12700, 'offs': 12701, 'wolves': 12702, 'Alaska': 12703, 'legend': 12704, 'UFOs': 12705, 'Sasquatch': 12706, 'fleeting': 12707, 'Wyoming': 12708, 'park': 12709, 'imported': 12710, 'captive': 12711, 'Rumor': 12712, 'renegade': 12713, 'biologist': 12714, 'caged': 12715, 'reestablish': 12716, 'caper': 12717, 'rehabilitate': 12718, 'Eventually': 12719, 'trickle': 12720, 'predator': 12721, 'Rocky': 12722, 'Mountains': 12723, 'Fish': 12724, 'Wildlife': 12725, 'albeit': 12726, 'packs': 12727, 'flourished': 12728, '850': 12729, 'roaming': 12730, 'Rockies': 12731, 'compelling': 12732, 'reintroduction': 12733, 'keystone': 12734, 'populations': 12735, 'ecology': 12736, 'variety': 12737, 'Oregon': 12738, 'OSU': 12739, 'forestry': 12740, 'professors': 12741, 'Ripple': 12742, 'Beschta': 12743, 'unfortunate': 12744, 'smacks': 12745, 'elk': 12746, 'browse': 12747, 'unmolested': 12748, 'aspen': 12749, 'willow': 12750, 'streams': 12751, 'saplings': 12752, 'erosion': 12753, 'munching': 12754, 'photographs': 12755, 'Bangs': 12756, 'recovery': 12757, 'bald': 12758, 'billiard': 12759, 'triggered': 12760, 'veritable': 12761, 'ecological': 12762, 'cascade': 12763, 'streamside': 12764, 'habitat': 12765, 'beaver': 12766, 'instance': 12767, 'uninteresting': 12768, 'willows': 12769, 'cottonwoods': 12770, 'critters': 12771, 'beavers': 12772, 'avian': 12773, 'berry': 12774, 'producing': 12775, 'shrubs': 12776, 'Plants': 12777, 'wildland': 12778, 'ecosystems': 12779, 'herd': 12780, 'markedly': 12781, 'suspicious': 12782, 'generalizations': 12783, 'cautioned': 12784, 'Wolves': 12785, 'endangered': 12786, 'altogether': 12787, 'regulations': 12788, 'conservationists': 12789, 'Colorado': 12790, 'vacated': 12791, 'FWS': 12792, 'downgrade': 12793, 'Regardless': 12794, 'distances': 12795, 'highway': 12796, 'dynamic': 12797, '31,000': 12798, 'lions': 12799, 'Pound': 12800, 'pound': 12801, 'livestock': 12802, 'occasionally': 12803, 'Brothers': 12804, 'Grimm': 12805, 'accommodate': 12806, 'courtesy': 12807, 'arriving': 12808, 'rumors': 12809, '300,000': 12810, 'hybrids': 12811, 'pets': 12812, 'survive': 12813, 'ranger': 12814, 'Glacier': 12815, 'equipped': 12816, 'DNA': 12817, 'descendants': 12818, 'examining': 12819, 'relationship': 12820, 'environmental': 12821, 'E-mail': 12822, 'sciencem...@upi.com': 12823, 'Climate': 12824, 'Humans': 12825, 'Scientists': 12826, 'Celsius': 12827, 'Fahrenheit': 12828, 'trend': 12829, 'portends': 12830, 'meanwhile': 12831, 'insects': 12832, 'altering': 12833, 'patterns': 12834, 'turns': 12835, 'surest': 12836, 'barometers': 12837, 'biologists': 12838, 'biosphere': 12839, 'acknowledging': 12840, 'Nina': 12841, 'ecologist': 12842, 'conservation': 12843, 'pioneer': 12844, 'Aldo': 12845, 'Proceedings': 12846, 'Sciences': 12847, 'uninterrupted': 12848, 'phenological': 12849, 'Phenology': 12850, 'studies': 12851, 'organism': 12852, 'cycle': 12853, 'pulse': 12854, 'phenophases': 12855, 'latitudes': 12856, 'migrations': 12857, 'flowered': 12858, 'phoebe': 12859, 'forest': 12860, 'phlox': 12861, 'blooming': 12862, 'mid-May': 12863, 'cuckoo': 12864, 'bird': 12865, 'laying': 12866, 'eggs': 12867, 'findings': 12868, 'determining': 12869, 'geographical': 12870, 'Observed': 12871, 'Impacts': 12872, 'Pew': 12873, 'researchers': 12874, 'affecting': 12875, 'biology': 12876, 'causal': 12877, 'Camille': 12878, 'Parmesan': 12879, 'occurring': 12880, 'Across': 12881, 'edge': 12882, 'career': 12883, 'studying': 12884, 'checkerspot': 12885, 'butterfly': 12886, 'migrates': 12887, 'localized': 12888, 'extinctions': 12889, 'Empirical': 12890, 'extinction': 12891, 'prematurely': 12892, 'snowstorm': 12893, 'Tree': 12894, 'swallows': 12895, 'nesting': 12896, 'Tropical': 12897, 'Bird': 12898, 'watchers': 12899, 'Caribbean': 12900, 'Sufficient': 12901, 'detectable': 12902, 'Such': 12903, 'contraction': 12904, 'ranges': 12905, 'composition': 12906, 'alterations': 12907, 'ecosystem': 12908, 'carbon': 12909, 'Alaskan': 12910, 'tundra': 12911, 'switched': 12912, 'dioxide': 12913, 'releases': 12914, 'CO2': 12915, 'stored': 12916, 'winters': 12917, 'decompose': 12918, 'coincided': 12919, 'Iceland': 12920, 'Impact': 12921, 'Assessment': 12922, 'ACIA': 12923, 'impacts': 12924, 'Corell': 12925, 'experiencing': 12926, 'rapid': 12927, 'temperatures': 12928, 'predicting': 12929, 'Ocean': 12930, 'predictions': 12931, 'Appraisal': 12932, 'falls': 12933, 'IPN': 12934, 'predict': 12935, 'rises': 12936, 'exceed': 12937, 'diminish': 12938, 'solar': 12939, 'Atlantic': 12940, 'fisheries': 12941, 'stocks': 12942, 'predicted': 12943, 'cod': 12944, 'haddock': 12945, 'saithe': 12946, 'herring': 12947, 'whiting': 12948, 'flatfish': 12949, 'crustaceans': 12950, 'lobster': 12951, 'shrimp': 12952, 'capelin': 12953, 'Greenland': 12954, 'halibut': 12955, 'varieties': 12956, 'pile': 12957, 'examined': 12958, 'chasms': 12959, 'dividing': 12960, 'examines': 12961, 'neglects': 12962, 'non-commercial': 12963, 'seals': 12964, 'butterflies': 12965, 'unconsumables': 12966, 'transcend': 12967, 'assumed': 12968, 'unspecified': 12969, 'rosy': 12970, 'tug': 12971, 'dandelions': 12972, 'Wisconsin': 12973, 'pastures': 12974, 'Sand': 12975, 'Almanac': 12976, 'Sit': 12977, 'tussock': 12978, 'cock': 12979, 'ears': 12980, 'bedlam': 12981, 'meadowlarks': 12982, 'redwings': 12983, 'upland': 12984, 'plover': 12985, 'Argentine': 12986, 'Preamble': 12987, 'gamut': 12988, '---->===}*{===<----': 12989, 'lasting': 12990, 'learnt': 12991, 'Relief': 12992, 'displaced': 12993, 'vowed': 12994, 'restore': 12995, 'breakdown': 12996, 'commentators': 12997, 'profound': 12998, 'perceived': 12999, 'inquiry': 13000, 'altered': 13001, 'Bashers': 13002, 'appalled': 13003, 'podium': 13004, 'downfalls': 13005, 'socialism': 13006, 'revolted': 13007, 'chaps': 13008, 'sight': 13009, 'detractors': 13010, 'scoring': 13011, 'Mac': 13012, 'Nottingham': 13013, 'Warming': 13014, 'Distances': 13015, 'Juggernaut': 13016, 'irrelevant': 13017, 'Windermere': 13018, 'anytime': 13019, 'depiction': 13020, 'Bulgaria': 13021, 'communistic': 13022, 'remnants': 13023, 'Believe': 13024, 'sown': 13025, 'stricken': 13026, 'Dallas': 13027, 'Fort': 13028, 'Metroplex': 13029, 'diversity': 13030, 'vacationed': 13031, 'minority': 13032, 'white': 13033, 'Arkansas': 13034, 'Montana': 13035, 'Idaho': 13036, 'workplace': 13037, 'Nashua': 13038, 'Hampshire': 13039, 'pockets': 13040, 'diverse': 13041, 'Additionally': 13042, 'standings': 13043, 'stakes': 13044, 'filmed': 13045, 'reflection': 13046, 'perceptions': 13047, 'evacuated': 13048, '1.25': 13049, 'stadiums': 13050, 'centers': 13051, 'populate': 13052, 'Galveston': 13053, 'Sure': 13054, 'shy': 13055, 'snow': 13056, 'experienced': 13057, 'booming': 13058, 'influx': 13059, 'buyers': 13060, 'household': 13061, 'rebuilding': 13062, 'Linna': 13063, 'slanted': 13064, 'admit': 13065, 'credibility': 13066, \"who's\": 13067, 'aunt': 13068, 'straightened': 13069, 'cousins': 13070, 'Aunt': 13071, 'Mayor': 13072, 'mumbo': 13073, 'jumbo': 13074, 'flogging': 13075, 'burst': 13076, 'laughing': 13077, 'mirth': 13078, 'smirk': 13079, 'trotting': 13080, 'schtick': 13081, 'resounding': 13082, 'trot': 13083, 'shunted': 13084, 'radar': 13085, 'stumping': 13086, 'refineries': 13087, 'pour': 13088, 'OPEC': 13089, 'touting': 13090, 'FREEDOM': 13091, 'polution': 13092, 'dependency': 13093, 'theirs': 13094, 'puke': 13095, 'Aries': 13096, 'Flexibility': 13097, 'motto': 13098, 'adopt': 13099, 'flow': 13100, 'ups': 13101, 'downs': 13102, 'natives': 13103, 'belts': 13104, 'curb': 13105, 'seize': 13106, 'societal': 13107, 'trends': 13108, 'creativity': 13109, 'eloquent': 13110, 'persuasive': 13111, 'enthusiastically': 13112, 'overtime': 13113, 'career-wise': 13114, 'aspiring': 13115, 'climb': 13116, 'Taurus': 13117, 'Tenacity': 13118, 'Diligence': 13119, 'aspiration': 13120, 'progresses': 13121, 'impressive': 13122, 'newfound': 13123, 'stimulating': 13124, 'Gemini': 13125, 'Success': 13126, 'knocks': 13127, 'reaping': 13128, 'wake': 13129, 'leaps': 13130, 'bounds': 13131, 'concepts': 13132, 'combines': 13133, 'earning': 13134, 'Cancer': 13135, 'Finding': 13136, 'outward': 13137, 'fits': 13138, 'starts': 13139, 'alternating': 13140, 'Enjoy': 13141, 'restful': 13142, 'hectic': 13143, 'happier': 13144, 'dissatisfaction': 13145, 'fades': 13146, 'mountains': 13147, 'Leo': 13148, 'Abundance': 13149, 'Pursuing': 13150, 'advantages': 13151, 'deciding': 13152, 'advancement': 13153, 'thin': 13154, 'Romance': 13155, 'envy': 13156, 'tight': 13157, 'inconvenient': 13158, 'advancements': 13159, 'sheer': 13160, 'Virgo': 13161, 'Perseverance': 13162, 'smoothly': 13163, 'grindstone': 13164, 'reaffirmed': 13165, 'hopeless': 13166, 'prosperity': 13167, 'accomplishments': 13168, 'Libra': 13169, 'Flex': 13170, 'beneficent': 13171, 'Jupiter': 13172, 'Happiness': 13173, 'wed': 13174, 'theme': 13175, 'satisfaction': 13176, 'Scorpio': 13177, 'Transmutation': 13178, 'transformation': 13179, 'dreamed': 13180, 'residence': 13181, 'horizons': 13182, 'cling': 13183, 'Sagittarius': 13184, 'Empowerment': 13185, 'Pluto': 13186, 'punch': 13187, 'packed': 13188, 'combination': 13189, 'effectiveness': 13190, 'gaining': 13191, 'binds': 13192, 'hindered': 13193, 'Overall': 13194, 'Capricorn': 13195, 'awaited': 13196, 'partnerships': 13197, 'Financially': 13198, 'lean': 13199, 'unbearable': 13200, 'stronger': 13201, 'wiser': 13202, 'Aquarius': 13203, 'Magic': 13204, 'intuitive': 13205, 'psychic': 13206, 'mysteries': 13207, 'universe': 13208, 'mystical': 13209, 'awareness': 13210, 'brimming': 13211, 'infuse': 13212, 'peaks': 13213, 'Pisces': 13214, 'Self': 13215, 'surprises': 13216, 'Uranus': 13217, 'unexpected': 13218, 'windfall': 13219, 'unexpectedly': 13220, 'retreats': 13221, 'regenerate': 13222, 'unpredictable': 13223, 'Remain': 13224, 'flourish': 13225, 'dictionary': 13226, 'Mayur': 13227, 'Mails': 13228, 'Everyday': 13229, 'Share': 13230, 'mailto:mayur...@yahoo.com': 13231, '09819602175': 13232, 'ymsgr:sendIM?mayursha&__Hi+Mayur...': 13233, 'offline': 13234, 'online?u=mayursha&m=g&t=1': 13235, 'Download': 13236, '-------------------------------------------------------------': 13237, 'mysterious': 13238, 'RAPHAEL': 13239, 'Holinshed': 13240, 'Neoplatonic': 13241, 'painter': 13242, 'Sanzio': 13243, 'painted': 13244, 'Fighting': 13245, 'Dragon': 13246, '06': 13247, '----------------------------------------------------------------------': 13248, 'Shakspere': 13249, 'Bridget': 13250, '-----------------------------------------------------------------------': 13251, 'ARCHILOCHUS': 13252, 'eclipse': 13253, '648': 13254, 'Koran': 13255, 'descends': 13256, '610': 13257, 'AD': 13258, 'CLEMENT': 13259, 'Methodius': 13260, 'dies': 13261, '884': 13262, 'Petrarch': 13263, 'meets': 13264, 'LAURA': 13265, '1327': 13266, 'DURER': 13267, '1528': 13268, 'BRIDGET': 13269, 'Vere': 13270, '1584': 13271, 'Walsingham': 13272, '1590': 13273, 'native': 13274, 'Crete': 13275, 'EL': 13276, 'GRECO': 13277, '1614': 13278, 'LUCIO': 13279, 'PAINT': 13280, 'Pompey': 13281, 'ha': 13282, 'MfM': 13283, 'Sc.': 13284, '}': 13285, 'plague': 13286, '1348': 13287, '1483': 13288, '1520': 13289, 'Hobbes': 13290, '1588': 13291, 'Start': 13292, 'SOUND': 13293, 'FURY': 13294, '1928': 13295, 'EARTHQUAKE': 13296, '1580': 13297, 'Historian': 13298, 'Stow': 13299, '1605': 13300, 'Sat': 13301, 'Wed': 13302, 'Alexander': 13303, 'conquered': 13304, 'Darius': 13305, 'fortunate': 13306, 'Potidea': 13307, 'JOHN': 13308, 'AUBREY': 13309, 'F.R.S.': 13310, '---------------------------------------------------------------------': 13311, 'ANTONIO': 13312, 'PEREZ': 13313, '1535': 13314, '1611': 13315, 'Labour': 13316, 'Lost': 13317, 'Adriana': 13318, 'Armatho': 13319, 'bombast': 13320, 'refugee': 13321, '1593': 13322, 'acquainted': 13323, 'ANTHONY': 13324, 'Bacon': 13325, 'intimacy': 13326, 'Spaniard': 13327, 'affectation': 13328, '1594': 13329, 'PEREGRINO': 13330, 'Holofernes': 13331, 'ridiculing': 13332, 'traveler': 13333, 'picked': 13334, 'spruce': 13335, 'odd': 13336, 'PEREGRINate': 13337, 'Scene': 13338, 'unmistakable': 13339, 'Nathaniel': 13340, 'singular': 13341, 'epithet': 13342, 'enters': 13343, 'parody': 13344, 'sobriquet': 13345, '----------------------------------------------------------------': 13346, 'Shakespeare': 13347, 'Electronic': 13348, 'Vol.': 13349, '0832': 13350, 'MGr...@usa.pipeline.com': 13351, '10:57:32': 13352, '0400': 13353, 'Facts': 13354, 'Purpose': 13355, \"1590's\": 13356, 'Essex': 13357, 'physician': 13358, 'Leicester': 13359, 'socially': 13360, 'ailment': 13361, 'Perez': 13362, 'conversos': 13363, 'undoubtedly': 13364, 'ethnically': 13365, 'Doctor': 13366, 'RODERIGO': 13367, 'LOPEZ': 13368, '1525': 13369, 'Portugese': 13370, 'Queen': 13371, 'summarily': 13372, 'quartered': 13373, 'Tyburn': 13374, '1560': 13375, 'certificate': 13376, 'Robsart': 13377, 'stairs': 13378, 'RUY': 13379, 'handily': 13380, 'comers': 13381, 'tournament': 13382, '1561': 13383, 'Libro': 13384, 'la': 13385, 'invencion': 13386, 'y': 13387, 'arte': 13388, 'del': 13389, 'Juego': 13390, 'Acedraz': 13391, 'classic': 13392, 'Chess': 13393, 'openings': 13394, '-------------------------------------------------------------------': 13395, '1530': 13396, '1647': 13397, 'Ruy': 13398, 'b.': 13399, 'Zafra': 13400, '1533': 13401, 'Atahualpa': 13402, 'inca': 13403, 'emperor': 13404, 'peru': 13405, 'learns': 13406, '1542': 13407, 'LEONARDO': 13408, 'Giovanni': 13409, 'a.k.a.': 13410, 'Il': 13411, 'Puttino': 13412, 'Boy': 13413, 'Calaria': 13414, '1550': 13415, 'Valdiviesco': 13416, 'Bishop': 13417, 'Nicaragua': 13418, '1551': 13419, 'Ivan': 13420, 'bans': 13421, '1555': 13422, 'Castling': 13423, 'castling': 13424, 'proposes': 13425, 'Introduces': 13426, 'Alcala': 13427, '1562': 13428, 'reformer': 13429, 'writings': 13430, '1570': 13431, 'Gianutto': 13432, 'della': 13433, 'Mantia': 13434, 'Horatio': 13435, 'Author': 13436, '1572': 13437, 'eminent': 13438, '1574': 13439, 'Boi': 13440, 'Ceron': 13441, 'Phillip': 13442, '1575': 13443, 'beats': 13444, 'Madrid': 13445, 'Plague': 13446, 'Cremona': 13447, 'banned': 13448, '1576': 13449, 'prisoner': 13450, 'Catherine': 13451, 'Medici': 13452, 'lopez': 13453, 'Terrible': 13454, 'Tarsia': 13455, 'Venice': 13456, 'curate': 13457, 'divert': 13458, 'idle': 13459, 'CHESS': 13460, 'fives': 13461, 'billiards': 13462, 'diversion': 13463, 'obliged': 13464, 'supposition': 13465, 'nobody': 13466, 'Quixote': 13467, 'comedy': 13468, 'emperors': 13469, 'popes': 13470, 'ends': 13471, 'strips': 13472, 'garments': 13473, 'grave': 13474, 'Sancho': 13475, 'lasts': 13476, 'mixed': 13477, 'jumbled': 13478, 'shaken': 13479, 'stowed': 13480, 'bag': 13481, 'Thou': 13482, 'doltish': 13483, 'shrewd': 13484, 'Ay': 13485, 'shrewdness': 13486, 'sticks': 13487, 'yield': 13488, 'dung': 13489, 'Freemason': 13490, 'sponsered': 13491, 'revolutions': 13492, 'French': 13493, 'Bolivar': 13494, 'Garibaldi': 13495, 'blatantly': 13496, 'Masonic': 13497, 'Nostromo': 13498, 'Tale': 13499, 'Seaboard': 13500, 'Decoud': 13501, 'exotic': 13502, 'dandy': 13503, 'Parisian': 13504, 'boulevard': 13505, 'sanded': 13506, 'cafe': 13507, 'Albergo': 13508, 'Giorgio': 13509, 'Viola': 13510, 'companion': 13511, 'coloured': 13512, 'Faithful': 13513, 'Hero': 13514, 'dimly': 13515, 'candle': 13516, 'sensations': 13517, 'Looking': 13518, 'window': 13519, 'darkness': 13520, 'impenetrable': 13521, 'buildings': 13522, 'harbour': 13523, 'obscurity': 13524, 'Placid': 13525, 'spreading': 13526, 'dumb': 13527, 'expressionless': 13528, 'motionless': 13529, 'stare': 13530, 'emptiness': 13531, 'depth': 13532, 'abyss': 13533, 'uneasy': 13534, 'overtopped': 13535, 'Juste': 13536, 'prominent': 13537, 'eyelids': 13538, 'wreathed': 13539, 'solemnity': 13540, 'dense': 13541, 'cloud': 13542, '------------------------------------------------------------------': 13543, 'Wisteria': 13544, 'Lodge': 13545, 'Murillo': 13546, 'precaution': 13547, 'satellite': 13548, 'Lucas': 13549, 'greatness': 13550, 'slept': 13551, 'avenger': 13552, 'prearranged': 13553, 'doors': 13554, 'postponed': 13555, 'crept': 13556, 'sprang': 13557, 'traitress': 13558, 'plunged': 13559, 'knives': 13560, 'rid': 13561, 'Garcia': 13562, 'gagged': 13563, 'twisted': 13564, 'swear': 13565, 'sleeve': 13566, 'gorse': 13567, 'bushes': 13568, 'winds': 13569, 'detected': 13570, 'burglar': 13571, '------------------------------------------------------': 13572, 'Neuendorffer': 13573, 'revolution': 13574, 'Sixties': 13575, 'Beast': 13576, 'Liverpool': 13577, 'Titanic': 13578, 'arrogant': 13579, 'captain': 13580, 'orchestra': 13581, 'allows': 13582, 'recording': 13583, 'studio': 13584, 'homosexuals': 13585, 'lunatics': 13586, 'Beatles': 13587, 'king': 13588, 'Enrique': 13589, 'VIII': 13590, 'adulterated': 13591, 'Bible': 13592, 'divorce': 13593, 'rein': 13594, 'divorces': 13595, 'murdering': 13596, 'fingers': 13597, 'Boleyn': 13598, 'nicknamed': 13599, 'Devil': 13600, 'Piccadilly': 13601, 'Circus': 13602, 'brothel': 13603, 'Piccadilla': 13604, 'Sin': 13605, 'nowadays': 13606, 'antichrist': 13607, 'Lennon': 13608, 'puppets': 13609, 'disintegration': 13610, 'mankind': 13611, 'Stuart': 13612, 'Sutcliffe': 13613, 'bass': 13614, 'club': 13615, 'Hamburg': 13616, 'haemorrhage': 13617, 'bruises': 13618, 'stardom': 13619, 'shrink': 13620, 'Pope': 13621, 'GOD': 13622, 'CURSE': 13623, 'fell': 13624, 'WEEK': 13625, 'LATER': 13626, 'Epstein': 13627, 'forger': 13628, 'Beatle': 13629, 'overdose': 13630, 'preach': 13631, 'magic': 13632, 'Rosemary': 13633, 'Roman': 13634, 'Polansky': 13635, 'upholstered': 13636, 'silk': 13637, 'Came': 13638, 'LSD': 13639, 'schizophrenic': 13640, 'Walrus': 13641, 'incoherent': 13642, 'expositions': 13643, 'Sympathy': 13644, 'pact': 13645, 'Rolling': 13646, 'Stones': 13647, 'guitarist': 13648, 'Mick': 13649, 'Jagger': 13650, 'assassin': 13651, 'Antichrist': 13652, 'beard': 13653, 'bogus': 13654, 'Yoko': 13655, 'Ono': 13656, 'proclaiming': 13657, 'ridiculized': 13658, 'admonished': 13659, 'ballad': 13660, 'crucify': 13661, 'distresses': 13662, 'Stone': 13663, 'magazine': 13664, 'condensed': 13665, 'Cabalah': 13666, 'tradition': 13667, 'arrogantly': 13668, 'Henley': 13669, 'Thames': 13670, 'divinity': 13671, 'throat': 13672, 'metastasis': 13673, 'McCartney': 13674, 'toying': 13675, 'planets': 13676, 'deluded': 13677, 'ego': 13678, 'sweeper': 13679, 'produces': 13680, 'advertising': 13681, 'loved': 13682, 'Heather': 13683, 'Mills': 13684, 'intimate': 13685, 'bought': 13686, 'mourning': 13687, 'promotional': 13688, 'waning': 13689, 'popularity': 13690, 'masquerade': 13691, 'pretending': 13692, 'afore': 13693, 'insecure': 13694, 'womanish': 13695, 'effeminate': 13696, 'manners': 13697, 'ugly': 13698, 'virility': 13699, 'repressed': 13700, 'homosexuality': 13701, 'film': 13702, 'uneasiness': 13703, 'sings': 13704, 'traumas': 13705, 'Asher': 13706, 'manliness': 13707, 'inferiority': 13708, 'handicapped': 13709, 'conscious': 13710, 'superiority': 13711, 'virile': 13712, 'musician': 13713, 'anymore': 13714, 'fame': 13715, 'Besides': 13716, 'intercourse': 13717, 'homosexual': 13718, 'Cavern': 13719, 'recovered': 13720, 'collar': 13721, 'tie': 13722, 'crippled': 13723, 'wore': 13724, 'boots': 13725, 'manifestations': 13726, 'studios': 13727, 'filming': 13728, 'Swedish': 13729, 'parade': 13730, 'despective': 13731, 'manner': 13732, 'ah': 13733, 'alike': 13734, 'bundle': 13735, 'greeting': 13736, 'entrance': 13737, 'Friar': 13738, 'overbearing': 13739, 'receptionist': 13740, 'Hand': 13741, 'cinema': 13742, 'despotism': 13743, 'pedantry': 13744, 'worshiped': 13745, 'chauvinisms': 13746, 'hated': 13747, 'Oasis': 13748, 'untalented': 13749, 'musicians': 13750, 'elementary': 13751, 'guitar': 13752, 'chords': 13753, 'sounded': 13754, 'poorly': 13755, 'Satanism': 13756, 'deceive': 13757, 'disguise': 13758, 'deceiving': 13759, 'ghostly': 13760, 'weakening': 13761, 'proclaimers': 13762, 'aversion': 13763, 'dissipation': 13764, 'illness': 13765, 'antisocialism': 13766, 'apprentice': 13767, 'mentally': 13768, 'manifest': 13769, 'anti': 13770, 'feminism': 13771, 'rebellion': 13772, 'addiction': 13773, 'outlines': 13774, 'youths': 13775, 'hierarchies': 13776, 'convulsed': 13777, 'misanthropy': 13778, 'misogyny': 13779, 'paedophilia': 13780, 'irrational': 13781, 'feeble': 13782, 'lasciviousness': 13783, 'existent': 13784, 'aberrations': 13785, 'manoeuvre': 13786, 'marionettes': 13787, 'misery': 13788, 'curse': 13789, 'L.P': 13790, 'CURSED': 13791, 'BY': 13792, 'throwing': 13793, 'HIGH': 13794, 'COURT': 13795, 'Five': 13796, 'yamwhatiyam': 13797, 'pop...@spinach.eat': 13798, 'alt.consumers': 13799, 'ba.consumers': 13800, 'misc.consumers.frugal-living': 13801, 'Attack': 13802, 'Looming': 13803, 'Folly': 13804, 'Rivers': 13805, 'Pitt': 13806, 't': 13807, 'u': 13808, 'h': 13809, 'Perspective': 13810, '09': 13811, 'wires': 13812, 'preparing': 13813, 'reinforcing': 13814, 'Turkish': 13815, 'Der': 13816, 'Tagesspiegel': 13817, 'mullah': 13818, 'ramifications': 13819, 'Blowback': 13820, 'amalgam': 13821, 'religiously': 13822, 'principally': 13823, 'Dawa': 13824, 'SCIRI': 13825, 'umbilical': 13826, 'essence': 13827, 'owns': 13828, 'undertake': 13829, 'twelve': 13830, 'Hawk': 13831, 'aimed': 13832, 'disgruntled': 13833, 'sham': 13834, 'probable': 13835, 'taxed': 13836, 'reprisal': 13837, 'loyal': 13838, 'escalation': 13839, 'bunker': 13840, 'bases': 13841, 'seething': 13842, 'cauldron': 13843, 'Armaments': 13844, 'Unlike': 13845, 'fifteen': 13846, 'worn': 13847, 'grueling': 13848, 'heyday': 13849, 'armaments': 13850, 'nonetheless': 13851, 'Strategic': 13852, 'Studies': 13853, '540,000': 13854, '350,000': 13855, '120,000': 13856, '1,613': 13857, '21,600': 13858, 'armored': 13859, 'vehicles': 13860, '3,200': 13861, 'artillery': 13862, '306': 13863, 'combat': 13864, 'aircraft': 13865, 'submarines': 13866, '59': 13867, 'combatants': 13868, 'amphibious': 13869, 'CSIS': 13870, 'asymmetric': 13871, 'proliferation': 13872, 'missile': 13873, 'MILNET': 13874, 'astride': 13875, 'Tanker': 13876, 'squarely': 13877, 'bullseye': 13878, 'shipping': 13879, 'Navy': 13880, 'modernizing': 13881, 'cites': 13882, 'modernization': 13883, 'troublesome': 13884, 'anti-shipping': 13885, 'anti-ship': 13886, 'patrol': 13887, 'craft': 13888, 'midget': 13889, 'arrayed': 13890, 'exit': 13891, 'Hormuz': 13892, 'mountainous': 13893, 'coastline': 13894, 'holds': 13895, 'Missile': 13896, 'batteries': 13897, 'havoc': 13898, 'fleet': 13899, 'armament': 13900, 'Sunburn': 13901, 'fastest': 13902, 'Mach': 13903, 'altitude': 13904, '2.2': 13905, 'faster': 13906, 'Harpoon': 13907, 'manufacturers': 13908, 'cripple': 13909, 'destroyer': 13910, 'Exocet': 13911, 'Recall': 13912, 'Exocets': 13913, 'USS': 13914, 'shreds': 13915, '37': 13916, 'sailors': 13917, 'carrier': 13918, 'Theodore': 13919, 'Roosevelt': 13920, '7,000': 13921, 'Sailing': 13922, 'Tarawa': 13923, 'Expeditionary': 13924, 'Strike': 13925, 'Pearl': 13926, 'Harbor': 13927, 'detection': 13928, 'chooses': 13929, 'retaliate': 13930, 'muscle': 13931, 'fired': 13932, 'grenades': 13933, 'roadside': 13934, 'vaunted': 13935, '2,210': 13936, 'guerrilla': 13937, 'lasted': 13938, 'thousand': 13939, 'decides': 13940, '23,000': 13941, 'unspeakably': 13942, 'Connection': 13943, 'condemnation': 13944, 'Rafik': 13945, 'Hariri': 13946, 'Damascus': 13947, 'conceivably': 13948, 'scoff': 13949, 'Virtually': 13950, 'credible': 13951, 'counterweight': 13952, '215,000': 13953, '4,700': 13954, 'comprised': 13955, 'eleven': 13956, 'totaling': 13957, '650': 13958, 'possesses': 13959, 'arsenals': 13960, 'ballistic': 13961, 'SCUD': 13962, 'Compounding': 13963, 'Economy': 13964, 'loom': 13965, 'engagement': 13966, 'exploding': 13967, 'hampered': 13968, 'thirst': 13969, 'inked': 13970, 'liquefied': 13971, 'Yadavaran': 13972, '150,000': 13973, 'Caspian': 13974, 'Kazakhstan': 13975, 'imperil': 13976, 'confrontation': 13977, 'palm': 13978, 'Conservative': 13979, 'surpluses': 13980, 'accumulation': 13981, 'sums': 13982, 'dumping': 13983, 'provoke': 13984, 'showdown': 13985, 'teaching': 13986, 'hegemonic': 13987, 'superpower': 13988, 'arose': 13989, 'hardest': 13990, 'ceases': 13991, 'undervalued': 13992, 'shoppers': 13993, 'Wal': 13994, 'Mart': 13995, 'shelves': 13996, 'Neiman': 13997, 'Marcus': 13998, 'incomes': 13999, 'coincides': 14000, 'rising': 14001, 'Depression': 14002, 'squeeze': 14003, 'extends': 14004, 'realm': 14005, 'Preparedness': 14006, 'overwhelm': 14007, 'foe': 14008, 'battlefield': 14009, 'cemented': 14010, 'sapped': 14011, 'decrease': 14012, 'deployments': 14013, 're-enlist': 14014, 'stretched': 14015, 'economists': 14016, 'Nobel': 14017, 'Prize': 14018, 'nationally': 14019, 'renowned': 14020, 'analyzed': 14021, 'tag': 14022, 'Bilmes': 14023, 'Laureate': 14024, 'Stiglitz': 14025, 'surpassing': 14026, 'envelops': 14027, 'involve': 14028, 'shatter': 14029, 'Add': 14030, 'implicit': 14031, 'disruption': 14032, 'Mideast': 14033, 'undersized': 14034, 'resupply': 14035, 'carriers': 14036, 'minted': 14037, 'imperiled': 14038, 'Conclusion': 14039, 'Possible': 14040, 'maniac': 14041, 'fraught': 14042, 'peril': 14043, 'catastrophe': 14044, 'envelop': 14045, 'cocked': 14046, 'hat': 14047, 'Vladimir': 14048, 'Putin': 14049, 'bluntly': 14050, 'endeavor': 14051, 'aiding': 14052, 'dangers': 14053, 'offset': 14054, 'gains': 14055, 'bubble': 14056, 'encased': 14057, 'zealot': 14058, '1600': 14059, 'consistently': 14060, 'undertaken': 14061, 'garner': 14062, 'lobbed': 14063, 'damaging': 14064, 'Karl': 14065, 'Rove': 14066, 'advisor': 14067, 'notoriously': 14068, 'ballot': 14069, 'midterms': 14070, 'gained': 14071, 'Abramoff': 14072, 'scandal': 14073, 'subsume': 14074, 'fought': 14075, 'Logic': 14076, 'insane': 14077, 'unavoidable': 14078, 'Graydon': 14079, 'excepted': 14080, '68.4': 14081, 'Number': 14082, 'Endangered': 14083, 'Threatened': 14084, 'Species': 14085, '0': 14086, 'voluntarily': 14087, '408': 14088, 'extinct': 14089, '2050': 14090, 'pollution': 14091, 'mentioning': 14092, 'paragraphs': 14093, 'EPA': 14094, 'Draft': 14095, 'Environment': 14096, '68': 14097, 'ratify': 14098, 'Kyoto': 14099, 'greenhouse': 14100, 'gases': 14101, '5.2': 14102, '1990': 14103, '2012': 14104, 'emissions': 14105, 'Percentage': 14106, 'reneged': 14107, 'regulate': 14108, '44': 14109, 'fossil': 14110, 'timber': 14111, 'mining': 14112, 'industries': 14113, 'rollbacks': 14114, 'downgrading': 14115, 'appointees': 14116, 'alumni': 14117, 'Approximate': 14118, 'injurious': 14119, 'relay': 14120, 'widest': 14121, 'Environmental': 14122, 'polluters': 14123, 'penalties': 14124, 'historically': 14125, 'valued': 14126, 'conducting': 14127, '3.7': 14128, '62': 14129, '63': 14130, 'Task': 14131, 'environmentalists': 14132, 'investigated': 14133, 'Estimated': 14134, 'premature': 14135, 'Clear': 14136, 'Skies': 14137, 'Clean': 14138, 'Water': 14139, 'violations': 14140, 'mountaintop': 14141, '750,000': 14142, 'Tons': 14143, 'polluter': 14144, '3.8': 14145, 'Superfund': 14146, 'fees': 14147, 'uncommitted': 14148, '270': 14149, 'citing': 14150, 'Negligence': 14151, 'unheeded': 14152, 'screened': 14153, 'Ground': 14154, 'Zero': 14155, '78': 14156, 'lung': 14157, 'ailments': 14158, '88': 14159, 'ear': 14160, 'Asbestos': 14161, 'Libby': 14162, 'Grace': 14163, 'produced': 14164, \"Qa'ida\": 14165, '101': 14166, '83': 14167, 'painting': 14168, 'Library': 14169, 'Prince': 14170, 'Bandar': 14171, 'ambassador': 14172, '1,700': 14173, 'visas': 14174, 'Visa': 14175, '140': 14176, 'Naturalisation': 14177, 'INS': 14178, 'legalised': 14179, 'gambling': 14180, 'linguists': 14181, 'mid-October': 14182, 'Nearly': 14183, 'Reward': 14184, 'Dick': 14185, 'Donald': 14186, 'Rumsfeld': 14187, 'Wolfowitz': 14188, 'Perle': 14189, 'Representatives': 14190, 'Newspaper': 14191, 'GI': 14192, 'toys': 14193, 'Ambitious': 14194, 'warrior': 14195, '130': 14196, '191': 14197, 'recognised': 14198, 'spends': 14199, '401.3': 14200, 'Saviour': 14201, 'spurs': 14202, 'gift': 14203, '2.5': 14204, '237': 14205, 'Minimum': 14206, 'misleading': 14207, 'Henry': 14208, 'Waxman': 14209, 'simultaneous': 14210, 'Actual': 14211, 'cement': 14212, 'factory': 14213, '80,000': 14214, 'delays': 14215, '4.7': 14216, '680': 14217, 'reconstruction': 14218, 'Bechtel': 14219, '2.8': 14220, 'Value': 14221, '35': 14222, 'suspended': 14223, 'Criminal': 14224, '92': 14225, 'urban': 14226, 'potable': 14227, '1945': 14228, 'Death': 14229, 'coffins': 14230, 'photographed': 14231, 'memorial': 14232, 'attended': 14233, 'Interceptor': 14234, 'outfitting': 14235, 'masks': 14236, 'investigators': 14237, 'autumn': 14238, '90': 14239, 'detectors': 14240, 'defective': 14241, '87': 14242, 'Humvees': 14243, 'armour': 14244, 'stopping': 14245, 'protecting': 14246, 'landmines': 14247, 'Making': 14248, '3.29': 14249, 'Nationwide': 14250, 'grants': 14251, '94.40': 14252, 'Samoa': 14253, '5.87': 14254, '77.92': 14255, 'alma': 14256, 'mater': 14257, '215': 14258, 'surveyed': 14259, 'Mayors': 14260, 'dime': 14261, 'airports': 14262, 'screening': 14263, 'baggage': 14264, '22,600': 14265, 'unscreened': 14266, 'passenger': 14267, '95': 14268, 'subjected': 14269, 'inspection': 14270, '5.5': 14271, 'budgeted': 14272, 'vaccines': 14273, 'pathogens': 14274, 'Centres': 14275, 'advantaged': 14276, '10.9': 14277, 'unaffected': 14278, 'sweeping': 14279, '42,000': 14280, 'Skull': 14281, 'Bones': 14282, 'McCallum': 14283, 'SEC': 14284, 'Donaldson': 14285, '189': 14286, '113': 14287, 'Pioneer': 14288, 'bundling': 14289, 'cheques': 14290, 'Pioneers': 14291, 'bankruptcies': 14292, 'recession': 14293, '489': 14294, 'deficit': 14295, '5.6': 14296, 'Projected': 14297, '7.22': 14298, 'mid-2004': 14299, 'cutter': 14300, '39': 14301, 'phased': 14302, '30,858': 14303, 'tsar': 14304, '9.3': 14305, '2.3': 14306, 'Friend': 14307, '34.6': 14308, '6.8': 14309, 'defines': 14310, 'subsidies': 14311, 'richest': 14312, '1e': 14313, 'Loss': 14314, 'stockholders': 14315, '205': 14316, '59,339': 14317, 'jet': 14318, 'Length': 14319, 'Kenny': 14320, 'Lawman': 14321, '57': 14322, 'Aids': 14323, 'abstinence': 14324, 'programmes': 14325, 'libertarian': 14326, 'admits': 14327, 'Guantánamo': 14328, 'Cuba': 14329, 'nationalities': 14330, 'detainees': 14331, 'Guantanamo': 14332, 'prisoners': 14333, 'handcuffed': 14334, 'shackled': 14335, 'surgical': 14336, 'earmuffs': 14337, 'blindfolds': 14338, 'mid-2003': 14339, 'psychiatrists': 14340, '43.6': 14341, '2.4': 14342, 'Image': 14343, 'booster': 14344, '2,500': 14345, 'Rank': 14346, 'Attitudes': 14347, '1949': 14348, '23.8': 14349, '85': 14350, 'Indonesians': 14351, 'unfavourable': 14352, 'endorsements': 14353, 'longest': 14354, 'Record': 14355, 'holder': 14356, 'Briefing': 14357, 'Determined': 14358, 'Targets': 14359, 'ranch': 14360, 'retreat': 14361, 'Kennebunkport': 14362, 'Maine': 14363, 'fool': 14364, 'trick': 14365, 'Factors': 14366, '52': 14367, 'midterm': 14368, 'Election': 14369, 'Software': 14370, 'Economist': 14371, '185': 14372, 're-election': 14373, 'expects': 14374, 'raisers': 14375, '187': 14376, '64.2': 14377, 'Rangers': 14378, 'WMDs': 14379, 'describe': 14380, 'Evangelicals': 14381, 'saviour': 14382, 'interpret': 14383, 'voters': 14384, 'Ugh': 14385, 'stupid': 14386, 'sisters': 14387, 'ohh': 14388, 'dads': 14389, 'lonely': 14390, 'forgive': 14391, 'Equine': 14392, 'collages': 14393, 'uk': 14394, 'NEED': 14395, 'HELP': 14396, '!!!?': 14397, 'foundation': 14398, 'Horse': 14399, 'psychology': 14400, 'employs': 14401, 'Hartpury': 14402, 'Merrist': 14403, 'NVQ': 14404, 'equine': 14405, 'HND': 14406, 'UCAS': 14407, 'Woking': 14408, 'Surrey': 14409, 'Moreton': 14410, 'Morrell': 14411, 'Coventry': 14412, 'Warwickshire': 14413, 'Gloucestershire': 14414, 'Go': 14415, 'universities': 14416, 'Pacquiao': 14417, 'Philipines': 14418, 'famous': 14419, 'Cheap': 14420, 'hookers': 14421, 'intimidating': 14422, 'blush': 14423, 'japanese': 14424, 'dress': 14425, 'nasty': 14426, 'insulting': 14427, 'undesirable': 14428, 'puttagenius': 14429, 'caloy': 14430, 'gro': 14431, 'irene': 14432, 'filipinos': 14433, 'plunge': 14434, 'pit': 14435, 'expulse': 14436, 'rotten': 14437, 'overs': 14438, 'dinasaurs': 14439, 'texting': 14440, 'Limerick': 14441, 'pros': 14442, 'cons': 14443, 'L.I.T': 14444, 'Moyross': 14445, 'ppl': 14446, 'sh*t': 14447, 'loads': 14448, 'spoilt': 14449, 'Orla': 14450, 'directing': 14451, \"AREA'S\": 14452, 'limerick': 14453, 'nowhere': 14454, 'university': 14455, 'myTouch': 14456, '4G': 14457, 'crashes': 14458, 'custom': 14459, 'ROMs': 14460, 'install': 14461, 'MIUI': 14462, 'newest': 14463, 'Cyanogen': 14464, 'Mod': 14465, 'voided': 14466, 'warrenty': 14467, 'installing': 14468, 'roms': 14469, 'ROM': 14470, 'cynangon': 14471, 'mod': 14472, 'clockwork': 14473, 'Cynagon': 14474, 'rom': 14475, 'bugless': 14476, 'beast': 14477, 'baked': 14478, 'snake': 14479, 'launcher': 14480, 'adw': 14481, 'mytouch': 14482, '4g': 14483, 'moors': 14484, 'penines': 14485, 'Yorkshire': 14486, 've': 14487, 'yorkshire': 14488, 'distance': 14489, 'werewolf': 14490, 'london': 14491, 'bleak': 14492, 'antiquities': 14493, 'burial': 14494, 'mounds': 14495, 'stone': 14496, 'settlements': 14497, 'farmlands': 14498, 'skies': 14499, 'wash': 14500, 'goodness': 14501, 'farms': 14502, 'stood': 14503, 'moorland': 14504, 'purple': 14505, 'heather': 14506, 'wildlife': 14507, 'wildflowers': 14508, 'appy': 14509, 'lope': 14510, 'stride': 14511, 'tick': 14512, 'spur': 14513, 'concentrate': 14514, 'essential': 14515, 'Lope': 14516, 'jog': 14517, 'OLYMPUS': 14518, 'X940': 14519, 'DIGITAL': 14520, 'CAMERA': 14521, 'digital': 14522, 'camera': 14523, 'wel': 14524, 'sony': 14525, 'anyways': 14526, 'olympus': 14527, 'any1': 14528, 'ur': 14529, 'gud': 14530, 'casual': 14531, 'photography': 14532, 'wht': 14533, 'abt': 14534, 'comparable': 14535, 'mega': 14536, 'pixel': 14537, 'n': 14538, 'optical': 14539, 'zoom': 14540, 'wud': 14541, 'Olympus': 14542, '940': 14543, 'Megapixel': 14544, 'Digital': 14545, 'Camera': 14546, 'filters': 14547, 'sorts': 14548, 'def': 14549, 'VERY': 14550, 'satisfied': 14551, 'photos': 14552, 'nikon': 14553, 'dslr': 14554, 'lens': 14555, 'sensor': 14556, 'infinity': 14557, 'photo': 14558, 'smallest': 14559, 'aperture': 14560, 'expose': 14561, 'stops': 14562, 'Cure': 14563, 'cleaned': 14564, 'Pixel': 14565, 'Mapping': 14566, 'sensors': 14567, 'flipped': 14568, 'pixels': 14569, 'exposures': 14570, 'skilled': 14571, 'migrant': 14572, 'visa': 14573, 'NZ': 14574, '.???': 14575, 'poles': 14576, 'preferable': 14577, 'depends': 14578, 'restricted': 14579, 'restrict': 14580, 'dine': 14581, 'Clark': 14582, 'Walk': 14583, 'BIG': 14584, 'BOWL': 14585, 'THAI': 14586, 'FOOD': 14587, 'ASIAN': 14588, 'BEST': 14589, 'PLACE': 14590, 'EVER': 14591, '!!!!!!!!!!!!': 14592, 'appetizers': 14593, 'meal': 14594, 'coupons': 14595, 'http://www.restaurant.com': 14596, 'chains': 14597, 'walking': 14598, 'mice': 14599, 'unresponsive': 14600, 'infected': 14601, 'dears': 14602, ':(': 14603, 'arsenic': 14604, 'vet': 14605, 'snap': 14606, 'trap': 14607, 'rats': 14608, 'invasive': 14609, 'Arm': 14610, 'Hammer': 14611, 'Crayola': 14612, 'Clay': 14613, 'giraffes': 14614, 'homemade': 14615, 'artistic': 14616, 'giraffe': 14617, 'sculpture': 14618, 'sculpted': 14619, 'dried': 14620, 'fragile': 14621, 'paint': 14622, 'kiln': 14623, 'clay': 14624, 'armatures': 14625, 'wire': 14626, 'armature': 14627, 'acrylic': 14628, 'kitten': 14629, 'forida': 14630, 'carolina': 14631, 'camping': 14632, 'cabin': 14633, 'virginia': 14634, 'adapt': 14635, 'litter': 14636, 'Mitten': 14637, '0nside': 14638, 'harness': 14639, 'leash': 14640, 'pan': 14641, 'surroundings': 14642, 'stress': 14643, 'depressed': 14644, 'cleaners': 14645, 'parakeet': 14646, 'dust': 14647, 'budgie': 14648, 'pledge': 14649, 'swiffer': 14650, 'duster': 14651, 'cleaner': 14652, 'ventilated': 14653, 'parakeets': 14654, 'Nothing': 14655, 'cotton': 14656, 'diapers': 14657, 'damp': 14658, 'Swiffer': 14659, 'micro-fiber': 14660, 'Miracle': 14661, 'Cloth': 14662, 'fantastic': 14663, 'fabric': 14664, 'softener': 14665, 'sheets': 14666, 'cleaning': 14667, 'ruins': 14668, 'grabbing': 14669, 'http://www.solutions.com/jump.jsp?itemID=1361&itemType=PRODUCT&path=1%2C3%2C477&iProductID=1361': 14670, 'lingering': 14671, 'fragrance': 14672, 'injure': 14673, 'RP': 14674, 'haha': 14675, 'LOL': 14676, 'Callum': 14677, 'saaaaaam': 14678, '!?': 14679, 'situations': 14680, 'D:': 14681, 'guz': 14682, 'whoooooo': 14683, 'stupidity': 14684, '=(': 14685, 'EDIT': 14686, 'callum': 14687, 'gpa': 14688, 'u.k': 14689, 'rep.': 14690, 'ireland': 14691, 'irish': 14692, 'dongle': 14693, 'pc': 14694, 'normall': 14695, 'USB': 14696, 'Region': 14697, 'aka': 14698, 'PAL': 14699, 'broadband': 14700, 'DELL': 14701, 'Acer': 14702, 'Asus': 14703, 'eMachines': 14704, 'newborn': 14705, 'reside': 14706, 'gallon': 14707, 'fry': 14708, 'breeder': 14709, 'eaten': 14710, 'Feed': 14711, 'flakes': 14712, 'Provide': 14713, 'overcrowded': 14714, 'pet': 14715, 'stores': 14716, 'foods': 14717, 'jack': 14718, 'dempsey': 14719, 'offspring': 14720, 'Monopoly': 14721, '!!!!!!!!!!!!!!!!!!!!!': 14722, 'POINTS': 14723, '!!!!!!!!!!?': 14724, 'Mcdonald': 14725, 'wan': 14726, 'EXTRA': 14727, 'Large': 14728, 'Fries': 14729, 'PIECES': 14730, 'drinks': 14731, 'REWARDED': 14732, '!!!!!!!!!!!': 14733, 'THANK': 14734, '!!!!!!!!!!!!!': 14735, ':D': 14736, '(:': 14737, 'http://www.playatmcd.com/en-us/Main/Gameboard': 14738, 'Peels': 14739, 'Chicken': 14740, 'McNuggets': 14741, 'fries': 14742, 'Medium': 14743, 'Fountain': 14744, 'Drink': 14745, 'McCAFE': 14746, 'Filet': 14747, 'Hash': 14748, 'Browns': 14749, 'Egg': 14750, 'McMuffin': 14751, 'Sausage': 14752, 'Fruit': 14753, 'Maple': 14754, 'Oatmeal': 14755, 'bearded': 14756, 'dragon': 14757, 'spines': 14758, 'becca': 14759, 'beardies': 14760, 'ovr': 14761, 'yrs': 14762, 'lik': 14763, 'eneedle': 14764, 'ar': 14765, 'pillow': 14766, 'prickly': 14767, 'cactus': 14768, 'puff': 14769, 'badder': 14770, 'scratch': 14771, 'lil': 14772, 'Beardies': 14773, 'delicate': 14774, 'predators': 14775, 'adaptation': 14776, 'kimberwick': 14777, 'Used': 14778, 'horses': 14779, 'pullers': 14780, 'hacking': 14781, 'hunting': 14782, 'ported': 14783, 'mouths': 14784, 'precise': 14785, 'pelham': 14786, 'slots': 14787, 'reins': 14788, 'poll': 14789, 'Useful': 14790, 'younger': 14791, 'independently': 14792, 'snaffle': 14793, 'vague': 14794, 'rider': 14795, 'canon': 14796, 't3i': 14797, 'november': 14798, '~': 14799, 'christmas': 14800, 'yeaa': 14801, 'cunclude': 14802, 'canan': 14803, 'tips': 14804, ':O': 14805, 'Canon': 14806, 'EOS': 14807, 'T2i': 14808, 'quicker': 14809, 'DSLR': 14810, 'Buying': 14811, 'Guide': 14812, 'http://www.the-dslr-photographer.com/2009/11/which-dslr-to-buy/': 14813, 'kido': 14814, 'smile': 14815, 'POP': 14816, 'icing': 14817, 'PoP': 14818, 'plaster': 14819, 'sculpting': 14820, 'uncommon': 14821, 'unset': 14822, 'wet': 14823, 'mud': 14824, 'Plaster': 14825, 'chemically': 14826, 'cools': 14827, 'dries': 14828, 'soaked': 14829, 'mold': 14830, 'slip': 14831, 'casting': 14832, 'molding': 14833, 'wax': 14834, 'soaking': 14835, 'http://www.mikegigi.com/castgobl.htm#LGGOBPROJ': 14836, 'Dwarf': 14837, 'Hamster': 14838, 'Noise': 14839, 'Wheel': 14840, 'dwarf': 14841, 'disturb': 14842, 'thei': 14843, 'energetic': 14844, 'hers': 14845, 'wheels': 14846, 'noise': 14847, 'rubber': 14848, 'edges': 14849, 'Super': 14850, 'Pet': 14851, 'Silent': 14852, 'Spinner': 14853, 'Exercise': 14854, '10.99': 14855, '12.99': 14856, 'PETSMART': 14857, 'hamster': 14858, 'HATES': 14859, 'MORE': 14860, 'digs': 14861, 'jumps': 14862, 'noiseless': 14863, 'squeaks': 14864, 'wrath': 14865, 'bored': 14866, 'boarding': 14867, 'Howrah': 14868, 'Asansol': 14869, 'stations': 14870, 'Calcutta': 14871, 'Foreigner': 14872, 'reservation': 14873, 'Reservation': 14874, 'desired': 14875, 'halts': 14876, 'TC': 14877, 'allot': 14878, 'inquire': 14879, 'railway': 14880, 'railways': 14881, 'petsmart': 14882, 'Josalyn': 14883, 'Leainne': 14884, 'drama': 14885, 'mcallister': 14886, 'deli': 14887, \"',\": 14888, 'mormon': 14889, 'hvae': 14890, 'pwople': 14891, 'hirier': 14892, '2;30': 14893, 'h=guys': 14894, 'Jeez': 14895, 'punctuation': 14896, 'Cover': 14897, 'resumes': 14898, 'typos': 14899, 'whatnot': 14900, 'Nope': 14901, '2015': 14902, 'semester': 14903, 'reapply': 14904, 'embassy': 14905, 'ANY': 14906, 'Visas': 14907, 'Study': 14908, 'Permits': 14909, 'administered': 14910, 'Citizenship': 14911, 'applications': 14912, 'C&IC': 14913, 'http://www.cic.gc.ca/english/index.asp': 14914, 'Prevent': 14915, 'Escaping': 14916, 'Cage': 14917, 'videos': 14918, 'youtube': 14919, 'escaped': 14920, 'FREAK': 14921, 'OUT': 14922, 'aquarium': 14923, 'cage': 14924, 'plastic': 14925, 'rat': 14926, 'chicken': 14927, 'wiring': 14928, 'rodents': 14929, 'hamsters': 14930, 'flatten': 14931, 'pancake': 14932, 'slide': 14933, 'whhich': 14934, 'IMPOSSIBLE': 14935, 'http://www.petsathome.com/shop/combi-1-dwarf-hamster-cage-by-ferplast-15986': 14936, 'spacious': 14937, 'Aquiriums': 14938, 'airway': 14939, 'dwarfs': 14940, 'cm': 14941, 'hammy': 14942, 'Rachel': 14943, 'Traveler': 14944, 'unknowledgeable': 14945, 'dislike': 14946, 'enviroment': 14947, 'unhappy': 14948, '18th': 14949, 'reassure': 14950, 'atm': 14951, 'Advice': 14952, 'Hotels': 14953, 'prefere': 14954, 'sleeping': 14955, 'Wool': 14956, 'Light': 14957, 'itchy': 14958, 'Hit': 14959, 'beg': 14960, 'spare': 14961, 'survival': 14962, 'Vietnamese': 14963, 'Mayko': 14964, 'Meiko': 14965, 'Regenesis': 14966, 'actress': 14967, 'Nguyen': 14968, 'fathers': 14969, 'orphans': 14970, 'E.g': 14971, 'Thanh': 14972, '===>': 14973, 'Thi': 14974, 'Thuy': 14975, 'Lan': 14976, 'origination': 14977, 'splitter': 14978, 'filter': 14979, 'ADSL': 14980, 'ph': 14981, 'connected': 14982, 'buzzing': 14983, 'disconnected': 14984, 'stil': 14985, 'Woud': 14986, 'modem': 14987, 'static': 14988, 'DSL': 14989, 'EVERYTHING': 14990, 'EXCEPT': 14991, 'filtered': 14992, 'alarm': 14993, 'boxes': 14994, 'doubling': 14995, 'jacks': 14996, 'connects': 14997, 'Holga': 14998, 'whilst': 14999, 'wind': 15000, 'darkroom': 15001, 'rewind': 15002, 'owners': 15003, 'easiest': 15004, 'scratched': 15005, 'folds': 15006, 'neatly': 15007, 'Adorama': 15008, 'http://www.adorama.com/BLCBS.html': 15009, 'DIY': 15010, 'YouTube': 15011, 'channel': 15012, 'http://bit.ly/kPlaylists': 15013, 'lo': 15014, 'fi': 15015, 'http://dianacamera.com': 15016, 'statue': 15017, 'censored': 15018, 'sophomore': 15019, 'Statue': 15020, 'florence': 15021, 'clothes': 15022, 'mid-cities': 15023, 'metro': 15024, 'parental': 15025, 'nudes': 15026, 'museum': 15027, 'female': 15028, 'pools': 15029, 'beaches': 15030, 'manikins': 15031, 'store': 15032, 'display': 15033, 'skipping': 15034, 'prudish': 15035, 'ignoramus': 15036, 'Better': 15037, 'Steakhouse': 15038, 'Philadelphia': 15039, 'steak': 15040, 'staying': 15041, 'decor': 15042, 'Davio': 15043, 'Del': 15044, 'Frisco': 15045, 'Sidenote': 15046, 'Capital': 15047, 'Grille': 15048, 'Barclay': 15049, 'Palm': 15050, 'Rib': 15051, 'Morton': 15052, 'weighed': 15053, 'chosen': 15054, 'taste': 15055, 'lovely': 15056, 'HAMSTERS': 15057, 'steam': 15058, 'd': 15059, 'Rodents': 15060, 'bedding': 15061, 'ammonia': 15062, 'urine': 15063, 'aways': 15064, 'european': 15065, 'Jeju': 15066, 'Namsan': 15067, 'Tower': 15068, 'amusement': 15069, 'parks': 15070, 'Lotte': 15071, 'Everland': 15072, 'Carribbean': 15073, '^_^': 15074, 'http://3.bp.blogspot.com/-X_e2uwT6wPw/Tkj_7UVTw6I/AAAAAAAAAGs/e_hICAdYPYI/s1600/lotte_world_from_high_up.jpg': 15075, 'indoors': 15076, 'outdoors': 15077, 'Resort': 15078, 'http://v2.cache7.c.bigcache.googleapis.com/static.panoramio.com/photos/original/42661265.jpg?redirect_counter=2': 15079, 'http://tong.visitkorea.or.kr/cms/resource/81/188181_image2_1.jpg': 15080, 'tower': 15081, 'http://farm3.static.flickr.com/2406/2527255596_db23df940f.jpg': 15082, 'Hoped': 15083, 'jejudo': 15084, 'jeju': 15085, 'll': 15086, 'dove': 15087, 'streaks': 15088, 'picky': 15089, 'petco': 15090, 'Doves': 15091, 'pigeon': 15092, 'Seed': 15093, 'eaters': 15094, 'bread': 15095, 'worms': 15096, 'shallow': 15097, 'dish': 15098, 'drink': 15099, 'bait': 15100, 'petshoppe': 15101, 'container': 15102, 'wheat': 15103, 'corn': 15104, 'paris': 15105, 'cdg': 15106, 'montparnasse': 15107, 'france': 15108, 'CDG': 15109, 'ty': 15110, 'RER': 15111, 'Buy': 15112, 'Saint': 15113, 'Michel': 15114, 'Notre': 15115, 'Dame': 15116, 'Porte': 15117, \"d'\": 15118, 'Montparnasse': 15119, 'Bienvenue': 15120, 'Opera': 15121, 'Bus': 15122, 'Vanves': 15123, 'Balard': 15124, 'Invalides': 15125, 'Chatillon': 15126, 'Montrouge': 15127, 'Photography': 15128, 'smooth': 15129, 'crisp': 15130, 'editing': 15131, 'GIMP': 15132, 'shots': 15133, 'http://www.flickr.com/photos/adamtolle/6094960940/in/set-72157627535453128/': 15134, 'Thx': 15135, 'gimp': 15136, 'blak': 15137, '>>>': 15138, 'brightness': 15139, 'modes': 15140, 'tutorial': 15141, 'http://gimpedblog.blogspot.com/2011/09/gimp-video-tutorial-how-to-convert.html': 15142, 'adjusting': 15143, 'chef': 15144, 'http://gimpedblog.blogspot.com/2011/09/how-to-use-gimp-for-beginners-lesson-4.html': 15145, 'Picasa': 15146, 'photoshop': 15147, 'CS5': 15148, 'macbook': 15149, 'photoscape': 15150, 'cheapest': 15151, 'surgeons': 15152, 'thailand': 15153, 'boob': 15154, 'artwork': 15155, 'perform': 15156, 'Cheapest': 15157, 'clinic': 15158, 'Bumrungard': 15159, 'Yanhee': 15160, 'brakes': 15161, 'parachute': 15162, 'infections': 15163, 'accidental': 15164, 'nicks': 15165, 'screw': 15166, 'Bumrungrad': 15167, 'cheaper': 15168, 'http://www.bumrungrad.com/en/patient-services/clinics-and-centers/plastic-surgery-thailand-bangkok/breast-augmentation-ba': 15169, 'Hospitals': 15170, 'gravy': 15171, 'licks': 15172, 'canned': 15173, 'label': 15174, 'Canned': 15175, 'moisture': 15176, 'spoilage': 15177, 'male': 15178, 'blender': 15179, 'anemic': 15180, 'mash': 15181, 'spoon': 15182, 'riding': 15183, 'hill': 15184, 'cantering': 15185, 'talented': 15186, 'Olympic': 15187, 'spooky': 15188, 'graceful': 15189, 'sliding': 15190, 'bond': 15191, 'rides': 15192, 'ribbons': 15193, 'galloping': 15194, 'quiet': 15195, 'encounters': 15196, 'foxes': 15197, 'deer': 15198, 'woodpeckers': 15199, 'pecking': 15200, 'Fascinating': 15201, 'nano': 15202, 'reef': 15203, 'fiji': 15204, 'carribean': 15205, 'maintaining': 15206, 'gravity': 15207, '1.024': 15208, 'powerhead': 15209, 'sump': 15210, 'intake': 15211, 'protein': 15212, 'skimmer': 15213, 'overflow': 15214, 'hang': 15215, 'piping': 15216, 'pump': 15217, 'hose': 15218, 'Hydor': 15219, 'SlimSkim': 15220, 'Nano': 15221, 'NOOK': 15222, 'Color': 15223, 'Tablet': 15224, 'HD': 15225, 'battery': 15226, 'processor': 15227, 'iPad': 15228, 'Kindle': 15229, 'e-reader': 15230, 'Fire': 15231, 'mini': 15232, 'tablet': 15233, 'darn': 15234, 'Judging': 15235, 'Basically': 15236, 'microphone': 15237, 'http://www.squidoo.com/nook-tablet': 15238, 'eReader': 15239, 'Comparison': 15240, 'HTC': 15241, 'Flyer': 15242, 'http://www.droidforums.net/forum/droid-news/181335-ereader-tablet-comparison-b-n-nook-tablet-b-n-nook-color-kindle-fire-htc-flyer.html': 15243, 'Pubs': 15244, 'Philly': 15245, 'Food': 15246, 'awesome': 15247, 'american': 15248, 'tavern': 15249, '=)': 15250, 'philly': 15251, \"to's\": 15252, 'Magazine': 15253, 'suburbs': 15254, 'Wishing': 15255, 'burger': 15256, 'Chickie': 15257, 'Pete': 15258, 'gosh': 15259, 'crab': 15260, 'betta': 15261, 'beginner': 15262, 'gravel': 15263, 'tear': 15264, 'fins': 15265, 'conditioner': 15266, 'sponge': 15267, 'bettas': 15268, 'heater': 15269, '82': 15270, 'Lights': 15271, 'optinal': 15272, 'nessasary': 15273, 'aquasafe': 15274, 'algae': 15275, 'lazers': 15276, 'Wang': 15277, 'recovering': 15278, 'comic': 15279, 'sci': 15280, 'movies': 15281, 'laser': 15282, 'sights': 15283, 'mount': 15284, 'wang': 15285, 'beam': 15286, 'Mount': 15287, 'grip': 15288, 'Laser': 15289, 'grips': 15290, 'wangs': 15291, 'Remove': 15292, 'screws': 15293, 'semi-automatic': 15294, 'Newer': 15295, 'rail': 15296, 'receiver': 15297, 'shaft': 15298, 'multi': 15299, 'devices': 15300, 'flashlight': 15301, 'Prepare': 15302, 'Tighten': 15303, 'securely': 15304, 'Flip': 15305, 'feeds': 15306, 'transitional': 15307, 'scream': 15308, 'sleeps': 15309, 'Budgies': 15310, 'breast': 15311, 'feeding': 15312, 'bisexual': 15313, 'titts': 15314, 'feathered': 15315, 'Ignore': 15316, 'btw': 15317, 'canada': 15318, 'provider': 15319, 'canadian': 15320, 'wireless': 15321, '611': 15322, 'cell': 15323, 'compatible': 15324, 'Ye$': 15325, 'Text': 15326, 'CANADA': 15327, 'U$': 15328, 'Thi$': 15329, '$ervice': 15330, 'co$t': 15331, 'varie$': 15332, 'WiFi': 15333, '$ometime$': 15334, 'companie': 15335, '$involved': 15336, '$ome': 15337, 'unde$tood': 15338, 'me$$age': 15339, 'Fernando': 15340, 'becouse': 15341, 'panicking': 15342, 'bouild': 15343, 'carrot': 15344, 'tube': 15345, 'realtion': 15346, 'useing': 15347, 'CHILL': 15348, 'Firstly': 15349, 'hammie': 15350, 'Thirdly': 15351, 'cge': 15352, 'ans': 15353, 'willl': 15354, 'explore': 15355, 'smells': 15356, 'noises': 15357, 'comfy': 15358, 'Fujairah': 15359, 'suitable': 15360, 'Dubai': 15361, 'LIVE': 15362, 'THERE': 15363, 'Fishing': 15364, 'Jet': 15365, 'snorkeling': 15366, 'diving': 15367, 'finishing': 15368, 'quieter': 15369, 'mins': 15370, 'Visited': 15371, 'economics': 15372, 'skill': 15373, 'console': 15374, 'PS3': 15375, 'BOX': 15376, 'Kinect': 15377, 'DS': 15378, 'PSP': 15379, 'newer': 15380, 'Wii': 15381, 'U': 15382, 'PS4': 15383, 'Interface': 15384, 'JOYSTICK': 15385, 'coz': 15386, 'joystick': 15387, 'discomfort': 15388, 'XBOX': 15389, 'Joys': 15390, 'soo': 15391, 'comfyy': 15392, 'playstation': 15393, 'Xbox': 15394, 'halfway': 15395, 'lifetime': 15396, 'kinect': 15397, 'wii': 15398, 'lifespan': 15399, 'seizure': 15400, 'bounces': 15401, 'ascertain': 15402, 'wildly': 15403, 'lifespans': 15404, 'conceivable': 15405, 'Indoor': 15406, 'cared': 15407, 'Older': 15408, 'urinary': 15409, 'tract': 15410, 'Male': 15411, 'Stories': 15412, 'outdoor': 15413, 'expectancy': 15414, 'Devon': 15415, 'bonus': 15416, 'Gaining': 15417, 'loosing': 15418, 'cockatiel': 15419, 'gesture': 15420, 'resorted': 15421, 'Eating': 15422, 'flock': 15423, 'pace': 15424, 'ruin': 15425, 'Patience': 15426, 'cuddly': 15427, 'tame': 15428, 'dat': 15429, 'breyer': 15430, 'breyers': 15431, 'stables': 15432, 'barns': 15433, 'stalls': 15434, 'Pictures': 15435, 'Breyer': 15436, 'miniature': 15437, 'replica': 15438, 'sketch': 15439, '3d': 15440, 'orthographic': 15441, 'square': 15442, 'cube': 15443, 'length': 15444, 'hobby': 15445, 'shops': 15446, 'wood': 15447, 'panels': 15448, 'carpenter': 15449, 'glue': 15450, 'clamps': 15451, 'corners': 15452, 'hinges': 15453, 'saws': 15454, 'drills': 15455, 'pencil': 15456, 'ruler': 15457, 'bryer': 15458, 'vary': 15459, 'cork': 15460, 'balsa': 15461, 'plywood': 15462, 'pre-cut': 15463, 'slats': 15464, 'hardware': 15465, 'http://www.binkyswoodworking.com/HorseStable.php': 15466, 'http://www.blueoakstables.com/breyerhorsebarns_barn003.asp': 15467, 'http://www.railroadredux.com/tag/northwest-shortline/': 15468, 'http://www.adventurehobbycraft.com/products/hobby_craft_supplies.html#metal': 15469, 'http://www.natureandtech.com/?page_id=2200': 15470, 'http://www.utrechtart.com/Craft-Supplies/Woodworking%20Supplies/': 15471, 'biting': 15472, 'kitty': 15473, 'bites': 15474, 'x.x': 15475, 'panics': 15476, 'teething': 15477, 'scratching': 15478, 'LOTS': 15479, 'balls': 15480, 'yarn': 15481, 'feathery': 15482, 'birdy': 15483, 'toy': 15484, 'randomly': 15485, 'wil': 15486, 'rambunctious': 15487, 'feather': 15488, 'flooring': 15489, 'http://www.ebay.co.uk/itm/250927098564?var=550057729382&ssPageName=STRK:MEWAX:IT&_trksid=p3984.m1438.l2649#ht_2079wt_893': 15490, 'http://www.ebay.co.uk/itm/130589513308?var=430034792128&ssPageName=STRK:MEWAX:IT&_trksid=p3984.m1438.l2648#ht_1500wt_660': 15491, 'http://www.ebay.co.uk/itm/250927098564?var=550057729382&ssPageName=STRK:MEWAX:IT&_trksid=p3984.m1438.l2649#ht_': 15492, 'LOVE': 15493, 'fleece': 15494, 'ratty': 15495, 'taller': 15496, 'hammocks': 15497, 'cheaply': 15498, 'springs': 15499, 'annoying': 15500, 'IMO': 15501, 'http://www.equinecaninefeline.com/catalog/mamble-hamster-narrow-100cm-cage-p-12642.html': 15502, 'http://www.equinecaninefeline.com/catalog/abode-large-metal-cage-liberta-free-delivery-p-6679.html': 15503, 'http://www.equinecaninefeline.com/catalog/savic-freddy-cage-free-delivery-p-6750.html': 15504, 'http://www.netpetshop.co.uk/p-19500-savic-chichi-2-chinchilla-rat-degu-ferret-cage.aspx': 15505, 'http://www.justcages.co.uk/ferret-cages/ferplast-furet-plus-ferret-cage#v_431': 15506, 'ebay': 15507, 'Exact': 15508, 'Bought': 15509, 'Ebay': 15510, 'Rat': 15511, 'Calculater': 15512, 'Says': 15513, 'Enough': 15514, 'Rats': 15515, 'heating': 15516, 'prop': 15517, 'heated': 15518, 'burrows': 15519, 'rests': 15520, 'reptile': 15521, 'carpet': 15522, 'substrate': 15523, 'propping': 15524, 'slithers': 15525, 'distribute': 15526, 'opinons': 15527, \"UTH's\": 15528, 'burrowing': 15529, 'snakes': 15530, 'UTH': 15531, 'corns': 15532, 'kings': 15533, 'milks': 15534, 'Bottom': 15535, 'overt': 15536, 'watt': 15537, 'bulb': 15538, 'brunch': 15539, 'bday': 15540, 'fam': 15541, 'bridal': 15542, 'denny': 15543, 'ihop': 15544, 'torrance': 15545, 'thanx': 15546, 'Breakfast': 15547, 'relax': 15548, 'fabulous': 15549, 'toast': 15550, 'Grill': 15551, 'conveniently': 15552, 'Expressway': 15553, 'parking': 15554, 'Plenty': 15555, 'Directions': 15556, 'Ogden': 15557, 'Exit': 15558, 'Hubbard': 15559, '1381': 15560, 'IL': 15561, '60622': 15562, '312-666-2372': 15563, 'Hours': 15564, 'Operation': 15565, 'wine': 15566, 'Coronas': 15567, 'Heineken': 15568, 'L.A.': 15569, '1912': 15570, 'lifeboats': 15571, 'SOLAS': 15572, 'Safety': 15573, 'Life': 15574, 'tragedy': 15575, 'muster': 15576, 'drill': 15577, 'lifeboat': 15578, 'sailing': 15579, 'dock': 15580, 'navigation': 15581, 'adoption': 15582, 'http://www.caribbean-cruising.net': 15583, '--------------------------------------------------': 15584, 'Edit': 15585, 'ensures': 15586, 'proficient': 15587, 'Okinawa': 15588, 'obvious': 15589, 'Naha': 15590, 'venues': 15591, 'showcase': 15592, 'venue': 15593, 'shrines': 15594, 'sumo': 15595, 'Eat': 15596, 'conveyor': 15597, 'sushi': 15598, 'Climb': 15599, 'Fuji': 15600, 'similarities': 15601, 'delicious': 15602, 'sashimi': 15603, 'nightlife': 15604, 'izakaya': 15605, 'Lonely': 15606, 'vs': 15607, 'auto': 15608, 'semiautomatic': 15609, 'm16': 15610, \"16's\": 15611, 'McNamara': 15612, '16s': 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'administer': 16575, 'veterinarian': 16576, 'clarify': 16577, 'Boiled': 16578, 'WHITE': 16579, 'Bland': 16580, 'SPICES': 16581, 'obstruction': 16582, 'etiquette': 16583, \"20's\": 16584, 'anglo': 16585, 'saxon': 16586, 'pairing': 16587, 'saxons': 16588, 'seriousness': 16589, 'nicer': 16590, 'stringing': 16591, 'contrary': 16592, 'scenarios': 16593, 'backgrounds': 16594, 'offend': 16595, 'compliment': 16596, 'fancies': 16597, 'objection': 16598, 'pals': 16599, 'uni': 16600, 'Non': 16601, 'apron': 16602, 'strings': 16603, 'Christiane': 16604, 'finds': 16605, 'pleasing': 16606, 'boyfriend': 16607, 'sluts': 16608, 'Unfair': 16609, 'handicap': 16610, 'Zealander': 16611, 'flee': 16612, '25,000': 16613, 'W.a.b.b.y': 16614, \"you're\": 16615, 'logical': 16616, 'Dux': 16617, 'Litterarum': 16618, 'melodramatic': 16619, 'Lol': 16620, 'Hatmanone': 16621, 'gasps': 16622, 'Joking': 16623, 'compassionate': 16624, 'teenage': 16625, 'mellow': 16626, 'worthless': 16627, 'Auckland': 16628, 'employable': 16629, 'bachelor': 16630, 'profession': 16631, 'earn': 16632, 'Otago': 16633, 'accents': 16634, 'racked': 16635, 'extradite': 16636, 'cough': 16637, 'c.': 16638, 'Whilst': 16639, 'Oz': 16640, 'advertised': 16641, 'networking': 16642, 'lamp': 16643, 'sucks': 16644, 'feisty': 16645, 'tries': 16646, 'pinkies': 16647, 'pinky': 16648, 'crawls': 16649, 'braining': 16650, 'bloodying': 16651, 'dipping': 16652, 'tuna': 16653, 'gerbil': 16654, 'tweezers': 16655, 'sad': 16656, 'hibernate': 16657, 'pinkie': 16658, 'hibernation': 16659, 'brumation': 16660, 'slowed': 16661, 'metabolism': 16662, 'cooler': 16663, 'instinct': 16664, 'shedding': 16665, 'enclosure': 16666, 'Hibernation': 16667, 'necessity': 16668, 'bred': 16669, 'milky': 16670, 'dull': 16671, 'neutered': 16672, 'sniffing': 16673, 'hissed': 16674, 'hisses': 16675, 'chasing': 16676, 'pawing': 16677, 'meowing': 16678, 'roughhouse': 16679, 'intruder': 16680, 'rub': 16681, 'furniture': 16682, 'invading': 16683, 'opens': 16684, 'scruff': 16685, 'guts': 16686, 'reminded': 16687, 'hiss': 16688, 'cries': 16689, 'apart': 16690, 'f*ck': 16691, 'hitting': 16692, 'paws': 16693, 'tails': 16694, 'wagging': 16695, 'Tet': 16696, '1964': 16697, 'pacify': 16698, 'Westmoreland': 16699, 'Destroy': 16700, 'Defend': 16701, 'pacifying': 16702, 'Thing': 16703, 'Local': 16704, 'VC': 16705, 'challenged': 16706, 'Main': 16707, 'NVA': 16708, 'swept': 16709, 'Communists': 16710, 'leaned': 16711, 'firepower': 16712, 'sunny': 16713, 'WERE': 16714, 'hoped': 16715, 'Offensive': 16716, 'sneak': 16717, 'stranded': 16718, 'peasants': 16719, 'WAS': 16720, 'infiltrate': 16721, 'redeploying': 16722, 'rushed': 16723, 'counterattacked': 16724, 'Hue': 16725, 'rallied': 16726, 'SOUTH': 16727, 'VIETNAMESE': 16728, '….': 16729, 'chased': 16730, 'topple': 16731, 'intents': 16732, 'shattered': 16733, 'obtuse': 16734, 'platter': 16735, 'LBJ': 16736, 'antiwar': 16737, 'emancipate': 16738, 'unpalatable': 16739, 'subduing': 16740, 'Vo': 16741, 'Giap': 16742, 'Bearded': 16743, 'reflector': 16744, 'UVA': 16745, 'psycholical': 16746, 'eatin': 16747, 'juvenile': 16748, 'crickets': 16749, 'diurnal': 16750, 'reptiles': 16751, 'UVB': 16752, 'emitting': 16753, 'emit': 16754, 'bulbs': 16755, 'reproduced': 16756, 'fluorescent': 16757, 'MVB': 16758, 'mercury': 16759, 'vapor': 16760, 'coiled': 16761, 'compact': 16762, 'blindness': 16763, 'Zoomed': 16764, 'Repsitun': 16765, 'http://lllreptile.com/store/catalog/reptile-supplies/uvb-fluorescent-lights-mercury-vapor-bulbs/-/zoo-med-24-repti-sun-100-fluorescent-bulb/': 16766, 'Petsmart': 16767, 'Freeze': 16768, 'staple': 16769, 'feeder': 16770, 'dragons': 16771, 'hunters': 16772, 'Crickets': 16773, 'phoenix': 16774, 'turkistan': 16775, 'dubia': 16776, 'Wax': 16777, 'guides': 16778, 'http://herp-info.webs.com/beardeddragon.htm': 16779, 'http://www.beardeddragon.org/articles/caresheet/?page=1': 16780, 'atleast': 16781, 'shady': 16782, 'UV': 16783, 'ventilation': 16784, 'oven': 16785, 'lizards': 16786, 'PetSmart': 16787, 'disgrace': 16788, 'associates': 16789, 'sheesh': 16790, 'thermometer': 16791, 'processed': 16792, 'leafy': 16793, 'kale': 16794, 'spinach': 16795, 'finch': 16796, 'affordable': 16797, 'WHICH': 16798, 'WOULD': 16799, 'BE': 16800, 'QUIETEST': 16801, 'thx': 16802, 'zebra': 16803, 'finches': 16804, 'chirping': 16805, 'tamed': 16806, 'touched': 16807, 'budgies': 16808, 'adorable': 16809, 'eaiser': 16810, 'beak': 16811, 'vent': 16812, 'stripes': 16813, 'fo': 16814, 'hair': 16815, 'stipes': 16816, 'balding': 16817, 'cere': 16818, 'pink': 16819, 'hahahaahh': 16820, 'Honestly': 16821, 'millet': 16822, 'Push': 16823, 'screem': 16824, 'harming': 16825, 'yell': 16826, 'ot': 16827, 'sholder': 16828, '!!!!!!!!!!!!!!!': 16829, 'friendlier': 16830, 'Parakeet': 16831, 'Cookie': 16832, ':P': 16833, '20s': 16834, 'crazier': 16835, 'shirtsleeves': 16836, 'sunglasses': 16837, 'woollies': 16838, 'driest': 16839, 'continental': 16840, 'seasons': 16841, 'basic\\xadally': 16842, 'reasonably': 16843, '–': 16844, 'crowds': 16845, 'Autumn': 16846, 'blur': 16847, 'Still': 16848, 'festivities': 16849, 'freezing': 16850, 'brutal': 16851, 'Crowds': 16852, 'thinnest': 16853, 'attractions': 16854, 'paradoxically': 16855, 'leaves': 16856, 'grey': 16857, 'sheeting': 16858, 'warms': 16859, 'Waterproof': 16860, 'footwear': 16861, 'umbrella': 16862, 'Scotsman': 16863, 'Connolly': 16864, 'changeable': 16865, 'Dublin': 16866, 'Hemisphere': 16867, 'Cliffs': 16868, 'Moher': 16869, 'Dingle': 16870, 'waterproof': 16871, 'jackets': 16872, 'BBQ': 16873, 'onwards': 16874, 'shorten': 16875, 'wetter': 16876, 'windier': 16877, 'colder': 16878, 'frosts': 16879, 'Golden': 16880, 'Wonder': 16881, 'KilliFish': 16882, 'Breeding': 16883, 'Killifish': 16884, 'whitish': 16885, 'colourful': 16886, 'Flakes': 16887, 'Earthworms': 16888, 'uncut': 16889, 'aspire': 16890, 'Worms': 16891, 'Daphnia': 16892, 'Lipids': 16893, 'wonders': 16894, 'sexing': 16895, 'Aplocheilus': 16896, 'lineatus': 16897, 'spawning': 16898, 'killies': 16899, 'mop': 16900, 'rinsed': 16901, 'vial': 16902, 'fishing': 16903, 'bobber': 16904, 'non-crumbly': 16905, 'styrofoam': 16906, 'float': 16907, 'incubating': 16908, 'tray': 16909, 'seasoned': 16910, 'planted': 16911, 'hatch': 16912, 'defrosted': 16913, 'Separated': 16914, 'nourishing': 16915, 'Separating': 16916, 'judged': 16917, 'dings': 16918, 'incubation': 16919, 'chlorine': 16920, 'choramine': 16921, 'tap': 16922, 'chlorination': 16923, 'microscopic': 16924, 'THEN': 16925, 'jar': 16926, 'sate': 16927, 'snacks': 16928, 'killie': 16929, 'Cory': 16930, 'snails': 16931, 'mineral': 16932, 'Aplo.': 16933, 'chemistries': 16934, 'hardness': 16935, 'TDS': 16936, 'Dissolved': 16937, 'Solids': 16938, 'Winging': 16939, 'PPM': 16940, '5.8': 16941, '10.6': 16942, 'DH': 16943, 'gardneri': 16944, 'meters': 16945, 'thrifty': 16946, 'aquarist': 16947, 'calcium': 16948, 'magnesium': 16949, 'consequence': 16950, 'sodium': 16951, 'chloride': 16952, 'chorion': 16953, 'egg': 16954, 'yoke': 16955, 'embryo': 16956, 'suffocate': 16957, 'mystery': 16958, 'fungus': 16959, 'Acriflaven': 16960, 'pipette': 16961, 'eyedropper': 16962, 'Methylene': 16963, 'dyed': 16964, 'membrane': 16965, 'grist': 16966, 'yr': 16967, 'olds': 16968, 'holidaying': 16969, 'rejuvenating': 16970, 'memorable': 16971, 'Especially': 16972, 'enjoyable': 16973, 'inception': 16974, 'attracted': 16975, 'thematically': 16976, 'animated': 16977, 'cartoon': 16978, 'cartoons': 16979, 'luxurious': 16980, 'ages': 16981, 'comforts': 16982, 'travelers': 16983, 'furnished': 16984, 'decorated': 16985, 'marvelously': 16986, 'eatables': 16987, 'deliciously': 16988, 'fishes': 16989, 'prawns': 16990, 'shores': 16991, 'imposingly': 16992, 'amnesties': 16993, 'spaciously': 16994, 'seclusion': 16995, 'rejuvenate': 16996, '........': 16997, 'Break': 16998, 'coffee': 16999, 'mornings': 17000, 'BLAST': 17001, 'seating': 17002, 'dinners': 17003, 'magnet': 17004, 'magnetic': 17005, 'whiteboard': 17006, 'walkie': 17007, 'talkie': 17008, 'WILL': 17009, 'Navigator': 17010, 'lieu': 17011, 'chilling': 17012, 'preschoolers': 17013, 'emergencies': 17014, 'wasted': 17015, 'illustrated': 17016, 'splash': 17017, 'fountain': 17018, 'wading': 17019, 'spoiled': 17020, 'Cruise': 17021, 'payoff': 17022, 'grasped': 17023, 'ale': 17024, 'spicy': 17025, 'lemonade': 17026, 'fare': 17027, 'preferences': 17028, 'beverage': 17029, 'farrier': 17030, 'copied': 17031, 'shoes': 17032, 'SO': 17033, 'flirty': 17034, 'hugs': 17035, 'rubbing': 17036, 'crappy': 17037, 'NEVER': 17038, 'nail': 17039, 'HIM': 17040, 'farriers': 17041, 'lousy': 17042, 'apprenticed': 17043, 'WEEKS': 17044, 'crumbling': 17045, 'nails': 17046, 'groped': 17047, 'Barry': 17048, \"they're\": 17049, 'friday': 17050, 'Nail': 17051, 'charming': 17052, 'Nails': 17053, 'Own': 17054, 'belive': 17055, 'becuse': 17056, 'Hoof': 17057, 'Younger': 17058, 'hottie': 17059, 'Joby': 17060, 'GIRL': 17061, 'Bio': 17062, '30s': 17063, 'divorced': 17064, 'flirted': 17065, 'Horribly': 17066, 'Habit': 17067, 'Underwear': 17068, 'Working': 17069, 'Mare': 17070, 'hoof': 17071, 'Ummmm': 17072, 'mare': 17073, 'Foot': 17074, 'Wholes': 17075, 'Laughing': 17076, 'cheeks': 17077, 'Oops': 17078, 'flirt': 17079, 'guss': 17080, 'knocked': 17081, 'Up': 17082, 'heartbroken': 17083, 'Guy': 17084, 'lo9nger': 17085, 'shitty': 17086, 'Cute': 17087, 'bloke': 17088, 'sub-par': 17089, 'flirting': 17090, 'ought': 17091, 'shoddy': 17092, 'EPM': 17093, 'Dealt': 17094, 'Might': 17095, 'lame': 17096, 'chalked': 17097, 'theeth': 17098, 'trainers': 17099, 'dentist': 17100, 'hay': 17101, 'gant': 17102, 'topline': 17103, 'neurological': 17104, 'drags': 17105, 'atrophied': 17106, 'atrophy': 17107, 'grain': 17108, 'chewed': 17109, 'spinal': 17110, 'titer': 17111, 'wobblers': 17112, 'chiro': 17113, 'acupuncturist': 17114, 'Arby': 17115, 'Owner': 17116, 'ornament': 17117, 'rideable': 17118, 'paragraph': 17119, 'regimen': 17120, 'symptoms': 17121, 'exhibited': 17122, 'starving': 17123, 'ridden': 17124, 'Gallop': 17125, 'colleges': 17126, 'Looked': 17127, 'compression': 17128, 'acupuncture': 17129, 'therapies': 17130, 'Yahoos': 17131, 'Y!A': 17132, 'comprehension': 17133, 'comprehend': 17134, 'Worst': 17135, 'heartbreaking': 17136, 'Shee': 17137, 'MI': 17138, 'experimental': 17139, 'additive': 17140, 'hauled': 17141, 'Windsor': 17142, 'racing': 17143, 'wintering': 17144, 'farmers': 17145, 'clearing': 17146, 'opossums': 17147, 'trotters': 17148, 'tracks': 17149, 'coincidence': 17150, 'backs': 17151, 'gangly': 17152, 'tighter': 17153, 'MSU': 17154, 'Strongid': 17155, 'mosquito': 17156, 'Nile': 17157, 'repoire': 17158, 'fixable': 17159, 'poneh': 17160, 'remission': 17161, 'relapse': 17162, 'stroke': 17163, 'Extremely': 17164, 'salon': 17165, 'rude': 17166, 'Rude': 17167, 'insensitive': 17168, 'discourteous': 17169, '!!!!!': 17170, 'Dr': 17171, 'Greenwalt': 17172, 'snowboard': 17173, 'meds': 17174, 'bodytalk': 17175, 'undeniable': 17176, '!.': 17177, 'Wedding': 17178, '11/7/08': 17179, 'impressed': 17180, 'Cj': 17181, 'Saucey': 17182, 'Tattoo': 17183, 'Shop': 17184, 'tattoo': 17185, 'Aztec': 17186, 'ants': 17187, 'Loved': 17188, 'star': 17189, 'Lynda': 17190, 'compassion': 17191, 'testament': 17192, 'Bright': 17193, 'Tours': 17194, 'Affordable': 17195, 'Tour': 17196, 'Operators': 17197, 'Agents': 17198, 'Chennai': 17199, 'Student': 17200, 'Package': 17201, 'heritage': 17202, 'promptly': 17203, 'GREAT': 17204, 'JOB': 17205, 'GUYS': 17206, 'pcs': 17207, 'professionalism': 17208, 'Barrett': 17209, 'unturned': 17210, 'warmed': 17211, 'KB': 17212, 'FAST': 17213, 'Kobey': 17214, 'coats': 17215, 'Farmer': 17216, 'LFTD': 17217, 'kindergarten': 17218, 'infant': 17219, 'PAT': 17220, 'rang': 17221, 'SRD': 17222, 'Scot': 17223, 'Spill': 17224, 'Whisky': 17225, 'Fantastic': 17226, 'florist': 17227, 'La': 17228, 'Crosse': 17229, 'coworkers': 17230, '<3': 17231, 'bagels': 17232, 'edmonton': 17233, 'instructor': 17234, 'lane': 17235, 'Faris': 17236, 'Crim': 17237, 'Squeege': 17238, 'Prompt': 17239, 'Windows': 17240, 'Friendly': 17241, 'resource': 17242, 'Edmark': 17243, 'Larson': 17244, 'Range': 17245, 'Rover': 17246, 'Sport': 17247, 'Window': 17248, 'Tints': 17249, 'Tintman': 17250, 'tints': 17251, 'Ltd': 17252, 'Professional': 17253, 'deliverd': 17254, 'rear': 17255, 'Helpers': 17256, 'excellant': 17257, 'nicest': 17258, 'pubs': 17259, 'garden': 17260, 'decking': 17261, 'beer': 17262, 'awful': 17263, 'Verizon': 17264, 'salespeople': 17265, 'Incredibly': 17266, 'Dupont': 17267, '1?!?!?': 17268, 'graphic': 17269, 'Fresh': 17270, 'Studio': 17271, 'flyers': 17272, 'posters': 17273, 'unbeatable': 17274, 'architectural': 17275, 'Surgeon': 17276, 'Wallen': 17277, 'accomdating': 17278, 'Stainless': 17279, 'tattoos': 17280, 'Cathy': 17281, '******': 17282, 'Stars': 17283, 'Forest': 17284, 'Tots': 17285, 'postive': 17286, 'teachers': 17287, 'Wine': 17288, 'selection': 17289, 'knowledgeable': 17290, 'tastings': 17291, 'repairs': 17292, 'bradley': 17293, 'dusty': 17294, 'QuikTrip': 17295, 'recieve': 17296, 'Awesome': 17297, 'haircut': 17298, 'Palatine': 17299, 'towel': 17300, 'shave': 17301, 'salons': 17302, 'barbershops': 17303, 'Baffled': 17304, 'ambiance': 17305, 'décor': 17306, 'scrumptious': 17307, 'banana': 17308, \"c'm\": 17309, 'Adorn': 17310, 'refreshment': 17311, 'Debi': 17312, 'Chineese': 17313, 'Wok': 17314, 'chefs': 17315, 'specials': 17316, 'Pure': 17317, 'Pilates': 17318, 'TomiPilates': 17319, 'clients': 17320, 'refurb': 17321, 'electrical': 17322, 'subsequently': 17323, 'PJC': 17324, 'Thoroughly': 17325, 'personalized': 17326, 'Definitely': 17327, 'Angels': 17328, 'haves': 17329, 'Comfort': 17330, 'Zone': 17331, 'Slowest': 17332, 'Unfriendly': 17333, 'Sstaff': 17334, 'Weekends': 17335, 'Starbucks': 17336, 'staffs': 17337, 'daytime': 17338, 'Skip': 17339, 'te': 17340, 'Absolutely': 17341, 'PHOTOS': 17342, 'DONE': 17343, 'Hellada': 17344, 'Gallery': 17345, 'Marek': 17346, 'Dzida': 17347, 'photographer': 17348, 'Beach': 17349, 'personaly': 17350, 'BAD': 17351, 'COFFEE': 17352, 'NT': 17353, 'BOTHER': 17354, 'cup': 17355, 'MUCH': 17356, 'BURNT': 17357, 'bitter': 17358, 'sugar': 17359, 'mask': 17360, 'CHANGE': 17361, 'PROCESS': 17362, 'PPL': 17363, 'Westfield': 17364, 'Rt': 17365, '????': 17366, 'compares': 17367, 'Brick': 17368, 'Ikea': 17369, 'com': 17370, 'Qwest': 17371, 'Moving': 17372, 'http://www.speedtest.net/result/1155244347.png': 17373, 'G': 17374, 'Charge': 17375, '129': 17376, 'Tmobile': 17377, 'Extensive': 17378, 'popcorn': 17379, 'wings': 17380, 'asian': 17381, 'pizza': 17382, 'yam': 17383, 'sweets': 17384, 'Attitude': 17385, 'Line': 17386, 'organised': 17387, 'Hair': 17388, 'Nivine': 17389, 'eastgardens': 17390, 'colored': 17391, 'fabolous': 17392, 'mcclelland': 17393, 'reigon': 17394, 'delicous': 17395, 'impeccable': 17396, 'refold': 17397, 'napkin': 17398, \"L'espalier\": 17399, 'budge': 17400, 'tires': 17401, 'tasks': 17402, 'Deals': 17403, 'Town': 17404, '-s': 17405, 'random': 17406, 'discounted': 17407, 'appliances': 17408, 'Trust': 17409, '-ll': 17410, 'Ballerina': 17411, 'ballet': 17412, 'soccer': 17413, 'dancewear': 17414, 'Instep': 17415, 'Outstanding': 17416, 'extraordinarily': 17417, 'Tried': 17418, 'Crust': 17419, 'Broad': 17420, 'Twice': 17421, 'Tonight': 17422, 'Btwn': 17423, 'inquires': 17424, 'sunroom': 17425, 'Patio': 17426, 'workmanship': 17427, 'Employees': 17428, 'coupon': 17429, 'Pennysaver': 17430, 'overpriced': 17431, 'stuffs': 17432, 'kidding': 17433, 'Spongy': 17434, 'microwaved': 17435, 'heartless': 17436, 'salsa': 17437, 'grills': 17438, 'Tucson': 17439, 'toothache': 17440, 'Obina': 17441, 'Olbina': 17442, 'crowns': 17443, 'dentists': 17444, 'Fernandina': 17445, 'Dentistry': 17446, '512': 17447, 'kb': 17448, 'downloading': 17449, 'Chester': 17450, 're-schedule': 17451, 'Rcommended': 17452, 'bees': 17453, 'wasp': 17454, 'environmentally': 17455, 'informative': 17456, 'spraying': 17457, 'pesticides': 17458, 'Reasonable': 17459, 'condos': 17460, 'Suzanne': 17461, 'Vancouver': 17462, 'Accomodating': 17463, 'Springfield': 17464, 'accomodating': 17465, 'microwave': 17466, 'SERVICE': 17467, 'PEOPLE': 17468, 'Watson': 17469, 'Gem': 17470, 'Alpharetta': 17471, 'sourced': 17472, 'fabulously': 17473, 'Le': 17474, 'petit': 17475, 'shallac': 17476, 'gel': 17477, 'manicure': 17478, 'Pedicures': 17479, 'Rendy': 17480, '2010': 17481, 'Caffe': 17482, 'Bella': 17483, 'Italia': 17484, 'delectable': 17485, 'Antipasto': 17486, 'Misto': 17487, 'Spaghetti': 17488, 'alla': 17489, 'Barese': 17490, 'Parmigiana': 17491, 'gelato': 17492, 'watering': 17493, 'Chocolate': 17494, 'Lava': 17495, 'Cake': 17496, 'Sandy': 17497, 'Beware': 17498, 'Sharayu': 17499, 'Hopless': 17500, 'tenth': 17501, 'lodge': 17502, 'pl': 17503, 'Course': 17504, 'HCC': 17505, 'shaky': 17506, 'superintendant': 17507, 'retracted': 17508, 'golfers': 17509, '2008': 17510, 'Physiotherapists': 17511, 'Kusal': 17512, 'Goonewardena': 17513, 'Physios': 17514, 'physios': 17515, 'osteos': 17516, 'chiros': 17517, 'Vigor': 17518, 'pleasant': 17519, 'attentive': 17520, 'flavorful': 17521, 'groomed': 17522, 'uneven': 17523, 'evened': 17524, 'bull': 17525, 'fights': 17526, 'http://en.wikipedia.org/wiki/Bullfighting': 17527, 'bullfights': 17528, 'smashed': 17529, 'BAC': 17530, '>=': 17531, '.15': 17532, 'nurses': 17533, 'pie': 17534, 'buck': 17535, 'followup': 17536, 'FREE': 17537, 'ER': 17538, 'EVERYONE': 17539, 'reball': 17540, 'warranty': 17541, 'brainer': 17542, 'Console': 17543, 'Pros': 17544, 'dingy': 17545, 'salads': 17546, 'nachos': 17547, 'bike': 17548, '+++': 17549, 'yep': 17550, 'fixeded': 17551, 'thumpstar': 17552, 'wase': 17553, 'gear': 17554, 'anywere': 17555, 'thaks': 17556, 'reccommend': 17557, '!!!!!!!!!!': 17558, 'Ham': 17559, 'RIP': 17560, \"80's\": 17561, 'Victim': 17562, 'fond': 17563, 'Glass': 17564, 'panes': 17565, 'min': 17566, 'Run': 17567, 'hairstyling': 17568, 'tends': 17569, 'Recommend': 17570, 'Shannon': 17571, 'bodyworker': 17572, 'Store': 17573, 'Boothbay': 17574, 'junk': 17575, 'grocery': 17576, 'advocate': 17577, 're-wiring': 17578, 'hassle': 17579, 'Matt': 17580, 'Bonafide': 17581, 'knowledgable': 17582, 'printers': 17583, 'Joule': 17584, 'Already': 17585, 'printing': 17586, 'Paperback': 17587, 'Book': 17588, 'Printing': 17589, 'sonic': 17590, 'palces': 17591, 'grease': 17592, 'INSULTED': 17593, 'ASK': 17594, 'THEM': 17595, 'QUESTIONS': 17596, 'ARE': 17597, 'RUDE': 17598, 'NASTY': 17599, \"N'T\": 17600, 'USE': 17601, 'MOVING': 17602, 'WANT': 17603, 'CRY': 17604, 'TROUBLE': 17605, 'EXPERIENCE': 17606, 'DAY': 17607, 'MOVE': 17608, 'GIVE': 17609, 'LOW': 17610, 'PRICE': 17611, 'OVER': 17612, 'GUARANTEE': 17613, 'Maids': 17614, 'sercvice': 17615, 'Beats': 17616, 'maids': 17617, 'spoil': 17618, 'princess': 17619, 'Antique': 17620, 'Lighting': 17621, 'Fixtures': 17622, 'showroom': 17623, 'WOW': 17624, 'collections': 17625, 'antique': 17626, 'fixtures': 17627, 'Chandeliers': 17628, 'Antiques': 17629, 'Vintage': 17630, 'Contemporary': 17631, 'Repair': 17632, 'Restoration': 17633, 'someplace': 17634, 'rocked': 17635, 'Brought': 17636, 'Fried': 17637, 'Crab': 17638, 'Wontons': 17639, 'Spare': 17640, 'Ribs': 17641, 'MOO': 17642, 'SHU': 17643, 'Neptune': 17644, 'Platter': 17645, 'stars': 17646, 'HERE': 17647, 'wavy': 17648, 'dip': 17649, 'pedicure': 17650, 'lover': 17651, 'Dong': 17652, 'slimy': 17653, 'tasteless': 17654, 'languages': 17655, 'disappointment': 17656, 'Iowa': 17657, 'Penny': 17658, 'asparagus': 17659, 'seared': 17660, 'desserts': 17661, 'dessert': 17662, 'penny': 17663, 'CHINESE': 17664, 'RESTAURANT': 17665, 'tasted': 17666, 'renovation': 17667, 'polite': 17668, 'oriented': 17669, 'Furnace': 17670, 'Heating': 17671, 'Dustin': 17672, 'feverishly': 17673, 'exhaust': 17674, 'replaced': 17675, 'zero': 17676, 'DEFINITELY': 17677, 'TIGER': 17678, 'HEATING': 17679, 'AIR': 17680, 'Suck': 17681, 'Rhino': 17682, 'Grizzly': 17683, 'salesman': 17684, 'Parts': 17685, 'Drove': 17686, 'Peachstate': 17687, 'Powersports': 17688, 'LaGrange': 17689, 'Levi': 17690, 'inspiring': 17691, 'Nigel': 17692, 'Nidd': 17693, 'drawings': 17694, 'dreams': 17695, '730': 17696, 'rangoon': 17697, 'tofu': 17698, 'cabbage': 17699, 'satay': 17700, 'Def': 17701, 'Bea': 17702, 'Californian': 17703, 'authentic': 17704, 'Esp.': 17705, 'mole': 17706, 'tortilla': 17707, 'soup': 17708, 'guacamole': 17709, 'Margaritas': 17710, 'QUESO': 17711, 'Queso': 17712, 'watery': 17713, 'MIND': 17714, 'queso': 17715, 'houston': 17716, 'morelias': 17717, 'enchiladas': 17718, 'sauce': 17719, 'vomited': 17720, 'Skylight': 17721, 'skylight': 17722, 'Bateman': 17723, 'inspected': 17724, 'entie': 17725, 'hailstorm': 17726, 'tricky': 17727, 'rental': 17728, 'shelf': 17729, 'Telugu': 17730, 'groceries': 17731, 'Raina': 17732, 'cramped': 17733, 'un-ruly': 17734, 'Kumon': 17735, 'Parents': 17736, 'heebee': 17737, 'gee': 17738, \"bees'\": 17739, 'Firm': 17740, 'Bloom': 17741, 'Seth': 17742, 'Split': 17743, 'pictured': 17744, 'catalogue': 17745, 'MY': 17746, 'GYM': 17747, 'FITNESS': 17748, 'UNLIMITED': 17749, 'gym': 17750, 'dare': 17751, 'addicting': 17752, 'Over-rated': 17753, 'over-rated': 17754, 'mexican': 17755, 'fried': 17756, 'enchladas': 17757, 'enchilada': 17758, 'chili': 17759, 'Hormel': 17760, 'cheese': 17761, 'Chili': 17762, 'Relleno': 17763, 'batter': 17764, 'googled': 17765, 'Mixed': 17766, 'Tempura': 17767, '.....................': 17768, '8.25': 17769, 'Shrimp': 17770, 'tempura': 17771, 'salad': 17772, 'Cesar': 17773, 'Gracie': 17774, 'ufc': 17775, 'jiu': 17776, 'jitsu': 17777, 'mma': 17778, 'Rosa': 17779, 'ncfa': 17780, 'teaches': 17781, 'coach': 17782, 'www.norcalfightingalliance.com': 17783, 'Pizza': 17784, 'HORRIBLE': 17785, 'Absolute': 17786, 'quit': 17787, 'Toyota': 17788, 'dealerships': 17789, 'absoulutely': 17790, 'comfty': 17791, 'toda': 17792, 'french': 17793, 'reccomend': 17794, 'hospitality': 17795, 'Anna': 17796, 'Govind': 17797, 'steep': 17798, 'Went': 17799, 'Honda': 17800, 'salesperson': 17801, 'Claimed': 17802, 'drives': 17803, 'Stevens': 17804, 'ATE': 17805, 'COUPLE': 17806, 'TIMES': 17807, 'END': 17808, 'STEAK': 17809, 'HOUSE': 17810, 'CUISINE': 17811, 'BRETT': 17812, 'ENJOYS': 17813, 'IN': 17814, 'MISSISSIPPI': 17815, 'BURGER': 17816, 'FRIES': 17817, 'CAJUNISH': 17818, 'GREEN': 17819, 'BAY': 17820, 'DECENT': 17821, 'EXPECTING': 17822, 'RUTH': 17823, 'CHRIS': 17824, 'TYPE': 17825, 'Eulogic': 17826, 'mussels': 17827, 'downstairs': 17828, 'Filled': 17829, 'Belgian': 17830, 'Tavern': 17831, 'handcraft': 17832, 'Tanglewood': 17833, 'Apartments': 17834, 'refreshing': 17835, 'Meadowrun': 17836, 'Tiffany': 17837, 'reachable': 17838, 'breakfasts': 17839, 'clubhouse': 17840, 'snows': 17841, 'surley': 17842, 'cakes': 17843, 'bakers': 17844, 'baking': 17845, 'Baltimore': 17846, 'deck': 17847, 'esp': 17848, 'Overpriced': 17849, 'Youngstown': 17850, 'Sports': 17851, 'operated': 17852, 'mediocre': 17853, 'Apps': 17854, 'Salad': 17855, 'Entree': 17856, 'NOV': 17857, '07': 17858, 'Enjoyed': 17859, 'salmon': 17860, 'steaks': 17861, 'Re-interviewed': 17862, 'dependable': 17863, 'puppies': 17864, 'Dumb': 17865, 'Friends': 17866, 'temperment': 17867, 'silverware': 17868, 'mac': 17869, 'que': 17870, 'napkins': 17871, 'buys': 17872, 'Chao': 17873, 'gentel': 17874, 'Garage': 17875, 'herpes': 17876, 'molesters': 17877, 'hoa': 17878, 'reviewers': 17879, 'updo': 17880, 'aswered': 17881, 'approximate': 17882, 'Chelan': 17883, 'Aka': 17884, 'Nowheresville': 17885, 'litttle': 17886, 'gem': 17887, 'pretense': 17888, 'selections': 17889, 'tasting': 17890, 'Boutique': 17891, 'onesie': 17892, 'pleasantly': 17893, 'Purple': 17894, 'Goose': 17895, 'SAME': 17896, 'boutiques': 17897, 'Consistantly': 17898, 'organisation': 17899, 'coupled': 17900, 'distain': 17901, 'Chasing': 17902, 'unresolved': 17903, 'farcical': 17904, 'vigilant': 17905, 'AMAZING': 17906, 'NIGHT': 17907, 'Willow': 17908, 'Lounge': 17909, 'Drinks': 17910, 'Ipanema': 17911, 'Richmond': 17912, 'nondescript': 17913, 'thumbs': 17914, 'Fraiser': 17915, 'FANTASTIC': 17916, 'STORE': 17917, 'HONKA': 17918, 'Homes': 17919, 'Walmart': 17920, 'Evergreen': 17921, 'furnishings': 17922, 'accessories': 17923, \"It's\": 17924, 'durability': 17925, 'Lovely': 17926, 'Hats': 17927, 'saddened': 17928, 'tolerating': 17929, 'accented': 17930, 'hats': 17931, 'costumes': 17932, 'flips': 17933, 'compeltly': 17934, 'dissatisfied': 17935, 'SUCKS': 17936, 'Advanced': 17937, 'meanest': 17938, 'THRIVE': 17939, 'Horrible': 17940, 'supercuts': 17941, 'Burger': 17942, 'BK': 17943, 'regreted': 17944, 'Branford': 17945, 'rudely': 17946, 'Disgusting': 17947, 'Disappointed': 17948, 'Napa': 17949, 'unpleasantly': 17950, 'svce': 17951, 'subpar': 17952, 'dishes': 17953, 'wines': 17954, 'composed': 17955, 'Recommended': 17956, 'laughter': 17957, 'phenomenal': 17958, 'humour': 17959, 'calmness': 17960, 'amazes': 17961, 'exceeds': 17962, 'horrendous': 17963, 'daycare': 17964, 'crust': 17965, 'lopsided': 17966, 'thicker': 17967, 'slices': 17968, 'flavor': 17969, '!!!.': 17970, 'utter': 17971, 'CLASS': 17972, 'Doors': 17973, 'answetred': 17974, 'hesitations': 17975, 'repaired': 17976, 'Allen': 17977, 'Tire': 17978, 'tire': 17979, 'Temecula': 17980, 'Lexus': 17981, 'Tires': 17982, 'rails': 17983, 'professionally': 17984, 'Easiest': 17985, 'dealership': 17986, 'hooptie': 17987, 'sticker': 17988, 'excuses': 17989, 'Kwik': 17990, 'Kar': 17991, 'Fairchild': 17992, 'Prudential': 17993, 'Steamboat': 17994, 'Realty': 17995, 'Yampa': 17996, 'Barber': 17997, 'reviewer': 17998, 'sub': 17999, 'par': 18000, 'UGH': 18001, 'freshly': 18002, 'squares': 18003, 'Flipped': 18004, 'riddled': 18005, 'clerk': 18006, 'giggled': 18007, 'Buffet': 18008, \"lovin'\": 18009, 'Experience': 18010, 'Providence': 18011, 'Aesthetics': 18012, 'Kueck': 18013, 'Equipment': 18014, 'Talley': 18015, 'methodical': 18016, 'passion': 18017, 'orginals': 18018, 'roofing': 18019, 'Roofing': 18020, 'OMFG': 18021, 'FUCKING': 18022, 'HATE': 18023, 'EVERY': 18024, 'HOT': 18025, 'CHICK': 18026, 'SHOWS': 18027, 'UP': 18028, 'MEAN': 18029, 'REAAAALLY': 18030, 'DUMB': 18031, 'THEIR': 18032, 'OTHER': 18033, 'REALY': 18034, 'UGLY': 18035, 'SUPER': 18036, 'SMART': 18037, 'COULD': 18038, 'SCIENTIST': 18039, 'STONER': 18040, 'COMES': 18041, 'HE': 18042, 'BRINGS': 18043, 'HIS': 18044, 'DOG': 18045, 'SECOND': 18046, 'HAND': 18047, 'SMOKE': 18048, 'THINK': 18049, 'TRYING': 18050, 'TALK': 18051, 'ANYWAY': 18052, 'WE': 18053, 'DRIVE': 18054, 'AROUND': 18055, 'VAN': 18056, 'SOLVE': 18057, 'MYSTERYS': 18058, 'SHIT': 18059, 'AMAZINGLY': 18060, 'YUMMY': 18061, 'crepe': 18062, 'EVEN': 18063, 'FRANCE': 18064, 'Crepes': 18065, 'Mulberry': 18066, 'valet': 18067, 'Marriott': 18068, 'AMES': 18069, 'Wessex': 18070, 'fitness': 18071, 'apartments': 18072, 'LOVED': 18073, 'towed': 18074, 'Sussman': 18075, 'Kia': 18076, 'squeezed': 18077, 'HEAVEN': 18078, 'EARTHHHHHHH': 18079, 'HATED': 18080, 'SUSHI': 18081, 'BEFORE': 18082, 'STOP': 18083, 'EATTING': 18084, 'NICE': 18085, 'EXCELLENT': 18086, 'SEEMS': 18087, 'AMAZE': 18088, 'GRILL': 18089, 'DISHES': 18090, 'TA': 18091, 'WORLD': 18092, 'FABULOUS': 18093, 'EAT': 18094, 'LEAST': 18095, 'DAYS': 18096, 'CHEF': 18097, 'SPECIAL': 18098, 'ROLLS': 18099, 'FAIR': 18100, 'ORDERS': 18101, '++++': 18102, '!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!': 18103, 'JUNO': 18104, 'OPEN': 18105, '!!!!!!!!!!!!!!': 18106, 'homo': 18107, 'sandwiches': 18108, 'soups': 18109, 'bustling': 18110, 'seated': 18111, 'Kid': 18112, 'Block': 18113, 'Collingswood': 18114, 'Amore': 18115, 'arancini': 18116, 'di': 18117, 'riso': 18118, 'risotto': 18119, 'fritters': 18120, 'saltimboca': 18121, 'chocolate': 18122, 'mousse': 18123, 'heaven': 18124, 'Pay': 18125, 'entree': 18126, 'Auto': 18127, 'Towing': 18128, 'towing': 18129, 'mechanics': 18130, 'wholeheartedly': 18131, 'Duct': 18132, 'Cleaning': 18133, 'pride': 18134, 'accomplishing': 18135, 'duct': 18136, 'inspector': 18137, 'Solana': 18138, 'T': 18139, 'mary': 18140, 'benedict': 18141, 'landmark': 18142, 'jug': 18143, 'mix': 18144, 'Builders': 18145, 'NJ': 18146, 'Jersey': 18147, 'Dude': 18148, 'Cut': 18149, 'vibe': 18150, 'Alta': 18151, 'Moda': 18152, 'genius': 18153, 'Favorite': 18154, 'Wildwood': 18155, 'vacations': 18156, 'comparing': 18157, 'layout': 18158, 'Scordia': 18159, 'Sicily': 18160, 'Mudo': 18161, 'familia': 18162, 'Italiano': 18163, 'bella': 18164, 'Sicilian': 18165, 'luv': 18166, 'eternally': 18167, 'Luv': 18168, 'kennels': 18169, 'Mrs': 18170, 'Closs': 18171, 'Car': 18172, 'Dealer': 18173, 'nissan': 18174, 'dealship': 18175, 'triage': 18176, 'threatening': 18177, 'seeker': 18178, 'nurse': 18179, 'seekers': 18180, 'UW': 18181, 'Wonderful': 18182, 'immense': 18183, 'Dentist': 18184, 'sewage': 18185, 'Principal': 18186, 'backpacks': 18187, 'TRIPPED': 18188, 'cowboy': 18189, 'Tacoma': 18190, 'Handy': 18191, 'Jolla': 18192, 'Stuff': 18193, 'Residential': 18194, 'Numbers': 18195, 'roots': 18196, 'cookbook': 18197, 'THX': 18198, 'fot': 18199, 'nerd': 18200, 'oblivion': 18201, 'fps': 18202, 'clue': 18203, 'MISTAKE': 18204, 'edible': 18205, 'potato': 18206, 'wedges': 18207, 'wantons': 18208, 'Mongolian': 18209, 'Liquidweb.com': 18210, 'Rocks': 18211, 'liquidweb.com': 18212, 'Liquidweb': 18213, 'Hino': 18214, 'Prestige': 18215, 'converted': 18216, 'Awards': 18217, 'Dandenong': 18218, 'PMA': 18219, 'Bronze': 18220, 'excellence': 18221, 'Brendan': 18222, 'flashy': 18223, 'stacked': 18224, 'fussy': 18225, 'garnishes': 18226, 'exquisite': 18227, 'Vetri': 18228, 'pasta': 18229, 'gnocchi': 18230, 'antipasti': 18231, 'dined': 18232, 'Discount': 18233, 'washes': 18234, 'nicely': 18235, 'bottles': 18236, 'hesitation': 18237, 'peddle': 18238, 'peddles': 18239, 'Trek': 18240, 'Concerned': 18241, 'Made': 18242, 'curtains': 18243, 'KNEW': 18244, 'rescheduling': 18245, '!?!': 18246, '?!?': 18247, 'Internet': 18248, 'Balazick': 18249, 'WORTH': 18250, 'BOTHERED': 18251, 'ASWERING': 18252, 'MONEY': 18253, 'DEAL': 18254, 'BROKERS': 18255, 'Rip': 18256, 'plugs': 18257, '330': 18258, 'windsheild': 18259, 'washer': 18260, 'canister': 18261, 'clips': 18262, 'Outback': 18263, 'GEM': 18264, 'immaculately': 18265, 'tasteful': 18266, 'elegant': 18267, 'Cuban': 18268, 'cuisine': 18269, 'expertly': 18270, 'portions': 18271, 'generous': 18272, \"'LL\": 18273, 'Ruona': 18274, 'quitting': 18275, 'Saltford': 18276, 'Tina': 18277, 'endevour': 18278, 'signage': 18279, 'counseling': 18280, 'Vera': 18281, 'Bellevue': 18282, 'WA.': 18283, 'Renton': 18284, 'counselor': 18285, 'approachable': 18286, 'nonjudgmental': 18287, 'www.veraakulov.com': 18288, 'petting': 18289, 'laughed': 18290, 'kissed': 18291, 'goats': 18292, 'lambs': 18293, \"pony's\": 18294, 'camels': 18295, 'AN': 18296, 'OSTRICH': 18297, 'Karla': 18298, 'Gracee': 18299, 'besides': 18300, 'punctual': 18301, 'Wunderbar': 18302, 'Experienced': 18303, 'nonexistent': 18304, 'argumentative': 18305, 'rudeness': 18306, 'unorganized': 18307, 'greek': 18308, 'Exile': 18309, 'punk': 18310, 'Mimmy': 18311, 'Buddakan': 18312, 'attracts': 18313, 'association': 18314, 'Starr': 18315, 'carries': 18316, 'over-priced': 18317, 'filler': 18318, 'vegetables': 18319, 'Alto': 18320, 'delivers': 18321, 'varietal': 18322, 'vintage': 18323, 'sommelier': 18324, 'corking': 18325, 'landlord': 18326, 'Buckingham': 18327, 'Condominiums': 18328, 'townhouse': 18329, 'AWESOME': 18330, 'exterminator': 18331, 'b****': 18332, 'turnover': 18333, 'sincerely': 18334, 'approves': 18335, 'attitude': 18336, 'Wildernest': 18337, 'inn': 18338, 'Atop': 18339, 'decks': 18340, 'porch': 18341, 'unparalleled': 18342, 'grandeur': 18343, 'grazing': 18344, 'occasional': 18345, 'mingle': 18346, 'Stewart': 18347, 'proprietors': 18348, 'epitome': 18349, 'Delightful': 18350, 'hospitable': 18351, 'junkie': 18352, 'lube': 18353, 'weird': 18354, 'jiffy': 18355, 'neon': 18356, 'drunkest': 18357, 'someon': 18358, 'bouncy': 18359, 'padded': 18360, 'weekday': 18361, 'classiest': 18362, 'monotony': 18363, 'toddler': 18364, 'Restored': 18365, 'Mechaincs': 18366, 'Ferrari': 18367, 'challenge': 18368, 'Creative': 18369, 'owning': 18370, 'Mechanics': 18371, 'hiking': 18372, 'Wenatchee': 18373, 'hills': 18374, 'loop': 18375, 'patio': 18376, 'OMG': 18377, 'waiters': 18378, 'worht': 18379, 'licking': 18380, 'bowel': 18381, 'Phat': 18382, 'romatic': 18383, 'Ristorante': 18384, 'Holly': 18385, 'truely': 18386, 'hairstylist': 18387, 'UTC': 18388, 'reffered': 18389, 'highlights': 18390, 'blowdry': 18391, 'bat': 18392, 'compliments': 18393, 'deffenitly': 18394, 'Outdated': 18395, 'outdated': 18396, 'waffle': 18397, 'maker': 18398, 'Trinidadian': 18399, 'Jamaican': 18400, 'influenced': 18401, 'patties': 18402, 'staples': 18403, 'cafeteria': 18404, 'practically': 18405, 'connoisseur': 18406, 'toned': 18407, 'palette': 18408, 'pepper': 18409, 'finest': 18410, 'Trees': 18411, 'majestic': 18412, 'astounding': 18413, 'entertaining': 18414, 'Mahal': 18415, 'vanguard': 18416, 'republican': 18417, 'Tussey': 18418, 'nomenal': 18419, 'chinatown': 18420, 'pho': 18421, 'seperates': 18422, 'debit': 18423, 'McInnis': 18424, 'inconsiderate': 18425, 'admitting': 18426, 'Dillards': 18427, 'Transformational': 18428, 'Coach': 18429, 'lisenced': 18430, 'colleague': 18431, 'guided': 18432, 'baseball': 18433, 'ironic': 18434, 'Brickell': 18435, '6/4/11': 18436, 'Sales': 18437, 'Gustavo': 18438, 'Guerra': 18439, 'Braman': 18440, 'Bramen': 18441, 'hassles': 18442, 'Apostle': 18443, 'parishioners': 18444, 'Gus': 18445, 'Honest': 18446, 'Nissan': 18447, 'cracked': 18448, 'manifold': 18449, '1300': 18450, '1500': 18451, 'unneccesary': 18452, 'mechanic': 18453, 'diagnose': 18454, 'Shady': 18455, 'condescending': 18456, 'inexperienced': 18457, 'prideful': 18458, 'EXPERIENCED': 18459, 'Beautifully': 18460, 'UNTRUE': 18461, 'Poor': 18462, 'Ghassemlou': 18463, 'demanded': 18464, 'enrolled': 18465, 'witness': 18466, 'adequately': 18467, 'assuage': 18468, 'Saying': 18469, 'combative': 18470, 'fused': 18471, 'fusions': 18472, 'chiropractric': 18473, 'Barros': 18474, 'Unbelievably': 18475, 'Cheveux': 18476, 'complimented': 18477, 'Quaint': 18478, 'McLean': 18479, 'Endo': 18480, 'storefront': 18481, 'bell': 18482, 'hostess': 18483, 'yelled': 18484, 'arguing': 18485, 'unprofessional': 18486, 'jerks': 18487, 'Missed': 18488, 'carless': 18489, 'NEEEEEEEEEVERRRR': 18490, 'Superb': 18491, 'Arrangements': 18492, 'Fancy': 18493, 'Flowers': 18494, 'funerals': 18495, 'outshone': 18496, 'arranged': 18497, 'superbly': 18498, 'delicately': 18499, 'hairdresser': 18500, 'conditioned': 18501, 'Smoker': 18502, 'leaky': 18503, 'bathrooms': 18504, 'cabinets': 18505, 'thrashed': 18506, 'slapped': 18507, 'non-smokers': 18508, 'beware': 18509, 'tenants': 18510, 'smokers': 18511, 'reeks': 18512, 'cigarette': 18513, 'smelling': 18514, 'disgusting': 18515, 'Sanwiches': 18516, 'meatball': 18517, 'regulars': 18518, 'Tourists': 18519, 'TGIF': 18520, 'Rate': 18521, 'hotpot': 18522, 'chrisssake': 18523, 'churchy': 18524, 'grandure': 18525, 'robe': 18526, \"'60s\": 18527, 'Sf': 18528, 'aunte': 18529, 'kiddies': 18530, 'labyrinth': 18531, \"'em\": 18532, 'pagen': 18533, 'heck': 18534, 'kc': 18535, 'sox': 18536, 'phillies': 18537, 'knights': 18538, 'tho': 18539, 'chineze': 18540, 'sice': 18541, 'Door': 18542, 'Woodinville': 18543, 'NDI': 18544, 'Johnette': 18545, 'appologized': 18546, 'skiing': 18547, 'sized': 18548, 'responsiveness': 18549, 'Roger': 18550, 'speeding': 18551, 'CHRISTIAN': 18552, '!!!!!!!!!!!!!!!!!!': 18553, 'LAST': 18554, 'LET': 18555, 'CHILD': 18556, 'GET': 18557, 'RAPED': 18558, 'BECAUSE': 18559, 'PAID': 18560, 'Nordstrom': 18561, 'designer': 18562, 'Garment': 18563, 'Previous': 18564, 'pushy': 18565, 'stain': 18566, 'leather': 18567, 'purse': 18568, 'waitress': 18569, 'forgetting': 18570, 'verde': 18571, 'completly': 18572, 'flavorless': 18573, 'orderd': 18574, 'meals': 18575, 'chimichangas': 18576, 'jalapeno': 18577, 'borritos': 18578, 'quesadillas': 18579, 'spice': 18580, 'Hacienda': 18581, 'Jill': 18582, 'Dessert': 18583, 'veggie': 18584, 'Hull': 18585, 'Peas': 18586, 'Cons': 18587, 'blackened': 18588, 'catfish': 18589, 'Overcooked': 18590, 'Thoughts': 18591, 'tasty': 18592, 'Fidelity': 18593, 'Leasing': 18594, 'painless': 18595, 'co.': 18596, 'whatsoever': 18597, 'robbed': 18598, 'cheated': 18599, 'lied': 18600, 'misinform': 18601, 'misrepresent': 18602, 'confuse': 18603, 'holders': 18604, 'misinformation': 18605, 'premiums': 18606, 'glitch': 18607, 'Ifa': 18608, 'F%#king': 18609, 'Assh@%$e': 18610, 'alignment': 18611, 'shopped': 18612, 'nitrogen': 18613, 'mileage': 18614, 'CONVENIENT': 18615, 'Creekside': 18616, 'esp.': 18617, 'Stokes': 18618, 'Bascom': 18619, 'Rail': 18620, 'Trader': 18621, 'Whole': 18622, 'Foods': 18623, 'remodel': 18624, 'pitch': 18625, 'certificates': 18626, 'pressured': 18627, 'gut': 18628, 'sucked': 18629, 'hears': 18630, 'shark': 18631, 'walkway': 18632, 'rubbish': 18633, 'Aquarium': 18634, '£': 18635, 'Cranmore': 18636, 'Dental': 18637, 'Implant': 18638, 'Clinic': 18639, 'Nelson': 18640, 'phobia': 18641, 'instantaneously': 18642, 'dental': 18643, 'underpinned': 18644, 'Pam': 18645, 'Gillies': 18646, 'Salsa': 18647, 'hehehe': 18648, 'trimmers': 18649, 'chips': 18650, 'sub-division': 18651, 'gatherings': 18652, 'anesthetic': 18653, 'audacity': 18654, 'DISPOSAL': 18655, 'itemized': 18656, 'AVOID': 18657, 'COSTS': 18658, 'Peking': 18659, 'opinon': 18660, 'Gone': 18661, 'Sigh': 18662, 'slipped': 18663, 'BNA': 18664, 'pickups': 18665, 'parked': 18666, 'Lucky': 18667, 'EXPENSIVE': 18668, 'Wife': 18669, '230': 18670, 'ammount': 18671, 'elevated': 18672, 'Joke': 18673, 'Salon': 18674, 'JOKE': 18675, 'PRICED': 18676, 'graduating': 18677, 'nope': 18678, 'BEWARE': 18679, 'mislabeled': 18680, 'Ukrops': 18681, 'liquor': 18682, 'Bloody': 18683, 'Mimosas': 18684, 'negotiate': 18685, 'Square': 18686, 'queen': 18687, 'upgrade': 18688, 'beds': 18689, 'gap': 18690, 'thoroughly': 18691, 'remodeled': 18692, \"company's\": 18693, 'guessed': 18694, 'remodeling': 18695, 'Award': 18696, 'Holderness': 18697, 'Road': 18698, 'Chamberlain': 18699, 'Kingston': 18700, 'BALLROOM': 18701, 'LATIN': 18702, 'SEQUENCE': 18703, 'LINE': 18704, 'DANCING': 18705, 'BALLET': 18706, 'TAP': 18707, 'JAZZ': 18708, 'Ward': 18709, 'Ballroom': 18710, 'certified': 18711, 'pre-owned': 18712, 'BMW': 18713, 'leakage': 18714, '175': 18715, 'TRUST': 18716, 'DEALER': 18717, 'STAY': 18718, 'AWAY': 18719, 'FAR': 18720, 'POSSIBLE': 18721, 'Practice': 18722, 'slick': 18723, 'Surgery': 18724, 'timings': 18725, 'mattered': 18726, 'perfectionist': 18727, 'BJ': 18728, 'servers': 18729, 'soda': 18730, 'ohm': 18731, 'Sierra': 18732, 'stylist': 18733, 'curly': 18734, 'styled': 18735, 'relocating': 18736, 'Bend': 18737, 'Eve': 18738, 'Jazz': 18739, 'NYE': 18740, 'appetizing': 18741, 'jazz': 18742, 'intending': 18743, 'Trio': 18744, 'tissues': 18745, 'rectified': 18746, 'toilet': 18747, 'peeling': 18748, 'mould': 18749, 'ounce': 18750, 'Grocery': 18751, 'FusionRetail': 18752, 'dos': 18753, 'Managing': 18754, 'POS': 18755, 'barcoding': 18756, 'Usage': 18757, 'barcodes': 18758, 'Billing': 18759, 'queries': 18760, 'B&B': 18761, 'Fe': 18762, 'Paradero': 18763, 'ladies': 18764, 'Disatisfied': 18765, 'Aid': 18766, 'A&E': 18767, 'appliance': 18768, 'vendor': 18769, 'pre-screened': 18770, 'Cayuga': 18771, 'Lewiston': 18772, 'pedicures': 18773, 'cuticles': 18774, 'mins.': 18775, 'polish': 18776, 'Results': 18777, 'infertility': 18778, 'sterile': 18779, 'hallway': 18780, 'herbs': 18781, 'cycles': 18782, 'Common': 18783, 'yummy': 18784, 'croissants': 18785, 'Comfortable': 18786, 'noisy': 18787, 'stellar': 18788, 'Gare': 18789, 'du': 18790, 'Nord': 18791, 'Sacre': 18792, 'Coeur': 18793, 'Plaza': 18794, 'Galleries': 18795, 'Lafayette': 18796, 'flea': 18797, 'Hostel': 18798, 'Autos': 18799, 'Mobile': 18800, 'sorted': 18801, 'workshop': 18802, 'gearbox': 18803, 'gears': 18804, 'recommending': 18805, 'Yards': 18806, 'Brewery': 18807, 'lounge': 18808, 'brewery': 18809, 'sampler': 18810, 'IPA': 18811, 'Brawler': 18812, 'Stout': 18813, 'ESA': 18814, 'Dogwood': 18815, 'Grilled': 18816, 'Cheese': 18817, 'pint': 18818, 'Nitrogen': 18819, 'Guiness': 18820, 'Lover': 18821, 'smoother': 18822, 'abou': 18823, 'BRAWLER': 18824, 'Oil': 18825, 'Disaster': 18826, \"'07\": 18827, 'Ford': 18828, 'Fusion': 18829, 'sporadically': 18830, 'whir': 18831, 'loudly': 18832, 'Turns': 18833, 'overcharge': 18834, 'Liars': 18835, 'Cruze': 18836, 'mpg': 18837, '9000': 18838, 'purchace': 18839, 'Vic': 18840, 'Canever': 18841, 'grandparents': 18842, 'grandfather': 18843, 'silently': 18844, 'Peterson': 18845, 'sitcom': 18846, 'Seinfeld': 18847, 'greeter': 18848, 'Instructor': 18849, 'Beginning': 18850, 'Brittany': 18851, '2:25': 18852, 'karma': 18853, 'Finest': 18854, 'differ': 18855, 'marginal': 18856, 'entertained': 18857, '5.10': 18858, 'indoor': 18859, 'climber': 18860, 'routes': 18861, 'exhaustion': 18862, 'markings': 18863, 'outing': 18864, 'frustration': 18865, \"DJ's\": 18866, 'surpassed': 18867, \"1960's\": 18868, 'courage': 18869, 'Eva': 18870, 'Lange': 18871, 'sirloin': 18872, 'drenched': 18873, 'butter': 18874, 'Roadhouse': 18875, 'WAY': 18876, 'Spay': 18877, 'neuter': 18878, 'spay': 18879, 'wisconsin': 18880, 'Issues': 18881, 'ingrown': 18882, 'toenail': 18883, 'Shield': 18884, '483.00': 18885, 'reversed': 18886, 'aa': 18887, '160.00': 18888, 'bilked': 18889, 'blessed': 18890, 'Elite': 18891, 'Flyers': 18892, 'postcards': 18893, 'distorted': 18894, 'sheisters': 18895, 'mechanicly': 18896, 'catagory': 18897, 'jimmy': 18898, 'rigged': 18899, 'runaround': 18900, 'standpoint': 18901, 'Grimy': 18902, 'somethin': 18903, 'Stationery': 18904, 'Bethesda': 18905, 'Papeluna': 18906, 'hustle': 18907, 'bustle': 18908, 'nestled': 18909, 'Subway': 18910, 'Sandwiches': 18911, 'Modell': 18912, 'pumpkin': 18913, 'latte': 18914, 'stationery': 18915, 'Cards': 18916, 'wrapping': 18917, 'invitations': 18918, 'yelped': 18919, 'Yelp': 18920, 'wallet': 18921, 'premise': 18922, 'craziest': 18923, 'ltake': 18924, 'premier': 18925, 'Hut': 18926, 'IHOP': 18927, 'Panera': 18928, 'Chipotle': 18929, 'ALONE': 18930, 'VCU': 18931, 'EXCELS': 18932, 'Rams': 18933, 'NCAA': 18934, 'Fan': 18935, 'Carytown': 18936, 'Stony': 18937, 'Point': 18938, 'Pump': 18939, 'continuously': 18940, 'rave': 18941, 'Orr': 18942, 'woken': 18943, 'campsite': 18944, 'drunken': 18945, 'irate': 18946, 'FHS': 18947, 'hoods': 18948, 'gymnasiums': 18949, 'ensemble': 18950, 'presumably': 18951, 'ranked': 18952, 'U.': 18953, 'BU': 18954, 'Vassar': 18955, 'Howard': 18956, 'Mellon': 18957, 'Rutgers': 18958, 'pharmacy': 18959, 'motel': 18960, 'resorts': 18961, 'homey': 18962, 'cuban': 18963, 'colada': 18964, 'mmmm': 18965, 'chill': 18966, 'bake': 18967, 'beans': 18968, 'plantains': 18969, 'mango': 18970, 'pastries': 18971, 'omelets': 18972, 'forsyth': 18973, 'Warner': 18974, 'appointments': 18975, 'FAMILY': 18976, 'dismay': 18977, 'landed': 18978, 'rosette': 18979, 'hmm': 18980, \"canape's\": 18981, 'amuse': 18982, 'nibble': 18983, 'Scallops': 18984, 'overcooked': 18985, 'foie': 18986, 'gras': 18987, 'Iron': 18988, 'spices': 18989, 'cook': 18990, 'vegetarians': 18991, 'dump': 18992, 'hotter': 18993, 'mush': 18994, 'meats': 18995, 'sauces': 18996, 'Meats': 18997, 'seafood': 18998, '4.99': 18999, \"Wednesday's\": 19000, 'Cookies': 19001, 'Cakes': 19002, 'pre-made': 19003, 'Valentine': 19004, 'bakeries': 19005, 'rectangle': 19006, 'Fiona': 19007, 'texture': 19008, 'frosting': 19009, 'amazingly': 19010, 'fluffy': 19011, 'gladly': 19012, 'cookies': 19013, 'Craving': 19014, 'Acupuncture': 19015, 'cravings': 19016, 'Definite': 19017, 'Decrease': 19018, 'craving': 19019, 'DOCTOR': 19020, 'needles': 19021, 'Liau': 19022, 'GLAD': 19023, 'bathing': 19024, 'Asset': 19025, 'Limits': 19026, 'multiplex': 19027, 'Bowtie': 19028, 'theatre': 19029, 'brick': 19030, 'Flying': 19031, 'Squirrels': 19032, 'manged': 19033, 'preserving': 19034, 'cellphones': 19035, 'ads': 19036, 'previews': 19037, 'theatres': 19038, 'mangers': 19039, 'Sundays': 19040, 'discounts': 19041, 'Craft': 19042, 'Wonderland': 19043, 'History': 19044, 'origami': 19045, 'jewelry': 19046, 'earrings': 19047, 'quilling': 19048, 'filigree': 19049, 'crafts': 19050, 'lovable': 19051, 'humor': 19052, 'Oklahoma': 19053, 'bs': 19054, 'crafter': 19055, 'Salmagundi': 19056, 'smorgasbord': 19057, 'potpourri': 19058, 'motley': 19059, 'miscellaneous': 19060, 'assortment': 19061, 'mixture': 19062, 'Quimba': 19063, '1/30/10': 19064, 'Genesis': 19065, 'grrrrrrrreeeaaat': 19066, 'Hyundai': 19067, 'wal': 19068, 'mart': 19069, 'ti': 19070, 'thouhgt': 19071, 'Bait': 19072, 'untrained': 19073, 'Called': 19074, 'Bonanza': 19075, '350': 19076, 'sq': 19077, 'ceramic': 19078, 'dual': 19079, 'grinder': 19080, 'thinset': 19081, 'inclusive': 19082, 'inserts': 19083, '125': 19084, 'PLUS': 19085, '260': 19086, 'pitfalls': 19087, 'renting': 19088, 'switching': 19089, 'suspects': 19090, 'Outside': 19091, 'Laundry': 19092, 'Tub': 19093, 'filthy': 19094, 'laundromats': 19095, 'availed': 19096, \"'n\": 19097, 'garbage': 19098, 'checkout': 19099, 'SHOCKED': 19100, 'Romeo': 19101, 'wished': 19102, 'annoy': 19103, 'CARE': 19104, 'HH': 19105, 'serivce': 19106, 'mindset': 19107, 'bartenders': 19108, 'waitresses': 19109, 're-trained': 19110, 'chat': 19111, 'impatiently': 19112, 'understaffing': 19113, 'Midas': 19114, 'Touch': 19115, 'personable': 19116, 'revolves': 19117, 'fuse': 19118, 'tech': 19119, 'pedestal': 19120, 'rolls': 19121, 'scallop': 19122, 'nigiri': 19123, 'panko': 19124, 'Logan': 19125, '3.75': 19126, 'solicitous': 19127, 'Sleep': 19128, 'Courtesy': 19129, '3:15': 19130, 'strobe': 19131, 'activated': 19132, 'alarms': 19133, 'ADA': 19134, 'drip': 19135, 'apologies': 19136, 'pressed': 19137, 'Lack': 19138, 'Passion': 19139, 'Romanick': 19140, 'impatient': 19141, 'countless': 19142, 'diligent': 19143, 'actualy': 19144, 'tolls': 19145, 'payed': 19146, 'eather': 19147, 'realy': 19148, 'totalling': 19149, 'Guess': 19150, 'bdr': 19151, 'recomend': 19152, 'yelling': 19153, 'rudest': 19154, 'trashy': 19155, 'Jurek': 19156, 'Decor': 19157, '500.00': 19158, 'NON': 19159, 'REFUNDABLE': 19160, 'heed': 19161, 'hype': 19162, 'DECOR': 19163, 'squirm': 19164, 'precious': 19165, 'Somewhere': 19166, 'smoked': 19167, 'OWNER': 19168, 'Unfortunalty': 19169, 'Bodhi': 19170, 'Vet': 19171, 'Mackinaw': 19172, 'FANFUCKINGTASTIC': 19173, 'Yorker': 19174, 'Oxford': 19175, 'devoid': 19176, 'Glasgow': 19177, 'HOLY': 19178, 'GRAIL': 19179, 'pies': 19180, 'pizzas': 19181, 'oregano': 19182, 'Scottish': 19183, 'congratulated': 19184, 'Scots': 19185, 'fcking': 19186, 'yorkedness': 19187, 'scrummy': 19188, 'gimmicky': 19189, '7/26/08': 19190, 'Mia': 19191, 'Greenfield': 19192, 'interrupting': 19193, 'cashier': 19194, 'unapologetic': 19195, 'wasting': 19196, 'overage': 19197, 'DINING': 19198, 'ROADHOUSE': 19199, 'MEALS': 19200, 'MEAT': 19201, 'RIGHT': 19202, 'OFF': 19203, 'BONES': 19204, 'PRICES': 19205, 'WAITING': 19206, 'AREA': 19207, 'ENJOYABLE': 19208, 'ENOUGH': 19209, 'SEATS': 19210, 'ALSO': 19211, 'PEANUTS': 19212, 'FLOOR': 19213, 'NEXT': 19214, 'PERSON': 19215, 'BRINGING': 19216, 'HAD': 19217, 'TAKE': 19218, 'SALAD': 19219, 'HOME': 19220, 'FORGOT': 19221, 'BRING': 19222, 'BROUGHT': 19223, 'CAME': 19224, 'BACK': 19225, 'WAITRESS': 19226, 'FIRST': 19227, 'COME': 19228, 'HOSTESS': 19229, 'FRIENDLY': 19230, 'WORKERS': 19231, 'STANDING': 19232, 'MARCH': 19233, '6TH': 19234, '2009': 19235, 'JULY': 19236, '4TH': 19237, 'DAUGHTER': 19238, 'BUFFALO': 19239, 'WINGS': 19240, 'FLY': 19241, 'MANAGER': 19242, 'SAID': 19243, 'SORRY': 19244, 'GAVE': 19245, 'BATCH': 19246, 'DOORS': 19247, 'OPENING': 19248, 'CLOSING': 19249, 'OPINION': 19250, 'TOOK': 19251, 'BILL': 19252, 'OWN': 19253, 'Mezza': 19254, 'Luna': 19255, 'FTW': 19256, 'mezza': 19257, \"luna's\": 19258, 'deffly': 19259, 'toss': 19260, 'prolly': 19261, 'em': 19262, 'cus': 19263, 'luna': 19264, 'extract': 19265, 'salty': 19266, 'pepperoni': 19267, 'crushing': 19268, 'Clarkson': 19269, \"'05\": 19270, \"'09\": 19271, 'deliciousness': 19272, 'warrants': 19273, 'pickup': 19274, 'XF': 19275, 'Chestney': 19276, 'Fair': 19277, 'rvs': 19278, 'boats': 19279, 'Cars': 19280, 'Theft': 19281, 'Myself': 19282, 'fiance': 19283, 'detective': 19284, 'Luckily': 19285, 'stole': 19286, 'Parking': 19287, 'Mini': 19288, 'Cooper': 19289, 'SUV': 19290, 'Bugs': 19291, 'blowout': 19292, 'Murfreesboro': 19293, '4:50': 19294, 'Bud': 19295, '330i': 19296, 'secured': 19297, 'runflat': 19298, 'runflats': 19299, 'Grissom': 19300, 'consists': 19301, 'youngsteers': 19302, 'evictees': 19303, 'hood': 19304, 'fend': 19305, 'non-violent': 19306, 'unmanned': 19307, 'cracker': 19308, 'countertop': 19309, 'upsetting': 19310, 'oily': 19311, 'greasy': 19312, 'burnt': 19313, 'bureau': 19314, 'sabotaging': 19315, 'STORY': 19316, 'TRUE': 19317, 'kiss': 19318, '*ss': 19319, 'Lines': 19320, 'Silly': 19321, 'Rules': 19322, 'spills': 19323, 'patrons': 19324, 'tacos': 19325, 'costumer': 19326, 'COMCAST': 19327, 'pardon': 19328, 'Raging': 19329, 'Taco': 19330, 'Burrito': 19331, 'Wish': 19332, 'Saratoga': 19333, 'Bistro': 19334, 'Tallulah': 19335, 'diner': 19336, 'Adelphi': 19337, 'residing': 19338, 'KNOWS': 19339, 'EXPERIENCES': 19340, 'BT': 19341, 'unpretentious': 19342, 'Treat': 19343, 'Springs': 19344, 'rrly': 19345, 'cehf': 19346, 'Morris': 19347, 'particlular': 19348, 'baldness': 19349, 'exclusively': 19350, 'maternal': 19351, 'http://www.consumerreports.org/health/healthy-living/beauty-personal-care/hair-loss-10-08/hair-loss.htm': 19352, 'Anyhow': 19353, 'mircles': 19354, 'miracles': 19355, 'installed': 19356, 'stressful': 19357, 'boarders': 19358, 'accommodations': 19359, 'calming': 19360, 'comforting': 19361, 'adorned': 19362, 'encounter': 19363, 'friendliness': 19364, 'Novotel': 19365, 'appreciation': 19366, 'spirits': 19367, 'Tampa': 19368, 'Update': 19369, 'resturant': 19370, 'usally': 19371, 'Dinner': 19372, 'Scampi': 19373, 'Incredible': 19374, 'privatly': 19375, 'Jeep': 19376, 'Phet': 19377, 'G&G': 19378, 'Automotive': 19379, 'overcharged': 19380, 'unheard': 19381, 'handbag': 19382, 'niche': 19383, 'evaluating': 19384, 'SEO': 19385, 'Ulistic': 19386, 'Engine': 19387, 'Optimization': 19388, 'Key': 19389, 'Indicators': 19390, 'Facebook': 19391, 'www.designofashion.com': 19392, 'ethical': 19393, 'reap': 19394, 'genuinely': 19395, 'communicator': 19396, 'Hom': 19397, 'Excel': 19398, 'burglars': 19399, 'intruders': 19400, 'slit': 19401, 'pry': 19402, 'hammer': 19403, 'miscreants': 19404, 'happily': 19405, 'guarentee': 19406, 'lightbulb': 19407, 'Sheraton': 19408, 'towels': 19409, 'linens': 19410, 'sofa': 19411, 'ribbon': 19412, 'wrapped': 19413, 'mid-afternoon': 19414, 'disruptive': 19415, 'boisterous': 19416, 'Careful': 19417, 'admittedly': 19418, 'Essentially': 19419, 'compose': 19420, 'truths': 19421, 'falsehoods': 19422, 'Mazda': 19423, 'charger': 19424, 'combo': 19425, 'plates': 19426, 'abrasive': 19427, 'sesame': 19428, 'kung': 19429, 'pao': 19430, 'puffs': 19431, 'Delight': 19432, 'accomplished': 19433, 'steamed': 19434, 'mein': 19435, 'Panda': 19436, 'Willis': 19437, 'recount': 19438, 'conditioning': 19439, 'Approx': 19440, 'discontent': 19441, 'th': 19442, '30.00': 19443, 'FIT': 19444, 'Pomper': 19445, 'sooo': 19446, 'resell': 19447, 'BEING': 19448, 'RETURNED': 19449, 'unfair': 19450, 'unprofessionalism': 19451, 'locker': 19452, 'lacking': 19453, 'canceling': 19454, 'belittling': 19455, 'Cape': 19456, 'Hell': 19457, 'celebrity': 19458, 'Derrick': 19459, 'blonde': 19460, 'mousey': 19461, 'stylists': 19462, 'pressuring': 19463, 'cried': 19464, 'grace': 19465, 'Nightmare': 19466, 'Rod': 19467, 'Jacobsen': 19468, 'CPA': 19469, '6,000': 19470, 'accountant': 19471, 'DOWN': 19472, 'Bit': 19473, 'sketchy': 19474, 'sporadic': 19475, 'Sketchy': 19476, 'semi-sketchiness': 19477, 'WITHOUT': 19478, 'informing': 19479, 'neglected': 19480, 'arrival': 19481, 'terribly': 19482, 'apologetic': 19483, 'STILL': 19484, 'communicative': 19485, 'Delivery': 19486, 'Hickory': 19487, 'Furniture': 19488, 'HDS': 19489, 'seventeen': 19490, 'van': 19491, '2300': 19492, 'headboard': 19493, 'drawers': 19494, 'dresser': 19495, 'nighstand': 19496, 'drawer': 19497, 'Furnishings': 19498, 'Boyles': 19499, 'limbo': 19500, 'suites': 19501, 'Driving': 19502, 'wreck': 19503, 'conquer': 19504, 'Saintly': 19505, 'cancellations': 19506, 'advising': 19507, 'pounded': 19508, 'reciprocate': 19509, 'confidently': 19510, 'cope': 19511, 'Restaurant': 19512, 'Restaurants': 19513, 'stumble': 19514, 'Bexar': 19515, 'Bandera': 19516, 'Drop': 19517, 'Soup': 19518, 'tastes': 19519, 'Ferguson': 19520, 'Granger': 19521, 'Strzalka': 19522, 'Flagship': 19523, 'CVTS': 19524, 'CRUEL': 19525, 'UNCARING': 19526, 'bicuspid': 19527, 'aortic': 19528, 'valve': 19529, 'stenosis': 19530, 'renigged': 19531, 'Proxy': 19532, 'ventilator': 19533, 'inoperable': 19534, 'sarcastically': 19535, 'recommends': 19536, 'inclined': 19537, 'toured': 19538, 'bmil': 19539, 'introductions': 19540, 'unrealistic': 19541, 'Workers': 19542, 'interaction': 19543, 'objectively': 19544, 'roomful': 19545, 'facilitating': 19546, 'bruised': 19547, 'Dumbest': 19548, \"F'ers\": 19549, 'dominos': 19550, 'FINALLY': 19551, 'MAY': 19552, 'Radison': 19553, 'Warwick': 19554, 'Rittenhouse': 19555, '1926': 19556, 'YES': 19557, 'CENTER': 19558, 'CITY': 19559, 'PHILLY': 19560, 'township': 19561, 'Pottstown': 19562, 'RADISON': 19563, 'WARWICK': 19564, 'HOTEL': 19565, 'SAY': 19566, 'LISTEN': 19567, '17th': 19568, 'LOCUST': 19569, 'ADDRESS': 19570, '1701': 19571, 'TOWNSHIP': 19572, 'locust': 19573, 'Locust': 19574, 'ARe': 19575, 'asks': 19576, '16th': 19577, 'Walnut': 19578, 'Hmmm': 19579, 'cussing': 19580, 'cab': 19581, 'Geno': 19582, 'fence': 19583, 'Workmanship': 19584, 'splitting': 19585, 'PAY': 19586, 'phantom': 19587, 'innkeeper': 19588, '207': 19589, 'suitcases': 19590, 'innkeepers': 19591, 'longshoreman': 19592, 'totes': 19593, 'chambermaid': 19594, 'sternly': 19595, 'accommodated': 19596, 'exceptions': 19597, 'fridge': 19598, '1.50': 19599, 'cans': 19600, 'shampoo': 19601, 'Snacks': 19602, 'uninspired': 19603, 'Bath': 19604, 'stall': 19605, 'mildew': 19606, 'tub': 19607, 'touts': 19608, 'kitchens': 19609, 'rack': 19610, 'Quit': 19611, 'overstatements': 19612, 'Zahav': 19613, 'hyperbolic': 19614, 'salatim': 19615, 'condiments': 19616, 'forkfuls': 19617, 'laffa': 19618, 'hummus': 19619, 'flatbread': 19620, 'lamb': 19621, 'glob': 19622, 'chewy': 19623, 'resemblance': 19624, 'crispy': 19625, 'delicacy': 19626, 'hmmm': 19627, 'semifreddo': 19628, 'waitstaff': 19629, 'believing': 19630, 'attest': 19631, 'succulent': 19632, 'sizes': 19633, 'circa': 19634, 'READ': 19635, 'lace': 19636, 'dresses': 19637, 'picks': 19638, 'SUPPOSEDLY': 19639, 'gown': 19640, 'brides': 19641, 'STEALING': 19642, 'designers': 19643, 'designs': 19644, 'seamstresses': 19645, 'uhh': 19646, 'Aside': 19647, 'Somehow': 19648, 'disagreed': 19649, 'observation': 19650, 'bodice': 19651, 'Say': 19652, 'Huh': 19653, 'uh': 19654, 'Seriously': 19655, 'NICER': 19656, 'TRANSPARENT': 19657, 'dishonest': 19658, 'AWFUL': 19659, \"Sear's\": 19660, 'Automotives': 19661, 'Greensboro': 19662, 'shredded': 19663, 'drving': 19664, 'purposely': 19665, 'technician': 19666, 'steering': 19667, 'riiight': 19668, 'Supposedly': 19669, 'ordeal': 19670, 'apathetic': 19671}\n",
+ "{'PROPN': 0, 'PUNCT': 1, 'ADJ': 2, 'NOUN': 3, 'VERB': 4, 'DET': 5, 'ADP': 6, 'AUX': 7, 'PRON': 8, 'PART': 9, 'SCONJ': 10, 'NUM': 11, 'ADV': 12, 'CCONJ': 13, 'X': 14, 'INTJ': 15, 'SYM': 16}\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Train a model\n",
+ "\n",
+ "EMBEDDING_DIM = 6\n",
+ "HIDDEN_DIM = 6\n",
+ "\n",
+ "model = LSTMTagger(EMBEDDING_DIM, HIDDEN_DIM, len(word_to_ix), len(tag_to_ix))\n",
+ "loss_function = nn.NLLLoss() # does not include the softmax\n",
+ "optimizer = torch.optim.SGD(model.parameters(), lr=0.1)\n",
+ "\n",
+ "epoch_acc, epoch_loss = 0, 0\n",
+ "\n",
+ "total_count = 0\n",
+ "\n",
+ "for epoch in range(3): # again, normally you would NOT do 300 epochs, it is toy data\n",
+ " index = 0\n",
+ " for sentence, tags, _ in train_iter:\n",
+ " index += 1\n",
+ " # Step 1. Remember that Pytorch accumulates gradients.\n",
+ " # We need to clear them out before each instance\n",
+ " model.zero_grad()\n",
+ "\n",
+ " # Step 2. Get our inputs ready for the network, that is, turn them into\n",
+ " # Tensors of word indices.\n",
+ " sentence_in = prepare_sequence(sentence, word_to_ix)\n",
+ " targets = prepare_sequence(tags, tag_to_ix)\n",
+ "\n",
+ " # Step 3. Run our forward pass.\n",
+ " tag_scores = model(sentence_in)\n",
+ "\n",
+ " # Compute accuracy score per token\n",
+ " predictions = tag_scores.view(-1, tag_scores.shape[-1])\n",
+ " max_preds = predictions.argmax(dim = 1, keepdim = True) # get the index of the max probability\n",
+ " correct = max_preds.squeeze(1).eq(targets)\n",
+ " acc_sentence = correct.sum()\n",
+ " #acc_sentence = correct.sum() / targets.shape[0]\n",
+ "\n",
+ "\n",
+ " if index in [29,55, 930]: # selection of short sentences #, 1150\n",
+ " print( \"SENTENCE:\", sentence )\n",
+ " print(\"GOLD (original):\", tags )\n",
+ " print(\"GOLD (indices):\", targets)\n",
+ " print( \"SCORES\", tag_scores )\n",
+ " print(\"PRED (indices):\", list(max_preds.squeeze(1)) )\n",
+ " print(\"PRED (mapped):\", [ix_to_tag[i.item()] for i in list(max_preds.squeeze(1))] )\n",
+ " print( \"CORRECT / UNCORRECT list:\", correct)\n",
+ " print(\"# CORRECT PREDicted POS =\", acc_sentence.item() )\n",
+ "\n",
+ " print( '\\n')\n",
+ "\n",
+ " # Step 4. Compute the loss, gradients, and update the parameters by\n",
+ " # calling optimizer.step()\n",
+ " loss = loss_function(tag_scores, targets)\n",
+ " loss.backward()\n",
+ " optimizer.step()\n",
+ "\n",
+ " epoch_loss += loss.item()\n",
+ " epoch_acc += acc_sentence.item()\n",
+ " total_count += len(sentence)\n",
+ "\n",
+ " # Compute accuracy on train set at each epoch\n",
+ " print('Epoch: {}. Loss: {}. ACC {}.'.format(epoch, epoch_loss/total_count,\n",
+ " round( (epoch_acc/total_count)*100, 2)))\n",
+ " epoch_acc, epoch_loss, total_count = 0, 0, 0\n",
+ " #print(epoch_acc / len(train_iter))\n",
+ "\n",
+ "\n",
+ "# {'PROPN': 0, 'PUNCT': 1, 'ADJ': 2, 'NOUN': 3, 'VERB': 4, 'DET': 5, 'ADP': 6, 'AUX': 7, 'PRON': 8, 'PART': 9, 'SCONJ': 10, 'NUM': 11, 'ADV': 12, 'CCONJ': 13, 'X': 14, 'INTJ': 15, 'SYM': 16}"
+ ],
+ "metadata": {
+ "id": "M2zfqhVmSxIC",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "00f8d320-3dd9-444e-9135-8196d65434c4"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "SENTENCE: ['But', 'in', 'my', 'view', 'it', 'is', 'highly', 'significant', '.']\n",
+ "GOLD (original): ['CCONJ', 'ADP', 'PRON', 'NOUN', 'PRON', 'AUX', 'ADV', 'ADJ', 'PUNCT']\n",
+ "GOLD (indices): tensor([13, 6, 8, 3, 8, 7, 12, 2, 1])\n",
+ "SCORES tensor([[-2.5903, -2.8589, -2.6936, -2.7128, -2.5672, -2.8965, -2.4778, -2.7472,\n",
+ " -2.6335, -3.3410, -3.3118, -2.8837, -2.8587, -2.9943, -3.1330, -3.1247,\n",
+ " -2.8283],\n",
+ " [-2.5903, -2.9118, -2.6557, -2.6903, -2.5628, -2.8696, -2.4832, -2.7617,\n",
+ " -2.6074, -3.3350, -3.3872, -2.9174, -2.8654, -3.0379, -3.0755, -3.1940,\n",
+ " -2.7686],\n",
+ " [-2.5954, -2.9183, -2.7024, -2.6646, -2.3523, -2.9031, -2.6180, -2.9211,\n",
+ " -2.5234, -3.1733, -3.2870, -2.9857, -2.8758, -3.0569, -3.0938, -3.1361,\n",
+ " -2.8868],\n",
+ " [-2.5963, -2.8428, -2.7482, -2.7265, -2.3241, -2.8247, -2.6094, -2.9167,\n",
+ " -2.5486, -3.1997, -3.2610, -2.9673, -2.9203, -3.0379, -3.1075, -3.1031,\n",
+ " -2.9458],\n",
+ " [-2.6233, -2.8820, -2.7326, -2.6455, -2.3901, -2.8255, -2.5572, -2.8662,\n",
+ " -2.5479, -3.2431, -3.2786, -3.0077, -2.8438, -3.0679, -3.0819, -3.1604,\n",
+ " -2.9434],\n",
+ " [-2.5120, -2.8766, -2.6562, -2.7865, -2.3005, -3.0000, -2.5896, -2.8742,\n",
+ " -2.5544, -3.1980, -3.3264, -2.9151, -3.0065, -3.0993, -3.1470, -3.0855,\n",
+ " -2.8599],\n",
+ " [-2.4634, -2.7635, -2.6742, -2.8895, -2.3945, -3.0917, -2.4537, -2.6914,\n",
+ " -2.6743, -3.3526, -3.2806, -2.8161, -3.0577, -3.0867, -3.2726, -2.9937,\n",
+ " -2.9047],\n",
+ " [-2.4977, -2.8878, -2.5717, -2.7951, -2.5025, -3.0544, -2.4426, -2.7180,\n",
+ " -2.6226, -3.3450, -3.4298, -2.8382, -2.9820, -3.1128, -3.1403, -3.1406,\n",
+ " -2.7799],\n",
+ " [-2.5682, -2.8858, -2.6027, -2.7317, -2.5501, -2.8810, -2.4164, -2.7268,\n",
+ " -2.6108, -3.3832, -3.4553, -2.8943, -2.9108, -3.1116, -3.0553, -3.2240,\n",
+ " -2.8247]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(6), tensor(6), tensor(4), tensor(4), tensor(4), tensor(4), tensor(4), tensor(6), tensor(6)]\n",
+ "PRED (mapped): ['ADP', 'ADP', 'VERB', 'VERB', 'VERB', 'VERB', 'VERB', 'ADP', 'ADP']\n",
+ "CORRECT / UNCORRECT list: tensor([False, True, False, False, False, False, False, False, False])\n",
+ "# CORRECT PREDicted POS = 1\n",
+ "\n",
+ "\n",
+ "SENTENCE: ['So', 'what', 'happened', '?']\n",
+ "GOLD (original): ['ADV', 'PRON', 'VERB', 'PUNCT']\n",
+ "GOLD (indices): tensor([12, 8, 4, 1])\n",
+ "SCORES tensor([[-2.6096, -2.7632, -2.6673, -2.4966, -2.4735, -2.8605, -2.5213, -2.7642,\n",
+ " -2.5875, -3.3445, -3.4014, -3.0173, -2.8482, -3.0562, -3.2296, -3.2807,\n",
+ " -2.9622],\n",
+ " [-2.5767, -2.7250, -2.6450, -2.5415, -2.4355, -2.9783, -2.4875, -2.7302,\n",
+ " -2.5993, -3.3472, -3.3690, -2.9668, -2.8751, -3.0822, -3.2952, -3.2179,\n",
+ " -3.0544],\n",
+ " [-2.5806, -2.7899, -2.6711, -2.4553, -2.3972, -2.9293, -2.4962, -2.6992,\n",
+ " -2.5865, -3.3695, -3.3949, -3.1042, -2.8634, -3.1590, -3.2688, -3.3030,\n",
+ " -2.9698],\n",
+ " [-2.5973, -2.8349, -2.6510, -2.4462, -2.3622, -2.8640, -2.5810, -2.8211,\n",
+ " -2.5290, -3.2864, -3.4438, -3.1152, -2.8718, -3.1404, -3.1916, -3.3438,\n",
+ " -2.9299]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(4), tensor(4), tensor(4), tensor(4)]\n",
+ "PRED (mapped): ['VERB', 'VERB', 'VERB', 'VERB']\n",
+ "CORRECT / UNCORRECT list: tensor([False, False, True, False])\n",
+ "# CORRECT PREDicted POS = 1\n",
+ "\n",
+ "\n",
+ "SENTENCE: ['Bush', 'successfully', 'makes', 'Satan', 'look', 'good', 'in', 'comparison', '.']\n",
+ "GOLD (original): ['PROPN', 'ADV', 'VERB', 'PROPN', 'VERB', 'ADJ', 'ADP', 'NOUN', 'PUNCT']\n",
+ "GOLD (indices): tensor([ 0, 12, 4, 0, 4, 2, 6, 3, 1])\n",
+ "SCORES tensor([[-2.0766, -3.3197, -2.7931, -1.6228, -2.3223, -2.5707, -2.1524, -2.9950,\n",
+ " -2.5196, -3.7643, -3.9696, -4.3610, -3.0462, -4.0007, -4.0054, -4.9961,\n",
+ " -4.3431],\n",
+ " [-2.3942, -3.2657, -2.9115, -1.3141, -2.1477, -3.2313, -2.3458, -3.0485,\n",
+ " -2.4764, -3.5972, -4.0389, -4.4438, -2.8525, -3.8242, -4.3520, -5.1192,\n",
+ " -4.7338],\n",
+ " [-2.3849, -3.3345, -2.9774, -1.3062, -2.0244, -3.2398, -2.0631, -3.0192,\n",
+ " -2.5686, -3.7669, -4.1856, -4.8057, -3.0391, -4.3032, -4.7690, -5.5078,\n",
+ " -5.0762],\n",
+ " [-2.9687, -1.3874, -3.1200, -1.7243, -2.2756, -2.7203, -2.6808, -2.9825,\n",
+ " -3.0344, -3.6164, -4.2932, -4.4142, -3.0267, -3.8181, -5.0029, -5.2491,\n",
+ " -5.1999],\n",
+ " [-2.6393, -2.6453, -3.0687, -1.3321, -1.9923, -2.9874, -2.2903, -3.0309,\n",
+ " -2.6694, -3.5372, -4.1450, -4.7110, -2.9171, -4.0912, -4.8951, -5.4155,\n",
+ " -5.3109],\n",
+ " [-2.4168, -2.8886, -3.0547, -1.4620, -2.2338, -2.1459, -1.9901, -3.0572,\n",
+ " -2.8372, -3.9231, -4.1676, -5.0370, -3.1435, -4.6659, -4.9312, -5.6873,\n",
+ " -5.3135],\n",
+ " [-2.6188, -3.0749, -3.0144, -1.1349, -2.0635, -3.4667, -2.1802, -3.0387,\n",
+ " -2.6698, -3.8327, -4.3334, -4.8947, -2.9736, -4.2622, -5.0755, -5.7109,\n",
+ " -5.3122],\n",
+ " [-3.0358, -1.3778, -3.2298, -1.8121, -2.5378, -1.8708, -2.6660, -3.1674,\n",
+ " -3.2767, -3.7995, -4.3933, -4.7590, -3.1449, -4.2086, -5.1686, -5.5981,\n",
+ " -5.5545],\n",
+ " [-3.3579, -0.8358, -3.3716, -2.2316, -2.7703, -2.1978, -3.0659, -3.2729,\n",
+ " -3.5664, -3.9079, -4.6725, -4.6147, -3.3736, -4.0591, -5.2995, -5.5843,\n",
+ " -5.5476]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(3), tensor(3), tensor(3), tensor(1), tensor(3), tensor(3), tensor(3), tensor(1), tensor(1)]\n",
+ "PRED (mapped): ['NOUN', 'NOUN', 'NOUN', 'PUNCT', 'NOUN', 'NOUN', 'NOUN', 'PUNCT', 'PUNCT']\n",
+ "CORRECT / UNCORRECT list: tensor([False, False, False, False, False, False, False, False, True])\n",
+ "# CORRECT PREDicted POS = 1\n",
+ "\n",
+ "\n",
+ "Epoch: 0. Loss: 0.10316973535380829. ACC 47.01.\n",
+ "SENTENCE: ['But', 'in', 'my', 'view', 'it', 'is', 'highly', 'significant', '.']\n",
+ "GOLD (original): ['CCONJ', 'ADP', 'PRON', 'NOUN', 'PRON', 'AUX', 'ADV', 'ADJ', 'PUNCT']\n",
+ "GOLD (indices): tensor([13, 6, 8, 3, 8, 7, 12, 2, 1])\n",
+ "SCORES tensor([[-3.1006e+00, -8.5182e-01, -4.0720e+00, -3.8565e+00, -2.9164e+00,\n",
+ " -6.2661e+00, -5.7413e+00, -4.3534e+00, -1.5519e+00, -7.6544e+00,\n",
+ " -6.0352e+00, -4.0723e+00, -3.2586e+00, -2.1979e+00, -4.9980e+00,\n",
+ " -4.2978e+00, -4.1057e+00],\n",
+ " [-4.1592e+00, -7.2833e+00, -4.3150e+00, -4.1587e+00, -3.7646e+00,\n",
+ " -4.2453e+00, -1.8917e-01, -3.9892e+00, -6.1538e+00, -8.6057e+00,\n",
+ " -3.4087e+00, -5.5462e+00, -3.5712e+00, -1.3041e+01, -7.0488e+00,\n",
+ " -6.1234e+00, -7.5069e+00],\n",
+ " [-4.1925e+00, -8.3426e+00, -4.0817e+00, -4.0830e+00, -4.1072e+00,\n",
+ " -5.2738e+00, -1.0183e+01, -7.8153e+00, -3.1606e-01, -7.1243e+00,\n",
+ " -6.1429e+00, -4.5397e+00, -4.8190e+00, -1.7919e+00, -6.2114e+00,\n",
+ " -4.9910e+00, -5.9049e+00],\n",
+ " [-2.4859e+00, -5.4976e+00, -2.0298e+00, -1.2185e+00, -1.6181e+00,\n",
+ " -3.9155e+00, -5.3351e+00, -4.3999e+00, -2.8919e+00, -5.6345e+00,\n",
+ " -4.2506e+00, -3.2544e+00, -2.1338e+00, -5.3909e+00, -6.0023e+00,\n",
+ " -4.7303e+00, -5.4812e+00],\n",
+ " [-4.7495e+00, -1.1779e+01, -4.5025e+00, -4.1160e+00, -3.3349e+00,\n",
+ " -8.7732e+00, -1.0178e+01, -4.7307e+00, -1.2214e-01, -5.8600e+00,\n",
+ " -6.1175e+00, -5.3967e+00, -4.9315e+00, -4.3536e+00, -7.3492e+00,\n",
+ " -5.6835e+00, -7.4416e+00],\n",
+ " [-5.4202e+00, -9.9405e+00, -5.8938e+00, -5.3091e+00, -3.0725e+00,\n",
+ " -8.9481e+00, -2.7500e+00, -2.2098e-01, -5.3335e+00, -3.1171e+00,\n",
+ " -4.5442e+00, -6.4731e+00, -4.3199e+00, -1.2342e+01, -8.2520e+00,\n",
+ " -7.1960e+00, -9.0214e+00],\n",
+ " [-3.4461e+00, -4.0261e+00, -3.1187e+00, -2.5161e+00, -1.2436e+00,\n",
+ " -2.9321e+00, -4.3099e+00, -3.6049e+00, -4.1063e+00, -1.4056e+00,\n",
+ " -4.0030e+00, -3.5589e+00, -2.0926e+00, -5.5028e+00, -6.6861e+00,\n",
+ " -5.6781e+00, -5.9852e+00],\n",
+ " [-3.4480e+00, -6.6627e+00, -2.7969e+00, -1.9777e+00, -8.4912e-01,\n",
+ " -6.0948e+00, -3.4316e+00, -2.2338e+00, -3.5420e+00, -5.8363e+00,\n",
+ " -3.9832e+00, -4.4972e+00, -2.0276e+00, -8.8873e+00, -7.5172e+00,\n",
+ " -5.7987e+00, -6.8892e+00],\n",
+ " [-1.0223e+01, -3.5014e-03, -1.0784e+01, -1.0889e+01, -8.9813e+00,\n",
+ " -7.6598e+00, -1.1725e+01, -1.4506e+01, -1.0691e+01, -1.2293e+01,\n",
+ " -1.3093e+01, -1.0082e+01, -8.9167e+00, -5.9782e+00, -1.2278e+01,\n",
+ " -1.1947e+01, -9.6605e+00]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(1), tensor(6), tensor(8), tensor(3), tensor(8), tensor(7), tensor(4), tensor(4), tensor(1)]\n",
+ "PRED (mapped): ['PUNCT', 'ADP', 'PRON', 'NOUN', 'PRON', 'AUX', 'VERB', 'VERB', 'PUNCT']\n",
+ "CORRECT / UNCORRECT list: tensor([False, True, True, True, True, True, False, False, True])\n",
+ "# CORRECT PREDicted POS = 6\n",
+ "\n",
+ "\n",
+ "SENTENCE: ['So', 'what', 'happened', '?']\n",
+ "GOLD (original): ['ADV', 'PRON', 'VERB', 'PUNCT']\n",
+ "GOLD (indices): tensor([12, 8, 4, 1])\n",
+ "SCORES tensor([[ -2.0850, -5.9884, -2.6784, -1.4932, -2.3267, -6.3929, -3.3761,\n",
+ " -1.2427, -4.7344, -4.9342, -4.2690, -3.6318, -2.4545, -8.4353,\n",
+ " -5.4563, -4.7803, -5.9709],\n",
+ " [ -4.1023, -4.7189, -4.4595, -4.5007, -2.8424, -7.3872, -7.9276,\n",
+ " -5.1035, -0.2975, -7.6016, -6.2915, -4.9479, -3.9348, -2.2780,\n",
+ " -6.3667, -5.0774, -5.4246],\n",
+ " [ -3.6499, -5.4974, -3.7126, -3.3383, -1.9474, -5.4633, -0.6763,\n",
+ " -2.0975, -5.2392, -6.7068, -3.5738, -5.0755, -2.4427, -11.2516,\n",
+ " -7.1998, -6.0205, -7.0064],\n",
+ " [ -7.0778, -0.0166, -7.7637, -7.2482, -7.8310, -6.0077, -10.8791,\n",
+ " -12.6564, -9.7156, -11.0685, -11.3633, -7.4255, -7.0694, -4.6653,\n",
+ " -9.5277, -9.4854, -7.6905]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(7), tensor(8), tensor(6), tensor(1)]\n",
+ "PRED (mapped): ['AUX', 'PRON', 'ADP', 'PUNCT']\n",
+ "CORRECT / UNCORRECT list: tensor([False, True, False, True])\n",
+ "# CORRECT PREDicted POS = 2\n",
+ "\n",
+ "\n",
+ "SENTENCE: ['Bush', 'successfully', 'makes', 'Satan', 'look', 'good', 'in', 'comparison', '.']\n",
+ "GOLD (original): ['PROPN', 'ADV', 'VERB', 'PROPN', 'VERB', 'ADJ', 'ADP', 'NOUN', 'PUNCT']\n",
+ "GOLD (indices): tensor([ 0, 12, 4, 0, 4, 2, 6, 3, 1])\n",
+ "SCORES tensor([[-1.3410e+00, -9.8949e+00, -2.2142e+00, -1.1436e+00, -3.9618e+00,\n",
+ " -2.8446e+00, -3.0737e+00, -5.2929e+00, -4.2931e+00, -8.1761e+00,\n",
+ " -2.9840e+00, -3.5290e+00, -3.4288e+00, -9.8488e+00, -3.2253e+00,\n",
+ " -4.3219e+00, -5.9429e+00],\n",
+ " [-1.9626e+00, -8.4671e+00, -2.5186e+00, -7.5026e-01, -2.2782e+00,\n",
+ " -6.2973e+00, -6.1416e+00, -3.1411e+00, -3.2917e+00, -5.2737e+00,\n",
+ " -4.8296e+00, -3.7639e+00, -2.9306e+00, -6.3804e+00, -3.9944e+00,\n",
+ " -4.9546e+00, -5.8926e+00],\n",
+ " [-2.9253e+00, -4.9119e+00, -3.0267e+00, -1.4114e+00, -1.0292e+00,\n",
+ " -6.3806e+00, -3.0668e+00, -2.7297e+00, -3.9858e+00, -7.2570e+00,\n",
+ " -4.4644e+00, -4.7206e+00, -2.0723e+00, -8.3881e+00, -5.3962e+00,\n",
+ " -5.9725e+00, -5.8040e+00],\n",
+ " [-3.1907e+00, -5.5041e+00, -3.2322e+00, -1.3115e+00, -1.0953e+00,\n",
+ " -6.9891e+00, -3.0928e+00, -2.0640e+00, -6.0770e+00, -5.8169e+00,\n",
+ " -4.9746e+00, -5.0227e+00, -2.1638e+00, -1.0010e+01, -6.0139e+00,\n",
+ " -6.9074e+00, -6.8206e+00],\n",
+ " [-3.0720e+00, -6.5422e+00, -3.1603e+00, -1.8435e+00, -9.0300e-01,\n",
+ " -4.5523e+00, -3.4738e+00, -2.8003e+00, -3.2263e+00, -3.4632e+00,\n",
+ " -3.6177e+00, -4.3140e+00, -2.1026e+00, -7.1762e+00, -5.3717e+00,\n",
+ " -5.7919e+00, -6.2051e+00],\n",
+ " [-2.5978e+00, -1.0917e+01, -2.7263e+00, -1.6983e+00, -2.2090e+00,\n",
+ " -2.7405e+00, -1.3386e+00, -4.1033e+00, -4.6401e+00, -6.0621e+00,\n",
+ " -2.0583e+00, -4.5502e+00, -2.7188e+00, -1.2335e+01, -5.3941e+00,\n",
+ " -5.8840e+00, -7.5687e+00],\n",
+ " [-3.9915e+00, -8.7731e+00, -4.5119e+00, -3.6961e+00, -4.3440e+00,\n",
+ " -3.8269e+00, -1.5563e-01, -5.6333e+00, -7.8188e+00, -9.8590e+00,\n",
+ " -3.5236e+00, -6.1420e+00, -4.1000e+00, -1.5312e+01, -6.3548e+00,\n",
+ " -7.2939e+00, -8.1940e+00],\n",
+ " [-2.2147e+00, -6.6978e+00, -2.4431e+00, -8.1177e-01, -2.1726e+00,\n",
+ " -4.1317e+00, -2.6925e+00, -3.8773e+00, -6.3190e+00, -6.3427e+00,\n",
+ " -4.0292e+00, -4.1085e+00, -2.3933e+00, -1.0255e+01, -4.9539e+00,\n",
+ " -5.9963e+00, -6.4501e+00],\n",
+ " [-1.0883e+01, -3.2490e-03, -1.1210e+01, -1.0389e+01, -9.8397e+00,\n",
+ " -7.6751e+00, -1.2064e+01, -1.5908e+01, -1.2046e+01, -1.3068e+01,\n",
+ " -1.3798e+01, -1.0564e+01, -9.4295e+00, -6.0239e+00, -1.1847e+01,\n",
+ " -1.2535e+01, -9.1061e+00]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(3), tensor(3), tensor(4), tensor(4), tensor(4), tensor(6), tensor(6), tensor(3), tensor(1)]\n",
+ "PRED (mapped): ['NOUN', 'NOUN', 'VERB', 'VERB', 'VERB', 'ADP', 'ADP', 'NOUN', 'PUNCT']\n",
+ "CORRECT / UNCORRECT list: tensor([False, False, True, False, True, False, True, True, True])\n",
+ "# CORRECT PREDicted POS = 5\n",
+ "\n",
+ "\n",
+ "Epoch: 1. Loss: 0.07463535376251616. ACC 63.46.\n",
+ "SENTENCE: ['But', 'in', 'my', 'view', 'it', 'is', 'highly', 'significant', '.']\n",
+ "GOLD (original): ['CCONJ', 'ADP', 'PRON', 'NOUN', 'PRON', 'AUX', 'ADV', 'ADJ', 'PUNCT']\n",
+ "GOLD (indices): tensor([13, 6, 8, 3, 8, 7, 12, 2, 1])\n",
+ "SCORES tensor([[-4.7506e+00, -7.4578e-01, -5.7696e+00, -6.0269e+00, -4.3685e+00,\n",
+ " -5.9890e+00, -7.6688e+00, -7.6055e+00, -1.7409e+00, -8.6985e+00,\n",
+ " -7.5635e+00, -5.4374e+00, -4.4538e+00, -1.3008e+00, -5.7134e+00,\n",
+ " -4.9257e+00, -3.8921e+00],\n",
+ " [-5.0142e+00, -8.1560e+00, -5.5081e+00, -5.6954e+00, -4.2202e+00,\n",
+ " -5.8805e+00, -1.3751e-01, -3.9770e+00, -8.2941e+00, -7.6028e+00,\n",
+ " -2.9288e+00, -6.5186e+00, -3.8618e+00, -1.6054e+01, -7.6524e+00,\n",
+ " -7.5049e+00, -8.7542e+00],\n",
+ " [-6.6364e+00, -1.2573e+01, -6.3492e+00, -6.8644e+00, -6.0622e+00,\n",
+ " -7.2865e+00, -1.3406e+01, -1.0638e+01, -6.7180e-02, -1.0529e+01,\n",
+ " -8.5790e+00, -6.6933e+00, -7.1351e+00, -2.9659e+00, -8.3704e+00,\n",
+ " -5.6448e+00, -8.1342e+00],\n",
+ " [-2.3199e+00, -6.9515e+00, -1.9579e+00, -9.7326e-01, -1.6883e+00,\n",
+ " -5.3092e+00, -5.2187e+00, -5.2308e+00, -5.0961e+00, -7.2195e+00,\n",
+ " -5.1349e+00, -3.3048e+00, -2.1169e+00, -8.2286e+00, -6.2587e+00,\n",
+ " -4.9687e+00, -6.1075e+00],\n",
+ " [-6.2655e+00, -1.5258e+01, -6.0299e+00, -6.0660e+00, -5.1340e+00,\n",
+ " -9.4497e+00, -1.3646e+01, -7.9766e+00, -2.7967e-02, -9.7474e+00,\n",
+ " -8.3261e+00, -6.6896e+00, -6.9266e+00, -4.9111e+00, -8.4996e+00,\n",
+ " -5.4188e+00, -9.1154e+00],\n",
+ " [-6.3804e+00, -1.1392e+01, -7.3696e+00, -7.0306e+00, -3.4521e+00,\n",
+ " -1.2048e+01, -4.1889e+00, -7.2350e-02, -7.1218e+00, -5.0845e+00,\n",
+ " -5.2594e+00, -8.0146e+00, -5.0104e+00, -1.5407e+01, -8.9318e+00,\n",
+ " -7.9049e+00, -1.0437e+01],\n",
+ " [-4.0345e+00, -3.8177e+00, -3.5076e+00, -3.5499e+00, -9.8189e-01,\n",
+ " -4.0390e+00, -4.6311e+00, -5.1397e+00, -5.2139e+00, -1.3182e+00,\n",
+ " -5.1052e+00, -3.7868e+00, -1.7192e+00, -5.0331e+00, -7.2772e+00,\n",
+ " -6.0817e+00, -5.7111e+00],\n",
+ " [-3.5423e+00, -6.7375e+00, -2.6389e+00, -2.2054e+00, -6.3720e-01,\n",
+ " -6.3157e+00, -3.5813e+00, -3.6619e+00, -5.4456e+00, -7.1593e+00,\n",
+ " -4.4649e+00, -4.7186e+00, -1.7375e+00, -1.1270e+01, -7.8676e+00,\n",
+ " -6.4627e+00, -7.2824e+00],\n",
+ " [-1.2648e+01, -3.2359e-03, -1.2867e+01, -1.3562e+01, -1.2314e+01,\n",
+ " -7.8982e+00, -1.3037e+01, -2.0901e+01, -1.3697e+01, -1.4579e+01,\n",
+ " -1.5987e+01, -1.2061e+01, -1.0718e+01, -5.9032e+00, -1.4062e+01,\n",
+ " -1.4497e+01, -9.3844e+00]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(1), tensor(6), tensor(8), tensor(3), tensor(8), tensor(7), tensor(4), tensor(4), tensor(1)]\n",
+ "PRED (mapped): ['PUNCT', 'ADP', 'PRON', 'NOUN', 'PRON', 'AUX', 'VERB', 'VERB', 'PUNCT']\n",
+ "CORRECT / UNCORRECT list: tensor([False, True, True, True, True, True, False, False, True])\n",
+ "# CORRECT PREDicted POS = 6\n",
+ "\n",
+ "\n",
+ "SENTENCE: ['So', 'what', 'happened', '?']\n",
+ "GOLD (original): ['ADV', 'PRON', 'VERB', 'PUNCT']\n",
+ "GOLD (indices): tensor([12, 8, 4, 1])\n",
+ "SCORES tensor([[-1.8544e+00, -5.6439e+00, -2.9065e+00, -1.6420e+00, -1.7320e+00,\n",
+ " -7.7866e+00, -3.5774e+00, -1.5658e+00, -5.4439e+00, -6.1932e+00,\n",
+ " -4.7248e+00, -3.7249e+00, -2.1491e+00, -9.4254e+00, -5.0582e+00,\n",
+ " -4.4468e+00, -5.6991e+00],\n",
+ " [-6.0686e+00, -9.9769e+00, -5.3811e+00, -6.2983e+00, -5.8920e+00,\n",
+ " -5.3457e+00, -1.0848e+01, -1.1882e+01, -3.2162e-02, -1.4454e+01,\n",
+ " -7.4246e+00, -6.7840e+00, -6.3163e+00, -4.8259e+00, -8.1835e+00,\n",
+ " -5.8668e+00, -7.3791e+00],\n",
+ " [-2.0489e+00, -5.5373e+00, -2.0259e+00, -1.2754e+00, -1.7980e+00,\n",
+ " -5.2822e+00, -2.8459e+00, -4.4392e+00, -5.5423e+00, -8.9526e+00,\n",
+ " -4.1483e+00, -3.7969e+00, -1.8196e+00, -1.0547e+01, -5.9314e+00,\n",
+ " -5.1676e+00, -5.9312e+00],\n",
+ " [-8.7819e+00, -8.9847e-03, -9.2093e+00, -9.0892e+00, -1.0409e+01,\n",
+ " -5.7317e+00, -1.0704e+01, -1.8607e+01, -1.2530e+01, -1.3958e+01,\n",
+ " -1.3456e+01, -8.7832e+00, -8.3041e+00, -5.4747e+00, -1.0878e+01,\n",
+ " -1.1432e+01, -7.3291e+00]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(7), tensor(8), tensor(3), tensor(1)]\n",
+ "PRED (mapped): ['AUX', 'PRON', 'NOUN', 'PUNCT']\n",
+ "CORRECT / UNCORRECT list: tensor([False, True, False, True])\n",
+ "# CORRECT PREDicted POS = 2\n",
+ "\n",
+ "\n",
+ "SENTENCE: ['Bush', 'successfully', 'makes', 'Satan', 'look', 'good', 'in', 'comparison', '.']\n",
+ "GOLD (original): ['PROPN', 'ADV', 'VERB', 'PROPN', 'VERB', 'ADJ', 'ADP', 'NOUN', 'PUNCT']\n",
+ "GOLD (indices): tensor([ 0, 12, 4, 0, 4, 2, 6, 3, 1])\n",
+ "SCORES tensor([[-1.3364e+00, -1.1332e+01, -2.2090e+00, -1.1548e+00, -4.1060e+00,\n",
+ " -2.6376e+00, -3.7943e+00, -6.8730e+00, -3.9794e+00, -8.7775e+00,\n",
+ " -2.8374e+00, -3.2479e+00, -3.5883e+00, -9.8997e+00, -3.3246e+00,\n",
+ " -3.9504e+00, -6.4955e+00],\n",
+ " [-1.9192e+00, -9.7901e+00, -2.7856e+00, -6.1752e-01, -2.1892e+00,\n",
+ " -7.8248e+00, -7.0512e+00, -3.6759e+00, -4.0274e+00, -6.7501e+00,\n",
+ " -5.8869e+00, -3.9035e+00, -3.1784e+00, -7.8656e+00, -4.0354e+00,\n",
+ " -4.5731e+00, -6.3961e+00],\n",
+ " [-2.7655e+00, -5.0080e+00, -2.7892e+00, -1.3636e+00, -9.2675e-01,\n",
+ " -6.4364e+00, -3.9901e+00, -4.1003e+00, -4.5572e+00, -8.2506e+00,\n",
+ " -4.9294e+00, -4.7567e+00, -1.9458e+00, -9.5475e+00, -5.2258e+00,\n",
+ " -6.0892e+00, -5.6614e+00],\n",
+ " [-3.0010e+00, -6.0140e+00, -3.0769e+00, -1.1361e+00, -9.6732e-01,\n",
+ " -7.9946e+00, -3.8163e+00, -3.3704e+00, -7.6032e+00, -7.0140e+00,\n",
+ " -5.7448e+00, -5.1450e+00, -2.0450e+00, -1.2087e+01, -6.0194e+00,\n",
+ " -7.3471e+00, -6.9645e+00],\n",
+ " [-3.0340e+00, -8.4492e+00, -2.7989e+00, -1.6815e+00, -7.6586e-01,\n",
+ " -5.1693e+00, -4.4228e+00, -4.1011e+00, -4.0500e+00, -4.7320e+00,\n",
+ " -4.0992e+00, -4.4279e+00, -1.9360e+00, -9.0120e+00, -5.8254e+00,\n",
+ " -6.0404e+00, -6.8829e+00],\n",
+ " [-2.7358e+00, -1.2245e+01, -1.7918e+00, -1.0019e+00, -1.9670e+00,\n",
+ " -2.3510e+00, -4.0529e+00, -7.7157e+00, -4.6760e+00, -8.1858e+00,\n",
+ " -3.0883e+00, -4.3109e+00, -2.5684e+00, -1.1967e+01, -6.5977e+00,\n",
+ " -6.5289e+00, -8.3053e+00],\n",
+ " [-4.4909e+00, -1.0102e+01, -5.2675e+00, -4.6139e+00, -5.1824e+00,\n",
+ " -5.4377e+00, -8.8544e-02, -6.2541e+00, -1.0968e+01, -9.2270e+00,\n",
+ " -3.4155e+00, -6.8315e+00, -4.4869e+00, -1.8890e+01, -6.8855e+00,\n",
+ " -8.8883e+00, -9.7697e+00],\n",
+ " [-2.4047e+00, -8.1467e+00, -2.3487e+00, -5.3132e-01, -2.2258e+00,\n",
+ " -5.5128e+00, -4.3020e+00, -6.1871e+00, -7.6015e+00, -8.1201e+00,\n",
+ " -5.3521e+00, -4.3442e+00, -2.5935e+00, -1.1665e+01, -5.7140e+00,\n",
+ " -6.8037e+00, -7.1450e+00],\n",
+ " [-1.3117e+01, -1.8235e-03, -1.3208e+01, -1.2913e+01, -1.2814e+01,\n",
+ " -8.2448e+00, -1.3126e+01, -2.1714e+01, -1.5182e+01, -1.5036e+01,\n",
+ " -1.6424e+01, -1.2424e+01, -1.0970e+01, -6.5745e+00, -1.3687e+01,\n",
+ " -1.5116e+01, -8.9517e+00]], grad_fn=<LogSoftmaxBackward0>)\n",
+ "PRED (indices): [tensor(3), tensor(3), tensor(4), tensor(4), tensor(4), tensor(3), tensor(6), tensor(3), tensor(1)]\n",
+ "PRED (mapped): ['NOUN', 'NOUN', 'VERB', 'VERB', 'VERB', 'NOUN', 'ADP', 'NOUN', 'PUNCT']\n",
+ "CORRECT / UNCORRECT list: tensor([False, False, True, False, True, False, True, True, True])\n",
+ "# CORRECT PREDicted POS = 5\n",
+ "\n",
+ "\n",
+ "Epoch: 2. Loss: 0.0669679567662493. ACC 66.42.\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
diff --git a/notebooks/TP8_m2LiTL_transformers_learning_2425_SUJET.ipynb b/notebooks/TP8_m2LiTL_transformers_learning_2425_SUJET.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..0a07dfa68fbb108f0ef00a87f3263615b95b42d9
--- /dev/null
+++ b/notebooks/TP8_m2LiTL_transformers_learning_2425_SUJET.ipynb
@@ -0,0 +1,899 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "-bb49S7B50eh"
+ },
+ "source": [
+ "# TP 8: Transformers et transfert de modèles\n",
+ "\n",
+ "Dans cette séance, nous verrons comment utiliser un modèle pré-entrainé pour l'adapter à une nouvelle tâche (transfert). Ce TP fait suite au TP6.\n",
+ "\n",
+ "Rappel = le code ci-dessous vous permet d'installer : \n",
+ "- le module *transformers*, qui contient les modèles de langue https://pypi.org/project/transformers/\n",
+ "- la librairie de datasets pour accéder à des jeux de données\n",
+ "- la librairie *evaluate* : utilisée pour évaluer et comparer des modèles https://pypi.org/project/evaluate/"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "9UoSnFV250el",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "d8efa64f-1852-4fc5-e246-5a9c6cc4accd"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.35.2)\n",
+ "Collecting transformers\n",
+ " Downloading transformers-4.37.0-py3-none-any.whl (8.4 MB)\n",
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+ "Installing collected packages: responses, evaluate\n",
+ "Successfully installed evaluate-0.4.1 responses-0.18.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install -U transformers\n",
+ "!pip install accelerate -U\n",
+ "!pip install datasets\n",
+ "!pip install evaluate"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Finally, if the installation is successful, we can import the transformers library:"
+ ],
+ "metadata": {
+ "id": "StClx_Hh9PDm"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "ZBQcA9Ol50en"
+ },
+ "outputs": [],
+ "source": [
+ "import transformers\n",
+ "from datasets import load_dataset\n",
+ "import evaluate\n",
+ "import numpy as np\n",
+ "import sklearn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "3TIXCS5P50en"
+ },
+ "outputs": [],
+ "source": [
+ "from transformers import AutoModelForSequenceClassification, AutoTokenizer\n",
+ "from transformers import AutoModelForTokenClassification"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "vCLf1g8z50ep"
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pds\n",
+ "from tqdm import tqdm"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# 1- Transformers pipeline\n",
+ "\n",
+ "As seen during the course, the current state of the art for NLP is based on large language models trained using the Transformer architecture.\n",
+ "\n",
+ "In the next exercises, we will learn how to use pretrained models that are available in the HuggingFace library, starting with Trnasformers pipelines."
+ ],
+ "metadata": {
+ "id": "uGZBOXpTXA72"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from transformers import pipeline"
+ ],
+ "metadata": {
+ "id": "Od8TVRnQJ8TH"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 1-1 ▶▶ Exercise: use a pretrained model for French\n",
+ "\n",
+ "Load the adapted version of **FlauBERT** fine-tuned for sentiment analysis for French.\n"
+ ],
+ "metadata": {
+ "id": "dQo8pS93BJKf"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install sacremoses"
+ ],
+ "metadata": {
+ "id": "i5t_Ik688rIX"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "-----------\n",
+ "SOLUTION"
+ ],
+ "metadata": {
+ "id": "qvxrerHI2MYs"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "\n"
+ ],
+ "metadata": {
+ "id": "Qpuldij38AwO"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 1-2 Using our own dataset for evaluation\n",
+ "\n",
+ "Here, we're simply going to load our dataset and evaluate a pretrained language model on it.\n",
+ "\n",
+ "HuggingFace has a library dedicated to datasets:\n",
+ "* 'load_dataset' can load data from a tsv/csv file, see the code below\n",
+ "* it directly creates the training/validation/test sets from the dictionary of input files.\n",
+ "\n",
+ "https://huggingface.co/course/chapter5/2?fw=pt\n",
+ "https://huggingface.co/docs/datasets/tabular_load#csv-files\n",
+ "https://huggingface.co/docs/datasets/v2.8.0/en/package_reference/loading_methods#datasets.load_dataset.split"
+ ],
+ "metadata": {
+ "id": "-xFvKUiFBnL1"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from datasets import load_dataset\n",
+ "\n",
+ "file_dict = {\n",
+ " \"train\" : \"allocine_train.tsv\",\n",
+ " \"dev\" : \"allocine_dev.tsv\",\n",
+ " \"test\" : \"allocine_test.tsv\"\n",
+ "}\n",
+ "\n",
+ "dataset = load_dataset(\n",
+ " 'csv', #type of files\n",
+ " data_files=file_dict, #input files\n",
+ " delimiter='\\t', # delimiter in the csv format\n",
+ " column_names=['movie_id', 'user_id', 'sentiment', 'review'], #column names in the csv file\n",
+ " skiprows=1, #skip the first line\n",
+ ")\n",
+ "\n",
+ "print(dataset[\"train\"])\n",
+ "\n",
+ "# Print a few examples\n",
+ "sample = dataset[\"train\"].shuffle(seed=42).select(range(1000))\n",
+ "# Peek at the first few examples\n",
+ "sample[:3]\n"
+ ],
+ "metadata": {
+ "id": "gb5KqKSYJmW3"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#### ▶▶ Exercise: evaluate the pretrained model on your data\n",
+ "\n",
+ "* Using the model FlauBERT for sentiment analysis for French and the *pipeline* method, make predictions on some examples in the dataset\n",
+ "* Take a look at the predictions: do you understand the output?\n",
+ "* Write a piece of code to compute the score obtained by this pretrained model on your validation / dev set.\n",
+ " * Compute the predicted labels for all samples: what are the labels used in the model?\n",
+ " * Define a mapping to the labels used in the dataset.\n",
+ " * Compare the predicted labels to the gold ones and compute an accuracy score.\n"
+ ],
+ "metadata": {
+ "id": "n1kbUmQ3H3H9"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "-----------------------------------------\n",
+ "SOLUTION"
+ ],
+ "metadata": {
+ "id": "dqheBv3jIOX6"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "Ai4ZMcO6jnLJ"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "fDNnNw9qjnS2"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "OQiv_oGMjrXv"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "xTWcz0lijrfC"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# 2- Transfert / fine-tuning : analyse de sentiment\n",
+ "\n",
+ "Dans cette partie, nous allons fine-tuner / affiner un modèle de langue pré-entraîné (agnostique) pour l'adapter à la tâche d'analyse de sentiment.\n",
+ "\n",
+ "On travaillera sur des données en anglais (corpus IMDb, que l'on peut directement charger depuis HuggingFace)."
+ ],
+ "metadata": {
+ "id": "HUx1kHH8eUjE"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 2-1 Charger un modèle pré-entraîné : DistilBERT\n",
+ "\n",
+ "Ici on ne va pas passer par la pipeline, pour pouvoir plus simplement gérer les éléments du modèle : le modèle et le tokenizer associé.\n",
+ "\n",
+ "On utilise ici le modèle DistilBERT, une version plus petite et rapide du modèle transformer BERT.\n",
+ "\n",
+ "Plus d'info ici: https://huggingface.co/distilbert-base-uncased.\n"
+ ],
+ "metadata": {
+ "id": "c40x3RDbB3Qo"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Chosing the pre-trained model\n",
+ "# - distilBERT: specific, faster and lighter version of BERT\n",
+ "# - base vs large\n",
+ "# - uncased: ignore upper case\n",
+ "base_model = \"distilbert-base-uncased\""
+ ],
+ "metadata": {
+ "id": "UtdppwkoB3Qp"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 2-2 Tokenizer\n",
+ "\n",
+ "Définir un tokenizer et un modèle associés au modèle pré-entraîné DistilBERT."
+ ],
+ "metadata": {
+ "id": "NUus9JUNB3Qq"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "-------------------\n",
+ "SOLUTION\n"
+ ],
+ "metadata": {
+ "id": "xq9sUFYg9Wd7"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "MIPGuRrLju-6"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 2-3 ▶▶ Exercise: Load new data for transfer\n",
+ "\n",
+ "Charger l'ensemble de données IMDB qui correspond à de l'analyse de sentiment sur des reviews de films (en anglais).\n",
+ "On va utiliser ces données pour affiner notre modèle pré-entraîné (agnostique) sur la tâche d'analyse de sentiments."
+ ],
+ "metadata": {
+ "id": "8lt8MjqYIZCl"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "---------------\n",
+ "SOLUTION"
+ ],
+ "metadata": {
+ "id": "yamXvQ3q9mbQ"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "dJqulEuKjxjw"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "imbWkM_cjx1f"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### 2-4 Tokenization des données\n",
+ "\n",
+ "Le code ci-dessous permet d'obtenir une version tokenisée du corpus."
+ ],
+ "metadata": {
+ "id": "SbjUad2-tecl"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#### ▶▶ Exercice Tokenisation :\n",
+ "\n",
+ "Regardez la doc pour vérifier que vous comprenez la fonction des paramètres utilisées : https://huggingface.co/docs/transformers/v4.25.1/en/main_classes/tokenizer#transformers.PreTrainedTokenizer.\n",
+ "\n",
+ "- à quoi sert le padding ?\n",
+ "- à quoi correspond le paramètre 'truncation' ?\n",
+ "\n",
+ "Note: pour plus de détails sur la fonction *Map()* https://huggingface.co/docs/datasets/process et aussi https://huggingface.co/docs/datasets/v2.7.1/en/package_reference/main_classes#datasets.Dataset.map"
+ ],
+ "metadata": {
+ "id": "HY-5WQapfCTV"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "------------\n",
+ "SOLUTION\n"
+ ],
+ "metadata": {
+ "id": "2irkWDLEuSTp"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "-Kj0bW3_50et"
+ },
+ "outputs": [],
+ "source": [
+ "def tokenize_function(examples):\n",
+ " return tokenizer(examples[\"text\"], padding=\"max_length\", truncation=True)\n",
+ "\n",
+ "\n",
+ "tokenized_datasets = dataset.map(tokenize_function, batched=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Notez que le tokenizer retourne deux éléments:\n",
+ "\n",
+ "- input_ids: the numbers representing the tokens in the text.\n",
+ "- attention_mask: indicates whether a token should be masked or not.\n",
+ "\n",
+ "Plus d'info sur les datasets: https://huggingface.co/docs/datasets/use_dataset"
+ ],
+ "metadata": {
+ "id": "ATFZVbiYwD34"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "tokenized_datasets"
+ ],
+ "metadata": {
+ "id": "TKTi2eO8d-JJ"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 2-5 Entraînement / Fine-tuning\n",
+ "\n",
+ "Pour l'entraînement du modèle, on définit d'abord\n",
+ "- une configuration via la classe *TrainingArguments*.\n",
+ "- un niveau de 'verbosité'\n",
+ "- une métrique d'évaluation"
+ ],
+ "metadata": {
+ "id": "HYws35k8xCq0"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from transformers import TrainingArguments, Trainer\n",
+ "training_args = TrainingArguments(output_dir=\"test_trainer\",\n",
+ " no_cuda=False, # sur ordi perso sans bon GPU\n",
+ " per_device_train_batch_size=4,\n",
+ " #evaluation_strategy=\"steps\",\n",
+ " #eval_steps=100,\n",
+ " num_train_epochs=5,\n",
+ " do_eval=True,\n",
+ " report_to=\"none\")"
+ ],
+ "metadata": {
+ "id": "uLVIKxZcgOpb"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "JUtftrdy50ev"
+ },
+ "outputs": [],
+ "source": [
+ "from transformers.utils import logging\n",
+ "\n",
+ "logging.set_verbosity_error()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "F8O_Jmcx50ew"
+ },
+ "outputs": [],
+ "source": [
+ "metric = evaluate.load(\"accuracy\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "UZk65ZKH50ew"
+ },
+ "outputs": [],
+ "source": [
+ "def compute_metrics(eval_pred):\n",
+ " logits, labels = eval_pred\n",
+ " predictions = np.argmax(logits, axis=-1)\n",
+ " return metric.compute(predictions=predictions, references=labels)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Trainer\n",
+ "\n",
+ "Une instance de la classe *Trainer* correspond à une boucle d'entraînement classique, basée sur les éléments définis précédemment.\n",
+ "\n",
+ "https://huggingface.co/docs/transformers/main_classes/trainer"
+ ],
+ "metadata": {
+ "id": "8FEJYEhDxoCp"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "On va sélectionner un sous-ensemble des données ici, pour que l'entraînement soit un peu moins long."
+ ],
+ "metadata": {
+ "id": "4QUvGEbOvRTH"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "Dgfoqbx950eu"
+ },
+ "outputs": [],
+ "source": [
+ "small_train_dataset = tokenized_datasets[\"train\"].shuffle(seed=42).select(range(1000))\n",
+ "small_eval_dataset = tokenized_datasets[\"test\"].shuffle(seed=42).select(range(100))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "uX2nBPnk50ew"
+ },
+ "outputs": [],
+ "source": [
+ "trainer = Trainer(\n",
+ " model=model,\n",
+ " args=training_args,\n",
+ " train_dataset=small_train_dataset,\n",
+ " eval_dataset=small_eval_dataset,\n",
+ " compute_metrics=compute_metrics,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Lancer l'entraînement\n",
+ "\n",
+ "Et on peut lancer l'entraînement en utilisant la méthode *train()*."
+ ],
+ "metadata": {
+ "id": "GhGLiCEVx-8v"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "IN58_eaV50ex"
+ },
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "trainer.train( )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 2-6 Evaluation"
+ ],
+ "metadata": {
+ "id": "MgJpr49WySMd"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#### Evaluation sur un exemple\n",
+ "\n",
+ "On teste le modèle sur un exemple de l'ensemble d'évaluation."
+ ],
+ "metadata": {
+ "id": "2bE7kBlEH4es"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "ex_eval = small_eval_dataset[1][\"text\"]\n",
+ "input = tokenizer(ex_eval, return_tensors=\"pt\")\n",
+ "input_ids = input.input_ids.to(\"cuda\")\n",
+ "print(input_ids.shape)\n",
+ "output = model(input_ids)\n",
+ "\n",
+ "print(\"gold\", small_eval_dataset[1][\"label\"])\n",
+ "\n",
+ "print(output)"
+ ],
+ "metadata": {
+ "id": "uyky-X_bzGpS"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "output[\"logits\"]"
+ ],
+ "metadata": {
+ "id": "JDcpli3k2d_f"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pred = np.argmax(output[\"logits\"].cpu().detach().numpy(), axis=-1)\n",
+ "print(\"Pred\", pred)"
+ ],
+ "metadata": {
+ "id": "3DeTwx2oz-Ek"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "print(tokenizer.tokenize(ex_eval))"
+ ],
+ "metadata": {
+ "id": "HsgQ6Ekd21IP"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#### ▶▶ Exercice : Analyse d'erreurs\n",
+ "\n",
+ "Le code ci-dessous permet d'afficher les exemples sur lesquels le modèle a fait une erreur de prédiction.\n",
+ "Pour chaque exemple, affichez le label gold, le label prédit et le texte de l'exemple correspondant.\n",
+ "Inspecter les erreurs commises par le modèle.\n",
+ "\n",
+ "\n",
+ "Doc de Trainer https://huggingface.co/docs/transformers/main_classes/trainer#transformers.Trainer\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "A-cx4sdZGcz2"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# --- correction\n",
+ "if training_args.do_eval:\n",
+ " prob_labels,_,_ = trainer.predict( test_dataset=small_eval_dataset)\n",
+ " pred_labels = [ np.argmax(logits, axis=-1) for logits in prob_labels ]\n",
+ " #print( pred_labels)\n",
+ " gold_labels = [ inst[\"label\"] for inst in small_eval_dataset]\n",
+ "\n",
+ " for i in range( len( small_eval_dataset ) ):\n",
+ " ## -- Print pred, gold\n",
+ " #print(pred_labels[i], gold_labels[i])\n",
+ " if pred_labels[i] != gold_labels[i]:\n",
+ " print(i, gold_labels[i], pred_labels[i], small_eval_dataset[i][\"text\"] )"
+ ],
+ "metadata": {
+ "id": "L9phpmPnII-O"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "On affiche finalement le score du modèle sur l'ensemble d'évaluation."
+ ],
+ "metadata": {
+ "id": "VaBD1-jaoR3w"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "if training_args.do_eval:\n",
+ " metrics = trainer.evaluate(eval_dataset=small_eval_dataset)\n",
+ " print(metrics)"
+ ],
+ "metadata": {
+ "id": "3IdSk-1XHiVK"
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "visual",
+ "language": "python",
+ "name": "visual"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.5"
+ },
+ "colab": {
+ "provenance": [],
+ "collapsed_sections": [
+ "-XRoTAe-50e1"
+ ]
+ },
+ "accelerator": "GPU",
+ "gpuClass": "standard"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file
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