For the TAW workshop

TAW_nltk.ipynb

{"cells": [{"cell_type": "markdown", "metadata": {}, "source": "# Named Entity Recognition\n\nTAW Project\n\n26 March 2015"}, {"cell_type": "markdown", "metadata": {}, "source": "One thing we can do with large quantities of machine-processable text is to use algorithms to try \"to locate and classify elements in text into pre-defined categories such as the names of persons, organizations, locations, expressions of times, quantities, monetary values, percentages, etc.\" ([Wikipedia](http://en.wikipedia.org/wiki/Named-entity_recognition)). This notebook demonstrates how that process can work."}, {"outputs": [], "source": "import os\nimport re\nimport operator\nfrom collections import defaultdict\nimport nltk", "cell_type": "code", "metadata": {"collapsed": true, "trusted": false}, "execution_count": 1}, {"cell_type": "markdown", "metadata": {}, "source": "Here, we're using the [Natural Language Toolkit](http://www.nltk.org/), which describes itself as \"a leading platform for building Python programs to work with human language data.\""}, {"outputs": [], "source": "WORKDIR = '/Users/libraries/Code/taw-data/'", "cell_type": "code", "metadata": {"collapsed": true, "trusted": false}, "execution_count": 2}, {"outputs": [], "source": "BOOKS_DATA_DIR = os.path.join(WORKDIR,'Books')\nESSAY_DATA_DIR = os.path.join(WORKDIR, 'Essay_Contest')", "cell_type": "code", "metadata": {"collapsed": true, "trusted": false}, "execution_count": 3}, {"outputs": [], "source": "def glob_txt(dir):\n    dirs_seen = {}\n    for dir_name, subdirs, file_list in os.walk(dir):\n        if os.path.split(dir_name)[-1] == 'pages':\n            txt_globs = []\n            for f in file_list:\n                with open(os.path.join(dir_name, f)) as infile:\n                    txt_buff = infile.read()\n                    txt_globs.append(txt_buff)\n            dirs_seen[dir_name] = ' '.join(txt_globs)\n        else:\n            pass\n        \n    return dirs_seen", "cell_type": "code", "metadata": {"collapsed": true, "trusted": false}, "execution_count": 4}, {"outputs": [], "source": "directories = glob_txt(ESSAY_DATA_DIR)", "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "execution_count": 5}, {"cell_type": "markdown", "metadata": {}, "source": "In our sample set of essays we have just over 100 entries \u2026"}, {"outputs": [{"data": {"text/plain": "111"}, "output_type": "execute_result", "metadata": {}, "execution_count": 6}], "source": "len(directories.keys())", "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "execution_count": 6}, {"cell_type": "markdown", "metadata": {}, "source": "These two functions utilize the tools provided by the NLTK to prepare, parse, and analyze our text data\u2026"}, {"outputs": [], "source": "def extract_entity_names(t):\n    \"\"\"\n    Collect parts of speech marked as named entities from nested parsed sentence trees\n    Adapted from https://gist.github.com/onyxfish/322906\n    \"\"\"\n    entity_names = []\n    \n    if hasattr(t, 'label') and t.label:\n        if t.label() == 'NE':\n            entity_names.append(' '.join([child[0] for child in t]))\n        else:\n            for child in t:\n                entity_names.extend(extract_entity_names(child))\n                \n    return entity_names", "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "execution_count": 7}, {"outputs": [], "source": "def run_ner(dirpath):\n    \"\"\"\n    Run a number of NLTK text processing functions in sequence.\n    Return a set of unique named entities recognized in texts in a given directory\n    \"\"\"\n    sentences = nltk.sent_tokenize(directories[dirpath])\n    tokenized_sentences = [nltk.word_tokenize(sentence) for sentence in sentences]\n    \n    # Once text is broken up into words and sentences we use a default 'tagger' to \n    # assign parts of speech to sections of text\n    tagged_sentences = [nltk.pos_tag(sentence) for sentence in tokenized_sentences]\n    chunked_sentences = nltk.ne_chunk_sents(tagged_sentences, binary=True)\n    \n    entity_names = []\n    for tree in chunked_sentences:\n        entity_names.extend(extract_entity_names(tree))\n    unique_names = set(entity_names)\n    \n    return unique_names", "cell_type": "code", "metadata": {"collapsed": true, "trusted": false}, "execution_count": 8}, {"cell_type": "markdown", "metadata": {}, "source": "Store the results so we can inspect them \u2026"}, {"outputs": [], "source": "results = {}\n\nfor d in directories.keys():\n    names = run_ner(d)\n    results[d] = names", "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "execution_count": 9}, {"outputs": [{"output_type": "stream", "name": "stdout", "text": "Essay: Clifford_St_John\nEssay: Eutace_Burton\nEssay: G_Mitchell_Berisford\nEssay: Harrigan_Austin\nEssay: Herbert_Alleyne\nEssay: Hendrix_H_Archbold\nEssay: George_W_Morgan\nEssay: Lessep_O_Brown\nEssay: Samuel_A_Smith\nEssay: Joseph_H_Gard\nEssay: Rufus_Edward_Forde\nEssay: Clifford_Hunt\nEssay: John_A_Moore\nEssay: Robert_T_Chambers\nEssay: Alfred_E_Dottin\nEssay: Joshua_Marshall\nEssay: Isaiah_Bunting\nEssay: Bertrand_Emilien_Harnais\nEssay: Jeremiah_Walsome\nEssay: James_G_Connell\nEssay: Albert_Peters\nEssay: George_H_Martin\nEssay: Joseph_Brewster\nEssay: Mary_Couloote\nEssay: John_A_Holligan\nEssay: Amos_E_Clarke\nEssay: Philip_Millerd_Salisman\nEssay: Constantine_Parkinson\nEssay: Rufus_C_Lucas\nEssay: Charles_Booth\nEssay: Obdulio_Ruiz\nEssay: Isaias_Antioco_De_la_Rosa\nEssay: George_Hodges\nEssay: Albert_Banister\nEssay: John_Oswald_Butcher\nEssay: Samuel_Webb\nEssay: Wesley_Clarke\nEssay: Charles_Moses\nEssay: Phillip_McDonald\nEssay: Silvero_Sanchez\nEssay: James_F_Smith\nEssay: Prince_George_Green\nEssay: Reginald_Beckford\nEssay: Peter_Hermon\nEssay: St_Justo_F_Cirtonello\nEssay: Nehemiah_E_Douglas\nEssay: Nicholas_Rodrigues\nEssay: Albertha_Headley\nEssay: Luther_McEnnis\nEssay: Enrique_Plummer\nEssay: Isaiah_H_Hibbert\nEssay: Edward_Adolphus_White\nEssay: Joseph_Leacock\nEssay: Ange_Julienne_Lunche\nEssay: Manley_Bramble\nEssay: Alonzo_F_West\nEssay: John_Morgan\nEssay: Norton_Brownie\nEssay: Manassah_Maynard\nEssay: John_F_Prescod\nEssay: Henry_Paily\nEssay: John_Garner\nEssay: Jules_E_LeCurrieux\nEssay: H_B_Clayton\nEssay: J_A_Williams\nEssay: Aaron_Clarke\nEssay: Leslie_Carmichael\nEssay: Thomas_B_Gittens\nEssay: Brandt_Hussey\nEssay: Helon_I_Allick\nEssay: Castilla_M_Weeks\nEssay: James_Ashby\nEssay: Alfonso_Suazo\nEssay: Simeon_T_Wheatley\nEssay: Donald_W_Thomas\nEssay: Alfred_Mitchell_S\nEssay: Samuel_A_Robinson\nEssay: Samuel_Cadogan\nEssay: Joseph_H_Fox\nEssay: Enos_Augustus_Finn\nEssay: John_Altyman_Richards\nEssay: George_Peters\nEssay: Everton_M_Holder\nEssay: Wesley_Beckles\nEssay: Jacob_Joseph\nEssay: T_H_Riley\nEssay: J_T_Merchant\nEssay: Joseph_Theophilun_Hughes\nEssay: Samuel_Clarke\nEssay: Fitz_H_Thomas\nEssay: Francisco_Garcia\nEssay: Arthur_E_Phillips\nEssay: Samuel_N_Brown\nEssay: Samuel_N_Bowen\nEssay: Z_H_McKenzie\nEssay: Edgar_Llewellyn_Simmons\nEssay: Charles_M_Thomas\nEssay: Allan_C_Belgrave\nEssay: E_W_Martineau\nEssay: Clement_C_Boyce\nEssay: Augustus_George\nEssay: Joseph_Rouse\nEssay: Bersfored_Doglass\nEssay: Leonard_A_Chase\nEssay: Frederick_James\nEssay: James_A_Lewis\nEssay: Handel_Carr\nEssay: John_Thomas_Mark\nEssay: Lencelot_A_Kavanagh\nEssay: Robert_S_Daniels\nEssay: Arnold_N_Alexander\n"}], "source": "entities = defaultdict(int)\nfor k,v in results.items():\n    item_name = re.split('\\/', k)[-2]\n    new_path = os.path.join(WORKDIR, 'analyzed')\n    os.makedirs(new_path, exist_ok=True)\n    print('Essay: {0}'.format(item_name))\n    with open(os.path.join(new_path, '{0}-entities.txt'.format(item_name)), 'w') as outfile:\n        for named_entity in v:\n            entities[named_entity] += 1\n            outfile.write(named_entity)\n", "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "execution_count": 10}, {"outputs": [{"output_type": "stream", "name": "stdout", "text": "Panama: \t 50\nMr.: \t 22\nBalboa: \t 17\nHark: \t 12\nAmerican: \t 12\nEmpire: \t 11\nPedro: \t 10\nColon: \t 10\nIsthmus: \t 10\nLhe: \t 10\nJamaica: \t 9\nJohn: \t 9\nGatun: \t 8\nLha: \t 8\nLhasa: \t 8\nCristobal: \t 8\nJob: \t 8\nForeman: \t 8\nThu: \t 8\nGolan: \t 8\nHotel: \t 7\nCanal: \t 7\nEngineer: \t 6\nPedro Miguel: \t 6\nGeorge: \t 6\nIndian: \t 5\nAtlantic: \t 5\nMiguel: \t 5\nHunt: \t 5\nPacific: \t 5\nHospital: \t 5\nGntun: \t 5\nSamuel: \t 4\nLima: \t 4\nJames: \t 4\nIan: \t 4\nJab: \t 4\nIla: \t 4\nAmado: \t 4\nAnson: \t 4\nGalen: \t 4\nGod: \t 4\nFrench: \t 4\nSan: \t 4\nLhu: \t 4\nHope: \t 4\nMark: \t 4\nJump: \t 4\nThin: \t 4\nArthur: \t 4\nIsland: \t 4\nPart: \t 3\nIran: \t 3\nDe: \t 3\nJack: \t 3\nHouse: \t 3\nLand: \t 3\nArmy: \t 3\nUnited: \t 3\nH111: \t 3\nTrinidad: \t 3\nGold H111: \t 3\nBarnett: \t 3\nEu: \t 3\nTram: \t 3\nLhn: \t 3\nEra: \t 3\nCaptain: \t 3\nTrain: \t 3\nEngine: \t 3\nRio: \t 3\nLa: \t 3\nCut: \t 3\nGold: \t 3\nMme: \t 3\nRobert: \t 3\nAmerica: \t 3\nPenman: \t 3\nThane: \t 3\nIna: \t 3\nUna: \t 3\nH1111: \t 3\nThomas: \t 3\nBox: \t 3\nEast: \t 3\nJohnson: \t 2\nObiapu: \t 2\nLee: \t 2\nMarian: \t 2\nMr. Smith: \t 2\nHill: \t 2\nSean: \t 2\nClarke: \t 2\nLake: \t 2\nCami: \t 2\nA111: \t 2\nU.S.: \t 2\nPoet: \t 2\nHa: \t 2\nFur: \t 2\nThn: \t 2\nJamaican: \t 2\nAmer: \t 2\nGorgona: \t 2\nCoronal: \t 2\nVery: \t 2\nB111: \t 2\nNolan: \t 2\nBoyce: \t 2\nHume: \t 2\nFran: \t 2\nCharles: \t 2\nBarbuda: \t 2\nChrist: \t 2\nMachine: \t 2\nWatson: \t 2\nN111: \t 2\nHelper: \t 2\nElm: \t 2\nPacino: \t 2\nPadre: \t 2\nHeat: \t 2\nBucket: \t 2\nLenka: \t 2\nDavid: \t 2\nBee: \t 2\nApt: \t 2\nFamine: \t 2\nUSE: \t 2\nDiamond: \t 2\nEmma: \t 2\nII: \t 2\nHerbert: \t 2\nElectric: \t 2\nICC: \t 2\nNut: \t 2\nBahia: \t 2\nL111: \t 2\nTha: \t 2\nBarbados: \t 2\nBoyd: \t 2\nFox: \t 2\nDrill: \t 2\nHindi: \t 2\nRosa: \t 2\nWater: \t 2\nMartinique: \t 2\nPanama City: \t 2\nVan: \t 2\nPhilip: \t 2\nManager: \t 2\nLine: \t 2\nBum: \t 2\nLina: \t 2\nBrown: \t 2\nBowen: \t 2\nBorn: \t 2\nJoseph: \t 2\nDne: \t 2\nAdolphus: \t 2\nGetun: \t 2\nAlmighty God: \t 2\nCentral: \t 2\nAmericana: \t 2\nQue: \t 2\nGene: \t 2\nWest: \t 2\nBax: \t 2\nMr. Bu: \t 2\nMoon: \t 2\nThank: \t 2\nEarth: \t 2\nGranada: \t 2\nCamp: \t 2\nLane: \t 2\nLittle: \t 2\nEtc: \t 2\nIvor: \t 2\nWhite: \t 2\nBaa: \t 2\nPuebla: \t 2\nSilver: \t 2\nAlbert: \t 2\nRoom: \t 2\nHIE: \t 2\nAround: \t 2\nTruck: \t 2\nStart: \t 2\nHum: \t 2\nGhana: \t 2\nG111: \t 2\nDaspuea: \t 2\nJuan: \t 2\nSalon: \t 2\nCanal Zane: \t 1\nDinbla: \t 1\nT111911: \t 1\nLpjacomlezan: \t 1\nAlcaldn: \t 1\nCalun Ton: \t 1\nFowler: \t 1\nLire: \t 1\nSauth Mzmehesmer: \t 1\nPanama Railroad: \t 1\nMajor Oaillard: \t 1\nJacob: \t 1\nLv1uon: \t 1\nIEMIMI: \t 1\nJUIVICIAE: \t 1\nWvul\ufb01: \t 1\nCasino: \t 1\nLola: \t 1\nYnurn Hr: \t 1\nJeeh Div: \t 1\nFoobar: \t 1\nDysentry: \t 1\nDanlela: \t 1\nHucormlcli: \t 1\nHas: \t 1\nPllr\ufb01\ufb02liy: \t 1\nKitchnn: \t 1\nLudo: \t 1\nLife: \t 1\nTaunbien: \t 1\nPump: \t 1\nIII: \t 1\nBurses: \t 1\nCulobrs: \t 1\nFord: \t 1\nBen Hatanhln: \t 1\nL15: \t 1\nEaatmre: \t 1\nHenpefarth: \t 1\nLida: \t 1\nSpot Jt: \t 1\nEGHECEEOW: \t 1\nLaaaap: \t 1\nDCIEALD: \t 1\nLhelr: \t 1\nELXLJV: \t 1\nJB: \t 1\nAccepted: \t 1\nGatunr: \t 1\nQuarter: \t 1\nEuatmen: \t 1\nIieuee: \t 1\nDynamite Irlar\ufb01: \t 1\nIlillehrrnw: \t 1\nLEACDGK: \t 1\nBURTON H505: \t 1\nLadga: \t 1\nIndies: \t 1\nGunter: \t 1\nLuina: \t 1\nDivision: \t 1\nTlvoll: \t 1\nAl\ufb01unas: \t 1\nH8: \t 1\nhaL: \t 1\nShape: \t 1\nNnzk: \t 1\nInornlrm: \t 1\nGerman: \t 1\nFanrln Ln: \t 1\nHurtrzun: \t 1\nQuebranohu Siding: \t 1\nPortnhlla: \t 1\nCartaaanitau A1: \t 1\nGhanglng: \t 1\nNldrsw: \t 1\nFaa\ufb01: \t 1\nU91: \t 1\nAULFIN: \t 1\nClemcnt c.: \t 1\nID: \t 1\nZstun: \t 1\nEeemeh: \t 1\nFramincn: \t 1\nBub: \t 1\nDam Gard: \t 1\nB1esa: \t 1\nDonald: \t 1\nHorksd: \t 1\nEhuvul: \t 1\nFnreman: \t 1\nPanama Canal: \t 1\nCod: \t 1\nBevlngtona: \t 1\nR10 Abaja: \t 1\nParslso: \t 1\nVlacrmia: \t 1\nPlease: \t 1\nIsaiah: \t 1\nFit: \t 1\nPlan: \t 1\nIethmatn Ilaetortcsl Cauc1et_: \t 1\nIlls Iuvlnu Guidance: \t 1\nUse: \t 1\nIanma: \t 1\nSIEEBNB Born: \t 1\nHan: \t 1\nPanzer: \t 1\nPeru: \t 1\nDuri: \t 1\nBersfarud Dorlcma: \t 1\nBnothar: \t 1\nLxka: \t 1\nSalan: \t 1\nMiami: \t 1\nLnd: \t 1\nMalta: \t 1\nFcnnann: \t 1\nSteameuern: \t 1\nMeeamcol Divinaan: \t 1\nFlsmanco: \t 1\nDrudge: \t 1\nPueblo Nuevo: \t 1\nMitchell: \t 1\nRlmlmn: \t 1\nPermian Municipal Enginner: \t 1\nMechanics: \t 1\nN10: \t 1\nRurue: \t 1\nThug: \t 1\nU112: \t 1\nEnnnma: \t 1\nEstareta Juan Dlnn: \t 1\nLines: \t 1\nDeliver: \t 1\nTtR: \t 1\nTlvofu: \t 1\nChurlee Alvarez: \t 1\nAmaritmn: \t 1\nJuly: \t 1\nRln Abeje: \t 1\nPsdro Miguel: \t 1\nGva: \t 1\nBrawn: \t 1\nTudor: \t 1\nD131: \t 1\nYo: \t 1\nBlack Smith Elhap: \t 1\nClub Hons Dimlng: \t 1\nCunwao: \t 1\nJueto: \t 1\nAnnther: \t 1\navLct: \t 1\nA5911: \t 1\nUwue: \t 1\nScufrlee: \t 1\nGargona: \t 1\nMr. Ce: \t 1\nJamaican Born: \t 1\nJual: \t 1\nBeliserio Parran: \t 1\nH1Lh: \t 1\nLoa: \t 1\nLube: \t 1\nGorsunu: \t 1\nNeecloe: \t 1\nKingetun: \t 1\nTar: \t 1\nEDBARD: \t 1\nSoldier: \t 1\nH193 Davis: \t 1\nDmpatcmng: \t 1\nInnquina: \t 1\nImcnn: \t 1\nNan: \t 1\nNhu: \t 1\nLumerxng: \t 1\nBanrd: \t 1\nLas: \t 1\nList: \t 1\nAmrrlcnn: \t 1\nClub House: \t 1\nSarrela: \t 1\nGorgas: \t 1\nrc1LD: \t 1\nReiny Months: \t 1\nIiuf: \t 1\nShnnknaaa: \t 1\nRitchie: \t 1\nBldg: \t 1\nCapt: \t 1\nMCDONALD: \t 1\nSimone: \t 1\nGreeire: \t 1\nOmar: \t 1\nConatn: \t 1\nHhltu: \t 1\nIeuvur: \t 1\nHusuley: \t 1\nElma: \t 1\nJuhna: \t 1\nGriewbnl: \t 1\nUncle: \t 1\nBight: \t 1\nT1113: \t 1\nGran: \t 1\nHamn: \t 1\nPiwcy: \t 1\nM11: \t 1\nL313: \t 1\nSimeon: \t 1\nAlbacore: \t 1\nIra: \t 1\nDncnsus: \t 1\nNaval: \t 1\nE\ufb02itur: \t 1\nAlligutnre: \t 1\nBavington: \t 1\nrnuorI Buildlng: \t 1\nSunaey: \t 1\nRio Abaja: \t 1\nEnid: \t 1\nJuana: \t 1\nHANLEI: \t 1\nLhlngga: \t 1\nLuega: \t 1\nMn: \t 1\nMr. Snead: \t 1\nIinuld: \t 1\nJohn Burke M.: \t 1\nMr. Arthur Mcxanzie: \t 1\nItrong: \t 1\nIlusasy: \t 1\nDurnu: \t 1\nHS: \t 1\nEotefeta: \t 1\nLr1ca1: \t 1\nEmpnrc: \t 1\nDenr Sir: \t 1\nExpras\ufb02: \t 1\nn3L_J: \t 1\nPannnm: \t 1\nPnnnmlun Geverment: \t 1\nVfanl: \t 1\nIruliea: \t 1\nGrunevmld: \t 1\nPoet Offlus: \t 1\nAmerican Jeweller: \t 1\nEmericanu: \t 1\nProperty: \t 1\nRB B15: \t 1\nTrajan: \t 1\nLfficg: \t 1\nBupurvmor: \t 1\nAnaricun: \t 1\nNari: \t 1\nLa Docs: \t 1\nMr. J.: \t 1\nRailroad Dept: \t 1\nHenley: \t 1\nTyphu1d: \t 1\nAnson Gunny: \t 1\nInn: \t 1\nStnnm Glmveled: \t 1\nBtnrt: \t 1\nSmith: \t 1\nMa\ufb02onal\ufb02: \t 1\nhnI1g: \t 1\nThank God: \t 1\nH311: \t 1\nFlor: \t 1\nTaro Plant: \t 1\nMirerlnree: \t 1\nItch: \t 1\nHeroes: \t 1\nHuman: \t 1\nBanana: \t 1\nOnsine: \t 1\nDccusr: \t 1\nLhay: \t 1\nDalton: \t 1\nGmiural: \t 1\nouL: \t 1\nIardrnuatarn: \t 1\nAnton Hospital: \t 1\nPedro Migu\ufb01l: \t 1\nE1: \t 1\nJuhntl: \t 1\nCclmn: \t 1\nAlbrouk: \t 1\nEnd: \t 1\nLos: \t 1\nGnld H111: \t 1\nMD: \t 1\nPlnya: \t 1\nLook: \t 1\nst. Hill: \t 1\nPuntn: \t 1\nCad: \t 1\nGorgorna: \t 1\nManner Office: \t 1\nA111 Vivian: \t 1\nCarney: \t 1\nLimo: \t 1\nDcfunt: \t 1\nChonrea: \t 1\nNnttie: \t 1\nLag: \t 1\nT111011: \t 1\nImnma Railroad Deput: \t 1\nRuoazrvelt: \t 1\nEntun: \t 1\nTint: \t 1\nTrabajando: \t 1\nHarri: \t 1\nLliuuaanda: \t 1\nD_cr5unA: \t 1\nROBINSON: \t 1\nNavarre: \t 1\nCnlun Post Office: \t 1\nHirsflora: \t 1\nTarhot: \t 1\nTaro: \t 1\nSan Fabio: \t 1\n_sR: \t 1\nT209: \t 1\nComo: \t 1\nYunnan: \t 1\nSosa H111: \t 1\nHEP: \t 1\nAutumntic Rail Head: \t 1\nEelbnn: \t 1\nRoyal: \t 1\nMr. Mona: \t 1\nT240: \t 1\nSnvamn: \t 1\nValve: \t 1\nMiraflores Locke: \t 1\nFlnr: \t 1\nMnndin\ufb01n: \t 1\nSan Pablo Aunt: \t 1\nIEITG: \t 1\nGeillmd: \t 1\nHendrix: \t 1\nUhngras: \t 1\nGorges Hospital: \t 1\nHealth: \t 1\nMr. Small: \t 1\nDeckfcrd: \t 1\nMajor: \t 1\nThirage: \t 1\nClifford: \t 1\nJohns: \t 1\nDpunlrlg: \t 1\nLngenioro: \t 1\ndieLa1ncd: \t 1\nLeeaep: \t 1\nEorto: \t 1\nMarried: \t 1\nOolgona Machine 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\t 1\nChjlibre: \t 1\nHen: \t 1\nTraln: \t 1\nIna Lrabajadorea: \t 1\nMalaria: \t 1\nn1Inln_uu1: \t 1\nM115: \t 1\nJittla: \t 1\nLihirala: \t 1\nMajor Ha: \t 1\nLhrnn Pruvoda: \t 1\nunL: \t 1\nEn\ufb01lnaer: \t 1\nMsgubs: \t 1\nI\ufb02lhmua: \t 1\nGolabrn: \t 1\nDam Fadrn: \t 1\nTewn: \t 1\nSchmidt: \t 1\nJntlwmu: \t 1\nLloyd: \t 1\nPablo: \t 1\nH\ufb02d\ufb01\ufb01l: \t 1\nLhr: \t 1\nEbrekeman: \t 1\nIIna: \t 1\nBenn: \t 1\nMr. Andrew: \t 1\nenLnrg: \t 1\nParuzmtl: \t 1\nFun: \t 1\nCorhin: \t 1\nIL: \t 1\nPleasant: \t 1\nCuehine: \t 1\nRan Road: \t 1\nGEORGE: \t 1\nLluoen: \t 1\nPacific Ocean: \t 1\nSan lug-: \t 1\nLhE: \t 1\nSaid Jimmy: \t 1\nLongwortmr: \t 1\nFanmna: \t 1\nFrlojolen: \t 1\nIlatrr: \t 1\nEaintenanca: \t 1\nSilver Grocery: \t 1\nQuay: \t 1\nE053: \t 1\nJuaaph Graham: \t 1\nIheaa: \t 1\nMr. George: \t 1\nMr. Bueby: \t 1\nMr. Mcfarlana: \t 1\nOitrise Heipar: \t 1\nLatin: \t 1\nBrief: \t 1\nJiaater: \t 1\nPlace: \t 1\nLhcro Here: \t 1\nPluzuner: \t 1\nLunoha: \t 1\nLEI: 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Buca: \t 1\nGolden Green: \t 1\nDesolation: \t 1\nMr. Chadwick: \t 1\nBellacris Iamae: \t 1\nnocLu: \t 1\nEaeklan: \t 1\nWhilst: \t 1\nUruhaly: \t 1\nHalhemain: \t 1\nArrivail: \t 1\nIuavolvecl: \t 1\nEran: \t 1\nAawlwen\ufb01: \t 1\nMajor Lee: \t 1\nBeieekie Hep: \t 1\nLlmt: \t 1\nHtar: \t 1\nTrack: \t 1\nJrunnicn: \t 1\nTh3 United Stata: \t 1\nBrujn Point: \t 1\nhDl: \t 1\nFeby: \t 1\nParrntt: \t 1\nHlth Inunh: \t 1\nFr\ufb01nth: \t 1\nQuake: \t 1\nIiandlnsa Irrby: \t 1\nBislish: \t 1\nHera: \t 1\nLiarrn: \t 1\nAtlantic Man: \t 1\nMlanun Damn: \t 1\nDitch: \t 1\nJean: \t 1\nEldon: \t 1\nBu11d1n: \t 1\nCarmel Imich: \t 1\nH19: \t 1\nDoglaua: \t 1\nRzmwzna: \t 1\nMI: \t 1\nThur: \t 1\nLhcnn: \t 1\nVIBE: \t 1\nBeam: \t 1\ndBn1n1I: \t 1\nFhilip: \t 1\nMr. Hall: \t 1\nOlnytcn: \t 1\nannex- Dunuvnn: \t 1\nTake: \t 1\nSutton: \t 1\nGhninmun Em M11141: \t 1\nFavorite: \t 1\nTambaen: \t 1\nJUSSTU: \t 1\nMiich: \t 1\nPalo Sena Laps: \t 1\nJUSEPH: \t 1\nEmrinston: \t 1\nAcltnt Epaniuh Church: \t 1\nGang Then: \t 1\nImyhm: \t 1\nEuler: \t 1\nGuy: \t 1\nTaxi: \t 1\nJnmeim Gleaner The: \t 1\nTareino Clubhouse: \t 1\nCulubra: \t 1\nKcrkc: \t 1\npJ: \t 1\nLaempn: \t 1\nLhlng: \t 1\nI1uu: \t 1\nB\ufb01lhoa: \t 1\nLuenmntiva: \t 1\nKilled Bums: \t 1\nB15 Jmxka: \t 1\nEat: \t 1\nS591: \t 1\nPacino Division: \t 1\nLfnlry: \t 1\nGrietehei: \t 1\nEmpdre: \t 1\nNhlch: \t 1\nLenke: \t 1\nBus: \t 1\nMale: \t 1\nBung: \t 1\nArman: \t 1\nHiggins: \t 1\nDergom: \t 1\nSprlght: \t 1\nMr. Clwyhourra: \t 1\nPar: \t 1\nName: \t 1\nUnited States: \t 1\nTha Vulcan: \t 1\nCity: \t 1\nGarner: \t 1\nFree: \t 1\npJwrG: \t 1\nRDGIHJILD: \t 1\nThomem: \t 1\nDraza: \t 1\nAnntiuor: \t 1\nDberiinz: \t 1\nFnanak: \t 1\nFresh Vegutalbmi: \t 1\nHarnain: \t 1\nLrnmoa: \t 1\nNothing: \t 1\nJOHN A.: \t 1\nBald Halls: \t 1\nHhmas: \t 1\nHunt Seep: \t 1\nTlusre: \t 1\nT1088 G50: \t 1\nCaoarachn: \t 1\nJame: \t 1\nWalker: \t 1\nHenry Paaly: \t 1\nLila Colon: \t 1\nFred Bmdle: \t 1\nEDGAR: \t 1\nTerlnflnatinn: \t 1\nClnrcncc Jame: \t 1\nSurveyor Dang: \t 1\nPajama Md: \t 1\nMagnum: \t 1\nCulebru: \t 1\nBuhio: \t 1\nAncun: \t 1\nCase: \t 1\nCupsntwa: \t 1\nMr. Hobba: \t 1\nGaptnln: \t 1\nIightnlng: \t 1\nKerosene: \t 1\nD1n: \t 1\nPlasad: \t 1\nPotato: \t 1\nIuxture: \t 1\nPudmagal: \t 1\nDoctor: \t 1\nF\ufb02nzzmu: \t 1\nPraaidem: \t 1\nIi11c: \t 1\nEatafeta: \t 1\nFrance: \t 1\nLila: \t 1\nCracksr Jack: \t 1\nPacfrma Santa Hun: \t 1\nIlhlch: \t 1\nGun: \t 1\nVlnlsmin: \t 1\nIzydroulic: \t 1\nGannboa: \t 1\nMedgeu: \t 1\nPnraman: \t 1\nCampbell: \t 1\nLouie: \t 1\nLawn: \t 1\nIriachnnlc: \t 1\nCundibinn: \t 1\nMatechm: \t 1\nIuthmanian Gunnl Commission: \t 1\nErukaman: \t 1\nGust: \t 1\nHeel: \t 1\nElnitru: \t 1\nPnrnisn: \t 1\nHobbs: \t 1\nIlid: \t 1\nEvery: \t 1\n_Ip: \t 1\nBarhedae: \t 1\nIaollered: \t 1\nShut: \t 1\nIlamanco: \t 1\nGermmquilln: \t 1\nCaballn Viajo: \t 1\nM11 IIu: \t 1\nCristobal Hut: \t 1\nEire: \t 1\nHulidaya: \t 1\nM33: \t 1\nbDnLIu: \t 1\nHith: \t 1\nClutrlau: \t 1\nAdmiral Rasnaau: \t 1\nMr. H.: \t 1\nLhn1r: \t 1\nGembnu: \t 1\nSpanish Mass: \t 1\nHurketl: \t 1\nEspecially: \t 1\nChirlquf: \t 1\nReduction: \t 1\nMlcon Iluapuul: \t 1\nGermany: \t 1\ntLota1: \t 1\nLhcre: \t 1\nU.S.A.: \t 1\nParnlso: \t 1\nCarr: \t 1\nJunker: \t 1\nHup: \t 1\nEnglrmd: \t 1\nPuazen: \t 1\nCnml: \t 1\nTHC: \t 1\nEaster: \t 1\nBrenk: \t 1\nFm: \t 1\nVa: \t 1\nIrma: \t 1\nLlsmpo: \t 1\nJndlcrma Ear Fugue: \t 1\nDrank: \t 1\nCum: \t 1\nHaarne: \t 1\nIollowed: \t 1\nHutur: \t 1\nEta: \t 1\nJnlhmok Hana: \t 1\nGolan Heep: \t 1\nEbcplunlun: \t 1\nCflstnhal Hsrborn: \t 1\nEurnpa: \t 1\nIiroppivla: \t 1\nJnueph: \t 1\nKora: \t 1\nLiae: \t 1\nTahermlla: \t 1\nUxreueh: \t 1\nGerznn: \t 1\nLeelte: \t 1\nLesson: \t 1\nEUTAGE: \t 1\nTlvon: \t 1\nDrnhlum: \t 1\nCalla: \t 1\nJm\ufb01sjudl: \t 1\nUamboa: \t 1\nE00: \t 1\nGomnannnry: \t 1\nLunar: \t 1\nJohn Harper: \t 1\nMunicipal Division: \t 1\nMr. Tun: \t 1\nLord: \t 1\nLhu_: \t 1\nDouglas: \t 1\nWhlho: \t 1\nDupe: \t 1\nMOVE: \t 1\nMind: \t 1\nTiypernry: \t 1\nHall: \t 1\nW55: \t 1\nIrma Cnnch: \t 1\nLeda: \t 1\nElllbml Hnlg\ufb01tn: \t 1\nElectrical Division: \t 1\nJeh: \t 1\nEmplnyasa: \t 1\nTablun: \t 1\nGeprgl: \t 1\nFruits Ion: \t 1\nWilliams: \t 1\nJLIELD: \t 1\nLcB: \t 1\nDan: \t 1\nImuon: \t 1\nEn5_g1naer: \t 1\nMr. El: \t 1\nIID: \t 1\nFrench Guiana: \t 1\nAlleyna: \t 1\nWlllsun: \t 1\nCnlnn: \t 1\nJACOB Jr: \t 1\nDave: \t 1\nEresidcnt: \t 1\nHem: \t 1\nTivull: \t 1\nSheba: \t 1\nKan: \t 1\nDumtlm: \t 1\nThu Mme: \t 1\nBand: \t 1\nLuxnr: \t 1\nIP13: \t 1\nMr. Littlu: \t 1\nWB11: \t 1\nBums: \t 1\nOliver: \t 1\nBread: \t 1\nIndian Ileyrovs: \t 1\nAurun: \t 1\nFrnzn: \t 1\nLighthouse: \t 1\nJapaneuu: \t 1\nCharla: \t 1\nbnuL: \t 1\nCGTDID: \t 1\nThet: \t 1\nQuertarmabar Department: \t 1\nEsburecn Chlllbrs: \t 1\nL21 Lm Lexto: \t 1\nTurn: \t 1\nLlmura: \t 1\nCrowded: \t 1\nHY: \t 1\nnJz: \t 1\nNorth: \t 1\nCaribbean: \t 1\nParsleu: \t 1\nCIJIDYI: \t 1\nTivoli Guest Houa: \t 1\nOriana: \t 1\nEOE: \t 1\nW511: \t 1\nCruz: \t 1\nHero: \t 1\nI115: \t 1\nMr. Callznder-: \t 1\nRock: \t 1\nTipperrnry Simmons: \t 1\nFe: \t 1\nEmplrn: \t 1\nDnnal Construction: \t 1\nFevtr: \t 1\nJudgfea: \t 1\nMoore: \t 1\nArtur: \t 1\nLuke: \t 1\nNIB: \t 1\nFumes: \t 1\nPadru: \t 1\nKelley: \t 1\nInname: \t 1\nMean: \t 1\nBase: \t 1\nImd: \t 1\nAB: \t 1\nLrt\ufb01: \t 1\nNntur Jr: \t 1\nBu1b_ua: \t 1\nLuego: \t 1\nLefsvre: \t 1\nTobsy: \t 1\nCane: \t 1\nBro: \t 1\nGillan: \t 1\nMmllcipsll Engineering Dlviainn: \t 1\nMr. Lxpton: \t 1\nBelg: \t 1\nCrawl: \t 1\nTwelve: \t 1\nElpaninh: \t 1\nBlack Water Fever: \t 1\nGannon: \t 1\nLntlmnre: \t 1\nGnlzun: \t 1\nHhu: \t 1\nLarger: \t 1\nCnnai: \t 1\nAnaan Hospital: \t 1\nBlsmi Stnna: \t 1\nLhis: \t 1\nJob Juat: \t 1\nHeatern: \t 1\nBrambla: \t 1\nBurhudns: \t 1\nAnti: \t 1\nDlzplcyeea: \t 1\nTrunk: \t 1\nHuh Mr.: \t 1\nJaguna: \t 1\nNew Town: \t 1\nClmI: \t 1\nFabian: \t 1\nMr. Greir: \t 1\nHenry Haaarie: \t 1\nEfnctlva: \t 1\nBuenu: \t 1\nElury: \t 1\nGemm: \t 1\nAlfonso: \t 1\nSumetimea: \t 1\nHucrc: \t 1\nAmadur Guerrero: \t 1\nGarden: \t 1\nDonatru: \t 1\nBslng: \t 1\nBertrand: \t 1\nHarmusa: \t 1\nCit: \t 1\nCoffee: \t 1\nJoe: \t 1\nVmbur: \t 1\nCranks: \t 1\nFrankutiald: \t 1\nGEUFGE: \t 1\nEggnog: \t 1\nGraded: \t 1\nBeen M11: \t 1\nIhtxr: \t 1\nDlvlsun: \t 1\nAzlnpaln: \t 1\nA\ufb01uli: \t 1\nMr. Bob: \t 1\nCnrml: \t 1\nLIAN: \t 1\nU.s.: \t 1\nGluuil: \t 1\nMr. Floris: \t 1\npr1vatE: \t 1\nMargin: \t 1\nnD0: \t 1\nAlantln Sims: \t 1\nRuquehert: \t 1\nEmpire Sudion: \t 1\nCan: \t 1\nTahnga: \t 1\nH1t: \t 1\nH110 Lued: \t 1\nEamma: \t 1\nBoiler Shnp: \t 1\nMr. Roberson: \t 1\nJanina Lewis: \t 1\nSanta: \t 1\nLhny: \t 1\nThie Beleakin: \t 1\nu.s.: \t 1\nLhs: \t 1\nIzumlur: \t 1\nQfsrhh: \t 1\nIIIUIEERT: \t 1\nII1: \t 1\nStutes: \t 1\nLmrnebey Street: \t 1\nPolicn: \t 1\nInpzre: \t 1\nIaumian Hlatariasl: \t 1\nDentur: \t 1\nEmail: \t 1\nBlunt: \t 1\nGulehra: \t 1\nAdmlnietraninn: \t 1\nUmru: \t 1\nCLPJIE: \t 1\nArmistice Buy: \t 1\nKannay: \t 1\nTrojan: \t 1\nIlE1: \t 1\nMorrison: \t 1\nRan: \t 1\nHuepitai: \t 1\nw1L1auuL: \t 1\nLhe Job: \t 1\nHagen: \t 1\nIohw: \t 1\nPflflsllll: \t 1\nM198 Byers: \t 1\nGotun: \t 1\nRalboa: \t 1\nDivlriion: \t 1\nHUDG13 Old Timer: \t 1\nCoallng: \t 1\nIlu: \t 1\nJcntn: \t 1\nH391: \t 1\nSilver Hill: \t 1\nImmul: \t 1\nGulzzbrn Cut: \t 1\nCntunc: \t 1\nCaucnninn: \t 1\nMute: \t 1\nSatun: \t 1\nBalboa Heiz_: \t 1\nPnnmna: \t 1\nUomleery: \t 1\nHulligan: \t 1\nQulnine: \t 1\nLindsay: \t 1\nDrngzxs: \t 1\nGoothala: \t 1\nOcean: \t 1\nDI1: \t 1\nInnlcn: \t 1\nJlrcericon: \t 1\nMail Steamer: \t 1\nALTMMT: \t 1\nAutomatic: \t 1\nDee: \t 1\nSILVERO: \t 1\nDocks: \t 1\nTatuu: \t 1\nJoseph Drown: \t 1\nBoon: \t 1\nJflewern: \t 1\nTaenbly: \t 1\neeLI: \t 1\nciDn: \t 1\nrsJu: \t 1\nIshzalze: \t 1\nThu Nurth Americans: \t 1\nTrain Acciisnt: \t 1\nGorgon: \t 1\nGior\ufb01e Lumb: \t 1\nPamuna Hall Road: \t 1\nStretch: \t 1\nLeacnscaaas: \t 1\nIlia: \t 1\nIetauuo: \t 1\nCnrzl Cllaa: \t 1\nPay: \t 1\nLeeks From: \t 1\nLimuml: \t 1\nGeneral Gnethaln: \t 1\nBee Ubinpo: \t 1\nJacket: \t 1\nCulnn: \t 1\nnuL: \t 1\nRoyal M1211 Steam: \t 1\nTuas\ufb02ny: \t 1\nPorde: \t 1\nHA5: \t 1\nFranciaeo: \t 1\nBalboa Shop: \t 1\nJnlm: \t 1\nFedro Mlgul: \t 1\nChinese: \t 1\nEeenunu: \t 1\nClurenca L211: \t 1\nHIB I181: \t 1\nL05: \t 1\nuLt1n5: \t 1\nSt. John: \t 1\nPhzi\ufb02imga: \t 1\nDaspueu: \t 1\nParana: \t 1\nRadrlgusa: \t 1\nAnuan: \t 1\nJuan Franco: \t 1\nBelislaki: \t 1\nEstnfeha Ho: \t 1\nNetti: \t 1\nHhznh Inn: \t 1\nL115: \t 1\nJungian: \t 1\nDonnell: \t 1\nAllan Loyd Lu: \t 1\nGive: \t 1\nFOOL Offlc\ufb02: \t 1\nCrawford: \t 1\nInthmlan: \t 1\nnntJ: \t 1\nDame: \t 1\nu.S.A.: \t 1\nSn: \t 1\nfl5I1t1115: \t 1\nSt. Lucia: \t 1\nAlpha Robinson: \t 1\nPedru: \t 1\nHunt Im1J: \t 1\nGDElI: \t 1\nAruhhnld: \t 1\nGalena: \t 1\nShipwrlrht: \t 1\nVivizmoa: \t 1\nUSA: \t 1\nEast Indian: \t 1\nColonel Durthell: \t 1\nMr. Teegue: \t 1\nJunl: \t 1\nAmerican People: \t 1\nPhillipa: \t 1\nGOD: \t 1\nrJ1I: \t 1\nGetun Lock: \t 1\nTorcpaint: \t 1\nUthar: \t 1\nVine: \t 1\nGeurge Par-rum: \t 1\nEng: \t 1\nCam: \t 1\nTutulc: \t 1\nFranazeeo: \t 1\nsm1La: \t 1\nLnanaecudaa Cut: \t 1\nIE1: \t 1\nMr. Hobbs: \t 1\nL1tt1e: \t 1\nAbnva: \t 1\nLhrae Anchors: \t 1\nIoura Truly: \t 1\nIule\ufb01: \t 1\nLac: \t 1\nCarllalu Buy: \t 1\nAgree: \t 1\nDumlnap Espinar: \t 1\nLhle: \t 1\nSan Pablo: \t 1\nPsdre\ufb01al: \t 1\nClifford Hum: \t 1\nFhlka River: \t 1\nIlnyte: \t 1\nSanta Cruz: \t 1\nSweet: \t 1\nHqbo: \t 1\nGonhhala: \t 1\nSweeney: \t 1\nLcl11r: \t 1\nHhen n.: \t 1\nTrlnaded: \t 1\nEsbudus: \t 1\nParkinson: \t 1\nMnwiuio: \t 1\nSe: \t 1\nREGINALD: \t 1\nSpanish: \t 1\nI1\ufb01Jx: \t 1\nJunkor: \t 1\nEnpire Elunpemainn Bridge: \t 1\nNettle: \t 1\nHzzhln: \t 1\nSande: \t 1\nSteam Ship Cu: \t 1\nFarmlrlzi: \t 1\nBurton: \t 1\nIlthniun Hlataric\ufb02l: \t 1\nEmpire Carney: \t 1\nSAHUEL: \t 1\nMr. Mann: \t 1\nFnrjso: \t 1\nBritish: \t 1\nCanal Hark: \t 1\nSisal: \t 1\nGmnhar: \t 1\nGurun\u00e9a: \t 1\nH997: \t 1\nCulabrn: \t 1\nGreen: \t 1\nWntcr: \t 1\nMr. Rasom: \t 1\nthD: \t 1\nUIDBE: \t 1\nHui Rana: \t 1\nMr. Normrm: \t 1\nGatun Lunlm Atlantic: \t 1\nGul\ufb02 Ln: \t 1\nThny: \t 1\nParnlau: \t 1\nEuro: \t 1\nAre: \t 1\nCummlsruwy: \t 1\nDDIFJEE Ina: \t 1\nBen Obnepo: \t 1\nTelephone: \t 1\nMadden: \t 1\nBaa Omar: \t 1\nPrtf\ufb02eriek: \t 1\nMr. Shara: \t 1\nJuu Edwin: \t 1\nSIM: \t 1\nTaylor: \t 1\nGreat: \t 1\nAmi: \t 1\nImich: \t 1\nFro: \t 1\nImrl: \t 1\nJnhn Enntuaond: \t 1\nucc1r1anL: \t 1\nTabarnilla: \t 1\nJae: \t 1\nUnltud: \t 1\nVisit: \t 1\nUuiapo: \t 1\nInamn: \t 1\nLhut: \t 1\nJulm: \t 1\nTambsan: \t 1\nHey: \t 1\nPamiao: \t 1\nScott: \t 1\nLndoqunte: \t 1\nIlnrry: \t 1\nEnginaar: \t 1\nGone: \t 1\nArts: \t 1\nJmcon: \t 1\nGrocery: \t 1\nT318: \t 1\nConductor: \t 1\nGooo: \t 1\nJerry Kirby: \t 1\nLeave: \t 1\nLuuv: \t 1\nGONSTMITINE: \t 1\nLash: \t 1\nTrinidad E111: \t 1\nDxborer: \t 1\nBass: \t 1\nInonl\ufb02: \t 1\nPopular: \t 1\nThay: \t 1\nStatlen Helper: \t 1\nPraise: \t 1\nNettie: \t 1\nGrace Ltnu: \t 1\nFarm: \t 1\nJuhn: \t 1\nF\ufb01nuna: \t 1\nIIIDJKB: \t 1\nSalbua: \t 1\nReno: \t 1\nRainbow City: \t 1\nCfflca Itatarets Parqua Lefehre: \t 1\nD1v1a1n: \t 1\nEgeinee: \t 1\nMr. Smith Petera: \t 1\nIethnnnlen: \t 1\nMona: \t 1\nCurr: \t 1\nPnmnroa Jar: \t 1\nIsblmue: \t 1\nThu Panama: \t 1\nIva: \t 1\nLmlbaa: \t 1\nHugo: \t 1\nTrypo\ufb01: \t 1\nLmuimda: \t 1\nrI1: \t 1\nItmamn Canal: \t 1\nGzmboa: \t 1\nFlamlnga Island: \t 1\nCriatebal Harbor: \t 1\nGumpmna Iatma\ufb01a: \t 1\nHarman: \t 1\nGorgom: \t 1\nGulebrn: \t 1\nLoyd: \t 1\naIua: \t 1\nSal: \t 1\nPnnemn: \t 1\nBanister: \t 1\nIathruian: \t 1\nLimes: \t 1\nEmgire: \t 1\nBea: \t 1\nHecmnieul Division: \t 1\nIdea: \t 1\nMlllng: \t 1\nMr. Bantly: \t 1\nRichards: \t 1\nH91: \t 1\nM40: \t 1\nBmnll: \t 1\nLrlnaheraa: \t 1\nc1Dt: \t 1\nBmwn: \t 1\nJuat: \t 1\nBlock: \t 1\nAlbrook: \t 1\nong1nEe: \t 1\nEaeath: \t 1\nlJDc1: \t 1\nLake Bill: \t 1\nBlwayl: \t 1\nGnlonel: \t 1\nCuruanl Bea: \t 1\nAnne: \t 1\nL22: \t 1\nCnlumhua Stalull: \t 1\nCHARIE: \t 1\nRoaswclt: \t 1\nColumbia: \t 1\nPnblu: \t 1\nGuruona: \t 1\nLD: \t 1\nLmbajsha: \t 1\nNew Hall: \t 1\nAshby: \t 1\nundI_: \t 1\nColonel Gv: \t 1\nBertha: \t 1\nEznlnluh: \t 1\nZona: \t 1\nIJaconl: \t 1\nDecernlasr: \t 1\nU.S. Culnbru: \t 1\nImniclnd: \t 1\nMr. Cant: \t 1\nNew Cristobal: \t 1\nEast Oriana: \t 1\nGnmhoa: \t 1\nIathmu\ufb02: \t 1\nMr. Michel: \t 1\nPOD: \t 1\nRein: \t 1\nI190: \t 1\nBnlbcu D123: \t 1\nEtncle: \t 1\nPeruse: \t 1\nGabun: \t 1\nBarhndua: \t 1\nHare: \t 1\nTlrnt: \t 1\nIalnuat: \t 1\nSun Culebra: \t 1\nHanan: \t 1\nBMIITEL: \t 1\nEllckann: \t 1\nRtrazm: \t 1\nAnoon: \t 1\nBuhe\ufb01uls: \t 1\nBalkan: \t 1\nMr. Hoes: \t 1\nJeweller: \t 1\nPower: \t 1\nChlznlarl Govenar: \t 1\nIlnpu: \t 1\nClarence: \t 1\nHondurua: \t 1\nLer: \t 1\nYau: \t 1\nAVRJIIV: \t 1\nRraeeeye: \t 1\nMonthly: \t 1\nGnmndg: \t 1\nPannmn: \t 1\nWHITE: \t 1\nWnrk: \t 1\nParaiso: \t 1\nWest Indiana: \t 1\nParnlao: \t 1\nHEREEET: \t 1\nCal\u00e9n: \t 1\nhtIm: \t 1\nLrss: \t 1\nBalboa Imd: \t 1\nGambnn: \t 1\nPan: \t 1\nBang: \t 1\nIolrum: \t 1\nAttar: \t 1\nDlvison: \t 1\nThu Jlenlth: \t 1\nJOSEPH: \t 1\nA1: \t 1\nIND: \t 1\nDon: \t 1\nRalph: \t 1\nma_joI1ty: \t 1\nAvelnnehe: \t 1\nNat: \t 1\nLhlzre: \t 1\nMereger: \t 1\nEsthmian Yiatorlcul: \t 1\nTaemntara: \t 1\nTender: \t 1\nYnulg: \t 1\nSlnybuok: \t 1\nPnrto E9110: \t 1\nJamaica Town: \t 1\nHnakaen Smith: \t 1\nE0110: \t 1\nLn1ca: \t 1\nEnueball: \t 1\nGemboe: \t 1\nDnnsby: \t 1\nJled: \t 1\nBea Obieps: \t 1\nBereadee: \t 1\nMost: \t 1\nInovntsd: \t 1\nehooL: \t 1\nG560: \t 1\nHell: \t 1\nGuam: \t 1\nReeyrus Lean: \t 1\nVettarln Pardon: \t 1\nHugger: \t 1\nBAR: \t 1\nHonduras: \t 1\nHenry Pally: \t 1\nMnarican: \t 1\nHigh: \t 1\nIlka: \t 1\nCrisis: \t 1\nSpanish Town: \t 1\nCRIL11: \t 1\nImlidnya: \t 1\nOtrca: \t 1\nHIJIIL: \t 1\nFakrlor: \t 1\nAtlnntxc: \t 1\nBalboa Highbe: \t 1\nMr. Epikur: \t 1\nAnoon Hospital: \t 1\nClrk: \t 1\nMr. Genrge: \t 1\nCuban: \t 1\nTank: \t 1\nPoudar: \t 1\nInuny: \t 1\nJemeace: \t 1\nCulture: \t 1\nMashean Shop: \t 1\nEm1: \t 1\nDredgas: \t 1\nLiable: \t 1\nLHETE: \t 1\nAihina: \t 1\nJDHH: \t 1\nLumbar: \t 1\nIivru V1: \t 1\nEulfm: \t 1\nDock: \t 1\nJmvnr M1: \t 1\nIndian Berranka: \t 1\nMcDonald: \t 1\nInujer: \t 1\nImmma: \t 1\nRap: \t 1\nEl\ufb02pirs: \t 1\nAuuaracnnz: \t 1\nBen: \t 1\nTsvartnn M.: \t 1\nSunni: \t 1\nEu11Ll1n: \t 1\nElnpdrn: \t 1\nHnnclel: \t 1\nClaim: \t 1\nDivla: \t 1\nHuunoa Snullnll: \t 1\nGlhtena: \t 1\nDir: \t 1\nDruja: \t 1\nTrainmaatsr: \t 1\nThu Yard: \t 1\nImcl: \t 1\nBmnk: \t 1\nMzermana: \t 1\nLrain: \t 1\nLhal: \t 1\nCD10: \t 1\nNtcolnai Eaoohai: \t 1\nMonte Lear: \t 1\nHext: \t 1\nFarmme: \t 1\nDry Dtcauatzon: \t 1\nJoshua: \t 1\nDoor: \t 1\nPanama \ufb01nn-: \t 1\nBlank: \t 1\nBvo: \t 1\nPnufllr: \t 1\nUtakl: \t 1\nBeaeuee: \t 1\nJohn Butcher: \t 1\nParainn: \t 1\nThnt: \t 1\nHalon: \t 1\nFiebra: \t 1\nuvB: \t 1\nIyghotd Fever: \t 1\nMacon: \t 1\nTFOJLII1: \t 1\nAnyhow: \t 1\nIiucke\ufb01: \t 1\nGARNER DJ: \t 1\nLodaq: \t 1\nImago: \t 1\nThai: \t 1\nRoundhouse: \t 1\ntrI: \t 1\nGum H111: \t 1\nAmy: \t 1\nCulun Hospital: \t 1\nAnun: \t 1\nFrancisco: \t 1\nErma: \t 1\nCalan: \t 1\nHuce: \t 1\nClyde: \t 1\nLimzkseper: \t 1\nNurse: \t 1\nEtilmr Suction: \t 1\nJordan: \t 1\nThure Han: \t 1\nLama: \t 1\nAmsr: \t 1\nGunny: \t 1\nHnlah: \t 1\nSide: \t 1\nDomingo: \t 1\nHolly: \t 1\nHaw: \t 1\nEuropean: \t 1\nGIARKE: \t 1\nDears: \t 1\nTuritio: \t 1\nFunmna: \t 1\nHomhoa: \t 1\nIetmue: \t 1\nCorral: \t 1\nLenmn: \t 1\nUnneral: \t 1\nEupcrlnbnndsnt Ln: \t 1\nVcrnnn: \t 1\nAme: \t 1\nCris: \t 1\nDobbin: \t 1\nSlchlon: \t 1\nDtunun: \t 1\nIathumu: \t 1\nGulebre: \t 1\nGatun Luck: \t 1\nPlay: \t 1\nGleaner: \t 1\naLmin: \t 1\nImmm: \t 1\nSNIUEL: \t 1\nMr. Jnhnnon: \t 1\nBolivia In: \t 1\nGntnn Lhroush: \t 1\nGunchnpali: \t 1\nBur: \t 1\nJeremiah Walaome: \t 1\nLhenca: \t 1\nBungo: \t 1\nCalebm: \t 1\nConohrucricn: \t 1\nHuldsr: \t 1\nLearmok: \t 1\nIabhmuu: \t 1\nMarohant: \t 1\nWhn Ed: \t 1\nPeru Avenun: \t 1\nElnpluy: \t 1\nFannme: \t 1\nArlva: \t 1\nLhatrtlrne Fain Thunder: \t 1\nFnralsu Camp: \t 1\nGolannl Gorgas: \t 1\nNuDuna1ai: \t 1\nNetue: \t 1\nPunsmlnn Bovermant: \t 1\nALIACK: \t 1\nTnbey: \t 1\nE39115: \t 1\nHail: \t 1\nAnglican Dr: \t 1\nHimfry: \t 1\nannLhc: \t 1\nHrlblng Dears: \t 1\nAl: \t 1\nSnllslnan: \t 1\nKingston: \t 1\nMr. Galliger: \t 1\nEndiger: \t 1\nJmnunt: \t 1\nu.s. J2: \t 1\nuan1nL: \t 1\nIiuopitel: \t 1\nVulcan: \t 1\nThou: \t 1\nOozI: \t 1\nBrake: \t 1\nGamban: \t 1\nTEIOHAS: \t 1\nJuenace: \t 1\nKlara: \t 1\nTabernllla: \t 1\nMr. Morgan: \t 1\nSE: \t 1\nWbuatlay: \t 1\nWnrken: \t 1\nThsy: \t 1\nCelldunin Phat Office: \t 1\nJ31: \t 1\nTavernilla: \t 1\nMr. Ben Jacobean: \t 1\nHhicll: \t 1\nMr. Wine: \t 1\nBadman: \t 1\nFarr: \t 1\nClerk: \t 1\nMr. Brooks: \t 1\nGard: \t 1\nGarcia: \t 1\nJnyon: \t 1\nInto: \t 1\nMr. Magna: \t 1\nEatafutli: \t 1\nMDT: \t 1\nAlhruok: \t 1\nGreatest: \t 1\nJack Adnma: \t 1\nSL951: \t 1\nLannlm Esme: \t 1\nDff: \t 1\nVery Poor: \t 1\nHanna: \t 1\nBenmela Eetufeta: \t 1\nGaillnrd: \t 1\nLpuarantlnz: \t 1\nHlura: \t 1\nPnatrla: \t 1\nVegetable: \t 1\nEnedeker: \t 1\nIcoepztel: \t 1\nLhat: \t 1\nPea: \t 1\nLocke: \t 1\nGoraona: \t 1\nStevens W110: \t 1\nCulbrn: \t 1\nRoyal M211: \t 1\nIlearn: \t 1\nBaron: \t 1\nExtreme: \t 1\nIlho: \t 1\nSpnninr\ufb02a: \t 1\nDnthe: \t 1\nRemain Y\ufb02llr\ufb02: \t 1\nW513: \t 1\nSam: \t 1\nJohn Altymun: \t 1\nJnha: \t 1\nBanana Iialk: \t 1\nXjf\ufb02rl\ufb02f\ufb01\ufb01 Branch: \t 1\nDaltdb\ufb02r Que Inn: \t 1\nLance: \t 1\nNorth Amnrinano: \t 1\nbzsLos: \t 1\nEsnus: \t 1\nCristobal Curral: \t 1\nCharles Gordon: \t 1\nDrs: \t 1\nJanmina: \t 1\nAtlantic Lu: \t 1\nPnxlama: \t 1\nIgzgnrta: \t 1\nMartlneeu: \t 1\nHauue Interesting Experience: \t 1\nTaulflc Division: \t 1\nHsavun: \t 1\nHouee: \t 1\nOld Fnnamn: \t 1\nHruah: \t 1\nCnlon: \t 1\nTnnuma: \t 1\nGM: \t 1\nColonel Gorgas: \t 1\nOct: \t 1\nLrunk: \t 1\nUntu Whom: \t 1\nILMUB: \t 1\nLEcul: \t 1\nMartin: \t 1\nComa: \t 1\nSolmt: \t 1\nTambien: \t 1\nENG Imrld Let: \t 1\nEUFM: \t 1\nHlucurlcal Society: \t 1\nEnglishman: \t 1\nBridge: \t 1\nCentral Divielull: \t 1\nIfLEr: \t 1\nrndulI11_y: \t 1\nIstllrilua: \t 1\nHandy: \t 1\nIaanncodaa: \t 1\nHomo: \t 1\nGuer: \t 1\nOemboe: \t 1\nDump: \t 1\nLuther: \t 1\nExaaxt Esmtn Cruz: \t 1\nBrewebur: \t 1\nprsaLo\ufb02D: \t 1\nPacific Bide: \t 1\nOrlatubal: \t 1\nBelbee: \t 1\nPamma: \t 1\nLula: \t 1\nSt.: \t 1\nInch: \t 1\nLmnblan: \t 1\nWurk: \t 1\nQOL Cl: \t 1\nAnczundin\ufb01: \t 1\nA1rua: \t 1\nPwjolea: \t 1\nFuller: \t 1\nCnl: \t 1\nWesley: \t 1\nMr. English: \t 1\nWztnnn: \t 1\nZone: \t 1\nD111: \t 1\nHOB: \t 1\nmy5B11: \t 1\nLeplote: \t 1\nFITZ: \t 1\nSup Henry: \t 1\nJuhn Onwuld: \t 1\nP\ufb02wur Plum: \t 1\nBan: \t 1\nLet L119: \t 1\nIcura Vary Truly: \t 1\nImrer: \t 1\nCrltnhal: \t 1\nLivlng: \t 1\nHesopctcnln: \t 1\nMorgan: \t 1\nZurm: \t 1\nL1_: \t 1\nIra Beekford: \t 1\nColormi: \t 1\nCrinnobnl: \t 1\nSimmons: \t 1\nHand: \t 1\nUDELI: \t 1\nMr. Human: \t 1\nESMII: \t 1\nMr. Brank: \t 1\nEsmfcta: \t 1\nAdm Bldg: \t 1\nNa: \t 1\nS\ufb01lanay: \t 1\nBaal: \t 1\nZlanve: \t 1\nChilibre: \t 1\nCnrnml: \t 1\nLransfene\ufb01: \t 1\nLebaeg: \t 1\nHsnrungu: \t 1\nBrill Elle: \t 1\nLno: \t 1\nCornzal: \t 1\nc1eLl1c3s: \t 1\nTemuy: \t 1\nGrenade Bin: \t 1\nCauvn: \t 1\nDiT1: \t 1\nIetnuun Gene: \t 1\nGemhoe: \t 1\nPrssidunt: \t 1\nInhinrllim: \t 1\nSnfthe: \t 1\nCD102: \t 1\nAmarice: \t 1\nBrenner: \t 1\nLumulmg Stnr Drill: \t 1\nCulun: \t 1\nG01: \t 1\nLhsrs: \t 1\nHard: \t 1\nCulsbrn: \t 1\nHope C615 Storage: \t 1\nEetarhan: \t 1\nAntmn: \t 1\nFrenchman: \t 1\nHand Drill Foreman: \t 1\nb\ufb01ElVI: \t 1\nI13: \t 1\nRaider: \t 1\nMr. Bronk: \t 1\nMr. Hobbn Bald: \t 1\nPacific Ccoan: \t 1\nLIIM: \t 1\nJiahln: \t 1\nHattie: \t 1\nAntigua: \t 1\nManuel: \t 1\nGbrn Gm: \t 1\nThom: \t 1\nTracknne: \t 1\nMr. Wanda: \t 1\nGulubrn: \t 1\nManual P\u00e9rez: \t 1\nWh\ufb01ther: \t 1\nLoo: \t 1\nPad: \t 1\nDorgona: \t 1\nCanine: \t 1\nBalbun: \t 1\nRR Lri: \t 1\nAlec Lhnmcrul: \t 1\nBlond: \t 1\nBetas: \t 1\nIlnuthsr: \t 1\nCnanng: \t 1\nEstnfeta Institute: \t 1\nBank: \t 1\nLslrtun: \t 1\nsLa: \t 1\nImpira: \t 1\n"}], "source": "for k,v in sorted(entities.items(), key=operator.itemgetter(1), reverse=True):\n    print('{0}: \\t {1}'.format(k,v))", "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "execution_count": 11}, {"cell_type": "markdown", "metadata": {"collapsed": true}, "source": "Discuss \u2026"}, {"outputs": [], "source": "", "cell_type": "code", "metadata": {"collapsed": true, "trusted": false}, "execution_count": null}], "nbformat_minor": 0, "metadata": {"kernelspec": {"language": "python", "name": "python3", "display_name": "Python 3"}, "language_info": {"pygments_lexer": "ipython3", "name": "python", "file_extension": ".py", "codemirror_mode": {"name": "ipython", "version": 3}, "mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "3.4.3"}}, "nbformat": 4}