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). This notebook demonstrates how that process can work.
import os
import re
import operator
from collections import defaultdict
import nltk
Here, we're using the Natural Language Toolkit, which describes itself as "a leading platform for building Python programs to work with human language data."
WORKDIR = '/Users/libraries/Code/taw-data/'
BOOKS_DATA_DIR = os.path.join(WORKDIR,'Books')
ESSAY_DATA_DIR = os.path.join(WORKDIR, 'Essay_Contest')
def glob_txt(dir):
dirs_seen = {}
for dir_name, subdirs, file_list in os.walk(dir):
if os.path.split(dir_name)[-1] == 'pages':
txt_globs = []
for f in file_list:
with open(os.path.join(dir_name, f)) as infile:
txt_buff = infile.read()
txt_globs.append(txt_buff)
dirs_seen[dir_name] = ' '.join(txt_globs)
else:
pass
return dirs_seen
directories = glob_txt(ESSAY_DATA_DIR)
In our sample set of essays we have just over 100 entries …
len(directories.keys())
111
These two functions utilize the tools provided by the NLTK to prepare, parse, and analyze our text data…
def extract_entity_names(t):
"""
Collect parts of speech marked as named entities from nested parsed sentence trees
Adapted from https://gist.github.com/onyxfish/322906
"""
entity_names = []
if hasattr(t, 'label') and t.label:
if t.label() == 'NE':
entity_names.append(' '.join([child[0] for child in t]))
else:
for child in t:
entity_names.extend(extract_entity_names(child))
return entity_names
def run_ner(dirpath):
"""
Run a number of NLTK text processing functions in sequence.
Return a set of unique named entities recognized in texts in a given directory
"""
sentences = nltk.sent_tokenize(directories[dirpath])
tokenized_sentences = [nltk.word_tokenize(sentence) for sentence in sentences]
# Once text is broken up into words and sentences we use a default 'tagger' to
# assign parts of speech to sections of text
tagged_sentences = [nltk.pos_tag(sentence) for sentence in tokenized_sentences]
chunked_sentences = nltk.ne_chunk_sents(tagged_sentences, binary=True)
entity_names = []
for tree in chunked_sentences:
entity_names.extend(extract_entity_names(tree))
unique_names = set(entity_names)
return unique_names
Store the results so we can inspect them …
results = {}
for d in directories.keys():
names = run_ner(d)
results[d] = names
entities = defaultdict(int)
for k,v in results.items():
item_name = re.split('\/', k)[-2]
new_path = os.path.join(WORKDIR, 'analyzed')
os.makedirs(new_path, exist_ok=True)
print('Essay: {0}'.format(item_name))
with open(os.path.join(new_path, '{0}-entities.txt'.format(item_name)), 'w') as outfile:
for named_entity in v:
entities[named_entity] += 1
outfile.write(named_entity)
Essay: Clifford_St_John Essay: Eutace_Burton Essay: G_Mitchell_Berisford Essay: Harrigan_Austin Essay: Herbert_Alleyne Essay: Hendrix_H_Archbold Essay: George_W_Morgan Essay: Lessep_O_Brown Essay: Samuel_A_Smith Essay: Joseph_H_Gard Essay: Rufus_Edward_Forde Essay: Clifford_Hunt Essay: John_A_Moore Essay: Robert_T_Chambers Essay: Alfred_E_Dottin Essay: Joshua_Marshall Essay: Isaiah_Bunting Essay: Bertrand_Emilien_Harnais Essay: Jeremiah_Walsome Essay: James_G_Connell Essay: Albert_Peters Essay: George_H_Martin Essay: Joseph_Brewster Essay: Mary_Couloote Essay: John_A_Holligan Essay: Amos_E_Clarke Essay: Philip_Millerd_Salisman Essay: Constantine_Parkinson Essay: Rufus_C_Lucas Essay: Charles_Booth Essay: Obdulio_Ruiz Essay: Isaias_Antioco_De_la_Rosa Essay: George_Hodges Essay: Albert_Banister Essay: John_Oswald_Butcher Essay: Samuel_Webb Essay: Wesley_Clarke Essay: Charles_Moses Essay: Phillip_McDonald Essay: Silvero_Sanchez Essay: James_F_Smith Essay: Prince_George_Green Essay: Reginald_Beckford Essay: Peter_Hermon Essay: St_Justo_F_Cirtonello Essay: Nehemiah_E_Douglas Essay: Nicholas_Rodrigues Essay: Albertha_Headley Essay: Luther_McEnnis Essay: Enrique_Plummer Essay: Isaiah_H_Hibbert Essay: Edward_Adolphus_White Essay: Joseph_Leacock Essay: Ange_Julienne_Lunche Essay: Manley_Bramble Essay: Alonzo_F_West Essay: John_Morgan Essay: Norton_Brownie Essay: Manassah_Maynard Essay: John_F_Prescod Essay: Henry_Paily Essay: John_Garner Essay: Jules_E_LeCurrieux Essay: H_B_Clayton Essay: J_A_Williams Essay: Aaron_Clarke Essay: Leslie_Carmichael Essay: Thomas_B_Gittens Essay: Brandt_Hussey Essay: Helon_I_Allick Essay: Castilla_M_Weeks Essay: James_Ashby Essay: Alfonso_Suazo Essay: Simeon_T_Wheatley Essay: Donald_W_Thomas Essay: Alfred_Mitchell_S Essay: Samuel_A_Robinson Essay: Samuel_Cadogan Essay: Joseph_H_Fox Essay: Enos_Augustus_Finn Essay: John_Altyman_Richards Essay: George_Peters Essay: Everton_M_Holder Essay: Wesley_Beckles Essay: Jacob_Joseph Essay: T_H_Riley Essay: J_T_Merchant Essay: Joseph_Theophilun_Hughes Essay: Samuel_Clarke Essay: Fitz_H_Thomas Essay: Francisco_Garcia Essay: Arthur_E_Phillips Essay: Samuel_N_Brown Essay: Samuel_N_Bowen Essay: Z_H_McKenzie Essay: Edgar_Llewellyn_Simmons Essay: Charles_M_Thomas Essay: Allan_C_Belgrave Essay: E_W_Martineau Essay: Clement_C_Boyce Essay: Augustus_George Essay: Joseph_Rouse Essay: Bersfored_Doglass Essay: Leonard_A_Chase Essay: Frederick_James Essay: James_A_Lewis Essay: Handel_Carr Essay: John_Thomas_Mark Essay: Lencelot_A_Kavanagh Essay: Robert_S_Daniels Essay: Arnold_N_Alexander
for k,v in sorted(entities.items(), key=operator.itemgetter(1), reverse=True):
print('{0}: \t {1}'.format(k,v))
Panama: 50 Mr.: 22 Balboa: 17 Hark: 12 American: 12 Empire: 11 Pedro: 10 Colon: 10 Isthmus: 10 Lhe: 10 Jamaica: 9 John: 9 Gatun: 8 Lha: 8 Lhasa: 8 Cristobal: 8 Job: 8 Foreman: 8 Thu: 8 Golan: 8 Hotel: 7 Canal: 7 Engineer: 6 Pedro Miguel: 6 George: 6 Indian: 5 Atlantic: 5 Miguel: 5 Hunt: 5 Pacific: 5 Hospital: 5 Gntun: 5 Samuel: 4 Lima: 4 James: 4 Ian: 4 Jab: 4 Ila: 4 Amado: 4 Anson: 4 Galen: 4 God: 4 French: 4 San: 4 Lhu: 4 Hope: 4 Mark: 4 Jump: 4 Thin: 4 Arthur: 4 Island: 4 Part: 3 Iran: 3 De: 3 Jack: 3 House: 3 Land: 3 Army: 3 United: 3 H111: 3 Trinidad: 3 Gold H111: 3 Barnett: 3 Eu: 3 Tram: 3 Lhn: 3 Era: 3 Captain: 3 Train: 3 Engine: 3 Rio: 3 La: 3 Cut: 3 Gold: 3 Mme: 3 Robert: 3 America: 3 Penman: 3 Thane: 3 Ina: 3 Una: 3 H1111: 3 Thomas: 3 Box: 3 East: 3 Johnson: 2 Obiapu: 2 Lee: 2 Marian: 2 Mr. Smith: 2 Hill: 2 Sean: 2 Clarke: 2 Lake: 2 Cami: 2 A111: 2 U.S.: 2 Poet: 2 Ha: 2 Fur: 2 Thn: 2 Jamaican: 2 Amer: 2 Gorgona: 2 Coronal: 2 Very: 2 B111: 2 Nolan: 2 Boyce: 2 Hume: 2 Fran: 2 Charles: 2 Barbuda: 2 Christ: 2 Machine: 2 Watson: 2 N111: 2 Helper: 2 Elm: 2 Pacino: 2 Padre: 2 Heat: 2 Bucket: 2 Lenka: 2 David: 2 Bee: 2 Apt: 2 Famine: 2 USE: 2 Diamond: 2 Emma: 2 II: 2 Herbert: 2 Electric: 2 ICC: 2 Nut: 2 Bahia: 2 L111: 2 Tha: 2 Barbados: 2 Boyd: 2 Fox: 2 Drill: 2 Hindi: 2 Rosa: 2 Water: 2 Martinique: 2 Panama City: 2 Van: 2 Philip: 2 Manager: 2 Line: 2 Bum: 2 Lina: 2 Brown: 2 Bowen: 2 Born: 2 Joseph: 2 Dne: 2 Adolphus: 2 Getun: 2 Almighty God: 2 Central: 2 Americana: 2 Que: 2 Gene: 2 West: 2 Bax: 2 Mr. Bu: 2 Moon: 2 Thank: 2 Earth: 2 Granada: 2 Camp: 2 Lane: 2 Little: 2 Etc: 2 Ivor: 2 White: 2 Baa: 2 Puebla: 2 Silver: 2 Albert: 2 Room: 2 HIE: 2 Around: 2 Truck: 2 Start: 2 Hum: 2 Ghana: 2 G111: 2 Daspuea: 2 Juan: 2 Salon: 2 Canal Zane: 1 Dinbla: 1 T111911: 1 Lpjacomlezan: 1 Alcaldn: 1 Calun Ton: 1 Fowler: 1 Lire: 1 Sauth Mzmehesmer: 1 Panama Railroad: 1 Major Oaillard: 1 Jacob: 1 Lv1uon: 1 IEMIMI: 1 JUIVICIAE: 1 Wvulfi: 1 Casino: 1 Lola: 1 Ynurn Hr: 1 Jeeh Div: 1 Foobar: 1 Dysentry: 1 Danlela: 1 Hucormlcli: 1 Has: 1 Pllrfiflliy: 1 Kitchnn: 1 Ludo: 1 Life: 1 Taunbien: 1 Pump: 1 III: 1 Burses: 1 Culobrs: 1 Ford: 1 Ben Hatanhln: 1 L15: 1 Eaatmre: 1 Henpefarth: 1 Lida: 1 Spot Jt: 1 EGHECEEOW: 1 Laaaap: 1 DCIEALD: 1 Lhelr: 1 ELXLJV: 1 JB: 1 Accepted: 1 Gatunr: 1 Quarter: 1 Euatmen: 1 Iieuee: 1 Dynamite Irlarfi: 1 Ilillehrrnw: 1 LEACDGK: 1 BURTON H505: 1 Ladga: 1 Indies: 1 Gunter: 1 Luina: 1 Division: 1 Tlvoll: 1 Alfiunas: 1 H8: 1 haL: 1 Shape: 1 Nnzk: 1 Inornlrm: 1 German: 1 Fanrln Ln: 1 Hurtrzun: 1 Quebranohu Siding: 1 Portnhlla: 1 Cartaaanitau A1: 1 Ghanglng: 1 Nldrsw: 1 Faafi: 1 U91: 1 AULFIN: 1 Clemcnt c.: 1 ID: 1 Zstun: 1 Eeemeh: 1 Framincn: 1 Bub: 1 Dam Gard: 1 B1esa: 1 Donald: 1 Horksd: 1 Ehuvul: 1 Fnreman: 1 Panama Canal: 1 Cod: 1 Bevlngtona: 1 R10 Abaja: 1 Parslso: 1 Vlacrmia: 1 Please: 1 Isaiah: 1 Fit: 1 Plan: 1 Iethmatn Ilaetortcsl Cauc1et_: 1 Ills Iuvlnu Guidance: 1 Use: 1 Ianma: 1 SIEEBNB Born: 1 Han: 1 Panzer: 1 Peru: 1 Duri: 1 Bersfarud Dorlcma: 1 Bnothar: 1 Lxka: 1 Salan: 1 Miami: 1 Lnd: 1 Malta: 1 Fcnnann: 1 Steameuern: 1 Meeamcol Divinaan: 1 Flsmanco: 1 Drudge: 1 Pueblo Nuevo: 1 Mitchell: 1 Rlmlmn: 1 Permian Municipal Enginner: 1 Mechanics: 1 N10: 1 Rurue: 1 Thug: 1 U112: 1 Ennnma: 1 Estareta Juan Dlnn: 1 Lines: 1 Deliver: 1 TtR: 1 Tlvofu: 1 Churlee Alvarez: 1 Amaritmn: 1 July: 1 Rln Abeje: 1 Psdro Miguel: 1 Gva: 1 Brawn: 1 Tudor: 1 D131: 1 Yo: 1 Black Smith Elhap: 1 Club Hons Dimlng: 1 Cunwao: 1 Jueto: 1 Annther: 1 avLct: 1 A5911: 1 Uwue: 1 Scufrlee: 1 Gargona: 1 Mr. Ce: 1 Jamaican Born: 1 Jual: 1 Beliserio Parran: 1 H1Lh: 1 Loa: 1 Lube: 1 Gorsunu: 1 Neecloe: 1 Kingetun: 1 Tar: 1 EDBARD: 1 Soldier: 1 H193 Davis: 1 Dmpatcmng: 1 Innquina: 1 Imcnn: 1 Nan: 1 Nhu: 1 Lumerxng: 1 Banrd: 1 Las: 1 List: 1 Amrrlcnn: 1 Club House: 1 Sarrela: 1 Gorgas: 1 rc1LD: 1 Reiny Months: 1 Iiuf: 1 Shnnknaaa: 1 Ritchie: 1 Bldg: 1 Capt: 1 MCDONALD: 1 Simone: 1 Greeire: 1 Omar: 1 Conatn: 1 Hhltu: 1 Ieuvur: 1 Husuley: 1 Elma: 1 Juhna: 1 Griewbnl: 1 Uncle: 1 Bight: 1 T1113: 1 Gran: 1 Hamn: 1 Piwcy: 1 M11: 1 L313: 1 Simeon: 1 Albacore: 1 Ira: 1 Dncnsus: 1 Naval: 1 Eflitur: 1 Alligutnre: 1 Bavington: 1 rnuorI Buildlng: 1 Sunaey: 1 Rio Abaja: 1 Enid: 1 Juana: 1 HANLEI: 1 Lhlngga: 1 Luega: 1 Mn: 1 Mr. Snead: 1 Iinuld: 1 John Burke M.: 1 Mr. Arthur Mcxanzie: 1 Itrong: 1 Ilusasy: 1 Durnu: 1 HS: 1 Eotefeta: 1 Lr1ca1: 1 Empnrc: 1 Denr Sir: 1 Exprasfl: 1 n3L_J: 1 Pannnm: 1 Pnnnmlun Geverment: 1 Vfanl: 1 Iruliea: 1 Grunevmld: 1 Poet Offlus: 1 American Jeweller: 1 Emericanu: 1 Property: 1 RB B15: 1 Trajan: 1 Lfficg: 1 Bupurvmor: 1 Anaricun: 1 Nari: 1 La Docs: 1 Mr. J.: 1 Railroad Dept: 1 Henley: 1 Typhu1d: 1 Anson Gunny: 1 Inn: 1 Stnnm Glmveled: 1 Btnrt: 1 Smith: 1 Maflonalfl: 1 hnI1g: 1 Thank God: 1 H311: 1 Flor: 1 Taro Plant: 1 Mirerlnree: 1 Itch: 1 Heroes: 1 Human: 1 Banana: 1 Onsine: 1 Dccusr: 1 Lhay: 1 Dalton: 1 Gmiural: 1 ouL: 1 Iardrnuatarn: 1 Anton Hospital: 1 Pedro Migufil: 1 E1: 1 Juhntl: 1 Cclmn: 1 Albrouk: 1 End: 1 Los: 1 Gnld H111: 1 MD: 1 Plnya: 1 Look: 1 st. Hill: 1 Puntn: 1 Cad: 1 Gorgorna: 1 Manner Office: 1 A111 Vivian: 1 Carney: 1 Limo: 1 Dcfunt: 1 Chonrea: 1 Nnttie: 1 Lag: 1 T111011: 1 Imnma Railroad Deput: 1 Ruoazrvelt: 1 Entun: 1 Tint: 1 Trabajando: 1 Harri: 1 Lliuuaanda: 1 D_cr5unA: 1 ROBINSON: 1 Navarre: 1 Cnlun Post Office: 1 Hirsflora: 1 Tarhot: 1 Taro: 1 San Fabio: 1 _sR: 1 T209: 1 Como: 1 Yunnan: 1 Sosa H111: 1 HEP: 1 Autumntic Rail Head: 1 Eelbnn: 1 Royal: 1 Mr. Mona: 1 T240: 1 Snvamn: 1 Valve: 1 Miraflores Locke: 1 Flnr: 1 Mnndinfin: 1 San Pablo Aunt: 1 IEITG: 1 Geillmd: 1 Hendrix: 1 Uhngras: 1 Gorges Hospital: 1 Health: 1 Mr. Small: 1 Deckfcrd: 1 Major: 1 Thirage: 1 Clifford: 1 Johns: 1 Dpunlrlg: 1 Lngenioro: 1 dieLa1ncd: 1 Leeaep: 1 Eorto: 1 Married: 1 Oolgona Machine Shep: 1 Linfiney: 1 Gorgnnn: 1 Rspubnea: 1 Panwfl: 1 Jehovah God: 1 hAb1c La: 1 Yenaw: 1 Haclcnun M2: 1 Lha Hater: 1 DB: 1 Arlnflnntratiun Illdr: 1 Isthuzur: 1 Halwln: 1 Cne: 1 Chester Herdana: 1 in53nfiO5: 1 Cur: 1 Golan P031: 1 Iafirlh: 1 E11: 1 Carnllne Loan: 1 Rain: 1 Durmc: 1 Mr. Daglay: 1 Hanna No: 1 Apru: 1 Liflinrg: 1 Yrn Trly: 1 unio1pB1 Zruginaecins: 1 Alloyne Arne: 1 Bay: 1 Vista: 1 Getun Gui: 1 Thnre: 1 IWIEHJQH: 1 Jahn: 1 Cnlivn: 1 Bu: 1 Lore: 1 Bridges: 1 Lrnuhle: 1 com_Dar1: 1 Rang: 1 Rail Road: 1 La Leeann: 1 Tana: 1 Ange Julienne: 1 Gamlma: 1 Poet Offlufi: 1 Iuth: 1 Stewnrd: 1 Aluuzon: 1 Nlbh: 1 Taken: 1 ESLB: 1 Henry: 1 Hang: 1 Hallignn DJ: 1 Americans: 1 Amerlaana: 1 Shine: 1 Mr. Isms: 1 HTIADLEX: 1 Ihu: 1 Mire: 1 Booth: 1 Citnul: 1 Memamandma: 1 Zlncllmr: 1 Pnnuso: 1 Aznudor: 1 Peruvian: 1 F1199: 1 Pcdro: 1 Culobru: 1 Rainhow City: 1 dA3vs: 1 Lem: 1 LNG: 1 Lrsnepartauon: 1 Plummer: 1 SL113: 1 Flute: 1 Lhnl: 1 Huh: 1 SGIEC1: 1 Feud Stuff: 1 Steam Shovel: 1 Prljolee: 1 Daurga: 1 Flamenco Island: 1 p1Ace: 1 FHXLIP: 1 Arena: 1 Alfred: 1 Shanon: 1 Aprll: 1 Aepirnmll: 1 Eetarsta: 1 Lace: 1 Qninina: 1 Habonald: 1 Oonmieelun: 1 Reeehlna Trimmed: 1 Msun: 1 Ebup: 1 L113: 1 Aicer: 1 Barges: 1 Imtmn: 1 Irlamlnn: 1 Lcr1zed: 1 Haedley: 1 Gorepm: 1 Irr1vaa: 1 Jase: 1 RUFUS: 1 EB: 1 Chnrrlllu: 1 Gallun: 1 Thlu: 1 FliI: 1 Cnlan: 1 Chlllbrfl: 1 Section: 1 Mr. \i: 1 Alboett: 1 Vinnnnt: 1 Um: 1 Italians: 1 Emilee: 1 Jeffry: 1 Balboa High Bnhnnl: 1 L1: 1 W311: 1 Jeme1ce: 1 Inpntlnn: 1 Enerege General: 1 Imrlrl Holder: 1 Synge: 1 Iioepital: 1 Hie: 1 Bnpirn: 1 Health Department: 1 Gannl: 1 Cara: 1 Duck: 1 Gulebra: 1 Bahama: 1 Dunn: 1 Lzgma Hausa: 1 Panama Ran Road: 1 Images: 1 Sirfl: 1 Beard: 1 Eunung: 1 ECU: 1 Izrrlvul: 1 Indmn: 1 D110: 1 Lucne: 1 Daspuéa: 1 iI1G: 1 Track Line: 1 Spanish Gannon Balls: 1 Pzny: 1 Dalrl Employee: 1 Slntae: 1 Employee: 1 Pn1aa1a: 1 JL11: 1 Len: 1 Pabh: 1 Inner: 1 Uoresuard: 1 Pslisnos: 1 DDULKU: 1 EMF: 1 Lhln: 1 Esta: 1 American Gnverrunem: 1 Jumnicn: 1 Itlhhmua: 1 Iowan: 1 Black: 1 Austin: 1 Hur: 1 pn115.p: 1 Balboa Halyxte: 1 Cclun: 1 Anna: 1 Gslnbocl Bbcckada: 1 Whitehead: 1 Ganun: 1 FULL: 1 LiIc: 1 Gold Hill: 1 Lrnln: 1 Ghinaman: 1 Doss: 1 Ermruna: 1 mosL: 1 Octnbrr: 1 Parry: 1 Pormura: 1 BEHIJ: 1 Gown: 1 Foralnln: 1 Port: 1 Septambr: 1 Ace: 1 Parsqlsa: 1 Eatuvimsas: 1 Berheonee: 1 Mr. Eolick: 1 Metnchin: 1 Gethuzla: 1 Alter: 1 Annex: 1 Dane: 1 Pedro Mlgull: 1 Tenann: 1 Cntun: 1 Culehrn: 1 Dutch: 1 Brltieh: 1 Mr. John: 1 Mr. Littll: 1 Dunk: 1 Georg: 1 Iiajur: 1 Germ: 1 t1E: 1 e11oUnm: 1 Helgxave: 1 Ducks: 1 District Quartermaster: 1 Getmn: 1 British Guam: 1 Bless: 1 Blank Swamp: 1 Banal: 1 Harbor: 1 rE: 1 Llnm: 1 _uruIn1: 1 Empirn: 1 Dalia: 1 Buacasdad: 1 Guarva: 1 Augustus Gnu: 1 uLun Lee: 1 Califlonla: 1 Ietmus: 1 Vicmio: 1 Land Lords: 1 Haw Town Culabre: 1 Next: 1 Leonard .A: 1 Drmiga: 1 Lime: 1 Sand Burg: 1 Ye: 1 Dona: 1 Lian Li Boca Gummlnafirj: 1 Trntnban: 1 Dam: 1 Hid: 1 Branch Key: 1 Jahntea: 1 Janf: 1 Luca: 1 hMgu: 1 Gatune Lacks: 1 V1011: 1 Mnrnrlnne: 1 Pracchit: 1 Quarter Haacur: 1 Amhltltm: 1 Danna: 1 Lian: 1 Peoirie: 1 Lnmblrn Lslielwnus: 1 Cabana Viejn Heat: 1 LiEcl: 1 Fowder: 1 Mprled: 1 Nick: 1 Sanitary Department: 1 Tramdmi Eu Lllnb: 1 Llriver: 1 Good: 1 Leland: 1 Pedro M15u11: 1 Ilauun: 1 Breafi: 1 Flamingo Island: 1 Bron: 1 Bhuvel: 1 Snginear Jungle: 1 Tabege: 1 St. Jnmas: 1 Leadsmnn: 1 Pain: 1 Ola: 1 Mr. Ernest: 1 BOSE: 1 L11: 1 Jmmu: 1 Bouth: 1 Irlejar Grave: 1 B15 Ditch: 1 Sen Pablo: 1 L1h1E Lu: 1 Iiillinms: 1 Unnaa Fruit Company: 1 Shady: 1 Jain: 1 Hagan: 1 Ideehane: 1 Blmrt: 1 Gorgone: 1 Nov: 1 Ezachunlc Shop: 1 Mr. Power: 1 Albrlght: 1 Mouse: 1 Health Dept: 1 Iwxt: 1 Balboa Gowinifisnry: 1 Bonn: 1 Fnasevelt: 1 Maljk: 1 JUIIN: 1 Jemalca Town: 1 Enu: 1 Sadiurdny: 1 EBIDPB: 1 Post: 1 Stnurs Mon: 1 Ilarga: 1 Rorkod: 1 Jaok: 1 mJ1L1_oas: 1 Durlvla: 1 Butcher: 1 Glayton: 1 Pacific Dlvlnion: 1 Lccurrieux: 1 Lhelra: 1 Fnrde: 1 Iron: 1 America Cnrml: 1 LTIE: 1 Vida: 1 Wham: 1 Ganflsca: 1 COL: 1 Narln Eugenia: 1 Ioat: 1 B15: 1 Teeung: 1 Loacgsrwnoa LI: 1 Inc: 1 Dyke: 1 Mr. Arthur: 1 Crmnl: 1 Levin: 1 Mr. Frank: 1 Ph.1.1Lp: 1 Hihhuuc: 1 I21: 1 Ruth: 1 Mina Mecrath: 1 HELEY: 1 Dynamite: 1 Kavnnnuh: 1 Staten: 1 Furemcln Hr: 1 Jererr-iuh: 1 A9: 1 Tivoli: 1 Trelly: 1 LII: 1 Ehe: 1 Mr. End: 1 Icandlnga: 1 Mntachin: 1 Meung: 1 Jar: 1 Royal Mail: 1 Canal Renard: 1 Beat: 1 Lecurrieux: 1 Segre: 1 Auguatun: 1 uuuJ: 1 Lrlian: 1 Cnrdinaz: 1 Cnrpantnr: 1 Ganernl: 1 Lune: 1 flAI: 1 Lha D119: 1 Porto Belle: 1 Dal: 1 Lin Dpamdor: 1 Marshal: 1 CDIDI1: 1 Gorgas Lry: 1 N115: 1 Blue: 1 Juraat: 1 War: 1 Host: 1 Divine Irnhactloil: 1 Imma: 1 Lhait: 1 Clintic: 1 Colonel: 1 Joseph Brown: 1 Sm Pablo: 1 Employment: 1 V1BJnh: 1 Gntuu Snillwny: 1 M111 raecoaam‘-: 1 Vera: 1 HIroug: 1 Arrived: 1 FRI: 1 Glrnie: 1 Mr. Ornenetege: 1 Gutuzi: 1 Hush: 1 Terminated: 1 Adana: 1 Balboa Flnt: 1 Dnotor: 1 Lrylng: 1 Trilzmi: 1 LIDJJI: 1 IsLn: 1 Inst: 1 Fcrde: 1 Jefs: 1 Jackann: 1 Leas: 1 Li: 1 Pacific Side: 1 JUSEPII: 1 Emnatima: 1 Lncgr: 1 Lhrouggq: 1 Oatun: 1 Imct: 1 Juandc: 1 CLKITON: 1 Anson Huspital: 1 Mao: 1 Radln Station: 1 Commleaiun: 1 Mr. Ellucic: 1 Lna: 1 Reilrnnd Track: 1 Bln: 1 Advierbo: 1 Crown: 1 Lhn Izuildlng: 1 Gave: 1 Exparienuea: 1 Jozeph: 1 Ono: 1 Labuur: 1 Snare: 1 Aliaqzu: 1 John II Itolllgetn: 1 Lofevre: 1 Spaniard: 1 Edgar Llewellyn: 1 Fannma: 1 Ianninlnn Dnrml: 1 Dara: 1 Khlt: 1 TIIE: 1 Lest: 1 Mother: 1 Lucia: 1 nLurn Lzrly: 1 Guando: 1 Guuuhala: 1 D1v Ihe: 1 Looks: 1 Lhe Dylxe: 1 Ialnnd: 1 Iatlmmn: 1 Ancnn: 1 Tha H111: 1 Enrique: 1 Barge: 1 Daily: 1 Tern Point: 1 Mama Lufiaaa: 1 Tum Paint: 1 C1241: 1 Ezespuea: 1 M111 Knew: 1 Cabian: 1 Atlenuu: 1 Fahern: 1 Callas: 1 Hetnchin: 1 Thompson: 1 Haynes: 1 Irma Iwuan: 1 Canal Hlth: 1 I13 Oalfl H211: 1 Land Ba: 1 Jtleboru: 1 Comnislnn: 1 Farmer: 1 Greeks: 1 Qmrtar Huetor: 1 Penn: 1 Pemme: 1 Anarican: 1 Eleven: 1 IE3: 1 B1npLo: 1 Eluntrio: 1 GADOBAN: 1 Jimmy Alexander: 1 Gnlum: 1 Jnmalce: 1 Horgnn: 1 Thuu: 1 Lhc: 1 Ruiz: 1 Julea: 1 Mr. George Iiegner: 1 HorkEd: 1 Dual: 1 Hhfl: 1 Ned Mud: 1 Inca: 1 Leyxng: 1 Eenaral: 1 Corbin: 1 Creerly Mr.: 1 Gullerd: 1 Dciael: 1 Lhi Atlantic Side: 1 Enggre: 1 Bee Obiepo: 1 Parmznn: 1 Raul Eemnosa: 1 VEHJCD: 1 Mr. 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