import pandas as pd
import numpy as np
import matplotlib
import matplotlib.pyplot as plt
import seaborn as sns
import os
from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer,TfidfTransformer
from sklearn.externals import joblib
from sklearn import svm
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.naive_bayes import MultinomialNB
D:\anaconda\envs\python37-tf2\lib\site-packages\sklearn\externals\joblib\__init__.py:15: FutureWarning: sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.
warnings.warn(msg, category=FutureWarning)
1:使用tfidf的方法提取特征,直接训练lr的准确率为 0.79 ,svm 准确率为 0.78 , nb为0.78
2:去除停用词和无效词,结果:lr的准确率为 0.78 , svm 准确率 0.78, nb准确率 0.78 (没什么变化,说明删除的词语对结果无影响) , 投票之后的结果为0.79
3:
#Load data
path_home = r"D:\pro\tianchi\kaggle_tweet"
data_train = pd.read_csv(os.path.join(path_home,"train.csv"),encoding="utf-8")
data_test = pd.read_csv(os.path.join(path_home,"test.csv"),encoding="utf-8")
data_submit = pd.read_csv(os.path.join(path_home,"sample_submission.csv"),encoding="utf-8")
#expore data
# print(data_train.columns) #'id', 'keyword', 'location', 'text', 'target'
# print(data_train.info()) #
# print(data_train.shape) #(7613, 5)
# print(data_train["keyword"].isnull().sum()) #keyword 有61个空值 ,8%的空值
# print(data_train["location"].isnull().sum()) #location 有2533个空值 , 33%的空值
# data_train.head()
print( set(data_train[data_train['location'].notnull()]['location'].values) )
{'The D', 'Blackpool, England, UK.', 'Texas af', 'Karachi, Pakistan', 'Europe', 'Jackson TN', 'Philippines ', 'Inexpressible Island ', 'District 12 - Orange County', 'Gumptown', 'honeymoon avenue', 'Stay Fly?', 'Aurora, Ontario ', 'Anaheim', 'World Wide!!', 'Mass', 'Dallas, Texas. ', 'Mumbai (India)', 'Whippany, NJ', 'playing soccer & eating pizza', 'philly', 'On the court ', 'Statute Of Limitations_', 'Newcastle, England', 'WA State', 'Crato - CE ', 'Toronto-Citizen of Canada & US', 'Tractor land aka Bristol', 'Jaipur, India', 'Iowa, USA', 'Austin, Texas', "elena's bed // info on link", 'Warwick, RI @Dollarocracy also', 'Kolkata', 'Your notifications', 'facebook.com/tradcatknights', 'Bronx, New York', 'Massachusetts ', 'boston', 'Killarney', 'Decatur, GA', 'Nevada (wishing for Colorado)', 'Coventry, Rhode Island', 'Reading a romance novel', 'Pueblo, CO', 'on the web', 'peekskill. new york, 10566 ', 'Beirut/Toronto', "L'Enfant Plaza Metro Station", 'Napa, CA', 'Bishops Lydeard, England', 'Las Vegas, Nevada', 'Raleigh (Garner/Cleveland) NC', 'MD', 'Ewa Beach, HI', 'swindon', 'Leeds, U.K.', 'Ellensburg to Spokane', 'Calgary,AB, Canada', 'taken by piper curda', 'taking bath do not disturb', 'Perenjori, WA', 'Lethbridge, Alberta, Canada', 'Live mÌÁs', 'us', 'UK,singer,songwriter,?2 act', 'CAMARILLO, CA', 'Birmingham', 'Reading UK', 'Cardiff, UK', 'Rockford, IL', 'England, United Kingdom', '??9?', 'Melbourne, Australia', 'everywhere', 'Harbour Heights, FL', 'http://twitch.tv/jcmonkey', 'Ames, IA', 'Frostburg', 'PG Chillin!', 'El Dorado, Arkansas', 'Mumbai , India', 'Columbia, SC', 'South Africa', 'Fresno', 'south of heaven ', 'Las Vegas, NV ', 'Rio de Janeiro', 'Kenosha, WI 53143', 'Halfrica', 'southwest, Tx', 'Brisbane.', 'Chicago, IL ', 'Memphis, in the Tennessees', 'Ontario', 'Chatham, IL', 'Maricopa, AZ', 'San Francisco', 'Brooklyn', 'Gold Coast', '2005 |-/', 'Buy Give Me My Money ', 'im definitely taller than you.', 'I rap to burn shame.', 'Paris', "St. John's, NL, Canada", 'Not Los Angeles, Not New York.', 'Hogsmeade', 'Sand springs oklahoma', 'KLA,Uganda', 'Sydney, NSW', 'Adelaide, Australia', 'Makai', 'Orlando, Fl', 'Warm Heart Of Africa', 'St Austell, Cornwall', 'NYC, New York', 'Somewhere in Spain', 'Haarlem', 'Jupiter', 'Pune, Maharashtra', 'manchester, uk.', 'Ebola', 'Cambridge, Massachusetts, U.S.', 'DaKounty, Pa', 'Milton keynes', 'proudly South African', 'Scottsdale, AZ', 'Fiore, Lamia Scale', 'Topeka, KS', 'CORNFIELDS', '19.600858, -99.047821', 'y/e/l', 'MÌ©xico D.F.', 'Bournemouth', 'toledo', 'online ', 'USA (Formerly @usNOAAgov)', 'Phila.', 'Njoro, Kenya', 'Somewhere ', "where I'm supposed to be", 'Swan River', 'Windsor,Ontario', 'iTunes', 'Kajang ? UiTM Puncak Alam', 'Somewhere out there', 'Fort Collins, CO', 'EIC', 'Displaced Son of TEXAS!', '@cockerelshoes', 'Tripsburg, ms.', 'Korea', 'Live On Webcam', 'Kualar Lumpur, Malaysia', 'Wild Wild Web', 'In the potters hands', 'The Hammock, FL, USA', 'Somewhere Out There', 'Alameda and Pleasanton, CA', 'Woosley', 'Spinning through time.', 'The Desert of the Real', 'Anna Maria, FL', 'hyderabad', 'International Action', 'westwestwestwestwestwestwest', 'Kenya', 'the burrow', "'Merica", 'Houma La', '3.28.15|7.20.15|7.25.15', 'Worldwide - Global', 'From a torn up town MANCHESTER', 'NYHC', 'germany', 'SoDak', 'Across the Atlantic', 'gamertag: bexrayandvav ', 'Charleston, WV', 'Hillsville/Lynchburg, VA', 'Tampa, FL', 'ljp/4', 'Lynnfield, MA', 'Mississauga, Ontario', 'ATL??AL??', 'Greater Manchester, UK', 'am everywhere', 'Garden City, NY', 'Cairo, Egypt', 'Fairgrounds Resident', 'Coventry', 'Dunwoody, GA', 'USA - Canada - Europe - Asia', 'Madison, Wisconsin, USA', '[email protected]', 'right next to you', 'Leeds, England', 'Cymru araul', 'Suginami-ku, Tokyo, Japan', 'Dutch/English/German', 'Sarasota, FL', 'Belleville, Illinois', 'Nairobi, Kenya ', 'LONG ISLAND, NY', 'Charlottetown', 'he/him or she/her (ask)', 'Stamford & Cork (& Shropshire)', 'Bangalore', 'Maracay y Nirgua, Venezuela', 'Fukushima city Fukushima.pref', '#WashingtonState #Seattle', 'Anchorage, AK', 'Auburn ', 'Washington state', 'Tucson, Az', 'Maryland,Baltimore', 'Spain but Opa-Locka, FL', 'Laventillemoorings ', 'Mooseknuckle, Maine', 'Friendswood, TX', 'Vancouver, BC.', 'NJ', 'Attock', 'Detroit, MI, United States', 'port matilda pa', 'Unknown ', 'Tampa, Fl', 'East Kilbride', 'Evansville, IN', 'Jump City', 'Roanoke VA', 'Bloomington, IN', 'Bozeman, Montana', 'Toronto, ON, Canada', 'Madison, WI & St. Louis MO', 'Santa Clara, CA', 'Midwestern USA', 'Unite. Bless. Wallahi ', 'Guelph Ontario Canada', 'Upstairs.', '[email protected]', 'Houston, TX ', 'Colonial Heights, VA', 'SURROUNDED BY WEEABOOS', 'Seattle native in Prescott, AZ', 'Loveland Colorado', 'Fruit Bowl', 'Hermitage, PA', 'ÌÏT: 39.982988,-75.261624', 'austin tx', 'i luv raquel', 'NEWCASTLE', 'somewhere over a rainbow', 'Palestine ', 'Kentucky, USA', 'Birmingham & Bristol', 'Gameday', 'Sheffield/Leeds', 'Poconos', 'Tamworth', '2B Hindhede Rd, Singapore', '[email protected]', 'East Islip, NY', 'Rotterdam, Zuid-Holland', 'Cydia', 'Dudetown', 'Darnley, Prince Edward Island', 'Portsmouth, UK', '??+ ... ??+', 'Greenwich Meridian', '302???? 815', 'Waco TX', 'Brentwood,TN', 'In a graveyard ', 'Hertfordshire ', 'Milwaukee County', 'belleville', 'AKRON OHIO USA', 'New York City ,NY', 'lesa * she/her', 'California ', 'music.', 'The Land of MAss Stupidity', 'Wakanda', 'Dorset, UK', 'SEC Country', 'Hell', 'Area 8 ', 'Joshua Tree, CA', 'Uppsala, Sweden', 'Boulder', 'Vilnius', 'Los Angeles,CA, USA', 'West Chester, PA', 'DC', 'Den Helder, Rijkswerf', 'San Diego, CA', 'Virginia, USA', 'My heart is a ghost town!', 'the Dirty D', 'Somecity, Somerset, MD', 'Everett, WA', 'Marietta, GA', 'Dublin', 'they/them ', 'NYC / International', 'Midwest', '302', 'dreamy lake', 'Nirvana', 'IG : Sincerely_TSUNAMI', 'Location', 'Rocky Mountains', 'University Heights, Ohio', 'Arlington, VA and DC', 'london essex england uk', 'worldwide', 'Medford, NJ', 'State of Dreaming', ' Indiana', 'The ?? below ???', 'Baton Rouge, LA', 'Cape Town', 'Morris, IL', 'Kuala Lumpur, Malaysia', 'Land of Lincoln', 'nap queen', 'Manila', 'Abuja', 'USA , AZ', 'North Port, FL', '505 W. Maple, Suite 100', 'Duncan', 'US', 'Waverly, IA', 'paradise', 'Cambridge, Massachusetts', 'WORLD WIDE', 'A small federal enclave', 'Lima-Peru', 'Kilkenny', 'Oshawa/Toronto', 'Seattle', 'elizabeth king', 'Park Ridge, Illinois', 'South Pasadena, CA', ' Nxgerxa', '107-18 79TH STREET', 'Some Where in this World', 'Every where', 'Wausau, Wisconsin', 'Temecula, CA', 'North East Unsigned Radio', 'Frascati', 'Waterloo, Ont', 'Toledo, OH', 'THE WORLD T.G.G / M.M.M ', 'Washington DC', 'Lowell, MA', 'New York, New York', 'Cherry Creek Denver CO', '50% Queanbeyan - 50% Sydney', 'Morioh, Japan', 'Atlanta Georgia ', 'hollywoodland ', 'Pocatello, Idaho', 'IG: AyshBanaysh', '3rd Eye Chakra', 'ÌÏT: 6.488400524109015,3.352798039832285', 'Charleston S.C.', 'Cairo, Egypt.', 'Keighley, England', 'My mind is my world', 'EPTX', 'high way 99', 'Click the link below, okay ', 'Manhattan', 'eating strawberry shitsickles', 'LITTLETON, CO, USA, TERRAN', 'Yamaku Academy, Class 3-4', 'Argus Industries \\m/666\\m/', 'July 11th, 2015. ?', 'Atlanta, Georgia', 'College Station, TX', 'City of Angels, CA', 'Passamaquoddy', 'Deployed in the Middle East', 'Poplar, London', 'Elkhart, IN', 'Hong Kong', 'i love you zayn', 'Tring, UK', 'STL ?NOLA', '????????????', 'El Paso, Texas', 'cognitive dissonance town', 'PROUD INDIANS', 'Littleton, CO, USA', '{Detailed}', 'Wales, United Kingdom', 'Nakhon Si Thammarat', 'a feminist, modernist hag.', 'Queensland', 'Up a hill', '23 countries and counting!', 'Hermosa Beach, CA', 'm3, k, a, d', 'Concord, CA', 'JamDung', 'houston', '(he/him)', 'Corpus - Las Vegas - Houston', 'Principality of Zeron', 'Manhattan, NY', '? Jet Life ?', 'Texas ', ' The World', 'INDIA', 'Florida USA', 'PA, USA', '#PhanTrash', 'Birmingham, UK', 'Beacon Hills', 'Las Vegas', 'London/Surrey ', 'Prehistoric Earth', 'Pennsylvania, USA', 'In my own world!!!', "Yuuko-san's shop", 'Belgrade', 'london / st catharines ?', 'Bi̱an,Laguna', 'Level 3 Garrison, Sector G', 'Asheboro, NC', "Jakarta/Kuala Lumpur/S'pore", 'Hamilton, Ontario Canada', 'Baltimore', 'NEPA/570', 'Greenville', 'REPUBLICA DOMINICANA', 'Vermont, USA', 'perth, australia ', 'PG County, MD', '//RP\\ ot @Mort3mer\\\\', 'Fakefams', 'Boston MA', 'Canberra, Australian Capital Territory', 'ITALY', "Viterbo BFA Acting '18", "St. Patrick's Purgatory", 'Chicago, Illinois', 'Minneapolis,MN,US', 'West Hollywood, CA', 'Jammu | Kashmir | Delhi', 'Aro Diaspora', '570 Vanderbilt; Brooklyn, NY', 'Victorville, CA', 'Paris, France', 'Shelby County', '6', 'Cheshire. London. #allover', 'Official Website', '#HarleyChick#PJNT#RunBenRun', 'Somewhere else...', 'Bronx NYC / M-City NY', 'Dublin City, Ireland', 'sÌ£o luis', 'Macon, Georgia', '617-BTOWN-BEATDOWN', 'Edinburgh, Scotland', 'Gloucester, MA', 'Victoria, Tx.', 'Newport, Wales, UK', 'Cumming, GA', 'Ecuador', 'Florida Forever', 'HI\x89Û¢UT\x89Û¢AS', 'on a catwalk somewhere', 'Liverpool', 'Manchester, The World, England', 'Miami,FL', '????', 'North Carolina ', 'Lincoln, IL', 'japon', 'the local dump', 'Federal Capital Territory', 'Hawaii USA', 'Griffin :3', 'DÌ_sseldorf, Germany', 'Bushkill pa', 'Wellington, New Zealand', 'The Pig Sty', 'Atmosphere', 'Alliston Ontario', 'Ziam af ', "Your Sister's Bedroom", 'Moore, OK', 'South, England', 'eBooks, North America', '(Spain)', 'Anonymous', 'California, United States', 'North-East Region, Singapore', 'Espa̱a - Spain - Espagne', 'Erie, PA', 'Terre Haute, IN', 'Dagenham, Essex', 'Peterborough, Ont.', 'Iraq|Afghanistan| RSA |Baghdad', 'Dimapur', 'Somewhere with Clyde', 'tripoli international airport', '73101', 'Colorado, USA', 'New York NYC', 'Norwich', 'At your back', 'Innerhalb der LÌ_cke', '? Philly Baby ?', 'Dhaka', 'Chorley, Lancashire, UK', 'Halifax, Nova Scotia', 'Quito, Ecuador.', 'Waco, Texas', 'At Work', 'Holland MI via Houston, CLE', 'Riyadh', 'kansas', 'she/her/your majesty/empress', 'Magnolia', 'Milwaukee WI', 'Paducah, KY', 'Neverland', 'Durham N.C ', 'West Africa', 'Northern Colorado', 'Moscow', 'labyrinthia', 'Hinton, W.Va.', 'The barn', 'Tokyo & Osaka', '?? Made in the Philippines ??', 'CLVLND', 'Nairobi', 'Dallas, TX', 'Brackley Beach, PE, Canada', 'mi', 'World', 'too far', 'Hamilton County, IN', 'Cameroon', 'British girl in Texas', 'Mo.City', 'Sao Paulo, Brazil', 'Kent', 'Annapolis, MD', 'On a beach ', 'Absecon, NJ', 'Medford, Oregon', 'Newcastle, England ', 'Thane', 'Sheff/Bangor/Salamanca/Madrid', 'Queensland, Australia', 'Near Warrington', 'taco bell', 'In the middle of no where', 'United States of America', 'From NY. In Scranton, PA', 'Caserta-Roma, Italy ', 'GrC Founder, 8,000 Subscribers', 'Augusta, GA', "Riyadh ')", 'Chicora ?? Oakland', 'Athens, Greece', 'dublin ', 'lowestoft', 'Hampstead, London.', 'ÌÏT: -26.695807,27.837865', 'FILM OUT LATE 2015', 'Victoria, Canada', 'See the barn of bleakness', 'South africa', 'TX', 'Reading MA', 'Evanston, IL', 'Goa, India', 'Tulsa, OK', 'Espa̱a', 'Halton Region', 'Shanghai', 'Rochester', 'Kernow', 'Scituate, MA', 'Oakland, Ca', 'Chapel Hill, NC', 'Winnipeg', 'WestEnd, Puritan Ave ', 'Peterborough, Ontario, Canada', 'Los Angeles, London, Kent', 'mainly California', 'Halifax, Nouvelle-Ìäcosse', 'God.Family.Money', 'Afghanistan', 'Erbil', 'PDX', 'Pioneer Village, KY', 'Odawara, Japan', 'Every Where in the World', 'Malang', 'HOMRA.', 'Buffalo NY', 'kenya', 'Spokane, Washington 99206', 'NYC metro', 'Kolkata, India', ' New England', 'Wildomar, CA', 'Georgia, U.S.A.', 'Tennessee/Gallifrey', 'Phoenix, AZ', 'Dundas, Ontario', 'NY, NY', 'Richardson TX', 'Laredo, TX', 'Hamilton, Ontario CA', 'Lagos', 'The South & WestCoast ', '05/04/2014 18:23 ?', 'Sevier County.', 'uk', '[email protected]', 'ÌÏT: 30.307558,-81.403118', 'Boston \x89Û¢ Cape Cod ?', 'SoCal', '?semekeepschanging@soyeh?', 'Portland, Ore. ', 'Fort Worth, Texas ', 'Mariveles, Bataan', 'Vidalia GA', 'indiana', "Sharkatraz/Bindle's Cleft, PA", 'Emirates', 'Seattle, Washington', 'BROOKLYN, NYC', 'Asgard', 'NEW YORK', 'ÌÏT: 6.4682,3.18287', 'World Wide Web', 'CHICAGO', 'Cyprus', 'heart of darkness, unholy ?', 'UPTOWN ', 'Funtua, Nigeria', 'WorldWideWeb', 'Fountain City, IN ', 'guaravitas', 'State College, PA', 'Here, there and everywhere', 'Freddy Fazbears pizzeria', 'MÌ©xico', 'Online 24/7. Not even kidding.', 'Elk Grove, CA, USA', 'Na:tinixw / Hoopa, Berkeley', 'Primum non nocere', "travelling to tae's pants", 'sitting on the fence, New York', 'Elizabeth, NJ', 'kano', 'Meereen ', 'Chicago', 'Ted&Qz Inc, Ireland, Europe', "401 livin'", 'The Howling', '??? Dreamz', 'Tafekop Ga-Matsepe', 'oman muscat al seeb ', 'Mid West', 'Brazil ', 'Stockton on tees Teesside UK', 'Texas-USA\x89㢠?', 'North Dartmouth, Massachusetts', '[@blackparavde is my frankie]', 'Ottawa, Ontario', 'Geneva, Switzerland', 'England.', '518', 'Lyallpur, Pakistan', 'Murray Hill, New Jersey', '$ad $hawty', 'Essex, England', 'Warri', 'Akure city in ondo state ', 'Seattle WA', 'North Vancouver, BC', 'Pennsylvania', 'Sydney Australia', 'Manchester, UK', 'Planet of da Bathing Apes', 'The Great State of Texas', 'USA ', 'Albuquerque New Mexico', 'Elchilicitanierraversal ', 'ANYWEHERE !!', 'South 37', 'Toronto, ON', 'Edinburgh', 'Florida but I wanna be n Texas', 'Nagpur', 'New Sweden', 'Gloucestershire , UK', 'Fort Myers, Florida', 'Washington, D.C.', 'Isle of Man', 'Philadelphia, Pennsylvania USA', 'Davis, California', 'The Weird Part of Wonderland', '#ForeverWithBAP 8 ', 'Nairobi , Kenya', 'amsterdayum 120615 062415', 'Port Harcourt, Nigeria', 'Coolidge, AZ', 'ÌÏT: 40.562796,-75.488849', 'NAWF SIDE POKING OUT ', 'Athens - Nicosia', 'Spring Tx', 'ANDY 4 LEADER X', 'Karachi ', 'NC', 'Soul Somalia/Body Montreal', 'Burbank,CA', "@protectingtitan's side.", 'U.S.', 'Southern Maine', 'Vancouver Canada', 'Light and dark, form and void', 'WORDLDWIDE', 'Barbados', "Namjoon's pants", 'Pelham, AL', 'Narnia', 'Greater Los Angeles Bearia', 'Ikeja, Nigeria', 'AEP', 'buhh', 'PARACHUTE', 'Republica Dominicana', 'Taylor Swift', '\x89Û¢ Views From The Six \x89Û¢', 'East Aurora, NY', 'Watertown, Mass.', 'Chattanooga TN', 'Nigeria, Global', 'Avon, OH', 'Melbourne, Australia.', 'winston-salem north carolina', 'kediri,,jawa timur', 'Aztec NM', 'Sunshine Coast, Queensland', 'Palo Alto, CA', ' Blood Indian Reserve', 'New Jersey, USA', 'Mackay, QLD, Australia', 'Pontevedra, Galicia', 'Crayford, London', 'N. California USA', 'Newcastle upon Tyne', 'Jonesboro, Arkansas USA', 'CA ??DC', 'Aberdeenshire', 'Paris (France)', 'Hattiesburg, MS', 'English Midlands', "neil's kitchen | 32215", 'Philadelphia, PA', 'Harlem, New York', 'Ely, Cambridgeshire', 'Adelaide, South Australia', 'Spokane, WA', 'World Wide', 'www.aprylpooley.com', 'QUEENS.', 'ona block w/ my BOY ??', 'Portsmouth, VA', '-6.152261,106.775995', 'Arkansas, Jonesboro', 'Dundee', 'h+l', 'Charlotte NC', 'GO BLUE! HAIL YES!!', 'Also follow ?', 'mexico', 'IRAQ', 'San Luis Obispo, CA', 'Houston, Texas ! ', 'El Dorado, KS', 'WorldWide', 'but i love kaylen ??', 'Centurion ', '? ', 'Houston ', '[email protected]', '??????', 'Macclesfield', 'NY Capital District', 'Des Moines, Iowa ', 'New South Wales, Australia', 'In the moment', 'In Hell', 'seattle grace mercy death', 'Voorhees, NJ', "We're All Mad Here", 'Surry Hills, Sydney', 'Enniscrone & Aughris, Sligo ', 'Redondo Beach, CA', 'far away', 'London, Greater London, UK', 'International', 'Belfast', 'Santa Cruz, CA', 'Halifax', 'Jersey - C.I', 'Salt Lake City, UT', 'MI', 'somewhere outside', 'Irving , Texas', 'marysville ca ', 'Quincy MA', 'The Internet', 'Atlantic, IA', 'South Central Wales', 'Your Six', 'Pueblo, Colorado', 'World news', 'Canada', 'Peterborough, On', 'Broadview Heights, Ohio', 'New Mexico, USA', 'a van down by the river', 'Maryland', 'NV', 'PLFD cuh..', 'Contoocook Valley Region of Ne', 'New York ', 'The green and pleasant land.', 'Caracas, Venezuela.', 'Polmont ', 'Raleigh, NC', 'Marrakech MÌ©dina, Marrakech - Tensift - Al Haouz', 'Newton, NJ 07860', 'Rome, Italy', 'Orange County, Calif.', 'Charter Member of the VRWC', 'Tyler, TX', 'Two Up Two Down', 'ill yorker', 'Mountains', 'Room 234', '#MayGodHelpUS', 'France', 'Sydney & Worldwide', 'Brisbane, Queensland', 'Manchester, NH', 'Wolmers Trust School for Boys ', 'Basketball City, USA ', 'Thailand', 'Anywhere Safe', 'ÌÏT: 35.223347,-80.827834', 'Port Jervis, NY', 'The Empire/First Order', 'Everywhere', 'Mumbai india', 'Guayaquil', 'Webster, TX', 'Connecticut', 'Northern Ireland', 'Somewhere in China.', 'Phoenix', "it's a journey ", '709?', 'Shirley, NY', 'Pune, mostly ', 'Hughes, AR', "Mpela'zwe ", '?? Cloud Mafia ??', 'In #Fairie, where else? ;-)', 'they/them', 'MUM-DEL', 'Halifax, NS, Canada', 'Pakistan, Islamabad', 'staggering on tenement roofs', 'Holly, MI', 'Livingston, MT', 'Insula Barataria', 'Christiana,Tennessee', 'Maryland ', 'United States', 'Georgia', 'Football Field', 'WORLDWI$E ', 'Unnamed City', 'Franklin, TN near Nashville', 'Menlo Park. SFO. The World.', 'Jackson', 'CT & NY', 'Birdland, New Meridian, FD', 'NYC-LA-MIAMI', 'Sale, England', 'Kicking Horse Pass', 'Africa', 'MI,USA', 'Wiltshire', '[email protected]', 'Alger-New York-San Francisco', 'I O W A', 'Colorado', 'Dappar (Mohali) Punjab', 'Alabama, USA', 'Near Yosemite', 'Kingswinford', 'aggressive cannoli eater ', 'PSN: Pipbois ', 'PunPunlÌ¢ndia', 'Bolton & Tewkesbury, UK', 'Danbury, CT', 'CamaquÌ£/Pelotas', 'Haveli, Maharashtra', 'North Carolina, USA', 'Quincy', 'Does it really matter!', 'Wolverhampton', 'Columbus, Georgia', 'å¡å¡Midwest \x89Û¢\x89Û¢', 'Fresno, California', 'sneaking glances at Thancred', 'buffalo / madrid / granada', 'Pig Symbol, Alabama', 'Edappally,Kochi', 'Miami?Gainesville', 'Beside Basketball', 'Bathtub de Bett ', 'Ukraine and Ireland', 'Slatina,Romania', 'Sacramento, CA', 'SÌ£o Paulo', 'Sheffield Township, Ohio', 'Hendersonville, NC', 'scumbernauld', "I'm standing behind you", '????? ???? ????', 'ÌÏT: 0.0,0.0', 'Oklahoma City', 'Trapped in my Conscience ', 'brooklyn, NYC', 'Head Office: United Kingdom', 'Dubai, UAE', 'Bedford, England', 'Mentor OH', 'Tulalip, Washington', 'Kansas City, Mo.', 'Toronto, Bob-Lo, Miami Beach', 'bahstun/porta reeko', 'Chicago IL', 'Alexandria, VA', 'Your Conversation', 'Lima, Ohio', 'Sacramento, California', 'England', 'To The Right of You!', 'CA via Brum', 'St PetersburgFL', 'U.S.A and Canada', 'Wolverhampton/Brum/Jersey', 'Medan,Indonesia', 'Charlotte, NC', 'Hartford London Hong Kong', 'SD |Norway| KSA', 'Mexico! ^_^', 'los angeles', 'Oregon and Washington', '\x89ÛÊ\x89ÛÊ\x89ÛÊ', 'IN', 'In the spirit world', 'Gurgaon, Haryana. ', '#937??#734', 'Illinois', 'Himalayan Mountains', 'Vancouver, Colombie-Britannique', '434', '#Bummerville otw', 'Tennessee, USA', '?Gangsta OC / MV RP; 18+.?', '17th Dimension', 'Miami,Fla', 'Bend, Oregon', 'The Shire', ' Glasgow ', 'Top Secret', 'Maryland, USA', "Niall's arms", 'marvel | books | hp | tmr', 'Somewhere in the Canada', 'nap central', 'Rapid City, South Dakota', 'U.S.A', 'Elsewhere, NZ', 'LEALMAN, FLORIDA', 'Valle Del Sol', 'atlanta', 'Singapore', 'teh internets', 'wherever-the-fuck washington', 'Mumbai, India', 'ATLANTA , GEORGIA ', '#KaumElite;#F?VOR;#SMOFC', 'Spain', 'Fort Lauderdale, FL', 'Baton Rouge', 'VONT ISLAND, LAGOS', 'Stanford University', 'Frankfort, KY', 'Geneva. And beyond. ', 'Around the world', 'Daddy Kink Central', 'hey Georgia', 'Spring Grove, IL', 'South Carolina', '52.479722, 62.184971', 'Global-NoLocation', 'The North', 'Naperville', 'Washington DC / Nantes, France', 'Eureka, California, USA', "wrapped arnd hyuk's finger", 'somewhere USA ', 'GLOBAL', 'Burlington, VT', 'nbc washington', 'Gidi', 'Kaneohe', 'San Fransokyo', 'UK, Republic of Ireland and Australia', 'nigeria', 'Jersey Shore', 'Slateport City, Hoenn', 'MÌ©rida, YucatÌÁn', 'Nairobi-KENYA', 'wherever the $$$ at', 'Macon, GA', 'NYC', 'Buffalo/DC', 'Russia', 'Perth, Australia', 'icon: cheese3d', 'fl', 'Back East in PA', '#MadeInNorthumberland', 'Buffalo, NY', 'Tring ', 'San Francisco Bay Area', 'Shity land of Northern Ireland', 'Very SW CA, USA....Draenor', 'yorkshire\n', 'Atlanta, Georgia USA', 'Guatemala', 'Nottingham, United Kingdom', 'Wandsworth, London', 'Palestine Texas', '{GoT | Modern AU | Lizz}', 'Utica NY', 'Silicon Valley', 'Mesa, AZ', 'Fife, WA', 'Welt', 'St. Louis, Missouri', 'Roaming around the world', 'Essex', 'Cuttack, Orissa', 'Kingston, Pennsylvania', 'Oxford, OH', 'Fredericksburg, Virginia', 'Valparaiso ', 'NYC,US - Cali, Colombia', "EastAtlanta ??#WestGeorgia'18", 'La Puente, CA', 'Washington, DC 20009', 'U.K.', 'Chamblee, Georgia', 'JDB/LJC/AGB/TW/PLL', 'Virginia, United States', 'Vietnam', 'London, UK', 'Semarang, Indonesia', 'Orlando', 'Jubail IC, Saudi Arabia', 'Saipan, CNMI', 'Cloud 9', 'Savannah, GA', 'Jakarta, Indonesia', 'DC Metro area', 'Concord, NH ', '???? ???????', 'West Virginia, USA', 'Eau Claire, Wisconsin', 'antioch, california', 'Brasil,SP', 'Atlanta(ish), GA', 'Kirkwall', 'Team Slytherin', 'Providence RI / Lisnaskea ', 'cedar rapids ia', 'Leesburg, FL', 'Central Florida', 'SOUTHERN CALIFORNIA DESERT', 'missouri USA', 'MIchigan', 'Coimbatore', 'Born in Baltimore Living in PA', 'Sacramento', 'All Around the World', 'Ventura, Ca', '??? ?????????????', '48.870833,2.399227', 'pettyville, usa', 'CCH ', 'Ventura', 'The Triskelion', 'Eagle Pass, Texas', 'the insane asylum. ', 'The Main ', 'Zeerust, South Africa', 'Shady Pines ', 'Loughton, Essex, UK', 'antoine fisher ', '36 & 38', 'denmark', '... -.- -.--', 'Here, unless there. ', 'CT, USA', '5/5 access / rt link please x', 'Nowhere. Everywhere.', '?????', 'Karolinska vÌ_gen 18, Solna', 'Germany', 'Chippenham/Bath, UK', 'London, United Kingdom', 'God is Love. ', '11202', 'Lahar & Gwalior', 'Neath, South Wales', 'Greensburg, PA', 'MontrÌ©al, QuÌ©bec', 'University of Limerick', 'Yellowknife, NT', 'The P (South Philly)', 'Okanagan Valley, BC', 'Pennsylvania, PA', 'Tunbridge Wells', 'KADUNA, NIGERIA', 'Swaning Around', 'CA physically- Boston Strong?', 'Hogwarts', 'california mermaid ? ', 'Melbourne, FL', 'PSA Nursing ', 'Here & There', 'Azeroth', 'Ondo', 'Phoenix, Arizona, USA', 'Ktx', 'Lexington', 'Escondido, CA', 'the void, U.S.A', 'Yellowknife', 'Sao Paulo', 'Davidson, NC', 'Cedar Island, Clinton CT 06413', 'ÌÏT: 19.123127,72.825133', 'London, England', 'Sligo and Galway, Ireland', 'Toronto', 'Paterson, New Jersey ', 'Geneva', 'Fredonia,NY', 'BIG D HOUSTON/BOSTON/DENVER', 'ca(NADA) ', '#UNITE THE BLUE ', 'Islamabad', 'Philippines', 'Madrid, Comunidad de Madrid', 'Cleveland, Ohio', 'leyland', 'in the Word of God', 'Toronto, Worldwide ', 'Winston-Salem, NC', 'south africa eastern cape', 'Rockville, Maryland', 'Deadend, UK', 'anzio,italy', '#otrakansascity', 'Belbroughton, England', 'Lahti, Finland', 'Downtown Oklahoma City', 'not so cool KY', 'West Bank, Gaza Strip', 'OK', 'U.S.A. FEMA Region 5', 'WORLDWIDE!', 'San Jose, California', 'turner fenton', 'blackfalds.', 'Hooters on Peachtree', 'New York. NY', 'Ontario, Canada. ', 'Auckland', 'Chester, IL', 'Pomfret/Providence', 'Manila City', 'Spokane, Washington', 'Higher Places', 'Waialua, Hawaii', "Spare 'Oom", 'CT ? NYC', 'Houston TX', "satan's colon", 'Outside The Matrix, I Think.', 'Inverness, Nova Scotia', 'Carry On Jutta!!!', 'Rochester Hills, MI', 'Pekanbaruå¡Batam Islandå¡Medan', 'Calgary/Airdrie/RedDeer/AB', 'have car; will travel', '????s ?? ????Ìø????Ì¡a', 'Houston, TX', 'Uganda', 'Pensacola, FL', 'Wellington', 'Sylacauga, Alabama', 'Palermo, Sicily', 'West Coast, Cali USA', 'NOLA ?? TX', 'SÌ£o Paulo SP, Brasil', 'Wonderland\x89ÛÓ ?????? ???? ??????', 'balvanera', '#RedSoxNation', '3???2???????', 'Argentina', 'Livonia, MI', 'Astley, Manchester', 'Los Angeles... CA... USA', 'North', 'Pakistan', 'Newcastle', 'Jerusalem!', 'Torrance, CA', 'Long Island', 'EastCarolina', 'Yeezy Taught Me , NV', 'Gujranwala, Pakistan', 'Bartholomew County, Indiana', 'back in japan ??????????', 'Jubail IC, Saudi Arabia.', 'New York - Connecticut', 'FCT, Abuja ', 'Minority Privilege, USA', 'toronto, ontario', 'Metro Manila', 'Charleston, SC', 'somewhere too cold for me', 'Rochester, NY', 'Concord, N.C.', 'Happily Married with 2 kids ', 'Bossland', 'Kingston, Jamaica', 'Worcester, MA', 'Piedmont Triad, NC', 'Kodiak, AK', 'B&B near Alton Towers', 'Lake Highlands', 'Chicago Heights, IL', 'with Doflamingo', '[ kate + they/them + infp-t ]', 'BrasÌ_lia', 'InterplanetaryZone', 'fluffy cloud', 'North East / Middlesbrough ', 'Reddit ', 'Sunnyvale, CA', 'Asia', 'Toronto, Canada', 'Orm', 'followurDREAMS(& my instagram)', 'Somewhere Around You', 'Clean World', 'West Hollywood', 'lee london', 'Johannesburg, South Africa', 'Melton, GA', 'us-east-1a', 'Hospital, bc of SKH vid.', 'come here in 20 minutes for an ass kicking', 'Cambridge, MA', 'London/Lagos/FL ÌÏT: 6.6200132,', '[Gia.] | #KardashianEmpire', 'The Internet & NYC', 'Virginia', 'Hensley Street, Portland', 'Stalybridge, Tameside', 'Los Angeles', 'Alabama', 'chicago', 'Inside your mind.', 'MAURITIUS', 'North West London', 'Where I Need To Be', 'Jamshedpur, Jharkhand', 'Skyhold', 'Johannesburg ', 'North Jersey', 'The Globe', 'Derby', 'Notts', 'china', 'Selma2Oakland', 'Behind The Obama Curtain', 'Pedophile hunting ground', 'London UK', 'New York, USA', 'Depok', 'Scotland ', 'Milton Keynes ', 'Sweden', 'Detroit Tigers Dugout', 'La Grange Park, IL', 'New York, NY ', 'Wilbraham, MA', 'Austin TX', 'Pittsburgh', 'New Hampshire, USA', 'Manavadar, Gujarat', 'North Highlands, CA', 'Fort Calhoun, NE', 'Eddyville, Oregon 97343', 'we?it \x89Û¢ ixwin', '( ?å¡ ?? ?å¡), ', 'Broomfield, CO', 'Des Moines, IA', 'va', 'Eastlake, OH', 'Viejo', 'A.A.S my Aztec Princess', 'BILASPUR,CHHATTISGARH,495001', 'lrhcthband;four - bournemouth', 'Killafornia made me ', 'Inglewood, CA', 'Between Dire and Radiant', 'Dallas, Tejas', 'Inside the Beltway (DC Area)', 'Cardiff, Wales', 'Palma, Islas Baleares', 'i got 1/13 menpa replies, omg', 'Michel Delving.', 'Tallahassee Florida', 'Santo Domingo Alma Rosa ', 'At Da Laundry Mat Wit Nivea ', 'Athens,Greece', 'ÌÏT: 27.9136024,-81.6078532', 'Frisco, TX', 'Massachusetts', 'Williamsburg, VA', 'Dubai, United Arab Emirates', 'iPhone: 33.104393,-96.628624', 'Serva Fidem', 'Birmingham UK', 'Arkansas', 'tri state', 'New Delhi,India', 'Bucks County, Pa', '18 | 509 ', '60th St (SS)', 'The Wood', 'Moncton, New Brunswick', 'Georgia, USA', 'moss chamber b', 'Duval, WV 25573, USA ?', 'Kansas, The Free State! ~ KC', 'Las Cruces, NM', 'West Palm Beach, Florida', '92', 'where the wild things are', 'My subconscious', 'NH via Boston, MA', 'Roanoke, VA', 'rio de janeiro | brazil', 'Largo, MD', 'Patra-Greece.', 'Portland, Oregon', 'West Vancouver, B.C.', 'Queens, NY', 'sheffield // rotherham', 'Starling City', 'Norwalk, CT', 'LA - everywhere', 'MNL', 'St Charles, MD', 'Louavul, KY', 'Pacific Northwest', 'Pratt-on-Wye', 'International ', 'Eldoret, kenya', 'EveryWhere', 'Yadkinville, NC', 'New Haven, Connecticut', 'Chicagoland', 'Trancy Manor', 'Near Richmond, VA', 'israel', 'ARBAILO', 'South West, England', 'PS4, now stop asking', 'i beg vines sorry ', 'Not where I want to be, yet', 'Bangkok', "wherever there's netflix", 'Louisville, KY', 'GCC', 'Calgary, Alberta', 'England ', ' BC, US, Asia or Europe.', 'Leitchfield Kentucky', 'Twitterville', 'Hawthorne, NE', '17-Feb', 'Jakarta', '2009/1/13', 'fujo garbage heaven ', 'ARGENTINA', '#Gladiator \x89Û¢860\x89Û¢757\x89Û¢', 'Center for Domestic Preparedness', '???????, Texas', 'Speaking the Truth in Love', '14/cis/istj ', 'Doghouse', 'ECSU16', '316', 'Vancouver, Canada', 'Adventuring in Narnia', 'OES 4th Point. sisSTAR & TI', 'Amsterdam', '46.950109,7.439469', 'Alberta ', "Xi'an, China", 'Top secret bunker ', 'Not Of This World', 'kissimmee,fl.', 'Frome, Somerset, England', 'London, Sydney', 'Downtown Churubusco, Indiana', 'Brentwood, NY', 'Ormond By The Sea, FL', 'Chiswick, London', 'iPhone: -27.499212,153.011072', 'Tokyo', 'NIGERIA', 'Norman, Oklahoma', 'Oxford / bristol', 'The American Wasteland (MV)', 'Kawartha Lakes, Ontario, Canad', 'Kenton, Ohio', 'ava', 'The Netherlands', 'Bangkok Thailand', 'IndiLand ', 'seoul', 'Sydney, Australia', 'England & Wales Border, UK', 'Scotland', 'New Orleans ,Louisiana', 'Missouri, USA', 'tx', ' ', 'Nebraska, Colorado & The GLOBE', '#SandraBland', 'Hustletown', 'Sumter, SC', 'Santiago de Cmpostela Galicia', 'Alberta, VA', 'Calgary, Alberta, Canada', 'nyc', '?????? in Yokohama Japan', "Dil's Campsite", 'Roadside', 'US: 44.414510,8.942499', 'walking the tightrope', 'Charlotte County Florida', 'UK', ' Nevada Carson City,Freeman St', 'Dakar', 'Nadiad ,Gujarat , India!!', 'shoujo hell ', 'global', 'Wrigley Field', 'Columbus, OH', 'Stay Tuned ;) ', '#GDJB #ASOT', 'ducked off . . . ', 'Hollywood', '?????? ???? ??????', 'Bristol, England', 'Ankara - Malatya - ad Orontem', 'Planet Earth', 'Greensboro, NC', ' Little Rock, AR', 'NY', 'Cimerak - Pangandaran', 'New England', 'The Peach State', 'Trinidad and Tobago', 'W.I.T.S Academy', 'Austin/Los Angeles', 'LYNBROOK', 'i love the smurfs 2', 'russia', 'Pocatello, ID', 'The Universe', 'Somewhere Powerbraking A Chevy', 'Inside your webcam. Stop that.', 'The Canopy Kingdom', 'canada', 'Beaumont, TX', 'Central Illinois', 'Arnhem, the Netherlands', 'Salt Lake City, Utah', 'London', 'Marbella. Spain', 'ÌÏT: 40.707762,-74.014213', 'nowhere', 'Giddy, Greenland', 'Orlando/Cocoa Beach, FL', 'Thailand Malaysia Indonesia ', 'Antarctica', 'Biloxi, Mississippi', 'West Lancashire, UK.', 'Temporary Towers', 'RSN: Tru', 'Bremerton, WA', 'Fairy Tail! ', 'Port Charlotte, FL', 'Zero Branco', 'JKT48-Muse-A7X', 'Bristol, UK', 'Warrandyte, Australia', 'access to njh/5 and cth/4', 'Philadelphia, PA USA', 'In Space', 'Canadian bread', 'AsunciÌ_n-PY / TÌ_bingen-GER', 'Shrewsbury', 'Desde Republica Argentina', 'British Columbia, Canada', 'Jammu and Kashmir', 'Somewhere between Chicago & Milwaukee', 'Nigeria ', 'WESTSIDE OF PHILLY 7? BLOCK??', 'U.S', "R'lyeh, South Pacific", 'Wrex', 'Tacoma,Washington', 'Home of the Takers.', 'Trost District', 'Realville', 'Wailuku, Maui', 'Renfrew, Scotland', 'livin life in the 610', 'calgary,ab', '???', 'Carol Stream, Illinois', '?@symbolicjensen?', 'Stockholm, Sweden', 'San Jose, CA', 'Lethbridge, AB, Canada', 'Sugarhouse, UT', 'Varies ', 'Buenos Aires, Argentina', 'Belgium', 'lost in history', 'canberra', 'NJ/NY/NM/NE/ND', 'Littleton, CO', 'Jackson, MS', 'Abuja,Nigeria', 'New Jersey', 'New York, United States', 'North Carolina', 'Chester ', 'Srinagar,Kashmir', 'New Jersey, usually', 'prob turning up with sheen', 'Jamaica', 'Flushing, Queens', 'milky way', '|| c h i c a g o ||', 'Jersey City, New Jersey', 'Memphis,TN/ World Wide', 'Buxton, Venice, and Nottingham', 'Republic of Texas', 'Brasil', 'åÊ(?\x89Û¢`?\x89Û¢å«)??', 'Southern Califorina', 'Pawnee', 'Nashville', "'SAN ANTONIOOOOO'", 'Still. ??S.A.N.D.O.S??', 'Silver Spring, MD', 'State College, Pa', 'Coventry, UK', 'An eight-sided polygon', 'Portugal', 'Waddesdon', 'front row at a show', 'Atlanta, Ga', 'Yobe State', 'Michigan ', 'Clearwater, FL', 'Montreal', 'Orlando,FL USA', 'Amazon Seller , Propagandist', 'TV5, Philippines', 'Suplex City', '??? ???? ?f glory. ?', 'Walker County, Alabama', "Lizzy's Knee", 'Nice places ', 'Scottsdale. AZ', 'Plano, IL', 'Earth-616', 'Galatians 2:20 ', 'Kauai, Hawaii', 'Nevada, USA', 'SouthEast Asia', "Wherever I'm sent", 'Paranaque City', 'Mackem in Bolton', 'Sherwood, Brisbane, Australia', 'Savage States of America', 'Lansdale,Pennsylvania', 'Lawrence, KS via Emporia, KS', 'mumbai', 'Philadelphia, PA ', 'Johns Creek, GA', 'Abuja, Nigeria', 'Fashion Heaven. IG: TMId_', 'Chiyoda Ward, Tokyo', 'Arizona ', 'Charlotte, North Carolina', 'death star', 'Nowhere Islands/Smash Manor', ' ? ??????? ? ( ?? å¡ ? ? ? å¡)', 'Thornton Colorado', 'Palm Desert, CA', 'County Durham, United Kingdom', '#SOUTHAMPTON ENGLAND', 'oxford', 'Alaska', 'Piedmont Area, North Carolina', 'Indiana', 'In the Shadows', 'VÌ_sterÌ´s, Sweden', 'A little house in the outback.', 'Youngstown, OH', 'Bloomington, Indiana', 'Coconut Creek, Florida', 'Washington, DC & Charlotte, NC', 'San Jose, CA, USA', 'New Hanover County, NC', 'Edmonton, Alberta', 'S.F. Bay area', 'Chicago, Il', 'Score More Goals Buying @', 'LFC x GSW', 'Berlin, NY, DC, Malibu', 'Jaipur, Rajasthan, India', 'Alicante, Spain', 'Long Island NY & San Francisco', 'Hinterestland', 'Cornwall', 'middle eastern palace', '204, 555 11 Ave. S.W.', 'Storybrooke / The Moors', 'lagos. Unilag', 'Beit El - Israel', 'Instagram: trillrebel_', 'Uruguay / Westeros / Gallifrey', '#HAMont', 'Between the worlds ', '\x89Û¢5\x89Û¢12\x89Û¢14\x89Û¢ | åÈ#SaviourSquadåÇ', 'Pittsburgh ', 'N?? Y???.', '?? ?+254? ? \\??å¡_??å¡_???å¡_?/??', 'Ibadan,Oyo state', 'Justin and Ariana follow', 'Brighton and Hove', 'Lakewood, Tennessee', "Lytham St Anne's ", 'tokyo', '@ ForSL/RP', 'A Hoop Somewhere', 'ON', 'Numenor', 'EARTH ', 'Sydney', 'New Brunswick, NJ', '? miranda ? 521 mi', 'Castaic, CA', 'Jacksonville, FL', 'THE 6IX', 'Dreieich, Germany', 'Kuwait ', 'Auckland, New Zealand', 'Fountain Valley, CA', 'central chazifornia', 'Wisconsin', 'Methville, CA', 'USAoV', 'Wynne, AR', 'A sofa', 'Under Santa Barbara Skies', ' Alex/Mika/Leo|18|he/she/they', '304', '???????????', 'Mount Vernon, NY', 'Harlem, NY or Chocolate City', 'w. Nykae ', 'San Francisco , CA', 'å_å_Los Mina City\x89ã¢', 'Im In Route ', 'Chicago,Illinois', 'Bikini bottom', 'The Sanctuary Network, Rome', 'Lima, OH', 'Adventist - Lesson Sabbath', 'Punjab', 'Jacksonville Beach, FL', 'st.louis county missouri ', 'EIU Chucktown/LaSalle IL', 'New Hampshire', 'Redding, California, USA', 'mind ya business', 'Regalo Island', 'Ljubljana, Slovenia', 'Surulere Lagos,Home Of Swagg', " 45å¡ 5'12.53N 14å¡ 7'24.93E", 'Catalonia, Spain', 'Jerusalem, Israel', 'The Pumpkin Carriage of Dreams', 'urÌ£nus', 'Bon Temps Louisiana', 'Gettysburg, PA', "Robin Hood's County ", 'Madison, GA', 'jersey ', '#BossNation!', "don't run", 'Hamburg, DE', 'Hyrule', 'Dallas Fort-Worth', 'italy', 'Alameda, CA', 'Innsmouth, Mass.', 'Milton/Tallahassee', 'nashville, tn ', 'Im Around ... Jersey', 'Cypress, CA 90630', 'Na waffi', 'Corpus Christi', 'M!$$!$$!PP!', 'CLT', 'on twitter', 'Bishops Stortford, England', 'Suitland', 'Brazil', 'brisbane, australia', '@notoriousD12', 'Hickville, USA', 'Northern California U.S.A.', 'Melbourne', 'England,UK,Europe,Sol 3.', 'Australia ', 'In the clouds...', ' ?currently writing a book?', 'San Diego, California', 'Somalia', 'Ontario, Canada', 'Campo Grande-MS', '#goingdownthetoilet Illinois', 'IL', 'LAGOS', 'Silesia, Poland', 'beacon hills ', 'The Waystone Inn', 'in my own personal hell (:', 'san gabriel la union', "Le Moyne '16", 'someplace living my life', 'Minna, Nigeria', 'big boy \x89Û¢ 0802', 'COMING SOON', 'india', 'Arlington, TX', 'East London', 'Land Of The Kings', ' |IG: imaginedragoner', 'Baker City Oregon', 'PH', 'NYC area', 'Somewhere', 'Denver, Colorado', 'Vancouver', 'Pretoria', 'AZ', 'Niagara Falls, Ontario', 'South Korea GMT+9', 'alberta, canada', 'Buenos Aires', 'Paname City', 'they/her', 'Fort Wayne, IN', 'Leicester', 'SEA Server', 'Crouch End, London', 'Darlington', '627', 'Surabaya', 'IDN', 'The Great State of Maine ', 'Screwston, TX', 'California or Colorado', 'Hampton Roads, VA', 'POFFIN', 'Live Oak, TX', 'Grand Rapids MI', 'Hudson Valley, NY', 'Hemel Hempstead', 'McLean, VA', 'mnl', 'My old New England home', 'Tampa', 'The World', 'East Atlanta, Georgia', 'Lancashire, United Kingdom', 'In The Mansion', 'Vancouver, BC', 'Leaving Bikini Bottom', 'USA, Alabama', ' Road to the Billionaires Club', 'Santa Maria, CA', 'North Ferriby, East Yorkshire', 'London / Birmingham', 'nc', ' Eugene, Oregon', 'Indiana, USA', 'NY || live easy? ', 'Gwersyllt, Wales', 'Houston, TX', 'vancouver usa', '@UntmdOutdoors #T.O.R.K ', 'Delhi', 'Asheville, NC', 'Ottawa, Canada', 'www.tmgcgart.com', 'London/Bristol/Guildford', 'China', ' Queensland, Australia', 'Orange County, CA', '#ODU', 'Wilmington, DE', '??? ?? ??????? ', 'Lincoln', 'Oklahoma City, OK', 'Antigua ?? NYC ', 'southern california', 'VÌ_a LÌÁctea', 'Budapest, Hungary', 'Karachi Pakistan', '828/704(Soufside)/while looking goofy in NJ', '(a) property of the universe', 'Timaru District, New Zealand', '828??864??803', 'ARIZONA', '772 Temperance Permenence', 'by a piano probably. ', 'Tips on my blog at', 'Vero Beach , FL', 'Ideally under a big tree', 'Alexandria, VA, USA', 'Bulgaria', 'dallas', 'Hilton Head, SC ', 'Over the Moon...', 'Selena | Britney | Hilary', 'my deli', '(RP)', 'Banbridge', 'los angeles, ca', 'London, Kent & SE England.', 'The Meadow', 'San Diego CA', 'Menasha, WI', 'Harris County, Texas', 'Dalkeith, Scotland', 'Raleigh Durham, NC', 'Narnia, Maryland', 'maryland', 'Kalamazoo, Michigan', 'I-75 in Florida', 'beijing .China', 'London ', "DRAW A CIRCLE THAT'S THE EARTH", 'Bandar Lampung, Indonesia', 'somewhere in Indiana ', 'Ile-Ife,Osun state, Nigeria', 'washington, d.c.', 'GREENSBORO,NORTH CAROLINA', 'Here.', 'City Of Joy', 'LP, MN USA', 'Kalimantan Timur, Indonesia', 'Chester', 'The Orwellion police-state', '[email protected]', 'Palm Beach County, FL', 'Bedford IN ', 'Palmyra, NJ', "don't buy the s*n", 'Boston', 'LA/OC/Vegas', 'Hame', 'philly ', 'Saint Lucia', 'Glendale, CA', 'Intermountain West', 'Nigeria, WORLDWIDE', 'Milky Way galaxy ', 'di langit 7 bidadari (^,^ )', 'Mogadishu, Somalia', 'Minneapolis - St. Paul', 'Vineyard', 'on to the next adventure', 'San Diego, Calif.', 'The Harbinger.', 'cork', 'Albuquerque', 'Puerto Rico', 'The Forever Girl', 'Indianapolis, IN', 'Turkmenistan', 'right here', 'Atlanta, GA', 'LIVERPOOL', 'Kensington, MD', 'Anywhere I like', 'San Jose', 'my house', 'Detroit/Windsor', 'New Jersey/New York', 'Idaho', 'Somewhere between here & there', 'seattle wa', 'Washington, DC NATIVE', 'oklahoma', 'ALWAYS DYING NEVER RESTING', 'Washington', 'East London. ', 'Visit our dedicated website @', 'Linton Hall, VA', 'Bucharest', 'Paulton, England', 'Carterville', 'Upstate New York', 'Laguna Beach, Calif. ', 'Bhopal, Madhya Pradesh, India.', 'Melrose', 'Leeds', 'MAD as Hell', 'YA MOTHA BED', 'Iliff,Colorado ', 'Londonstan', 'Harlingen, TX', 'Washington, Krasnodar (Russia)', 'Alicante, Valencia', 'Norway', 'Delhi ', 'Rogersville, MO', 'kisumu', 'Toronto, Ontario', 'Saline, MI', 'Lahore', '#FLIGHTCITY UK ', 'Portage, IN / Worldwide', 'Cascadia', 'Alphen aan den Rijn, Holland', 'North Memphis/Global Citizen', 'Boston, MA', 'Orbost, Victoria, Australia', 'Seattle, WA', 'North Hastings Ontario', 'Derry, 17 ', 'St. Louis, Mo', 'Pittsburgh PA', 'Nashua NH', 'Warszawa', 'Freeport IL. USA', '1648 Queen St. West, Toronto.', 'lugo', 'NJ/NYC', 'Dundee, UK', 'Studio', 'Arvada, CO', 'Los Angeles New York', 'Garden Grove', 'Rock Hill, SC', 'Oregon, USA', 'ÌÏT: 1.50225,103.742992', 'Bacon', 'Bagalkote Karnataka ', 'Istanbul', 'Tri-Cities, Wash.', 'Merica!', 'Netherlands,Amsterdam-Virtual ', 'BKI-KUA', 'Dicky Beach', 'Palm Bay, FL (Kissimmee)', 'Lehigh Valley, PA', 'Paonia, Colorado ', 'Mongolia', 'IG/SC:bjfordiani', 'Earthling (For now!)', 'Van Buren, MO', 'ELVY', 'Arundel ', 'Williamsbridge, Bronx, New Yor', 'Porto Alegre, Rio Grande do Sul', 'Mostly Wellington, NZ ', 'Wyoming, MI (Grand Rapids)', 'a box', 'Dublin, Ireland', 'www.youtube.com?Malkavius2', 'Here And There', 'Soufside', 'Isolated City In World Perth', 'St. Catharines, Ontario', 'Earth 0', 'Oklahoma, USA', 'Some pum pum', 'Chennai', 'Scotts Valley, CA', 'Rocketing through the galaxy', 'Glenview to Knoxville ', 'all over the world', 'Cottonwood Arizona', 'Nicoma Park, OK', 'EspÌ_rito Santo', 'Asia European Continent Korea ', 'Lagos, Nigeria', 'Yogya Berhati Nyaman', 'Calgary, Canada', 'Riverside, CA', 'North East, England', 'Hope Road, Jamaica ', 'Wakefield, West Yorkshire', 'Homs- Syria', 'Purgatory, USA', "UGA '15 Alumnus - Economics ", 'nearest trash can ', 'D(M)V ', 'Baltimore, MD', 'PA.USA', 'Paris ', 'Lincoln, NE', 'Jerseyville, IL', 'Brizzle City !', 'khartoum sudan', 'Gold Coast, Qld, Australia', 'cuba', 'Tallahassee, FL', 'VISIT MY YOUTUBE CHANNEL.', 'ChicagoRObotz', 'Livingston, IL U.S.A.', 'Spying on your thoughts', 'IM LOST ', 'Reston, VA, USA', 'Louisiana', '??????????????', 'Breaking News', 'Varanasi', ' Miami Beach', 'Yewa zone', 'Amarillo', 'Amsterdam & Worldwide', 'Sacae Plains', 'Nashville, Tennessee', 'the own zone layer ', 'Porthcawl', 'East Coast', 'Nairobi, Kenya', 'Perth, Western Australia', 'Middle Earth / Asgard / Berk', 'Play For Ryan ??', 'Afghanistan, USA', 'Atlanta g.a.', '|-/', 'Saint Louis, Missouri', 'Espoo, Finland', ' Alberta', 'University of Chicago', 'NC || OR', 'Texas', 'Lurking', 'snapchat~ maddzz_babby ', 'miami x dallas ', 'Uyo, Akwa Ibom State, Nigeria', 'Stowmarket', 'Kansas City, MO', 'Jerusalem', 'Greensboro, North Carolina', 'Ab, Canada', 'Victoria, British Columbia', 'dorito land', 'Vancouver, BC, Canada', 'Spain - China - Latin America.', 'Tennessee', 'New Your', 'Groton, CT', 'Manchester', 'All around the world baby', 'Kuala Lumpur', 'Fort Walton Beach, FL', 'instagram: bribriony', 'Docker container', 'Old Blighty', 'BrowardCounty // Florida ', 'Instagram - @heyimginog ', 'Trumann, Arkansas', 'Atlanta', 'Colorado/WorldWide', 'Montana ', 'HTX', 'The Epicenter, and Beyond', 'Tipperary (Long Way) ', 'call me peach or sam lo', 'In a crazy genius mind', 'Columbus ?? North Carolina', 'Jonesboro, AR MO, IOWA USA', 'LA', 'Newark, NJ', 'Diamondville', ' Bouvet Island', "Conversing In Janet's Caf̬", 'Nigeria', 'Brooklyn, New York', 'SF Bay Area', 'Highland Park, CA', 'PROV', 'NY, CT & Greece', '5-Feb', 'Augusta, Maine, 04330', 'taking pain like pleasure', 'Wema building', 'Jersey City, NJ', 'Wisconsin, USA', '3000 miles from everyone', 'Texas, USA', 'Cleveland, OH', 'Georgia ? Tennessee', 'Copenhagen, Capital Region of Denmark', '\x89Û¢FLG\x89Û¢', 'Hearts & Minds', 'Right next to Compton', '[ Blonde Bi Fry. ]', 'USA, WA', 'North West England UK', 'Saltillo, Coahuila de Zaragoza', 'Zimbabwe', 'glasgow', 'Kokomo, In', 'Northampton, MA', 'SÌ£o Paulo, Brasil', 'In Your Notifications ', 'Queens New York', 'Photo : Blue Mountains ', 'Aarhus, Central Jutland', 'Central Coast, California', 'North East USA', 'Benton City, Washington', 'AUSTRALIA-SOUTHAFRICA-CAMBODIA', 'ÌÏT: 10.614817868480726,12.195582811791382', 'Bayonne, NJ', 'The Grey Area', 'UK Great Britain ', 'H / pez & sophia ', 'Saint Marys, GA', 'Hartford, connecticut', 'US-PR', 'Telangana', 'West Coast, USA', 'Vancouver (HQ) and worldwide', 'Huntsville, AL', 'Portland, OR', 'Canada Eh! ', 'portland, oregon', 'iamdigitalent.com', 'L/S/Z/L/T/H/C/H/R/A/S/C', 'Pembroke NH', 'Barcelona, Spain', 'houstn', 'London, Riyadh', 'Warsaw', 'pittsboro', 'No ID, No VOTE!!!', 'Benicia, CA ', ' News', 'sitting on Eddie Vedders lap,', 'Madrid', '\x89Û¢901\x89Û¢', '253', 'Denver, CO', 'Anderson, SC', 'Ciudad AutÌ_noma de Buenos Aires, Argentina', 'Lives in London', 'Heathrow', 'Auburn, AL', 'Washington, USA', 'Hammersmith, London', 'Oblivion?', 'Chasing My Dreams w/Jass??', 'at my home', 'Houston, Texas', 'Newcastle Upon Tyne, England', 'Antioch, CA ', 'In my studio', 'Ohio', 'In the Shadows...', 'everywhere ', 'on twitter ', "You're not 19 forever ", '?s????ss? a?????', 'Philadelphia, Pennsylvania', 'Thibodaux, LA', 'M!A: None', 'Leduc, Alberta, Canada', 'Mid north coast of NSW', 'Kamloops, BC', 'Albany/NY', 'Swag Francisco', 'Hatteras, North Carolina', 'probably petting an animal', 'Waukesha, WI', 'Mumbai', 'Cassadaga Florida', "Me mammy's belly", '| CA \x89Û¢ GA |', 'lagos nigeria', 'Columbia Heights, MN', 'Stateless Global Citizen', 'Malibu/SantaFe/Winning!', 'Playa', 'Blackpool', 'Storybrooke ', 'miami', 'Groningen, Netherlands, Europe', 'Bellevue NE', 'Oakland, CA', 'Westerland', 'Our Empire State', '?^åá??åá?^?? ??', ' Tropical SE FLorida', 'Okuma Town, Fukushima', 'Miami via Lima', 'rowyso dallas ', 'Island Lake, IL', 'Helsinki', 'Birmingham, England', 'Evergreen Colorado', 'Pluto', 'New York Brooklyn', 'The Shady Hyenatown of Finland', 'Essex/Brighton', 'laying on the bass', 'In your head', 'cleveland, oh', 'South of D.C.', 'Petaluma, CA', 'Brecksville, OH', 'cody, austin follows ?*?', 'London/Outlaw Country ', 'dmv ?? fashion school @ KSU. ', 'Kutztown, PA', 'Corpus Christi, Texas', 'Bronx NY', 'NYC :) Ex- #Islamophobe', 'Pontefract UK', 'Anywhere', 'Honeymoon Ì£ve.', 'Chicago - Lake Buena Vista', 'Selangor', 'Brazos Valley, Texas', 'Cosmic Oneness', '//??//', 'Harper Woods, MI', 'Greeley, CO', 'Durban, South Africa', 'Canada ', 'Harpurhey, Manchester, UK', 'Bombardment Bay', 'Washington, DC', 'Ontario Canada', 'Norf Carolina', 'Waterfront', '[email protected]', '\x89Û¢OlderCandyBloom\x89Û¢', 'Holly Springs, NC ', 'Made Here In Detroit ', 'ny', 'rome', 'Lincoln City Oregon', 'Rio', 'New York City, NY', 'Paradise City', 'Atlantic Highlands, NJ', 'Mankato, MN', 'Chandler, AZ', 'dope show', 'wisco', 'Mostly Yuin.', 'Earth', 'EGYPT', 'Sioux Falls, S.D. ', 'All around the world', '??????? ??????? ????????', 'Street of Dallas', "Plain O' Texas", 'sydney, australia', 'Wanderlust', 'Saint Paul', 'Benedict College', 'Purfleet', '876 Jamrock.', 'Honolulu,Hawaii ', 'Charleston, IL', 'Birmingham, United Kingdom', 'Tarragona', 'Eaubonne, 95, France', 'Bakersfield, California', 'Vancouver, British Columbia', 'Est. September 2012 - Bristol', 'Olathe, KS', 'The land of New Jersey. ', 'ÌÏT: 42.910975,-78.865828', 'Multinational *****', 'Gainesville, FL', 'America of Founding Fathers', 'Some other mansion', 'San Diego, Texas.', 'Fairfield, California', '10 Steps Ahead. Cloud 9', 'åø\\_(?)_/åø', 'Melbourne-ish', 'liverpool ', 'FIMAK A.S Ist Bolge Muduru', 'Chicago Area', 'Magnolia, Fiore ', 'State of Georgia', 'lia\x89Û¢dani\x89Û¢laura', 'Daruka (near Tamworth) NSW', 'Tama, Iowa', 'Amman, Jordan', 'Searching for Bae ', 'Mysore, Karnataka', '1/10 Taron squad', 'WV, love the blue and gold', 'Basking Ridge, NJ', '21 | PNW', 'Fairfax, VA', 'Louisiana, USA', 'Santiago de Chile', 'world', 'Massachusetts, USA', 'Enterprise, NV', 'The Internetz', 'Konoha Village', 'VCU', 'Eagle River Alaska', 'Western New York', 'Trinity, Bailiwick of Jersey', "'soooota", 'Sunny South florida ', 'Chicago, but Philly is home', 'Honduras', 'WAISTDEEP, TX', 'Honolulu, Hawaii', 'QLD Australia', 'ngapain?', 'on the go', 'Lebanon, Tennessee', 'Layang-Layang, Perak', 'wny', 'South Stand', 'hell', 'Proud @BuckMasonUSA supporter!', 'Lisbon, Portugal', 'New York City', 'Arthas US', 'Wales', 'New York / Worldwide', '??? ???? ??????', 'rzl ?', 'Haysville, KS', 'Cape Neddick, ME', 'Midwest City, OK', 'New Orleans, LA', 'West Midlands', 'Southern California', 'Netherlands', 'ph', 'Quilmes , Arg', 'Detroit, Michigan', 'Kyiv, Ukraine', 'Berlin - Germany', 'bk. ', '518 åá NY', 'Dayton, Ohio', 'Costa Rica', 'Utah, USA', 'Las Vegas aka Hell', 'Bangalore City, India', '18 \x89Û¢ CC', 'Detroit, MI', 'FLYEST HIPPIE YOU KNOW ', 'BOSTON-LONDON', 'The Kingdom of Fife, Scotland', 'Otsego, MI', 'Novi, MI', 'Global', 'Caribbean', 'Montana, USA', 'Henderson, Nevada', '2011/4/14', 'Somewhere in Jersey', 'ColoRADo', 'Glasgow', 'Shipwreck Cove', 'Rochelle, GA', 'Global Edition', 'SWMO', 'Chicago, IL 60607', 'nor*cal', 'austin, texas', 'Leicester, England', 'El Paso, TX', 'Freeport il ', 'Northern Kentucky, USA', 'the road to success', 'The Desert', 'Greenpoint, Brooklyn', 'Bhubneshwar', 'Numa casa de old yellow bricks', 'Cuernavaca, Morelos, MÌ©xico.', 'ÌÏT: 33.209923,-87.545328', 'Illinois, USA', 'Newton Centre, Massachusetts', 'Silang, Cavite / Para̱aque', 'Orlando, FL', 'Fort Smith, AR', 'Charlotte ', 'Washington, D.C., area', 'Boise, Idaho', '650/559', 'Hampshire UK', 'The dark', 'Li̬ge', 'Amman,Jordan', 'nj/ny', '??????????????????', 'mpls. ', 'Long Eaton åá Derbyshire åá UK', 'TN', 'Proudly frozen Canuck eh !!', 'Whole World ', 'Maldives', 'Atlanta,Ga', 'SEATTLE, WA USA', 'Jogja, Indonesia Slowly Asia', 'Greenpoint', 'Austin', 'Live4Heed??', 'Olympia, WA', '#expelcl*y', 'Leeds, United Kingdom', 'Ivano-Frankivsk', 'Victoria, BC Canada', 'America | New Zealand ', ' Quantico Marine Base, VA.', 'Kettering, OH', 'Am International', "xiumin's nonexistent solos", 'Conroe, TX', 'Nova Scotia, Canada', 'Ocean City, NJ', 'Upper St Clair, PA', 'Trinidad & Tobago', 'Penn Hills, PA', 'Los Angeles, California', 'Eagle Mountain, Texas ', 'Cobblestone', 'qosqo', 'Noida, NCR, India', 'www.twitch.tv/PKSparkxx', 'http://www.amazon.com/dp/B00HR', 'BOT ACCOUNT', 'Huntsville, Alabama', 'jayankondacholapuram.tamilnadu', 'Knoxville, TN', 'Kabul, Tuebingen, Innsbruck', 'Tn', 'å_: ?? ÌÑ ? : ?', 'Get our App', 'BestCoast', 'Pleasanton, CA', 'ayr', 'Travelling around the world ', 'Beirut, Lebanon', 'Sanganer, Rajasthan', 'eARth 3', 'T-Ville', 'Maharashtra', 'Haiku, Maui, Hawaii', 'Wilmington, NC', 'Colombia', 'The Memesphere', 'New Britain, CT', 'Italy', 'Htx', '?????????????, Thailand ', 'a botanical garden probably', 'TechFish ', 'Canterbury kent', 'Devon/London ', 'Los Angeles, Calif.', 'Las Vegas, NV USA', 'Lansing, Michigan', 'Portoviejo-Manabi-Ecuador', 'South, USA', 'The Low-Cal Calzone Zone', 'Miami ??', 'Melbourne Australia', 'Enterprise, Alabama', 'Charlotte, N.C.', 'Philadelphia', 'Bokaro Steel City, Jharkhand', 'Saskatchewan, Canada', 'Fresno, CA', 'midwest', 'keli x', 'Skyport de la Rosa', 'CA, AZ & NV', 'Lubbock, Texas', 'All around the world!', 'Blogland', 'Lagos Nigeria', 'Bridport, England', 'Mooresville, NC', 'Watch Those Videos -', '#????? Libya#', 'Extraterrestrial Highway', ' 616 \x89Û¢ Kentwood , MI ', 'gaffney, sc ', 'The UK', 'UAE,Sharjah/ AbuDhabi', 'Greenville, S.C.', 'Oslo, Norway', 'Oshawa, Canada', '#keepthefaith J&J', 'San Francisco, CA', 'Intramuros, Manila', 'Riverside, California.', 'Madisonville TN', 'Galapa / AtlÌÁntico', 'Where ever i please', 'Lancaster, CA', 'Subconscious LA', 'Aracaju - Sergipe', '??t?a', 'highlands&slands scotland', 'MA via PA', 'Le Memenet', 'Richmond Heights, OH', 'Karachi', 'Sicamous, British Columbia', 'Christchurch New Zealand', 'Manila, Philippines', 'North America', 'Lancaster California', 'Israel', 'My contac 27B80F7E 08170156520', 'Weston super mare', 'Ukraine', 'bajaur', 'columbus ohio', 'USA/SO FLORIDA via BROOKLYN NY', 'Bay Area', 'Bangalore, India', 'Not Steven Yeun / AMC.', 'golborne, north west england.', 'Melbourne, Victoria', 'Nanaimo, BC, Canada', '10-Jul', 'NBO', 'Palo Alto, California', 'Zac Newsome loves me', 'Worldwide', 'New Chicago', 'Free State, South Africa', 'WORLD', 'Fort Knox, KY 40121', 'Sugar Land, TX', "The Sun's Corona", 'dubai ', 'Just Happy to Be Anywhere', 'St Joseph de Beauce', 'Boston, Massachusetts', 'DMV', 'Wilmington, Delaware', 'Leeds, UK', 'Terlingua, Texas', "In @4SkinChan 's arms", 'I ACCEPT SONG REQUESTS', 'Kansas', "United States where it's warm", 'Durham, NC', 'EARTH', 'Adelaide', 'Former Yugoslav Republic of Macedonia', 'Durand, MI', 'probably watching survivor', 'Indonesia\n', 'Dayton, OH', 'scandinavia', 'Hannover, Germany', ' Jariana Town', 'Muntinlupa City, Philippines', 'IJmuiden, The Netherlands', 'Lindenhurst', 'Weyburn', 'ATL, GA', 'Alberta | Sask. | Montana', 'Flipadelphia', 'pissing off antis', "IUPUI '19", 'United Kingdom', 'Columbus', 'Headed To The Top', 'Peoria', 'D.C. - Baltimore - Annapolis', ' Baku & Erzurum ', 'Brum/Lestah ', 'We are global!', '#freegucci', 'youtube.com/channel/UCHWTLC9B4ZjUGh7yDlb55Iw', 'Peshawar', 'Hamilton, ON', 'rural ohio (fuck)', 'The Citadel, Oldtown, Westeros', 'Based out of Portland, Oregon', 'Boulder, CO', 'Waterloo, ON', 'watford', 'Montgomery County, MD', 'Itirapina, SÌ£o Paulo', 'Earth ', 'This Is Paradise. Relax. ', 'cereal aisle #17:i4', 'Score Team Goals Buying @', 'dundalk ireland', 'new york', 'NYC&NJ', 'India', 'Cleveland, OH - San Diego, CA', "i'm a Citizen of the World", ' å_ ', 'Hailing from Dayton ', 'Espa̱a, Spain', 'Pon Di Gully', 'Nashville, TN', '?205?478?', 'Michigan', 'Cincinnati, OH', 'Hollywood, CA', 'KSU 2017', 'nj', 'Washington, D.C. ', 'BC', 'Bangalore. India', 'Perthshire ', 'en el pais de los arrechos', 'Horsemind, MI', 'New Jersey/ D.R.', '?', "Someday I'll live in England. ", 'Rhode Island', ' New Delhi ', 'St Louis, MO', 'Definitely NOT the stables', 'California', 'Made in America', 'Port Orange, FL', 'Cape Cod, Massachusetts USA', 'Bracknell', 'Gander NF', 'Tornado Alley, USA ', 'Roads/Trails Everywhere', 'Rutherfordton, NC', 'Miami, FL', 'Alaska, USA', 'Roppongi, Minato, Tokyo ', 'London/New York', 'Lynchburg, VA', 'Cochrane, Alberta, Canada', 'Orange County, NY', '@potteratthedisc', 'Incognito', 'Sioux Falls, SD', 'Bangor, Co.Down', '65', 'y(our) boyfriends legs ', 'Somewhere Only We Know ?', 'Brisbane', 'Michigan, USA', 'Elmwood Park, NJ', "whs '17", 'East TN.', '801 SL,UT', 'Liberty Lake, WA', 'AUS', 'Based in CA - Serve Nationwide', 'Miami, Florida', 'Dammam- KSA', 'Coasts of Maine & California', 'Davao City', 'probably not home', 'Wahpeton, ND', 'Boksburg', 'jeddah | Khartoum', 'Proudly Canadian!', 'peshawar pakistan ', 'Quantico, VA', 'Clayton, NC', '1D | 5SOS | AG', 'Lake Monticello, VA', 'Colombo,Sri Lanka.', '\x81Êwagger!Ì\x90ominicanÌ÷', 'Kashmir!', 'Surrey & Manchester', 'melbourne', 'Lucknow, India', 'Cleveland, TN', 'Helsinki, Finland', 'Shah Alam,Malaysia', 'Kama | 18 | France ', 'new york, ny', 'Kansas City', 'Oklahoma', 'london town..', 'MI - CA', 'instagram- Chloe_Bellx', '#partsunknown', '#BlackLivesMatter', 'Monterrey, MÌ©xico', 'Loughborough, England', 'Eastern Iowa', 'Memphis, TN', 'Financial News and Views', '???????? ?????????.', 'Dhaka, Bangladsh', '??', 'www.facebook.com/stuntfm', 'Dindigul,TamilNadu.', 'Hackney, London', 'Jeddah_Saudi Arabia.', 'St.Cloud, MN', 'Lima, Peru', 'Bow, NH', 'Konoha', 'Williamstown, VT', 'hertfordshire.', 'CA', 'Paradise, NV', 'BROKE NIGGAS DREAM!!', 'Wasington, DC', 'Rafael castillo', 'Orlando ', 'Earth: Senseless nonsense', ' Neverland ', 'Yuba City, CA', '1/3 of the blam squad ', 'Morganville, Texas.', 'Hampshire, UK', 'Los Angeles, CA', 'Miami Beach, Fl', 'Aurora, IL', 'On the toilet having a dump ', 'USA', 'Brasil, Fortaleza ce', 'Australia', 'Fort Fizz, Ohio', 'Saudi Arabia', 'Home is where we park it!', 'Rhyme Or Reason?', 'Edmonton, Alberta - Treaty 6', 'Kleenex factory', 'Austin | San Diego', 'K̦ln, Nordrhein-Westfalen', 'Haddonfield, NJ', '#1 Vacation Destination,HAWAII', 'Ohio, USA', 'The TARDIS', 'Lancaster, Pennsylvania, USA', 'London.', 'illinois. united state ', 'Dubai', 'texas a&m university', 'Florida', 'Greenville,SC', 'Above the snake line - #YoNews', 'Calgary, AB', 'Not a U.S resident', 'Nashville, Tn', 'West', 'Bolivar, MO', "FSC '19", 'Cavite, Philippines', 'Derbyshire, United Kingdom', 'Accra,Ghana', 'TÌÁchira - Venezuela', 'Minneapolis/St. Paul', 'Ames, Iowa', 'Chicopee MA', 'Houston', 'Lynwood, CA', 'Nottingham, England', 'Mars', 'Malaysia/Jordan', '21, Porto', 'Westchester', 'toronto \x89Û¢ dallas', 'buenos aires argentina', 'SF Bay Area, California / Greater Phoenix, AZ', 'Rapid City, Black Hills, SD', 'Mogadishu, New Jersey', 'Riverdale, GA ', 'Glasgow, Scotland', 'Here there and everywhere', 'University of South Florida', 'sindria', 'US, PA', 'St. Louis', 'The Jewfnited State', 'phuket thailand', 'Republic of the Philippines', 'Dallas, TX ', 'Black Canyon New River, AZ', 'Bristol', 'Arlington, VA', 'Loading...', 'Alberta Pack', 'Oregon', 'NAIROBI KENYA ', 'Scotland, United Kingdom', 'Miami', 'Cape Cod', 'Henderson, NV', 'Right here', 'Bay Area, CA', 'Kwara, Nigeria', "Atlanta - FAU class of '18", 'BodÌü, Norge', 'Slappin and Smackin ', 'Nantes, France', 'ATL ??', 'Gotham City,USA', 'Greenfield, Massachusetts', 'lost in my thoughts', 'Playa del Carmen, Mexico', 'Sandton, South Africa', 'Quezon City, Philippines', 'ÌøåÀå_T: 40.736324,-73.990062', 'AFRICA', 'Use #TMW in tweets get #RT', 'Paris.', 'Amsterdam | San Francisco', 'St. Joseph, Minnesota', 'ilford', 'North London', 'Campinas Sp', 'Tema,Accra', 'Ojodu,Lagos', 'Five down from the Coffeeshop', 'New York', 'Gotham', 'Somerset, UK', 'Paignton', 'One World', '21.462446,-158.022017', 'ACCRA GHANA', 'Lubbock, TX', 'Plano,TX', 'Dorset, United Kingdom', 'Chevy Chase, MD', 'Ashburn, VA', 'Vista, CA', 'New Jersey ', 'khanna', '956', 'Cape Town, Khayelitsha', 'Gloucester', 'Nomad, USA', 'Reddit', 'Moscow, Russia', 'Milton Keynes, England', 'Charlotte', 'Riverview, FL ', 'Fort Walton Beach, Fl', 'Bellville, Ohio', 'Email: [email protected]', 'ÌÏT: 43.631838,-79.55807', 'Bleak House', 'VitÌ_ria (ES)', 'potters bar', 'Charlotte, NC | K̦ln, NRW', 'Canada BC', "Greg's place", 'Rural Northern Nevada', 'New Zealand', 'Manchester UK', 'Tucson, AZ', 'Lima, Per̼', 'FOLLOWS YOU everywhere you go', 'Grimsby, England', 'Whitby, ON', 'Fleet/Oxford, UK', 'Denver Colorado. Fun Times', 'Fukuoka, Japan', 'Louisville, KY ', 'Garrett', 'planet earth', 'Alexandria, Egypt.', '-?s?s?j??s-', 'Austin, TX', 'Dalston, Hackney', 'cyprus', 'Desert Storm?? |BCHS|', 'Hoxton, London', 'sweden', 'Gotham City', 'Las Vegas, NV', 'Gages Lake, IL', 'San Juan, Puerto Rico', 'Birmingham and the Marches', 'San Antonio-ish, TX', 'NIFC', 'Ogba, Lagos, Nigeria', 'az', 'Own planet!!', 'Colorado Springs', 'Ikorodu', 'Nunya', 'Bangalore, INDIA', 'The Multiverse', 'Port Williams NS', 'Memphis', 'LOCAL ATLANTA NEWS 4/28/00 - 4/28/15 FREELANCER', 'Johannesburg, South Africa ', '#EngleWood CHICAGO ', 'justin & ari follow || tvd', 'Twitter Lockout in progress', 'Montgomery, AL', 'atx', 'Berlin, Germany', 'KOLKATA', 'Huntington, WV', '?????? ??? ?????? ????????', 'probably the strip club', 'denver colorado', 'manaus', 'Unites States', '#iminchina', 'Chester Football Club', 'santo domingo', 'Kuwait', 'Dover, DE', 'Hawaii', 'timeline kamu', 'garowe puntland somalia', 'Bronx, NY', 'Rockland County, NY', 'London / Berlin / Online', 'lakewood colorado', 'St. Louis, MO', 'iTunes - RSS', 'Loughborough.', 'texasss', '#NewcastleuponTyne #UK', "Dime's Palace", '261 5th Avenue New York, NY ', 'infj ', 'Denton, Texas', 'Some where', 'Romania', 'WORLDWIDE-BOSTON', 'Freeport Ny', 'Catskills', 'the azure cloud', 'Australian Capital Territory', 'Beautiful British Columbia', 'hkXfYMhEx', 'Gold Coast, Australia', 'WASHINGTON,DC', 'RhodeIsland', 'trapped in America', 'Vancouver BC', 'twitch.tv/naturalemblem26', 'Galveston, Texas', 'The shores of Lake Kilby', 'emily | helen | shelley ', 'West Wales', 'South east of U.K', 'somewhere in cali ', 'Wakefield MA', 'Suburban Detroit, Michigan', 'Buscame EL tu Melte', 'Morocco', '94123', 'Why should you know?', 'Third rock from the Sun', 'U.S.A. - Global Members Site', 'california | oregon | peru |', 'St. Louis Mo.', 'Tampa-St. Petersburg, FL', 'Plano, Texas', 'Where the money at', "#WhereverI'mAt", 'Rheinbach / Germany', 'Waterford MI', '??? ??? ????? ??? ???.', 'under the blanket', 'ÌÏT: 41.252426,-96.072013', 'Richmond, VA', 'Ylisse', 'PanamÌÁ ', 'Sutton, London UK', 'Baydestrian', 'victoria mozÌ£o ', 'planeta H2o', 'North Cack/919', 'Epic City, BB.', 'America', 'Chappaqua NY and Redlands CA', 'Sochi, KDA, RU', 'Aperture Science Test Facility', 'in my head', 'Planet Eyal, Shandral System', 'ÌÏT: 36.142163,-95.979189', 'City of London, London', 'Winter Park, Colorado', 'Smash Manor/Kanto', 'Heinz Field ', 'Aix-en-Provence/Utrecht', 'Newcastle, OK', 'ATX', 'Pro-American and Anti-#Occupy', 'Bakersfield, CA', 'New York 2099', 'U.S. Northern Virginia', "Eww, I'm not Paul Elam", 'Your screen', 'San Diego California 92101', 'New Delhi', 'USA, Haiti, Nepal', 'Gaborone, Botswana', 'White Plains, NY', 'MedellÌ_n, Antioquia', 'Americas Newsroom', ' snapchat // fvck_casper ', 'PA', '[email protected]', 'Colchester Essex ', 'Big NorthEast Litter Box', 'statesboro/vidalia', 'Brooklyn, NY', 'Traverse City, MI', 'Calgary, AB, Canada', 'Finland', 'Kelowna, BC', 'University of Toronto', 'West Richland, WA', 'Oxford, MS', 'Thrissur', 'The Web', 'DC, frequently NYC/San Diego', 'Pompano Beach, FL', 'Huntsville AL', '?? ??', 'Cimahi,West Java,Indonesia', 'Boston/Montreal ', 'Queen Creek AZ', 'Virgo Supercluster', 'In your mind', 'Santiago Bernabeau', 'New Delhi, India', 'Havenford', 'Fort Worth, Texas', 'sisterhood', 'Bug Forest', 'Manchester, England', 'Walthamstow, London', "Wherever I'm needed", 'Halton, Ontario', 'ATL ? SEA ', 'texas', 'The windy plains of Denver', 'Eugene, Oregon', 'Far Away From Home', 'Estados Unidos', 'Enfield, UK', '2,360 miles away', 'Heaven', 'Did anybody see me here ??', 'eritrean', 'San Mateo County, CA', 'Ealing, London', 'Yulee, FL', 'california', 'Melbourne, Florida', 'EVERYWHERE', '3?3?7?SLOPelousas??2?2?5?', 'Making Worldwide Change Near U', 'GLOBAL/WORLDWIDE', 'Winnipeg, MB, Canada', 'Switzerland', '11th dimension, los angeles', 'Host of #MindMoversPodcast', 'Utah', 'In My Lab Creating ', 'Arizona', "???????, ??'??????", 'Long Beach, CA', 'Hyderabad Telangana INDIA', 'ss', 'Worldwide.', '#LemonGang ', 'Kwajalein/Virginia/Dayton, OH', 'the Refrigerator ', 'Houston |??| Corsicana', 'Balikesir - Eskisehir', 'District of Gentrification/ DC', 'Huntley, IL', 'Indonesia', 'Mumbai, Maharashtra', 'San Antonio, TX', 'Guildford, UK', 'Phoenix Az', 'California, USA', 'Peru', 'CPT & JHB, South Africa', 'LA ??', 'Long Island, NY', 'please H? ?:??', 'East Lansing, MI', 'Minneapolis, MN', 'Washington D.C.', 'Milwaukee, WI', '140920-21 & 150718-19 BEIJING', 'Predjama, Eslovenia.', 'Stage with Trey Songz', 'CHICAGO (312)', 'Killa Hill, CO', 'Asia Pacific ', 'Ottawa,Ontario Canada', 'Hawaii, USA', 'Yooooooo', 'Fort Valley,GA/Fayetteville,AR', 'Trackside California', 'THANJAVUR', 'I Heard #2MBikers', 'louisville, kentucky', 'GOT7SupportPH', 'Stratford, CT', 'Ad Majorem Dei Glorium', 'New York ? ATL', 'Ashford, Kent, United Kingdom', 'V-RP @OZRP_ ?MV, AU, R18+?', 'Sunrise Manor, NV', 'Rotterdam, The Netherlands', 'New York, NY', 'San Diego', 'United Hoods of the Globe', 'Florida, USA', '1313 W.Patrick St, Frederick', 'Overton NV', 'Hartford, Connecticut', 'Mexico City', "in Dimitri's arms", 'Chile', '2 high 2 come down ', 'Oneonta, NY/ Staten Island, NY', 'Whiterun, Skyrim', 'The Windy City', 'Bukittinggi ?? Sumatera Barat', 'somewhere in Portugal', 'Los Angeles for now', 'Nottingham', 'USA, North Dakota', 'home ', 'Sydney, New South Wales', 'Bahrain', 'IN our hearts Earth Global ', 'Rock Springs, WY', 'Earth, Milky Way, Universe', 'sri lanka', 'Marysville, MI', 'New Delhi, Delhi', 'T E X A S | wwat 8.24.14', 'Ashland, Oregon', 'Overland Park, KS', 'Victoria, BC', 'Books Published, USA', 'LiVE MÌ\x81S', 'Detroit', ' Melbourne, Australia', 'Hagerstown, MD', 'Jersey', 'SaudI arabia - riyadh ', 'africa', 'Malaysia', 'toronto', 'Unknown', 'The 5th Dimension. ', 'Wood Buffalo, Alberta', 'Like us on Face ', 'Calgary', 'South Carolina, USA', 'MA', 'Winnipeg, Manitoba', 'Huber Heights, OH', 'PURPLE BOOTH STUDIO\x89ã¢', 'the moon', 'chillin at ceder rapids', 'bangalore', 'Va Beach, Virginia', 'btwn a rock and a hard place', 'between ideas & 3-5pm AEST', 'South Florida', '412 NW 5th Ave. Portland OR', 'Camberwell, Melbourne', 'Los Angles, CA', 'Co. Tyrone Northern Ireland', 'St Paul, MN', 'Winston Salem, North Carolina', 'Tulsa, Oklahoma', 'Liberty Township, Ohio', 'DFW, Texas', 'ohio', 'norway', 'Japan', 'South Bloomfield, OH', 'Silvermoon or Ironforge', '? icon by @Hashiren_3 ?', 'Chicago, IL', 'Orange County, California', 'Hueco Mundo', 'Reality', 'South Asia', 'MY RTs ARE NOT ENDORSEMENTS', '[marvel\x89Û¢dragon age\x89Û¢wicdiv]', 'Alvin, TX', 'Western Washington', 'Venezuela', 'Upper manhattan, New York', 'labuan, malaysia', 'Ireland', 'Avon', 'Illumination ', 'UK & Ibiza', 'Aix-en-Provence, France', 'Danville, VA', 'Internet', 'Carregado', 'Atlanta Georgia', 'todaysbigstock.com', 'Oldenburg // London', 'Bournemouth, Dorset, UK', 'UK & Germany', 'Gainesville/Tampa, FL', 'Santa Monica, CA', '\x89Û¢III.XII.MMXI\x89Û¢', 'Victoria, Australia, Earth', 'Tucson, Arizona ', 'New Orleans, Louisiana', 'Nicola Valley', 'Sunbury, Ohio', 'plymouth', 'Brisbane Australia', 'Positive 852', 'Los Angeles ', 'Vail Valley', 'Bandung', 'L. A.', 'Croydon', 'london', 'SE London(heart is by the sea)', 'Swindon,England ', 'Forging my Story', ' Somewhere.', 'United Kingdom,Fraserburgh', 'Aveiro, Portugal', 'The Circle of Life', 'Madison, WI', 'Washington State', 'Eastbourne England', 'Oakland', 'hatena bookmark', 'England, Great Britain.', 'Royton', 'Inang Pamantasan', 'Santiago,Rep̼blica Dominicana', 'Suva, Fiji Islands.', 'Nelspruit, South Africa', 'Torry Alvarez love forever ? ?', '??????????? ???????????..? ', 'Woodcreek HS, Roseville, CA', 'livin in a plastic world'}
# 结果分布
# target_distribution = data_train['target'].value_counts()
# print(target_distribution)
# sns.barplot(target_distribution.index,target_distribution.values)
# target_distribution_ = data_train['target'].value_counts()
# data_submit.head()
# print(data_test.shape) #(3263, 4)
# print(data_test.info())
# print(data_test.columns) #['id', 'keyword', 'location', 'text']
# print(data_test["keyword"].isnull().sum()) #keyword 有26个空值 , 8%的空值 , 和训练集差不多
# print(data_test["location"].isnull().sum()) #location 有1105个空值 33%的空值, 和训练集差不多
# data_clean
stopwords_english = stopwords.words("english")
import re
def cleanword(s):
s = s.lower()
s = " ".join([word for word in s.split(" ") if word not in stopwords_english])
temp = re.findall("http\S*",s)
for deletStr in temp:
if deletStr != "":
s = s.replace(deletStr," ")
temp = re.findall("@\S*",s)
for deletStr in temp:
if deletStr != "":
s = s.replace(deletStr," ")
temp = re.findall("\d*",s)
for deletStr in temp:
if deletStr != "":
s = s.replace(deletStr," ")
temp = re.findall("\x89\S*",s)
for deletStr in temp:
if deletStr != "":
s = s.replace(deletStr[:5]," ")
s = s.replace("\n"," ")
s = s.replace(","," ")
s = s.replace("?"," ")
s = s.replace("..."," ")
s = s.replace("."," ")
s = s.replace("["," ")
s = s.replace("]"," ")
s = s.replace("!"," ")
s = s.replace(":"," ")
s = s.replace("-"," ")
s = s.replace("#"," ")
s = s.replace("|"," ")
s = s.replace("("," ")
s = s.replace(")"," ")
s = s.replace(";"," ")
s = s.replace("="," ")
s = s.replace(">"," ")
s = s.replace("<"," ")
s = s.replace("/"," ")
#delet conntinue " "
s_new_list = [word for word in s.split(" ") if word != " "]
s_new = " ".join(s_new_list)
s_new = s_new.strip()
return s_new
data_test['text'] = data_test['text'].apply(cleanword)
data_train['text'] = data_train['text'].apply(cleanword)
corpus = list(data_train["text"].values) + list(data_test["text"].values)
print(corpus[:10])
print(len(corpus))
['our deeds are the reason of this earthquake may allah forgive usall', 'forest fire near la ronge saskcanada', "all residents asked to 'shelter in place' are being notified by officers no other evacuation or shelter in place orders areexpected", 'people receive wildfires evacuation orders in california', 'just got sent this photo from ruby alaska as smoke from wildfires pours into a school', 'rockyfire update california hwy closed in both directions due to lake county fire cafirewildfires', 'flood disaster heavy rain causes flash flooding of streets in manitou colorado springsareas', "i'm on top of the hill and i can see a fire in the woods", "there's an emergency evacuation happening now in the building across thestreet", "i'm afraid that the tornado is coming to our area"]
10876
# print(corpus)
#tfidf
cv = TfidfVectorizer(binary=False,decode_error='ignore',stop_words='english')
vec = cv.fit_transform(corpus)
vocabulary = cv.vocabulary_
words_names = cv.get_feature_names()
# print(vocabulary)
# print(len(vocabulary))
# print(vocabulary)
# print(vocabulary.values)
# print(cv.get_feature_names())
# print(vec.todense().shape)
# print(vec.toarray()[0])
# print(vec)
vec_train = cv.transform(list(data_train['text'].values)).toarray()
print(vec_train.shape)
(7613, 18770)
#split data
x_train , x_test , y_train , y_test = train_test_split(vec_train,data_train['target'].values)
print(x_train.shape)
print(y_train.shape)
(5709, 18770)
(5709,)
#SVM
clf_svm = svm.SVC()
clf_svm.fit(x_train,y_train)
path_model_svm = os.path.join(path_home,"model_svm.pkl")
joblib.dump(clf_svm,path_model_svm)
clf_svm.score(x_test,y_test)
0.7888655462184874
#LR
clf_lr = LogisticRegression()
clf_lr.fit(x_train,y_train)
path_model_lr = os.path.join(path_home,"model_lr.pkl")
joblib.dump(clf_lr,path_model_lr)
clf_lr.score(x_test,y_test)
0.7883403361344538
#NB
clf_nb = MultinomialNB()
clf_nb.fit(x_train,y_train)
path_model_nb = os.path.join(path_home,"model_nb.pkl")
joblib.dump(clf_nb,path_model_nb)
clf_nb.score(x_test,y_test)
0.7883403361344538
re_lr = clf_lr.predict(x_test)
re_nb = clf_nb.predict(x_test)
re_svm = clf_svm.predict(x_test)
re_all = np.array([re_lr,re_nb,re_svm])
print(re_all)
result_mean = np.mean(re_all,axis=0)
print(result_mean)
print(result_mean.shape)
[[0 0 0 ... 1 0 0]
[0 0 0 ... 1 0 0]
[0 1 0 ... 1 0 0]]
[0. 0.33333333 0. ... 1. 0. 0. ]
(1904,)
result_mean_copy = result_mean.copy()
result_mean_copy[np.where(result_mean_copy>=0.5)]=1
result_mean_copy[np.where(result_mean_copy<0.5)]=0
result_mean_copy
array([0., 0., 0., ..., 1., 0., 0.])
print((result_mean_copy==y_test).sum()/1904)
0.7904411764705882