From 057cea323fb3f918dc966fcbde74d486eb6bc90f Mon Sep 17 00:00:00 2001 From: lvmin Date: Thu, 10 Aug 2023 03:18:39 -0700 Subject: [PATCH] i --- .gitignore | 176 +- clip/clip-vit-large-patch14/config.json | 171 - clip/clip-vit-large-patch14/merges.txt | 48895 -------- .../preprocessor_config.json | 19 - .../special_tokens_map.json | 1 - clip/clip-vit-large-patch14/tokenizer.json | 98393 ---------------- .../tokenizer_config.json | 34 - clip/clip-vit-large-patch14/vocab.json | 1 - entry.py | 168 - img.png | Bin 1728679 -> 0 bytes launch.py | 19 + sd_xl_base.yaml | 98 - sd_xl_refiner.yaml | 91 - sgm/__init__.py | 4 - sgm/data/__init__.py | 1 - sgm/data/cifar10.py | 67 - sgm/data/dataset.py | 80 - sgm/data/mnist.py | 85 - sgm/inference/api.py | 388 - sgm/inference/helpers.py | 305 - sgm/lr_scheduler.py | 135 - sgm/models/__init__.py | 2 - sgm/models/autoencoder.py | 335 - sgm/models/diffusion.py | 320 - sgm/modules/__init__.py | 6 - sgm/modules/attention.py | 633 - sgm/modules/autoencoding/__init__.py | 0 sgm/modules/autoencoding/losses/__init__.py | 246 - sgm/modules/autoencoding/lpips/__init__.py | 0 .../autoencoding/lpips/loss/.gitignore | 1 - sgm/modules/autoencoding/lpips/loss/LICENSE | 23 - .../autoencoding/lpips/loss/__init__.py | 0 sgm/modules/autoencoding/lpips/loss/lpips.py | 147 - sgm/modules/autoencoding/lpips/model/LICENSE | 58 - .../autoencoding/lpips/model/__init__.py | 0 sgm/modules/autoencoding/lpips/model/model.py | 88 - sgm/modules/autoencoding/lpips/util.py | 128 - .../autoencoding/lpips/vqperceptual.py | 17 - .../autoencoding/regularizers/__init__.py | 53 - sgm/modules/diffusionmodules/__init__.py | 7 - sgm/modules/diffusionmodules/denoiser.py | 63 - .../diffusionmodules/denoiser_scaling.py | 31 - .../diffusionmodules/denoiser_weighting.py | 24 - sgm/modules/diffusionmodules/discretizer.py | 69 - sgm/modules/diffusionmodules/guiders.py | 53 - sgm/modules/diffusionmodules/loss.py | 69 - sgm/modules/diffusionmodules/model.py | 743 - sgm/modules/diffusionmodules/openaimodel.py | 1262 - sgm/modules/diffusionmodules/sampling.py | 365 - .../diffusionmodules/sampling_utils.py | 48 - .../diffusionmodules/sigma_sampling.py | 31 - sgm/modules/diffusionmodules/util.py | 309 - sgm/modules/diffusionmodules/wrappers.py | 34 - sgm/modules/distributions/__init__.py | 0 sgm/modules/distributions/distributions.py | 102 - sgm/modules/ema.py | 86 - sgm/modules/encoders/__init__.py | 0 sgm/modules/encoders/modules.py | 960 - sgm/util.py | 248 - 59 files changed, 52 insertions(+), 155640 deletions(-) delete mode 100644 clip/clip-vit-large-patch14/config.json delete mode 100644 clip/clip-vit-large-patch14/merges.txt delete mode 100644 clip/clip-vit-large-patch14/preprocessor_config.json delete mode 100644 clip/clip-vit-large-patch14/special_tokens_map.json delete mode 100644 clip/clip-vit-large-patch14/tokenizer.json delete mode 100644 clip/clip-vit-large-patch14/tokenizer_config.json delete mode 100644 clip/clip-vit-large-patch14/vocab.json delete mode 100644 entry.py delete mode 100644 img.png create mode 100644 launch.py delete mode 100644 sd_xl_base.yaml delete mode 100644 sd_xl_refiner.yaml delete mode 100644 sgm/__init__.py delete mode 100644 sgm/data/__init__.py delete mode 100644 sgm/data/cifar10.py delete mode 100644 sgm/data/dataset.py delete mode 100644 sgm/data/mnist.py delete mode 100644 sgm/inference/api.py delete mode 100644 sgm/inference/helpers.py delete mode 100644 sgm/lr_scheduler.py delete mode 100644 sgm/models/__init__.py delete mode 100644 sgm/models/autoencoder.py delete mode 100644 sgm/models/diffusion.py delete mode 100644 sgm/modules/__init__.py delete mode 100644 sgm/modules/attention.py delete mode 100644 sgm/modules/autoencoding/__init__.py delete mode 100644 sgm/modules/autoencoding/losses/__init__.py delete mode 100644 sgm/modules/autoencoding/lpips/__init__.py delete mode 100644 sgm/modules/autoencoding/lpips/loss/.gitignore delete mode 100644 sgm/modules/autoencoding/lpips/loss/LICENSE delete mode 100644 sgm/modules/autoencoding/lpips/loss/__init__.py delete mode 100644 sgm/modules/autoencoding/lpips/loss/lpips.py delete mode 100644 sgm/modules/autoencoding/lpips/model/LICENSE delete mode 100644 sgm/modules/autoencoding/lpips/model/__init__.py delete mode 100644 sgm/modules/autoencoding/lpips/model/model.py delete mode 100644 sgm/modules/autoencoding/lpips/util.py delete mode 100644 sgm/modules/autoencoding/lpips/vqperceptual.py delete mode 100644 sgm/modules/autoencoding/regularizers/__init__.py delete mode 100644 sgm/modules/diffusionmodules/__init__.py delete mode 100644 sgm/modules/diffusionmodules/denoiser.py delete mode 100644 sgm/modules/diffusionmodules/denoiser_scaling.py delete mode 100644 sgm/modules/diffusionmodules/denoiser_weighting.py delete mode 100644 sgm/modules/diffusionmodules/discretizer.py delete mode 100644 sgm/modules/diffusionmodules/guiders.py delete mode 100644 sgm/modules/diffusionmodules/loss.py delete mode 100644 sgm/modules/diffusionmodules/model.py delete mode 100644 sgm/modules/diffusionmodules/openaimodel.py delete mode 100644 sgm/modules/diffusionmodules/sampling.py delete mode 100644 sgm/modules/diffusionmodules/sampling_utils.py delete mode 100644 sgm/modules/diffusionmodules/sigma_sampling.py delete mode 100644 sgm/modules/diffusionmodules/util.py delete mode 100644 sgm/modules/diffusionmodules/wrappers.py delete mode 100644 sgm/modules/distributions/__init__.py delete mode 100644 sgm/modules/distributions/distributions.py delete mode 100644 sgm/modules/ema.py delete mode 100644 sgm/modules/encoders/__init__.py delete mode 100644 sgm/modules/encoders/modules.py delete mode 100644 sgm/util.py diff --git a/.gitignore b/.gitignore index d348d66..9ae9aba 100644 --- a/.gitignore +++ b/.gitignore @@ -1,145 +1,35 @@ -.idea/ - 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ing -an a -in ing -.. .. -c our -ï¸ ı -ac t -cau se -li ght -am s -t a -b al -f c -hi gh -off ici -t t -chri st -d ic -d ay -ra l -h or -: ) -vi si -n am -o b -ma s -gh t -re ally -t un -fin d -thr ough -por t -u t -ti ve -st y -n e -or e -ðŁĺ Ĥ -supp ort -ne ver -ev en -ðŁ Ķ -h a -y a -l d -u k -r an -j am -wi th -me di -d es -ne y -ch ing -al e -h y -k in -! ! -d y -pl ace -al so -b le -wh ich -bl ack -b li -s ay -par k -pl ay -ir e -vide o -week end -a il -ke y -p t -w ard -fri day -d in -ine ss -g ro -b en -al ways -t ball -ag o -m il -c y -pro duc -di sc -un der -ple ase -sp or -fu ll -e y -ðŁ Ļ -is e -iti es -c at -k no -u se -fo re -k er -ar t -hi gh -op en -s an -e f -our s -sh ed -st ri -d ro -aga in -i m -ðŁ ĵ -en jo -fu n -ge tting -p en -g er -c li -an y -ever y -e u -wom en -â ľ -e st -c ould -r y -" @ -th ou -sh a -comm un -b er -d ents -di s -wh ile -aw ay -di o -h am -g la -d ate -k a -mis s -un ch -w on -in f -roo m -g a -re al -ex per -di rec -sh ould -sp r -g ol -l 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"streetcar": 34268, - "rog": 34269, - "datlantic": 34270, - "granola": 34271, - "unchanged": 34272, - "expectation": 34273, - "Ùĩ": 34274, - "marlin": 34275, - "gummy": 34276, - "ðŁĻıðŁı¾": 34277, - "awarenessmonth": 34278, - "oilpainting": 34279, - "muth": 34280, - "perch": 34281, - "junto": 34282, - "villagers": 34283, - "morg": 34284, - "cheated": 34285, - "webcomic": 34286, - "thefuture": 34287, - "dps": 34288, - "lakings": 34289, - "mentioning": 34290, - "voor": 34291, - "identities": 34292, - "accord": 34293, - "mcgu": 34294, - "lpga": 34295, - "rumour": 34296, - "massively": 34297, - "mpls": 34298, - "healy": 34299, - "date": 34300, - "spoli": 34301, - "revisited": 34302, - "ont": 34303, - "aland": 34304, - "scrutiny": 34305, - "lakeland": 34306, - "blending": 34307, - "": 34308, - "ankara": 34309, - "jamiedor": 34310, - "metabolic": 34311, - "fences": 34312, - "anny": 34313, - "åħ": 34314, - "semicon": 34315, - "oott": 34316, - "spaceship": 34317, - "wacky": 34318, - "leta": 34319, - 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"fiable": 34373, - "sharpe": 34374, - "battered": 34375, - "sato": 34376, - "mythical": 34377, - "instapic": 34378, - "prepped": 34379, - "enium": 34380, - "espo": 34381, - "diaper": 34382, - "explanations": 34383, - "whopping": 34384, - "ragnar": 34385, - "peel": 34386, - "antibiotic": 34387, - "lacks": 34388, - "harrison": 34389, - "lism": 34390, - "aul": 34391, - "quail": 34392, - "martina": 34393, - "sentencing": 34394, - "scams": 34395, - "didi": 34396, - "tronics": 34397, - "ãħłãħł": 34398, - "goff": 34399, - "zain": 34400, - "paramore": 34401, - "chained": 34402, - "clinton": 34403, - "liff": 34404, - "cottages": 34405, - "emon": 34406, - "reverend": 34407, - "consumer": 34408, - "cean": 34409, - "tany": 34410, - "lumpur": 34411, - "ebay": 34412, - "stool": 34413, - "ðŁĺ»ðŁĺ»": 34414, - "tapro": 34415, - "hath": 34416, - "modernart": 34417, - "justine": 34418, - "proverb": 34419, - "appy": 34420, - "trax": 34421, - "manifest": 34422, - "ambu": 34423, - "naik": 34424, - "pepp": 34425, - "rsd": 34426, - "merchants": 34427, - "kitchener": 34428, - "shifted": 34429, - "lizz": 34430, - "âĺħâĺħâĺħâĺħ": 34431, - "âĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶ": 34432, - "utopia": 34433, - "tomo": 34434, - "outed": 34435, - "comers": 34436, - "chiropractic": 34437, - "bookclub": 34438, - "cindy": 34439, - "prohibition": 34440, - "seuss": 34441, - "민": 34442, - "thinkin": 34443, - "rrrr": 34444, - "gofund": 34445, - "tack": 34446, - "omb": 34447, - "catastrophic": 34448, - "lingu": 34449, - "guildford": 34450, - "botd": 34451, - "à¥ĭ": 34452, - "planter": 34453, - "^^": 34454, - "wink": 34455, - "kathmandu": 34456, - "stoppers": 34457, - "smoothies": 34458, - "reefs": 34459, - "hind": 34460, - "bellamy": 34461, - "Ħë": 34462, - "wastewater": 34463, - "voor": 34464, - "natl": 34465, - "!]": 34466, - "reel": 34467, - "yap": 34468, - "scooby": 34469, - "workspace": 34470, - "corinthians": 34471, - "blun": 34472, - "obligation": 34473, - "gbbo": 34474, - "dyson": 34475, - "cravings": 34476, - "ellington": 34477, - "dapl": 34478, - "wrexham": 34479, - "earthandclouds": 34480, - "ukrunchat": 34481, - "positioned": 34482, - "kalb": 34483, - "foursquare": 34484, - "jock": 34485, - "impending": 34486, - "evening": 34487, - "athy": 34488, - "proclaimed": 34489, - "cites": 34490, - "annapolis": 34491, - "sani": 34492, - "marth": 34493, - "irl": 34494, - "accommo": 34495, - "kaa": 34496, - "fina": 34497, - "yaa": 34498, - "disper": 34499, - "ecar": 34500, - "bhak": 34501, - "willy": 34502, - "ðŁĺĢðŁĺĢ": 34503, - "mcdermott": 34504, - "moj": 34505, - "generational": 34506, - "usaid": 34507, - "training": 34508, - "lonely": 34509, - "lores": 34510, - "impecc": 34511, - "âĢIJ": 34512, - "beavers": 34513, - "maki": 34514, - "heb": 34515, - "aapl": 34516, - "åı": 34517, - "wolverhampton": 34518, - "leaderboard": 34519, - "meu": 34520, - "cfa": 34521, - "eastern": 34522, - "hur": 34523, - "civilwar": 34524, - "ourage": 34525, - "horned": 34526, - "lehigh": 34527, - "awards": 34528, - "evident": 34529, - "gigab": 34530, - "rous": 34531, - "madel": 34532, - "robyn": 34533, - "urgently": 34534, - "kors": 34535, - "enas": 34536, - "heisman": 34537, - "bambam": 34538, - "fabian": 34539, - "fom": 34540, - "evaluating": 34541, - "assembly": 34542, - "outsourcing": 34543, - "huntsville": 34544, - "ðŁĶª": 34545, - "justified": 34546, - "cashier": 34547, - "spaper": 34548, - "buckeye": 34549, - "analytical": 34550, - "illuminati": 34551, - "autho": 34552, - "oj": 34553, - "shade": 34554, - "geelong": 34555, - "whey": 34556, - "heaton": 34557, - "terribly": 34558, - "elek": 34559, - "uncharted": 34560, - "sdlive": 34561, - "motocross": 34562, - "hermes": 34563, - "darshan": 34564, - "darlington": 34565, - "cashmere": 34566, - "gripping": 34567, - "cilantro": 34568, - "punish": 34569, - "...:": 34570, - "ðŁĴĦ": 34571, - "instance": 34572, - "deri": 34573, - "lobal": 34574, - "mukher": 34575, - "spar": 34576, - "thinker": 34577, - "fremont": 34578, - "compiled": 34579, - "colorado": 34580, - "vigne": 34581, - "smd": 34582, - 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"de part", - "surger y", - "gov t", - "b in", - "du al", - "e vi", - "lon ger", - "ev ol", - "scre en", - "portra it", - "et c", - "lo se", - "ch at", - "p en", - "p i", - "om a", - "s ick", - "er c", - "compan ies", - "en try", - "plan e", - "gr y", - "ven e", - "liver pool", - "premi ere", - "sha red", - "a red", - "fil ms", - "ir a", - "holi days", - "cric ket", - "ici an", - "v ing", - ". )", - "ul timate", - "di vision", - "con duc", - "se pt", - "for ces", - "mon t", - "s mart", - "disa pp", - "sun shine", - "in d", - "b less", - "ma de", - "col ors", - "fran k", - "ir on", - "bott le", - "s go", - "m ood", - "j ason", - "er ic", - "bir th", - "te en", - "respon se", - "tar get", - "state ment", - "fe ar", - "th el", - "al um", - "ar ab", - "bl in", - "direc tion", - "ste ps", - "er ial", - "wor ked", - "at l", - "ðŁĴ ķ", - "fel t", - "pol i", - "scen es", - "hom es", - "b ell", - "e at", - "ate ful", - "t in", - "l ace", - "fol ks", - "p se", - "an n", - "wis dom", - "fa v", - "but ter", - "s r", - "are as", - "sm oo", - "bi z", - "dg es", - "app o", - "mo re", - "the m", - "effe ct", - "windo ws", - "sun ny", - "cap ital", - "tot ally", - "c ities", - "gr ant", - "mb ers", - "s low", - "au tu", - "il ities", - "w ro", - "ri sing", - "st ics", - "viol ence", - "i gh", - "qu ot", - "h it", - "t c", - "herit age", - "bu ff", - "ne s", - "z ar", - "den tial", - "ex ac", - "ed ge", - "de ep", - "aren a", - "be came", - "benef its", - "mar ks", - "mb er", - "a z", - "am es", - "pre ci", - "dra gon", - "re g", - "d ings", - "do s", - "ðŁĴ ª", - "n el", - "s ity", - "me al", - "di st", - "leg end", - "pur chase", - "pic al", - "st ick", - "f at", - "du ba", - "profe ss", - "car to", - "pro f", - "coun tries", - "respon si", - "se qu", - "fa b", - "tribu te", - "hon ored", - "prac tic", - "pur ple", - "an ton", - "pa red", - "t ough", - "summ er", - "environ ment", - "s ons", - "ðŁĻ ı", - "m ps", - "gi es", - "her oes", - "t elling", - "hen ry", - "f en", - "know ledge", - "Ģ ï¸ı", - "f r", - "ne g", - "u re", - "ac king", - "hear ts", - "s oo", - "hol lywood", - "ju mp", - "sau ce", - "schedu le", - "tur n", - "yo ga", - "cre ating", - "c ket", - "cre ek", - "â Ń", - "custom ers", - "ma dri", - "gu l", - "asse mb", - "moun t", - "c ell", - "to p", - "st al", - "dav is", - "t wi", - "sig n", - "premi er", - "iti ons", - "he aring", - "un k", - "pati ents", - "app ear", - "heav en", - "al ty", - "doc tor", - "a e", - "plat form", - "je ff", - "ðŁĵ ·", - "regi onal", - "bi d", - "box ing", - "ex ten", - "or ity", - "a w", - "w ise", - "il le", - "sever al", - "bi e", - "s itu", - "sy ria", - "âľ ħ", - "remin der", - "enter tain", - "li on", - "part ners", - "in n", - "ph ar", - "f au", - "pl s", - "expe cted", - "sug ar", - "deci sion", - "s b", - "ch ron", - "associ ation", - "leav es", - "vis ited", - "sh ap", - "ðŁĴ ĸ", - "fur ther", - "h ann", - "w i", - "run s", - "l er", - "fun ding", - "fil led", - ".. ....", - "tin y", - "han g", - "or g", - "co ol", - "se min", - "ðŁı Ĩ", - "spon s", - "nav y", - "sa int", - "dru g", - "d al", - "r oun", - "co vered", - "tra ditional", - "invest ment", - "de te", - "al ism", - "f low", - "n is", - "sun rise", - "fe at", - "f ted", - "we ird", - "je re", - "ve gan", - "medic ine", - "an o", - "ac cu", - "deli very", - "temp le", - "chang ing", - "wil son", - "phili pp", - "re fe", - "n d", - "is er", - "g ay", - "r and", - "ati ves", - "t ely", - "p and", - "intelli g", - "g are", - "am bas", - "de mon", - "commit tee", - "strate gy", - "refu ge", - "bud get", - "prote c", - "pi er", - "ex press", - "nom in", - "econom y", - "al low", - "ic on", - "gal ax", - "o h", - "indi vi", - "dem and", - "vir gin", - "lu ke", - "ali sts", - "man i", - "s mi", - "ju dge", - "ent y", - "mic hi", - "resul t", - "am ed", - "spe aks", - "' ,", - "hou ston", - "sh in", - "b ing", - "fl y", - "ch em", - "au to", - "v as", - "ge t", - "ar m", - "thank s", - "d in", - "gan g", - "x x", - "si on", - "loc ated", - "p l", - "jo sh", - 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"w ag", - "u d", - "au dio", - "stri ke", - "offici al", - "o ts", - "me tho", - "to ols", - "ra di", - "al an", - "hun t", - "wat ched", - "a ke", - "fa ke", - "drin king", - "mer ry", - "m l", - "b day", - "ri o", - "ni ke", - "c ant", - "re pe", - "co stu", - "mur der", - "ak ers", - "ch ers", - "ou ts", - "beg inning", - "so s", - "ad es", - "n in", - "not es", - "wro te", - "sol o", - "c i", - "li ghting", - "ur ban", - "bre xit", - "att end", - "shir ts", - "pla yo", - "ac tress", - "pl ic", - "stand ard", - "quot es", - "par ade", - "anci ent", - " ©", - "tur ing", - "re e", - "pri mary", - "fla sh", - "citi z", - "mat es", - "ste in", - "z i", - "clin ton", - "sk in", - "gen e", - "hu m", - "g ar", - "t le", - "y i", - "fo cu", - "de an", - "pl ants", - "cy ber", - "b u", - "om e", - "ho p", - "ad dress", - "ti x", - "gi fts", - "relation ship", - "sub scri", - "fe ed", - "exac tly", - "haw ks", - "ex o", - "stre ss", - "s n", - "arre sted", - "an e", - "sof tware", - "z ero", - 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"ex erc", - "k ar", - "or ies", - "ad ri", - "san ds", - "se x", - ". '", - "volunte ers", - "per form", - "par liam", - "inclu de", - "deli ghted", - "execu tive", - "fu el", - "kis s", - "ã ħ", - "char ge", - "h u", - "ca kes", - "ve t", - "g lu", - "agre e", - "pr ices", - "n au", - "h l", - "g ru", - "ra j", - "streng th", - "b ic", - "sp ending", - "al es", - "av en", - "b last", - ": (", - "yo f", - "nor mal", - "si x", - "qu ick", - "se a", - "d aw", - "mee ts", - "lo vers", - "upd ated", - "po tat", - "comple ted", - "coo k", - "opportun ities", - "p ure", - "organ ic", - "tem per", - "c am", - "avo id", - "par king", - "duba i", - "and o", - "di stri", - "to y", - "comple tely", - "don ald", - "tri al", - "bas s", - "b oun", - "back ground", - "v as", - "mar vel", - "lu m", - "ru s", - "t ool", - "com missi", - "throw back", - "fin ding", - "is lam", - "! ?", - "st op", - "e vil", - "or al", - "resi dents", - "i denti", - "o ak", - "ðŁİ ¶", - "l il", - "span ish", - "chap ter", - "sto pped", - "direc t", - "ho sted", - "pic ked", - "lab our", - "lew is", - "defen se", - "à ®", - "health care", - "wh is", - "mat h", - "pe ak", - "ra ised", - "fi x", - "bu ll", - "th ir", - "chel sea", - "fol k", - "tr e", - "can di", - "pau l", - "ei ther", - "ad am", - "poe try", - "jewel ry", - "ðŁ ¦", - "pr ay", - "Ø §", - "g c", - "o z", - "wi shes", - "fore ign", - "sun g", - "lear ned", - "en e", - "n ing", - "micha el", - "illu stration", - "legend ary", - "w av", - "b au", - "ðŁļ ¨", - "cal end", - "stre ets", - "â Ĩ", - "mon ster", - "bu ck", - "g r", - "scho ol", - "ba th", - "wa ste", - "ne ck", - "ha wa", - "be ach", - "re plac", - "jec t", - "on er", - "fac tory", - "coun t", - "ðŁĵ ¸", - "mor gan", - "der ing", - "se an", - "steph en", - "de p", - "no vel", - "vide os", - "ic al", - "press ure", - "arsen al", - "ex pre", - "ir s", - "tren ding", - "ss a", - "fla sh", - "re sear", - "thr ough", - "profess or", - "scul p", - "to s", - "gg ed", - "mm a", - "be e", - "a pe", - "hun ter", - "am i", - "he i", - "pla stic", - "bu cks", - 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"pi x", - "str o", - "or ders", - "sal ad", - "ro ads", - "n or", - "l ation", - "sop hi", - "ðŁı ¼", - "pi eces", - "b one", - "min s", - "inclu des", - "nu tr", - "phi l", - "s ent", - "fun dra", - "ga in", - "bor ough", - "n ad", - "mon day", - "activ ity", - "it ems", - "be coming", - "ken ne", - "de tro", - "car di", - "gue sts", - "u x", - "world wide", - "sever e", - "new s", - "thank ful", - "fic tion", - "ve ge", - "m all", - "si an", - "er al", - "inj ury", - "le e", - "men u", - "danc ing", - "scot ti", - "exam ple", - "( #", - "na i", - "studi os", - "ba i", - "ðŁĴ Ľ", - "j av", - "diam ond", - "vin ce", - "ric k", - "prote ction", - "lin col", - "cham ps", - "appro ach", - "d ar", - "m ile", - "clou ds", - "je ff", - "in fin", - "l ers", - "p les", - "pe ace", - "go p", - "âĻ ¡", - "tech n", - "str a", - "a verage", - "ef fort", - "introduc ing", - "di versity", - "austr alian", - "am p", - "boo st", - "s ke", - "pati ent", - "appreci ate", - "ici ans", - "pu r", - "f ell", - "woo ds", - "illu str", - "ðŁ ĸ", - "ag ency", - "ac tions", - "brit ain", - "under way", - "se attle", - "el and", - "ag o", - "f ill", - "stre aming", - "pro test", - "challeng es", - "ky o", - "et sy", - "coo king", - "exper t", - "ru ss", - "rain bow", - "commer cial", - "sp in", - "be ats", - "c ry", - "val u", - "el i", - "th row", - "gr ams", - "le vels", - "michi gan", - "c ad", - "ador able", - "const itu", - "w s", - "pu b", - "mid night", - "th at", - "net fli", - "braz il", - "die go", - "regu lar", - "jo y", - "âĤ ¬", - "li qu", - "ea stern", - "k ni", - "fl at", - "n p", - "bro wn", - "w er", - "se y", - "tt ers", - "ac ting", - "v anc", - "cy cling", - "program me", - "ra w", - "comple x", - "tat too", - "throwback thursday", - "se ssions", - "ro oms", - "si ght", - "speci es", - "bom b", - "lau gh", - "ke eps", - "mo on", - "offic ers", - "con ver", - "t r", - "ha sh", - "t ack", - "ri ous", - "ad ap", - "a j", - "reco gn", - "ex po", - "sug ge", - "confir med", - "rol ling", - "dre ssing", - "ic t", - "fri day", - "ph ones", - "ri dge", - "con cept", - "ro y", - "ke ys", - "ef for", - "c ate", - "k ne", - "ev en", - "l ay", - "commun ities", - "mo d", - "n az", - "every where", - "al ab", - "bit coin", - "ban ks", - "out door", - "feder al", - "sto res", - "h p", - "c al", - "m ely", - "sig nific", - "be ar", - "re public", - "clo ser", - "al lah", - "pic k", - "x d", - "pal ace", - "ch ill", - "b am", - "er ous", - "un a", - "al len", - "out standing", - "olym pic", - "supp ly", - "fi gu", - "v au", - "l p", - "char lie", - "un es", - "> >>", - "legen ds", - "ici al", - "co ast", - "benef it", - "mul ti", - "f its", - "far mers", - "am ount", - "si sters", - "har ve", - "hon ey", - "que en", - "b ers", - "pl ann", - "âŃ IJ", - "m u", - "barcel ona", - "al ber", - "stat us", - "re main", - "ex tra", - "c andy", - "vi ous", - "âľ Į", - "o v", - "warri ors", - "-- >", - "ju mp", - "am ar", - "x mas", - "stu dies", - "i ors", - "k or", - "don ate", - "pre p", - "fi sh", - "im a", - "pain ted", - "ad mini", - "co splay", - "spor ts", - "dro ps", - "fi ghter", - "evi dence", - "ðŁĴ ª", - "la ke", - "ro b", - "cine ma", - "pro file", - "à ±", - "stan ds", - "leg acy", - "sh ape", - "ro of", - "ci vil", - "i ans", - "sy l", - "sh am", - "vo ted", - "re tail", - "ph illi", - "li sted", - "du ty", - "n b", - "th es", - "f are", - "au ction", - "ffici al", - "stor ms", - "d p", - "l oun", - "sh ops", - "al y", - "ani me", - "multi ple", - "ðŁĺį ðŁĺį", - "psy cho", - "je an", - "ap art", - "candi date", - "gg y", - "con f", - "jose ph", - "w ick", - "me at", - "fr ame", - "c l", - "for got", - "ph y", - "f ing", - "li ed", - "re p", - "se ed", - "f all", - "u fc", - "nu t", - "lin d", - "mo de", - "fiel ds", - "en ce", - "s ley", - "ðŁ¤ Ķ", - "ch ill", - "follow ed", - "announ ces", - "cor ru", - "tro phy", - "them selves", - "ac le", - "al du", - "k ong", - "l on", - "s v", - "bro ke", - "ander son", - "ta i", - "stor y", - "tempor ary", - "activ ities", - "k ati", - "ari z", - "cry stal", - "spo ke", - "extre mely", - "tra ding", - "ðŁĴ ļ", - "à ¼", - "in ch", - "ed in", - "out fit", - "equ ip", - "ma di", - "form ed", - "be ef", - "po p", - "ti ger", - "this day", - "ti red", - "neigh b", - "re tro", - "is a", - "un t", - "t as", - "kan sas", - "de st", - "secon ds", - "ta y", - "hur ric", - "o u", - "galax y", - "dad dy", - "bro w", - "bur ger", - "en ced", - "de sk", - "ac cur", - "secre tary", - "el ite", - "k ab", - "ch in", - "touri sm", - "bud dy", - "ici de", - "dre ssed", - "u d", - "vac ation", - "che ers", - "com for", - "charac ters", - "j et", - "bu ying", - "l ins", - "n ap", - "reale state", - "li e", - "af c", - "i ii", - "f ame", - "n r", - "b at", - "ag ent", - "ma kers", - "âĢ ¼", - "sec tor", - "op ti", - "le on", - "di et", - "pra yer", - "hi p", - "mi r", - "le x", - "br y", - "an a", - "pas sing", - "w en", - "reco very", - "ak i", - "po pul", - "res ort", - "mar ia", - "stu ck", - "read s", - "ti er", - "perfe c", - "netfli x", - "p oo", - "cham p", - "o c", - "re duce", - "we red", - "comm ents", - "cla im", - "acci dent", - "s ag", - "h ack", - "sal t", - "kin da", - "k iller", - "i os", - "z y", - "ex change", - "lec ture", - "eng er", - "ic king", - "t au", - "reve als", - "pri son", - "z om", - "gh an", - "u l", - "jour nal", - "i ot", - "tr in", - "jon a", - "govern or", - "cap e", - "quar ter", - "spec tive", - "impre ssive", - "bab ies", - "t x", - "m ill", - "o y", - "har ri", - "jo int", - "su e", - "collabor ation", - "tren d", - "revolu tion", - "re new", - "alum ni", - "ge tt", - "sh ell", - "sun day", - "ent u", - "ni c", - "donald trump", - "block chain", - "paci fic", - "expla ins", - "sp y", - "ad voc", - "par adi", - "to f", - "star ring", - "p av", - "fe ed", - "br ac", - "smo ke", - "ham p", - "y am", - "to kyo", - "si mon", - "d h", - "e ffici", - "phys ical", - "n j", - "ell i", - "s low", - "gradu ate", - "americ ans", - "ti fy", - "f red", - "ap ore", - "fin ds", - "rob in", - "we t", - "not ice", - "se mi", - "un ve", - "k om", - "pil ot", - "scre ening", - "da ily", - "ðŁĴ Ĺ", - "roy al", - "sp a", - "vo tes", - "n ag", - "wh ate", - "att ending", - "exper im", - "ad dition", - "k ate", - "sto l", - "m ali", - "foo t", - "chri st", - "ch an", - "de e", - "lic en", - "glo bal", - "mo ore", - "ti a", - "bri gh", - "myster y", - "y ay", - "âĿ¤ï¸ı âĿ¤ï¸ı", - "cre ati", - "me chan", - "clo ck", - "di c", - "âĢ Ķ", - "pp er", - "al ph", - "through out", - "al low", - "re sources", - "selec tion", - "ham il", - "bb q", - "aa aa", - "virgin ia", - "dis ney", - "en g", - "so red", - "drin ks", - "f ancy", - "consi der", - "end a", - "jan e", - "hand made", - "du l", - "on tari", - "i us", - "s ville", - "color ado", - "whate ver", - "whe el", - "promis e", - "ne ver", - "desig ns", - "ab ly", - "sex ual", - "vanc ou", - "at i", - "con vention", - "cul tural", - "sing apore", - "pro mo", - "load ed", - "gla sgo", - "pp l", - "n oo", - "ke e", - "ste m", - "men tion", - "i do", - "cru ise", - "ri ding", - "be comes", - "be y", - "âļ½ ï¸ı", - "tw in", - "dedic ated", - "na sh", - "de si", - "work out", - "jen ni", - "i v", - "grou ps", - "rela x", - "pho eni", - "li ft", - "mix ed", - "m ck", - "p c", - "mu st", - "me tro", - "ci es", - "y ar", - "a im", - "ang er", - "i e", - "rec y", - "marri ed", - "dro pped", - "eng ag", - "le st", - "ambassad or", - "op h", - "de s", - "w ick", - "assi stant", - "nat ur", - "fa il", - "l td", - "shor t", - "k ap", - "sha w", - "bi gger", - "rema ins", - "crit ical", - "sur vey", - "co verage", - "er son", - "win d", - "n b", - "bil ly", - "let es", - "ac ts", - "jim my", - "at lan", - "al and", - "t c", - "import ance", - "dam age", - "f g", - "stor age", - "tw t", - "bon d", - "bal ance", - "cr ying", - "pu ppy", - "vo te", - "pu sh", - "ðŁĴ ľ", - "pol y", - "me l", - "lon don", - "terr ori", - "effec tive", - "corpor ate", - "atl anta", - "jac o", - "nas a", - "gre ek", - "sen ate", - "i sh", - "ev a", - "intellig ence", - "effor ts", - "al co", - "k un", - "h all", - "di ag", - "claim s", - "fir st", - "h b", - "ba e", - "v ul", - "pu ll", - " °", - "se par", - "spe ed", - "vic ti", - "on thisday", - "audi ence", - "r ates", - "te ach", - "fil ming", - "bu sh", - "son g", - "y um", - "br un", - "ra ine", - "aw a", - "par ks", - "ð Ŀ", - "ra bb", - "ra ch", - "ra id", - "reach ed", - "ra il", - "mo ves", - "selec ted", - "fr i", - "ra ising", - "om y", - "st ones", - "su k", - "franc isco", - "cas es", - "cap it", - "con fu", - "w tf", - "po ke", - "equip ment", - "gre g", - "ess ential", - "off ering", - "ne x", - "pi es", - "be c", - "cre ation", - "chair man", - "cro wn", - "w al", - "john ny", - "shi ft", - "ne ck", - "ban g", - "bir d", - "ðŁĺ ı", - "du ck", - "re serve", - "de pu", - "ma sters", - "over all", - "no tic", - "ju ice", - "sne ak", - "che er", - "cla sses", - "eag les", - "n ca", - "car pet", - "ci vil", - "coach es", - "har ris", - "u ps", - "b alls", - "dec or", - "mar tin", - "ro s", - "v ice", - "announ cement", - "who se", - "ti gers", - "ste red", - "c ts", - "dr am", - "ste el", - "youn g", - "inst all", - "supp o", - "recor ding", - "de ck", - "se ats", - "l der", - "ang le", - "bo t", - "sty les", - "elec tions", - "for tun", - "n ab", - "but ter", - "ari an", - "ka sh", - "in ner", - "ou red", - "be ast", - "we i", - "ic onic", - "exper ts", - "ne cess", - "b eng", - "jam es", - "li a", - "gre ece", - "ðŁĵ ·", - "ðŁĺ ģ", - "good bye", - "m itch", - "tw ice", - "mumb ai", - "ste am", - "ru sh", - "med al", - "ne tt", - "fashi on", - "t ar", - "r s", - "sav ing", - "ric ul", - "l m", - "sleep ing", - "brook lyn", - "mis s", - "sen ding", - "disco vered", - "sp here", - "of theday", - "k icks", - "missi ons", - "w right", - "er n", - "ght ly", - "i ous", - "mel bourne", - "star tu", - "mo ved", - "car ry", - "d ak", - "ag ues", - "bel gi", - "e ma", - "way ne", - "do t", - "er ie", - "pe l", - "it unes", - "matthe w", - "no body", - "est ab", - "cal m", - "win ds", - "lu c", - "prep are", - "tren ds", - "exerc ise", - "adv ant", - "ðŁĴ ¯", - "athle tics", - "app s", - "c tions", - "adv ance", - "laun ches", - "litt le", - "real donaldtrump", - "eliza beth", - "carol ina", - "hu b", - "hi dden", - "n w", - "us er", - "pol l", - "great er", - "mo st", - "f ed", - "p at", - "life style", - "s ati", - "sco res", - "marri age", - "l r", - "aven ue", - "de serve", - "ri f", - "ðŁ Ĺ", - "wat ch", - "champion ships", - "gr ay", - "en ni", - "cot ton", - "g om", - "whe re", - "pack age", - "su m", - "ab solu", - "new ly", - "foo ds", - "ty ler", - "assemb ly", - "musli m", - "ban k", - "re memb", - "op tions", - "produc er", - "land o", - "fun ds", - "u pper", - "shad ow", - "pro gre", - "co p", - "ing e", - "leg s", - "detro it", - "hill ary", - "jo se", - "gi ants", - "sou p", - "sustain able", - "t us", - "clo thes", - "roc king", - "n z", - "min ne", - "mat eri", - "bru ce", - "ear t", - "ca sting", - "independ ent", - "thou sands", - "ta h", - "de cl", - "veter ans", - "li ons", - "wra p", - "âĢ ¦", - "de ss", - "bl ing", - "st ine", - "e ggs", - "o on", - "clo sing", - "z ay", - "at t", - "bac on", - "fa il", - "ariz ona", - "de pre", - "gho st", - "new sp", - "w ers", - "vi p", - "li ked", - "id ent", - "volunte er", - "ad ult", - "pu pp", - "cir cle", - "mat erial", - "degre e", - "gro wn", - "boo m", - "calend ar", - "su r", - "vie wing", - "ath letes", - "ch and", - "re ll", - "asi an", - "en tr", - "vol ley", - "victi ms", - "bo dy", - "m ama", - "trans fer", - "ge ek", - "in dic", - "sav ed", - "ma i", - "g ent", - "it s", - "loun ge", - "k ol", - "the ory", - "situ ation", - "is lands", - "ar th", - "z oo", - "floo d", - "vi ously", - "show ed", - "parliam ent", - "ch ev", - "el ine", - "at trac", - "ab ad", - "ta il", - "h rs", - "lu s", - "por tu", - "gor y", - "provi des", - "to ys", - "de ath", - "in fe", - "an ce", - "g le", - "li am", - "lo ver", - "hu d", - "dv d", - "reve aled", - "g w", - "re ment", - "ca the", - "l ying", - "ra dio", - "der by", - "stor s", - "che mi", - "hosp it", - "âľ ¨", - "' :", - "ilo ve", - "le mon", - "re public", - "s ni", - "ne ss", - "do or", - "re action", - "pre gn", - "fla v", - "schol ar", - "spo tify", - "is ation", - "vis ual", - "aw are", - "spon sored", - "jo ke", - "less ons", - "leg is", - "lo ck", - "si mil", - "ðŁĺ ĭ", - "kin d", - "la y", - "ma h", - "ho ping", - "vancou ver", - "as er", - "clean ing", - "gal a", - "thre at", - "la p", - "ach e", - "ro mance", - "ex pen", - "re post", - "z am", - "e pi", - "mir ror", - "o ak", - "ad ul", - "bat man", - "s lu", - "l c", - "vie wed", - "re views", - "d ates", - "indone sia", - "acti vi", - "off en", - "lea f", - "i si", - "ag ricul", - "costu me", - "s ites", - "spir itu", - "appear ance", - "ir y", - "st air", - "applic ation", - "spec tac", - "ic ity", - "ski es", - "hand le", - "pun k", - "paradi se", - "t n", - "de al", - "provi ding", - "do c", - "recei ving", - "bre w", - "micro soft", - "à ¶", - "fer r", - "me tro", - "th ail", - "y um", - "car ter", - "à ¡", - "gent le", - "bre aks", - "coo per", - "show case", - "cu tting", - "egy pt", - "bab y", - "semin ar", - "gl ori", - "ss on", - "fa ve", - "re hear", - "lo tte", - "la dy", - "al as", - "pre p", - "deli vered", - "nu clear", - "ir o", - "engag ement", - "at ta", - "con ven", - "z an", - "gl ory", - "hol ds", - "busine sses", - "str ange", - "sch e", - "it self", - "gra d", - "mar kets", - "f alling", - "st ats", - "ge on", - "bu dd", - "li s", - "she et", - "thi si", - "co lo", - "deser t", - "regi stration", - "ig n", - "expla in", - "inter ior", - "la ws", - "writ ers", - "spr ings", - "k r", - "fri ed", - "blo om", - "inf ra", - "a o", - "cre d", - "pa st", - "line up", - "bo o", - "bre a", - "boo ts", - "celebr ity", - "att acks", - "bro ok", - "ev es", - "ex cu", - "cher ry", - "oo p", - "fas cin", - "boy friend", - "se as", - "n ine", - "effec ts", - "po wered", - "k ha", - "ðŁĺ Ģ", - "sh out", - "con dition", - "i j", - "her o", - "enter pri", - "win ter", - "applic ations", - "sho e", - "g el", - "batt le", - "pro grams", - "w art", - "ðŁĴ ¥", - "ra p", - "ho l", - "dang erous", - "di a", - "coun ter", - "ric s", - "i or", - "k night", - "co at", - "emo tional", - "at ures", - "d as", - "whe el", - "fore cast", - "tran sport", - "glasgo w", - "king dom", - "prepar ing", - "im medi", - "ff in", - "awar ded", - "prin ting", - "ro man", - "fight ers", - "any more", - "bel t", - "p ine", - "win e", - "x i", - "employe es", - "logi es", - "al led", - "de mo", - "birth day", - "ange les", - "lo g", - "dri vers", - "neck lace", - "k ath", - "s it", - "athle te", - "ef s", - "s burg", - "pur pose", - "resi stance", - "rele ases", - "t is", - "vari ous", - "deli ver", - "ch al", - "s anc", - "opp o", - "cra w", - "neu ro", - "dr a", - "suppor ters", - "sna p", - "diffic ult", - "swe ar", - "logi st", - "pa th", - "attemp t", - "à ¥", - "swim ming", - "ste ve", - "hur t", - "inclu ded", - "b ap", - "wa re", - "ðŁĴ ĭ", - "end ers", - "ja ke", - "le eds", - "cli mb", - "l b", - "im ple", - "li sa", - "clo thing", - "ðŁĺ İ", - "d t", - "com pla", - "sw ing", - "stra w", - "v als", - "k le", - "us ers", - "stor m", - "cu ts", - "ontari o", - "p an", - "hand some", - "i ow", - "ar gu", - "chec king", - "scotti sh", - "Ķ ï¸ı", - "si er", - "em ma", - "po d", - "patter n", - "de sh", - "en h", - "ed ward", - "t ing", - "k h", - "hal f", - "lincol n", - "mo ther", - "al leg", - "r c", - "volley ball", - "d n", - "g ay", - "all y", - "le ton", - "gro ve", - "l oud", - "adv anced", - "re spec", - "cli ent", - "supre me", - "thail and", - "ho w", - "gi g", - "to i", - "do t", - "dol lar", - "ðŁij ĩ", - "p it", - "r b", - "h n", - "produc ed", - "gg ers", - "âĨ Ĵ", - "ml b", - "can vas", - "fin eart", - "us d", - "in the", - "p son", - "actu al", - "s l", - "t b", - "ip ad", - "en sure", - "u mb", - "w d", - "sk a", - "mar s", - "k end", - "f eli", - "th ing", - "count down", - "absolu te", - "r out", - "dra l", - "p y", - "inju red", - "min t", - "hun ting", - "mm er", - "s age", - "li gh", - "ac ity", - "ex pan", - "mur ray", - "ar o", - "sec ure", - "four th", - "eag le", - "reli ef", - "st akes", - "industri al", - "clar k", - "under standing", - "see m", - "pl enty", - "sil ver", - "cla u", - "thre at", - "sa il", - "pro duce", - "ab str", - "is is", - "b r", - "eng ers", - "wor ry", - "bie ber", - "s j", - "just in", - "reali ze", - "ky le", - "esp n", - "fil ter", - "s ch", - "ty pes", - "game dev", - "d ing", - "twit ter", - "soldi ers", - "p om", - "car bon", - "y ards", - "child hood", - "ri ed", - "ke l", - "ele ph", - "t ons", - "key note", - "qui et", - "wi re", - "po sting", - "is sa", - "repre senting", - "bac ks", - "alex ander", - "celebr ates", - "ta ining", - "| |", - "ch or", - "esc ape", - "pe ek", - "ti ves", - "fiel d", - "ssi e", - "im pac", - "spons or", - "r c", - "we dd", - "cann ab", - "si des", - "trac ks", - "com par", - "con trac", - "techn ical", - "bi ble", - "expl oring", - "sh are", - "tra v", - "n ate", - "ill o", - "sc ru", - "m ingham", - "gun s", - "of the", - "sh ame", - "se es", - "ca tho", - "ac cess", - "ce l", - "repor ted", - " »", - "mari o", - "p ad", - "hope fully", - "ou se", - "y on", - "disapp o", - "ol o", - "p itt", - "pa c", - "ga p", - "cru sh", - "s g", - "k le", - "ge m", - "emp ire", - "dir ty", - "a is", - "avi ation", - "ze aland", - "fac ing", - "high way", - "d anny", - "spi der", - "ot ta", - "ðŁĺ Ħ", - "w y", - "col ours", - "in fl", - "co sts", - "olym pics", - "au s", - "h m", - "ho ward", - "pas ses", - "lau ren", - "mu sh", - "op in", - "r ho", - "disc ount", - "oper ation", - "em ily", - "mm m", - "cham ber", - "d il", - "to yo", - "shi p", - "sam u", - "pic tured", - "un ic", - "po l", - "keep er", - "carto on", - "st en", - "ig nor", - "n ations", - "n l", - "ta sting", - "deta il", - "offici als", - "mo tor", - "franc is", - "ed itor", - "ðŁij ĩ", - "pe ts", - "rang ers", - "t g", - "r n", - "w ri", - "nic hol", - "i se", - "spo ts", - "ani e", - "chec k", - "tri ple", - "ku mar", - "spe akers", - "ic ing", - "pre pared", - "ab use", - "friend ship", - "mon th", - "swi m", - "air e", - "sc ent", - "hamil ton", - "indi an", - "j es", - "yum my", - "te ars", - "da wn", - "i zed", - "worl ds", - "ðŁ ķ", - "b illi", - "st one", - "n hs", - "ba sic", - "p or", - "st le", - "ir on", - "ol der", - "cle vel", - "e ing", - "ðŁĺįðŁĺį ðŁĺį", - "prin ts", - "fir m", - "air craft", - "fin est", - "devel op", - "aar on", - "t z", - "gra ham", - "own ers", - "fo li", - "less on", - "qu es", - "bab e", - "cra ft", - "ph en", - "ju n", - "bir mingham", - "v ine", - "ll er", - "i an", - "fineart america", - "evol u", - "st ab", - "im per", - "war d", - "com ic", - "wi z", - "inv ited", - "du ke", - "mat ch", - "por ts", - "ro ger", - "diag no", - "ke pt", - "te st", - "vis u", - "r hy", - "so c", - "to x", - "b aker", - "sur face", - "co vers", - "man s", - "b its", - "x box", - "ff le", - "n an", - "gar d", - "h art", - "wat ers", - "v illa", - "re tro", - "light ning", - "catho lic", - "democr acy", - "neigh bor", - "pen n", - "cr an", - "jona than", - "la ura", - "vi bes", - "su b", - "coach ing", - "clear ly", - "uk raine", - "bra ve", - "commit ment", - "t all", - "mar t", - "ra p", - "mo di", - "sco tt", - "bro s", - "show er", - "ðŁı ¾", - "âĺº ï¸ı", - "cou sin", - "appro ach", - "br e", - "com pos", - "hil ari", - "phil ly", - "g ad", - "quick ly", - "ri an", - "t m", - "vir tual", - "hou ses", - "k t", - "phoeni x", - "w ire", - "ff y", - "b unch", - "anc ing", - "tal e", - "snap chat", - "star ter", - "h t", - "k icking", - "ap art", - "th y", - ") !", - "blo gger", - "it z", - "com fort", - "ang els", - "w ash", - "\" :", - "ar gent", - "re quest", - "hon est", - "mi ghty", - "bo bby", - "k g", - "ro l", - "thou se", - "ex po", - "h c", - "tab les", - "mag ical", - "po sts", - "de m", - "n w", - "or lando", - "ab er", - "* **", - "ðŁĺ ľ", - "environ mental", - "trans formation", - "mi le", - "w ic", - "hir ing", - "ma ine", - "bo ar", - "r ying", - "ti s", - "nit ure", - "twee ted", - "anton io", - "opin ion", - "fin ale", - "di y", - "f is", - "th in", - "trou ble", - "le go", - "fi les", - "qu art", - "sp a", - "curren cy", - "cli mate", - "fan art", - "rail way", - "sp ace", - "ban ds", - "dani el", - "mo tion", - "l eng", - "hol der", - "oc cu", - "mar ie", - "cathe dral", - "bu zz", - "bi es", - "nas car", - "bm w", - "bat tery", - "char lotte", - "doc tor", - "zz le", - "se ven", - "in san", - "d dy", - "st en", - "lab or", - "thr illed", - "se ren", - "docu mentary", - "wav es", - "cer tain", - "can did", - "allow ed", - "ninten do", - "star wars", - "ta p", - "home made", - "d les", - "ther ing", - "bre e", - "emp ty", - "pi ano", - "pos iti", - "coun try", - "por k", - "pu ts", - "per ry", - "m atic", - "spot light", - "ti st", - "or ities", - "we alth", - "c p", - "bar bar", - "commit ted", - "as sau", - "pro fit", - "e ight", - "hu l", - "fini shing", - "run ner", - "ss o", - "insp ec", - "char ged", - "christ op", - "lo sing", - "co al", - "ho o", - "ele v", - "de le", - "mo ham", - "don ation", - "c able", - "clin ic", - "j in", - "manag ed", - "ter ing", - "â ¬", - "ur ban", - "depu ty", - "bb er", - "bur n", - "acade mic", - "o tt", - "sta ke", - "it er", - "sto wn", - "ack er", - "advent ures", - "ad ams", - "gre g", - "pro m", - "vo l", - "ac qu", - "con gre", - "pa int", - "citiz ens", - "c all", - "af ford", - "v c", - "as ks", - "the tic", - "independ ence", - "â Ľ", - "h itting", - "bl on", - "fu ture", - "â ı", - "in no", - "gen e", - "bo ards", - "di stance", - "se t", - "re mem", - "th al", - "pre vent", - "l ang", - "ob jec", - "su sp", - "mat t", - "in duc", - "bor o", - "pi one", - "re di", - "vir tu", - "prin ted", - "sco pe", - "shar k", - "suc ce", - "a stron", - "il legal", - "j ag", - "c ting", - "ine e", - "at o", - "rob in", - "nutr ition", - "b f", - "du tch", - "b n", - "fur niture", - "for gotten", - "at ar", - "ru p", - "hy per", - "bran ch", - "communic ation", - "degre es", - "on ia", - "un cle", - "promo te", - "or che", - "wi i", - "j s", - "but ton", - "ma jor", - "c bs", - "bri stol", - "premi um", - "ordin ary", - "e dit", - "m g", - "we ed", - "st even", - ": '", - "gu s", - "te s", - "cap tured", - "dru gs", - "do w", - "wr ites", - "bi shop", - "whe els", - "ali zation", - "disco very", - "w r", - "rach el", - "ne il", - "hy dr", - "cu test", - "entreprene ur", - "kore an", - "ore gon", - "ul ty", - "perfec tly", - "suppor ted", - "histor ical", - "t wins", - "ell y", - "we l", - "de vil", - "in come", - "scienti sts", - "de leg", - "h en", - "on i", - "ic ed", - "gi o", - "cur ry", - "reve al", - "e g", - "buff alo", - "n ol", - "op era", - "camer on", - "haha haha", - "j ab", - "gradu ation", - "cra ig", - "r al", - "i f", - "organi zation", - "le ge", - "g ang", - "su d", - "edin burgh", - "l ack", - "fli es", - "g ate", - "thr ones", - "q b", - "the real", - "e leg", - "pp in", - "c les", - "jam ie", - "tn am", - "cryp to", - "ou l", - "p ages", - "a se", - "roo ts", - "stu pid", - "a did", - "boo t", - "prote in", - "s ap", - "si um", - "su s", - "end or", - "fun ction", - "don t", - "en na", - "ch y", - "squ e", - "wor ker", - "m tv", - "e a", - "k an", - "ðŁĴ ļ", - "mu s", - "professi on", - "t to", - "oper ations", - "al lo", - "c tor", - "inv ite", - "sc and", - "ou th", - "z im", - "lin ks", - "cli ents", - "sam sung", - "discu sses", - "n ell", - "ul tra", - "some where", - "ste wart", - "ine t", - "de z", - "b out", - "fac tor", - "ti an", - "tr ans", - "jere my", - "d b", - "ðŁĩ ¬", - "or n", - "develop ing", - "spo l", - "coo per", - "ma u", - "rememb ering", - "tre k", - "famil y", - "sen iors", - "fo ster", - "att ended", - "w ing", - "trans form", - "ele mentary", - "hor iz", - "li sting", - "malay sia", - "it ch", - "warri or", - "philipp ines", - "russ ell", - "m end", - "initi ative", - "cre ep", - "to ps", - "br iti", - "a ur", - "shar p", - "adverti sing", - "ug ly", - "achi ev", - "materi als", - "bu g", - "dev ice", - "bon us", - "fac ility", - "col e", - "nh l", - "y as", - "plann ed", - "pol e", - "excell ence", - "tr ick", - "con fl", - "r p", - "achi eve", - "lo an", - "swa g", - "jess ica", - "ho we", - "p our", - "sc u", - "z oo", - "r ated", - "dre sses", - "re bel", - "mex ican", - "co ordin", - "me ss", - "atlan tic", - "t l", - "osc ar", - "wal ks", - "phar mac", - "investig ation", - "... #", - "cc i", - "eas ily", - "monday motivation", - "y ment", - "au ti", - "for ced", - "ar med", - "colle agues", - "pap ers", - "pro per", - "sha ke", - "bu c", - "le an", - "exhi bit", - "e vement", - "co tt", - "bi z", - "sp er", - "k ent", - "sw an", - "/ @", - "girl friend", - "haw k", - "âĺ Ģï¸ı", - "mon o", - "ðŁĴ Ľ", - "stat ue", - "ðŁĺ ³", - "ra s", - "te eth", - "preci ous", - "t ile", - "p am", - "swi ft", - "v ali", - "no se", - "dr unk", - "experi ences", - "come back", - "gen ius", - "wor se", - "sh ef", - "ra d", - "ed it", - "hon our", - "au spol", - "lar ry", - "h ire", - "gor don", - "achi evement", - ".... ....", - "su icide", - "alter native", - "su p", - "sur roun", - "sha ke", - "ke ith", - "pe pper", - "tur k", - "crimin al", - "be ck", - "su m", - "w alls", - "cn n", - "an tic", - "of fe", - "col li", - "win es", - "high light", - "hawa ii", - "emb ar", - "l fc", - "ðŁĩ ®", - "m v", - "> >", - "at mo", - "wor d", - "car l", - "shout out", - "bre wing", - "ì Ŀ", - "do f", - "s ic", - "hot test", - "col on", - "hh h", - "shu t", - "low ing", - "volu me", - "apart ment", - "agre ement", - "de stro", - "we e", - "religi ous", - "iow a", - "ro d", - "land ing", - "re present", - "ðŁĵ· :", - "la s", - "usu ally", - "h l", - "c ac", - "sal v", - "al ong", - "laugh ing", - "be ans", - "remin ds", - "pha se", - "some body", - "ma sk", - "ran ked", - "dest roy", - "sc i", - "âĢ¼ ï¸ı", - "gab ri", - "le o", - "ro a", - "fa iled", - "si l", - "refuge es", - "re vi", - "r ing", - "ber ries", - "coo kies", - "y y", - "conserv ation", - "sh ab", - "human s", - "de termin", - "a in", - "ni all", - "as su", - "mb a", - "fro m", - "extre me", - "vic es", - "commer ce", - "ght ful", - "or dered", - "suppor ts", - "re cap", - "v or", - "dro pping", - "correc t", - "pay ing", - "mean ing", - "n j", - "qui z", - "\" #", - "busine ss", - "ðŁĩ® ðŁĩ", - "indi gen", - "du st", - "box es", - "bl ind", - "x xx", - "zz y", - "ðŁĩ¬ ðŁĩ", - "ss els", - "s ant", - "dd le", - "hilari ous", - "desig n", - "wonder ing", - "vehic les", - "k re", - "ju d", - "rece ption", - "par ker", - "à Ń", - "pri vi", - "hy dro", - "sof tball", - "pol lu", - "lo cked", - "ba h", - "e ar", - "scri pt", - "di vi", - "br ace", - "geor ge", - "the ast", - "bel o", - "j al", - "tion ary", - "dent al", - "roc ket", - "pur ch", - "sh ak", - "manufac turing", - "e z", - "it is", - "con cep", - "tb all", - "ch s", - "direc ted", - "pra yers", - "oo k", - "phil os", - "vari ety", - "che ss", - "ser ver", - "g and", - "bal ti", - "ðŁĵ ¸", - "sel y", - "cru z", - "spectac ular", - "bur ning", - "re present", - "i z", - "t one", - "mer ce", - "h ell", - "bed room", - "estab li", - "bo l", - "com mon", - "ãĥ »", - "ab or", - "kit ty", - "hei ghts", - "re pair", - "willi am", - "qu ake", - "alab ama", - "popul ation", - "re v", - "re tt", - "i sts", - "n ite", - "le m", - "a ha", - "clevel and", - "r m", - "po ver", - "ob se", - "mon tre", - "man ia", - " ®", - "con ne", - "car ni", - "sh ah", - "f y", - "u a", - "sc or", - "strugg le", - "bo b", - "' '", - "appro pri", - "deci de", - "ff ed", - "ca ster", - "s ort", - "hun gry", - "dra g", - "ا Ù", - "gr ounds", - "d w", - "sli ghtly", - "car din", - "dead line", - "bron ze", - "web in", - "bar ry", - "sil ence", - "e uro", - "op tion", - "ear n", - "ðŁĴ ĸ", - "howe ver", - "na ren", - "na ils", - "bath room", - "v ine", - "ph d", - "min ing", - "gar age", - "( )", - "shou lder", - "defe at", - "di r", - "o v", - "liber ty", - "ple as", - "x on", - "com pre", - "a v", - "j in", - "ab les", - "sil ent", - "fam ili", - "vis its", - "di pl", - "ha bit", - "milli ons", - "regar ding", - "innov ative", - "sen ator", - "r ts", - "v on", - "k l", - "wh il", - "requi red", - "âĿ Ħ", - "lu v", - "presi dential", - "po cket", - "hun dre", - "sho wn", - "fro zen", - "to ward", - "fa st", - "confi dence", - "r ough", - "indivi dual", - "qu et", - "ðŁı ½", - "dom e", - "fi fa", - "engine er", - "z en", - "re mix", - "ðŁĺ ĥ", - "pl ant", - "min or", - "robin son", - "as y", - "pul led", - "cer tain", - "potat o", - "( :", - "pre s", - "oc ca", - "w it", - "it em", - "si e", - "d ating", - "thom pson", - "own ed", - "an u", - "vi e", - "te dly", - "good night", - "ex cept", - "ðŁĮ Ł", - "ira q", - "ki e", - "ren ces", - "li p", - "simil ar", - "sau di", - "vi g", - "arth ur", - "pic ks", - "mil an", - "hon da", - "ma xi", - "o g", - "ste st", - "ar ch", - "analy tics", - "ba sti", - "pear l", - "ter ry", - "hor se", - "ast ro", - "ac ce", - "laun ching", - "inter national", - "s no", - "ta sty", - "den ver", - "ir l", - "pe te", - "tor n", - "advant age", - "var sity", - "\" \"", - "sol e", - "g c", - "lan g", - "demon str", - "ol ds", - "un ity", - "ne ts", - "insp ire", - "cre te", - "nash ville", - "nel son", - "e ter", - "wal k", - "hy un", - "m ack", - "tre as", - "see king", - "ra ge", - "bru sh", - "ab and", - "whil st", - "co con", - "h ong", - "shel ter", - "i p", - "possi bly", - "so o", - "it ed", - "â Ħ", - "rac es", - "war ming", - "qu in", - "tele vision", - "mat ches", - "ra pi", - "ment al", - "pal m", - "jenni fer", - "rol ls", - "indi ana", - "b ars", - "cat ching", - "resc u", - "candid ates", - "fa re", - "âł Ģ", - "se o", - "vie tnam", - "alph a", - "michel le", - "visi ble", - "re gre", - "wn ed", - "app le", - "li p", - "f fe", - "li z", - "york shire", - "ha il", - "se asons", - "be gan", - "m d", - "k c", - "la p", - "fascin ating", - "hel p", - "ur y", - "u ms", - "nu ts", - "se m", - "along side", - "bri dge", - "ori al", - "o ve", - "world cup", - "briti sh", - "comfor table", - "i ve", - "hot els", - "fair s", - "hor ri", - "so x", - "d ining", - "stre am", - "bar ri", - "ss y", - "w im", - "ter ms", - "v u", - "pe re", - "l ens", - "wal ked", - "r or", - "l ars", - "shi eld", - "dou bt", - "pro to", - "cro ssing", - "me ant", - "medi um", - "ad ding", - "e b", - "che ap", - "fun c", - "pap er", - "bran ds", - "ry an", - "feed back", - "col lins", - "un known", - "tro pical", - "sand wich", - "fal len", - "for mu", - "selec t", - "lo ads", - "answ ers", - "or i", - "mag a", - "d or", - "du o", - "ali e", - "dru m", - "ur i", - "de er", - "sou l", - "sh ut", - "âĺ º", - "sto len", - "don ated", - "bu zz", - "patri ots", - "ha l", - "na sty", - "nomin ated", - "mon te", - "ki a", - "th ri", - "ing u", - "te sts", - "pe tro", - "ðŁij ij", - "ho sts", - "ne st", - "to pic", - "pat ch", - "m my", - "hu gh", - "ab ilities", - "ma the", - "s miles", - "g b", - "ag enda", - "insi ghts", - "chi p", - "ph an", - "fail ure", - "dg ers", - "ha i", - "signific ant", - "sho ck", - "ru ral", - "gl am", - "figu res", - "pot us", - "o ta", - "mini stry", - "appe ars", - "fe ar", - "r h", - "americ an", - "h att", - "son y", - "fi res", - "e di", - "n ou", - "e qui", - "wh en", - "univers al", - "mad ness", - "i x", - "sculp ture", - "b ach", - "t to", - "swe den", - "et a", - "en to", - "develop ed", - "month ly", - "ma ps", - "ra h", - "le d", - "del ta", - "sa ints", - "is lam", - "ben ch", - "fif th", - "v ard", - "so cks", - "wel coming", - "j e", - "tur ner", - "v b", - "ad i", - "nor way", - "ad y", - "hurric ane", - "por sche", - "tra dition", - "ex am", - "newsp aper", - "lu ci", - "a ver", - "ide al", - "d na", - "madi son", - "ðŁ §", - "wit ness", - "ac ou", - "insi ght", - "si mon", - "robo t", - "sna ke", - "n bc", - "ac o", - "ro ss", - "sh ment", - "religi on", - "ch ann", - "in su", - "camp bell", - "inst alled", - "we ather", - "hor ses", - "ol i", - "rober t", - "k az", - "ðŁı Ģ", - "veter an", - "th read", - "quar ter", - "ea sier", - "cap ture", - "hi pho", - "law rence", - "roman tic", - "pas sion", - "cl ay", - "ox ford", - "th ai", - "stu dying", - "fi a", - "elec ted", - "most ly", - "c b", - "tu mb", - "âĢįâĻ Ĥ", - "x l", - "sh an", - "fa ster", - "ev ans", - "sli de", - "sh ri", - "see k", - "mi es", - "chemi stry", - "pump kin", - "tu m", - ", ,", - "ro om", - "fi red", - "li ps", - "pres ence", - "af f", - "brew ery", - "arri ve", - "sw ag", - "photo graph", - "pen gu", - "chi ps", - "at tor", - "val ues", - "accur ate", - "con temporary", - "princi pal", - "cannab is", - "ari o", - "any where", - "gi a", - "democr ats", - "buil dings", - "li ved", - "ap s", - "neg ative", - "m are", - "bal lo", - "li on", - "diam on", - "loo k", - "re form", - "tom my", - "il la", - "tre ats", - "hundre ds", - "port land", - "wor thy", - "ex cep", - "ar ia", - "ido l", - "be er", - "cd n", - "y u", - "aw k", - "ðŁĩ ¨", - "c ells", - "à ³", - "ident ity", - "dra wn", - "de vil", - "f inger", - "th am", - "ðŁij Ĭ", - "ear ned", - "fin tech", - "dol ph", - "twee ting", - "evolu tion", - "ðŁĵ į", - "est im", - "m vp", - "n one", - "ðŁĩºðŁĩ ¸", - "toyo ta", - "au x", - "mar in", - "b old", - "l bs", - "ste ak", - "mur phy", - "it able", - "lou is", - "sol ve", - "pi a", - "sk ir", - "ill ino", - "webin ar", - "ban ana", - "lo v", - "th on", - "vo ters", - "afford able", - "defe ated", - "lm fa", - "air lines", - "super b", - "any way", - "deb t", - "bo red", - "ver si", - "me tal", - "responsi ble", - "m k", - "s se", - "f ay", - "cau sed", - "f p", - "recomm end", - "pla za", - "spor ting", - "alli ance", - "au stri", - "n n", - "t ours", - "surpri sed", - "arti f", - "th under", - "sur ve", - "wor e", - "bri ef", - "necess ary", - "z ie", - "ash ley", - "dra ke", - "r t", - "kni fe", - "im mun", - "char ges", - "a the", - "bri de", - "rep ly", - "g av", - "broad cast", - "pu er", - "brace let", - "cap acity", - "harve st", - "id k", - "perfor man", - "d ding", - "il ers", - "par a", - "jam a", - "pro vince", - "ch in", - "id ers", - "har i", - "te aser", - "ch en", - "re stor", - "r at", - "fl at", - "col om", - "ðŁĴ ŀ", - "ðŁĩ¨ ðŁĩ", - "smoo th", - "r t", - "p itch", - "stay ing", - "isra eli", - "t cot", - "per spective", - "do ck", - "open er", - "lo vel", - "x o", - "class room", - "l ington", - "go al", - "kenne dy", - "sh am", - "sp aces", - "mitch ell", - "home coming", - "uk i", - "claim ed", - "recru it", - "ing o", - "mu fc", - "mon it", - "g roo", - "resi dent", - "per cent", - "per man", - "otta wa", - "int ment", - "an xi", - "stand ards", - "wor ship", - "sche me", - "f x", - "pot ter", - "bi an", - "athle tic", - "af gh", - "s se", - "sat ell", - "par ties", - "âĿ¤ âĿ¤", - "infra structure", - "rela x", - "mo du", - "wor n", - "smo king", - "y ach", - "practic es", - "wc w", - "am b", - "dome stic", - "tay lor", - "k entu", - "provi ded", - "mo di", - "ve g", - "\" ...", - "ob serv", - "ðŁĺ ©", - "be ard", - "m our", - "an gry", - "ðŁĺ ±", - "startu ps", - "woo den", - "di ve", - "na il", - "anti que", - "ro ses", - "torn ado", - "m at", - "^ ^", - "su spect", - "far m", - "de vices", - "me ga", - "tu l", - "scholar ship", - "ge e", - "disa ster", - "arri val", - "po in", - "mar c", - "kati e", - "bb ed", - "fal se", - "deser ves", - "ric hard", - "ju ana", - "fre y", - "tion ed", - "hy bri", - "r w", - "sar ah", - "ach i", - "c ure", - "o le", - "mor ris", - "ch ic", - "broad way", - "la bel", - "pa k", - "pover ty", - "gol f", - "e red", - "f u", - "er ies", - "be es", - "alo gue", - "st el", - "wire less", - "je wish", - "ti de", - "blo cked", - "life time", - "b har", - "sp lit", - "am ster", - "th i", - "jo shu", - "br unch", - "ha ps", - "s for", - "oo ps", - "ka poor", - "hi king", - "suppo sed", - "ro of", - "re as", - "tra in", - "ti ght", - "tru mp", - "bas ically", - "r r", - "ea red", - "see ds", - "entr ance", - "c p", - "wi e", - "son ic", - "vic tim", - "he re", - "e h", - "ear rings", - "sal mon", - "arc tic", - "an ne", - "dou gla", - "corru ption", - "hann ah", - "ha sn", - "vo ices", - "con ce", - "att a", - "fle et", - "clin ical", - "democr atic", - "ton y", - "st ood", - "le f", - "twit ch", - "a il", - "honest ly", - "incre ased", - "dro me", - "don na", - "accep ted", - "visit ors", - "ap ar", - "ad or", - "p ar", - "jer ry", - "ra i", - "brand on", - "ab u", - "!! !!!!", - "me me", - "in gh", - "glori ous", - "b hu", - "pu mp", - "j ol", - "li ke", - "fi sher", - "ma z", - "ag an", - "destin ation", - "play list", - "le tters", - "gen u", - "br ace", - "celebr ated", - "bann er", - "r he", - "dra gon", - "ðŁĺ ħ", - "sig nature", - "gre y", - "âľ Ķï¸ı", - "al ice", - "be red", - "ph er", - "ber n", - "ca th", - "ga thering", - "sc oring", - "influ ence", - "sm iling", - "de pt", - "lo cal", - "a x", - "ac u", - "reti rement", - "hon or", - "her self", - "chem ical", - "asse ss", - "y all", - "fre qu", - "appreci ation", - "ac a", - "cho ir", - "cu z", - "so il", - "c il", - "repor ting", - "u h", - "enterpri se", - "gr at", - "jaco b", - "ru m", - "fe e", - "j ak", - "sp in", - "bi kes", - "phi a", - "ste re", - "p is", - "bloo d", - "t att", - "ra ft", - "war ren", - "sh eri", - "back stage", - "mar sh", - "hash tag", - "ther ine", - "re in", - "game day", - "guar an", - "reci pes", - "min ds", - "stron ger", - "issu ed", - "bic y", - "n ak", - "ment ed", - "sc ary", - "u x", - "pre vious", - "tt le", - "th ats", - "ac tors", - "u ma", - "tin a", - "bun ny", - "promo tion", - "u ss", - "oli ver", - "montre al", - "what s", - "appreci ated", - "la kes", - "excu se", - "kno wing", - "pri zes", - "musc le", - "shad es", - "sco t", - "ing redi", - "electr onic", - "ju an", - "comb at", - "s ri", - "e h", - "turk ish", - "l om", - "stri kes", - "pri son", - "re e", - "po pe", - "vi d", - "ol dest", - "dol l", - "sw iss", - "certi fied", - "cli p", - "re turning", - "lat or", - "le igh", - "tt es", - "wat son", - "heal ing", - "el im", - "per haps", - "ha ss", - "k au", - "d der", - "mou se", - "new castle", - "indigen ous", - "wel comes", - "co le", - "tau ght", - "no ise", - "appe ar", - "jo e", - "can on", - "wedne sday", - "u tah", - "c tive", - "dri ven", - "i v", - "c ell", - "stri p", - "ac c", - "focu sed", - "ar rest", - "sto cks", - "wo o", - "â Ĺ", - "notic ed", - "shad o", - "di spla", - "ter ror", - "bor ne", - "secon d", - "que ens", - "wo ke", - "ja il", - "no tt", - "cam bridge", - "har t", - "se af", - "fa x", - "ac cept", - "âĺ ħ", - "goo ds", - "k at", - "t win", - "h s", - "thou sand", - "s ins", - "su ite", - "amp ton", - "ar n", - "rele v", - "ric har", - "hoo ps", - "n bc", - "class ic", - "p ab", - "soldi er", - "de plo", - "le ans", - "install ation", - "cla sh", - "le ban", - "ee e", - "ti re", - "belo ved", - "fu sion", - "travel ing", - "ne i", - "coo kie", - "glo be", - "phys ics", - "s q", - "co l", - "wol ves", - "d l", - "ex it", - "\" -", - "foo tball", - "le af", - "ster ling", - "hi de", - "minne so", - "fresh man", - "natu re", - "indi e", - "supp lies", - "bri s", - "iri sh", - "ink tober", - "doo dle", - "ic op", - "mess ages", - "adul ts", - "recor ded", - "fix ed", - "ar do", - "offe red", - "under ground", - "dr one", - "p ine", - "ma inten", - "and re", - "ham mer", - "s x", - "r ound", - "hi ke", - "bra d", - "ro me", - "fu ll", - "on ey", - "ro ws", - "colum bia", - "archi ves", - "appro ved", - "bat ch", - "illino is", - "recogn ition", - "shou ldn", - "fo g", - "nca a", - "ke vin", - "human ity", - "al though", - "pow ers", - "p ou", - "s ar", - "pe st", - "alco hol", - "con sci", - "phil adel", - "en o", - "t m", - "ok la", - "cate gory", - "particip ate", - "accu sed", - "bri ef", - "po em", - "clu bs", - "consul t", - "ja b", - "big data", - "amster dam", - "ac ing", - "certi fic", - "n u", - "d at", - "impro ved", - "and y", - "campa ig", - "pale stin", - "p ace", - "mo bi", - "feel ings", - "wol f", - "bra in", - "pro pos", - "inter active", - "prin ce", - "inde x", - "c is", - "cha e", - "peace ful", - "co vering", - "ac o", - "cour ses", - "mon key", - "re place", - "b l", - "bloo dy", - "tal es", - "brigh ton", - "neighbor hood", - "g ates", - "spiritu al", - "af raid", - "bre ast", - "b ones", - "ðŁij ī", - "vide o", - "w au", - "tou ch", - "inju ries", - "car l", - "ri x", - "une x", - "âĢ ¢", - "fre d", - "consi dered", - "thu si", - "an ch", - "on y", - "u sa", - "graph ics", - "ac re", - "ðŁĺ ©", - "com memor", - "com mod", - "go ti", - "guar dian", - "star bucks", - "pre vention", - "haha haha", - "admini stration", - "portu gal", - "fac ulty", - "bet a", - "ul a", - "al bert", - "bre ath", - "er i", - "le tting", - "tr ic", - "ment ation", - "incredi bly", - "ten nes", - "v d", - "ðŁĻ Ī", - "ed die", - "br ick", - "gr ill", - "bt w", - "wat ches", - "resear chers", - "t ney", - "ni e", - "p as", - "a ster", - "vi br", - "poke mon", - "ch rome", - "go at", - "pitt s", - "il ly", - "festi ve", - "y d", - "can al", - "ðŁ Ĩ", - "fi es", - "car los", - "re que", - "partic i", - "tra ins", - "sam ple", - "temper ature", - "sym ph", - "pic king", - "in door", - "z ers", - "playo ffs", - "____ ____", - "ap es", - "ly rics", - "islam ic", - "performan ces", - "d ick", - "spar k", - "se as", - "hom a", - "gr ound", - "disc i", - "employe e", - "com mu", - "alas ka", - "al an", - "fe ast", - "dg ing", - "ban king", - "manu el", - "slow ly", - "tru cks", - "mc car", - "oo o", - "sc rat", - "orche stra", - "indivi du", - "m x", - "bre ath", - "stair s", - "equ ality", - "bla ke", - "loc ations", - "cocon ut", - "balti more", - "aa a", - "l c", - "ðŁı Ĩ", - "har vey", - "resi st", - "immigr ation", - "adid as", - "fil i", - "re f", - "lg bt", - "mo s", - "pp i", - "ken ny", - "terr or", - "ban e", - "apol is", - "s g", - "social media", - "ka i", - "hon est", - "as sas", - "bol lywood", - "âĢįâĻ Ģï¸ı", - "ferr ari", - "hor n", - "cryp to", - "bo om", - "mainten ance", - "i di", - "s man", - "w l", - "ext ended", - "in sul", - "ve s", - "go sp", - "tr i", - "pi g", - "tar ge", - "cel er", - "st ati", - "sm h", - "ri dic", - "appe al", - "? )", - "con clu", - "cos me", - "she ep", - "christop her", - "en thusi", - "po lish", - "me ts", - "oun ded", - "sustain ability", - "creati vity", - "con crete", - "ra i", - "ali en", - "ble ss", - "te es", - "clu b", - "ro t", - "bo s", - "ex ist", - "perfe ction", - "lu ck", - "rock y", - "expen sive", - "mean while", - "happy birthday", - "pre t", - "thr iller", - "ca ve", - "playo ff", - "som er", - "l u", - "le x", - "def ence", - "am writing", - "home less", - "pro phe", - "ch et", - "past or", - "ðŁ¤ £", - "land er", - "ww w", - "Ģ ï¸ı", - "tic a", - "! #", - "o tic", - "rad ar", - "po sters", - "pow der", - "po li", - "ha un", - "tra p", - "bl in", - "assau lt", - "shor ts", - "re y", - "sh y", - "squ ir", - "rac ist", - "gar lic", - "fu r", - "remo te", - "sm ell", - "impre ssed", - "fing ers", - "âł Ģ", - "din o", - "le ment", - "s nu", - "promo ting", - "str ing", - "produc tive", - "b age", - "ma son", - "ra z", - "direc tly", - "j k", - "ev al", - "ðŁij Ĭ", - "doc tors", - "co w", - "ri der", - "st v", - "re move", - "w u", - "na than", - "ro d", - "n r", - "= >", - "affe cted", - "inve st", - "mp tion", - "g inger", - "o d", - "agricul ture", - "s que", - "mu g", - "coun ting", - "ke e", - "mag nific", - "coo k", - "ani stan", - "roo t", - "plac ed", - "sym po", - "gh ana", - "un d", - "che er", - "thro wing", - "secre ts", - "f illing", - "opti mi", - "butter fly", - "bu bb", - "ðŁĺ ī", - "terri ble", - "d g", - "sil k", - "obse ssed", - "lo u", - "ai de", - "sal ute", - "mon u", - "philadel phia", - "scienti fic", - "i st", - "u ae", - "dess ert", - "bott les", - "can yon", - "ðŁĺ Ī", - "car ib", - "o ther", - "w ich", - "re source", - "guil ty", - "un d", - "le on", - "e ss", - "kan e", - "el e", - "tra iner", - "he im", - "an te", - "man age", - "roo kie", - "tre ated", - "po ses", - "rs vp", - "cau ses", - "aw ak", - "je well", - "le tt", - "on ics", - "tit les", - "cardi ff", - "g aga", - "bu mp", - "use ful", - "? !", - "loo se", - "bb ing", - ": :", - "argent ina", - "de bu", - "cy cl", - "wh el", - "dis gu", - "j el", - "k ills", - "bio logy", - "ex ter", - "tra sh", - "bo dies", - "tr am", - "circu it", - "expe ct", - "la ds", - "w ells", - "sho t", - "ge e", - "naren dr", - "fa stest", - "b ent", - "b ills", - "mar shall", - "h ats", - "intro duce", - "citi zen", - "im possible", - "gi b", - "az z", - "net working", - "r ant", - "thin k", - "in dy", - "st ops", - "f theday", - "bri an", - "* *", - "amo di", - "dom e", - "coura ge", - "pac king", - "af fairs", - "g n", - "si zed", - "ent ary", - "pol and", - "swit zer", - "afgh anistan", - "w u", - "ten der", - "subscri be", - "mo sco", - "att end", - "republic an", - "hon ey", - "âĢ ĭ", - "si mul", - "we ster", - "foo die", - "or o", - "midd le", - "ab t", - "co pies", - "ma je", - "narendr amodi", - "ty pical", - "inspir ational", - "vit am", - "wis con", - "cu bs", - "tiv ity", - "h ali", - "e ars", - "k ay", - "d are", - "mari juana", - "cu rious", - "an ia", - "tom ato", - "re mind", - "ðŁĩ ·", - "sc ared", - "cou p", - "po et", - "land ed", - "ri d", - "wra pped", - "mor ri", - "climb ing", - "e ws", - "fe eding", - "con tra", - "tho logy", - "gri d", - "ti vely", - "read er", - "la ser", - "di ving", - "di g", - "lat in", - "ti ed", - "shake spe", - "o ci", - "ad m", - "show ers", - "chu ck", - "mar cus", - "oo s", - "kne e", - "o live", - "ow l", - "dy lan", - "an no", - "g ym", - "deci sions", - "well ness", - "arri ves", - "sati s", - "chri s", - "thur s", - "ðŁ¤ £", - "inter views", - "thank you", - "switzer land", - "over night", - "journ alist", - "ser ves", - "vol can", - ".... ...", - "plo t", - "nic ol", - "car rying", - "mag ne", - "tre asure", - "ex p", - "be ver", - "ðŁĺ ¢", - "mar ty", - "mo le", - "don ations", - "recogni zed", - "b h", - "du s", - "sh ann", - "al do", - "success fully", - "ent e", - "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ", - "cab inet", - "cu is", - "tit led", - "d as", - "so l", - "strate gies", - "deli vering", - "ad ds", - "ani an", - "ne ther", - "ðŁĴ ĥ", - "con tain", - "su its", - "pa irs", - "to dd", - "rel la", - "ro pe", - "ci o", - "cro p", - "paint ings", - "su z", - "re jec", - "bu st", - "d h", - "fra ud", - "m h", - "contro l", - "je al", - "destroy ed", - "al lows", - "wo ol", - "minneso ta", - "om en", - "j u", - "sympo sium", - "d af", - "lim it", - "accoun ts", - "load ing", - "inter n", - "re solution", - "hol land", - "qu al", - "meet ings", - "gra ve", - "cam ping", - "v am", - "re nov", - "liber al", - "am ber", - "gre e", - "hu mb", - "fe ver", - "el ing", - "broo ks", - "à ²", - "be th", - "ad ed", - "al t", - "ro e", - "perform ed", - "jo sh", - "frank lin", - "nic ole", - "de ss", - "bb s", - "m g", - "net works", - "min im", - "al t", - "weap ons", - "gu y", - "jas on", - "g ha", - "harb our", - "at on", - "pra ise", - "kentu cky", - "bel fast", - "st icks", - "blo ss", - "ho pes", - "an thro", - "famili ar", - "wa it", - "ch ile", - "depre ssion", - "la x", - "je ts", - "le ice", - "recei ves", - "si er", - "an k", - "de x", - "inde ed", - "fle xi", - "fab ric", - "lam b", - "hel icop", - "am anda", - "âĢĶ âĢĶ", - "compe te", - "sn ack", - "techno logies", - "sy rian", - "mom s", - "mu ham", - "cho sen", - "an at", - "dev on", - "shar ks", - "re t", - "fundra iser", - "selfi es", - "st ations", - "communic ations", - "tennes see", - "tu tor", - "ro t", - "valu able", - "dynam ic", - "nur se", - "i ed", - "earth quake", - "deser ved", - "a ve", - "sar a", - "stre tch", - "dougla s", - "ne pal", - "à §", - "ob viously", - "d ame", - "ra pe", - "any body", - "k w", - "pat rol", - "hol ders", - "h anna", - "info graphic", - "ec o", - "be ating", - "stan ley", - "bo ats", - "ri bb", - "e z", - "wit ch", - "inv a", - "ac id", - "boar ding", - "- @", - "gi l", - "da ve", - "care ers", - "opp os", - "l loy", - "in ter", - "do pe", - "re su", - "j agu", - "sh ade", - "in dy", - "on ist", - "rel ations", - "ag en", - "ab le", - "inci dent", - "me ter", - "shar ma", - "id r", - "pro ve", - "immedi ately", - "tro ops", - "am an", - "g low", - "gaz a", - "blo cks", - "person al", - "chron ic", - "all er", - "si d", - "sh r", - "whats app", - "lu cy", - "ar chae", - "ho u", - "journ alism", - "our selves", - "go t", - "the med", - "shap ed", - "we ak", - "cas ual", - "leng th", - "sla m", - "ab bey", - "e v", - "coun ter", - "est a", - "reci pi", - "cha pel", - "expan sion", - "sel f", - "suff ering", - "sp ice", - "n z", - "sp art", - "desp er", - "boo king", - "quart ers", - "y on", - "ðŁĴ Ĺ", - "p k", - "continu ed", - "- #", - "man hatt", - "tal ked", - "sh en", - "com bo", - "hybri d", - "je ans", - "liqu id", - "se al", - "re tweets", - "ac celer", - "collec tive", - "t as", - ": ))", - "profession als", - "ra w", - "o tt", - "su san", - "ir ing", - "okla homa", - "re ven", - "survi val", - "cre ator", - "tran sit", - "st ac", - "sur f", - "i k", - "ed iting", - "ch illing", - "bai ley", - "ste al", - "ra ble", - "pa rent", - "hun ger", - "sn app", - "collec t", - "philos oph", - "dedic ation", - "c f", - "c m", - "le ep", - "repe at", - "re ha", - "un fortun", - "a er", - "a ero", - "abstr act", - "mon itor", - "ag ents", - "bu l", - "sci ence", - "harb or", - "drag ons", - "floo ding", - "ac compli", - "d ash", - "juli a", - "the red", - "tues day", - "cy ber", - "b low", - "ta ined", - "le m", - "refe rence", - "pp o", - "ne goti", - "char le", - "con nor", - "au lt", - "access ories", - "commissi oner", - "rain y", - "re ar", - "advis ory", - "luc as", - "ma id", - "co al", - "k av", - "pol o", - "ðŁı ¾", - "tran sport", - "mar gare", - "straw berry", - "bur ns", - "gre ens", - "ne v", - "partici pants", - "col in", - "belgi um", - "col our", - "in form", - "d ell", - "br on", - "cal y", - "kick off", - "strate gic", - "re union", - "hon ors", - "li b", - "egy p", - "âŃIJ ï¸ı", - "hy po", - "si zes", - "regi stered", - "bet es", - "relax ing", - "bloo m", - "inten se", - "valent ines", - "insan e", - "w wii", - "p x", - "tri o", - "bla de", - "wiscon sin", - "con e", - "plat in", - "ali ze", - "ra ven", - "incre asing", - "indi ans", - "il ian", - "bl u", - "rabb it", - "exten sion", - "je f", - "au di", - "fer ry", - "s ell", - "a day", - "us b", - "swe at", - "cham pag", - "metho d", - "mem ph", - "assi st", - "s by", - "ca pe", - "remo ved", - "mag n", - "v t", - "r ams", - "f bi", - "tack le", - "phe w", - "h on", - "motor cycle", - "su spec", - "eleph ant", - "sub ject", - "let te", - "da iry", - "whe at", - "awk ward", - "ac t", - "tro l", - "mit ted", - "zay n", - "sheri ff", - "ene my", - "con s", - "ke tt", - "bul ls", - "ev alu", - "bt c", - "satell ite", - "ho lo", - "por ter", - "dia betes", - "bet ter", - "rele asing", - "sur f", - ": -", - "se basti", - "collec ting", - "en cing", - "e thi", - "go ds", - "al ley", - "health y", - "m ills", - "sma sh", - "co pper", - "cr ack", - "read ers", - "sp ac", - "licen se", - "bas ket", - "bang la", - "en tic", - "om i", - "m ere", - "si vely", - "anim ation", - "lan es", - "dent ally", - "chill in", - "fi e", - "k aren", - "dep th", - "li pse", - "n g", - "ri p", - "mel o", - "sand y", - "ðŁijı ðŁijı", - "vin cent", - "nu t", - "hu g", - "who le", - "cre ates", - "? ???", - "âĿ¤ï¸ı âĿ¤ï¸ı", - "bak ed", - "up grade", - "rober ts", - "har a", - "carib bean", - "auth entic", - "mb s", - "mosco w", - "attor ney", - "wi ki", - "ch lo", - "hu ll", - "cor k", - "\" !", - "sty lish", - "ðŁĵ¸ :", - "di ary", - "impro ving", - "ex pand", - "bri ght", - "pollu tion", - "k nights", - "person ality", - "chec ked", - "fac ilities", - "z el", - "bow ling", - "gu er", - "ðŁİ Ĥ", - "on going", - "un its", - "hoo k", - "be ck", - "confl ict", - "to dd", - "far ming", - "educ ational", - "k ak", - "cla y", - "stro ke", - "bel ly", - "explo re", - "mill enni", - "th m", - "loo p", - "sm s", - "consi st", - "cir ca", - "br yan", - "d ab", - "youn ger", - "soli dar", - "pp a", - "experi enced", - "b ella", - "bo ard", - "shef field", - "steph en", - "consu mer", - "sub mit", - "spon sor", - "t ang", - "ag gre", - "comb ined", - "trac king", - "sand ers", - "b az", - "survi ve", - "fer red", - "equ al", - "se p", - "re ed", - "str ong", - "priv acy", - "st ap", - "un g", - "ac ry", - "pa sta", - "pir ates", - "ag er", - "fair y", - "du p", - "introduc ed", - "wi p", - "let s", - "spr ay", - "ðŁĵ º", - "gre w", - "a sts", - "pitts burgh", - "new york", - "jo ey", - "lau ren", - "tra de", - "ch op", - "pi pe", - "cla ire", - "behavi or", - "v ap", - "cre ws", - "lap top", - "ðŁ¤ Ĺ", - "che ster", - "disci pl", - "d f", - "out doors", - "k s", - "go ver", - "super star", - "cas ino", - "far mer", - "; -)", - "re turned", - "ðŁı Ī", - "ma il", - "roa sted", - "co sta", - "v ill", - "pe z", - "gard ening", - "distribu tion", - "sh ining", - "inve stors", - "ra sp", - "dec ades", - "reali zed", - "bar n", - "p ti", - "st able", - "ut d", - "pan thers", - "m ens", - "b n", - "ca de", - "bu cket", - "yn n", - "when ever", - "wa ke", - "da is", - "ber nie", - "lo dge", - "ju lie", - "atmo sphere", - "ðŁĺĺ ðŁĺĺ", - "major ity", - "par ti", - "exc it", - "cu t", - "me h", - "musli ms", - "be gun", - "fli ghts", - "vene ss", - "ce me", - "po sing", - "so le", - "g ou", - "dark ness", - "pe ach", - "cel tic", - "auth ority", - "grand ma", - "ful ness", - "smi th", - "speci fic", - "gar cia", - "co ins", - "good ness", - "aldu b", - "recru iting", - "den nis", - "gar y", - "sle eve", - "weap on", - "pl z", - "disco ver", - "harri son", - "recruit ment", - "ja i", - "ch im", - "com pared", - "tom s", - "mo thers", - "am y", - "archi ve", - "t ask", - "ben jam", - "se g", - "law yer", - "al um", - "inve sting", - "mi e", - "che z", - "j p", - "a ke", - "fl am", - "wall paper", - "âĻ¥ ï¸ı", - "t ton", - "che st", - "favor ites", - "we igh", - "coo lest", - "r ating", - "relev ant", - "lo gan", - "ma ple", - "run ners", - "pri or", - "peop le", - "ma ur", - "terrori st", - "te sted", - "carni val", - "su spen", - "me asure", - "m v", - "cyber security", - "app ren", - "terror ism", - "o z", - "v ital", - "ni es", - "gon z", - "fun ded", - "twi st", - "assess ment", - "die sel", - "en for", - "colum n", - "ad dressing", - "ca sts", - "pay ment", - "x ton", - "fi er", - ", '", - "la st", - "ne e", - "un less", - "clo se", - "sk ill", - "cuis ine", - "fun eral", - "ti les", - "a un", - "k ru", - "relation ships", - "ðŁĴ ¯", - "ev ent", - "âĢįâĻĤ ï¸ı", - "kind ness", - "pro posed", - "acou stic", - "a es", - "defen der", - "dan ce", - "h tt", - "w at", - "vo y", - "ðŁ¤ ĺ", - "au s", - "cli ff", - "sear ching", - "beauti fully", - "in qu", - "at l", - "speci alist", - "ðŁIJ ¶", - "da i", - "tra ils", - "class ics", - "inst ant", - "v ous", - "re venue", - "mar ch", - "kir k", - "fr inge", - "fire works", - "tri via", - "âĺ ħ", - "tr action", - "wal ter", - "mo to", - "l ily", - "att itude", - "cli mb", - "sc an", - "sav ings", - "c w", - "fa ith", - "cred its", - "ab led", - "gra ff", - "auto graph", - "he he", - "ran ch", - "ha d", - "ro gers", - "ðŁĮ ¹", - "f in", - "re qu", - "fol k", - "ad ditional", - "lyn n", - "u ber", - "dol lars", - "lo gic", - "wor th", - "so m", - "the sis", - "p ound", - "bi c", - "st ur", - "cer am", - "spen cer", - "en tered", - "v amp", - "organi zed", - "âľ Ī", - "pp s", - "tr on", - "merce des", - "no ti", - "compet itive", - "do w", - "ous ness", - "vic tor", - "gr illed", - "na i", - "pu tin", - "ab ra", - "bl ame", - "alex and", - "anim al", - "dec ent", - "p ent", - "inter ior", - ":' )", - "but ler", - "bal let", - "ðŁĴ Ķ", - "albu ms", - "down s", - "la d", - "si r", - "pla in", - "p ers", - "blon de", - "dis c", - "paki stan", - "se ment", - "ga a", - "w age", - "ch as", - "man i", - "co ps", - "terr it", - "lo l", - "lau ghter", - "ri vers", - "magnific ent", - "lam p", - "w b", - "new sle", - "char ts", - "ble ssing", - "p unch", - "lon gest", - "fl oral", - "cu tie", - "fare well", - "sto pping", - "mb b", - "bu d", - "chee se", - "de cla", - "si m", - "mc donald", - "de ter", - "you th", - "t ch", - "fre der", - "kin dle", - "fer n", - "at or", - "as leep", - "p ond", - "spr int", - "p ounds", - "la zy", - "gh e", - "fundra ising", - "dead ly", - "gran de", - "dou g", - "he y", - "lin da", - "consi dering", - "i um", - "gol den", - "vi k", - "auth ors", - "di ss", - "u ally", - "appropri ate", - "mor ning", - "y le", - "hon oring", - "foli o", - "be c", - "re bec", - "fin land", - "formu la", - "corn wall", - "sh ay", - "cau sing", - "bl end", - "sig nal", - "t ent", - "kash mir", - "nation als", - "har mony", - "sc out", - "acce ssi", - "he ight", - "medi eval", - "impro vement", - "ke es", - "prac tical", - "car d", - "de par", - "hu n", - "om ing", - "cal gary", - "ste l", - "bu bble", - "gur u", - "ma h", - "unex pe", - "n h", - "ed a", - "me at", - "i ge", - "si o", - "god dess", - "in ches", - "tun es", - "br itt", - "sti on", - "ra j", - "âĻ «", - "mer cy", - "ðŁĴ ĺ", - "sen ds", - "i est", - "pol ici", - "val e", - "reduc ed", - "as ap", - "vi jay", - "defen sive", - "celebr ations", - "ri ders", - "med itation", - "har mon", - "g ing", - " ¡", - "program ming", - "in au", - "sud den", - "m h", - "replac ement", - "sk u", - "j ar", - "gra des", - "ta st", - "k itt", - "brand ing", - "k aw", - "boo t", - "f ought", - "p ays", - "g f", - "iz ation", - "ho p", - "k k", - "activi st", - "v end", - "coast al", - "cha os", - "ðŁĶ ´", - "se me", - "bill board", - "li fting", - "cu mb", - "sc al", - "ðŁĸ ¤", - "stru ck", - "l v", - "indie dev", - "beat en", - "jun gle", - "al right", - "destin y", - "m ing", - "k c", - "ch ances", - "om an", - "q atar", - "cra f", - "tra ined", - "pri x", - "char m", - "o tive", - "s mu", - "e c", - "and ers", - "hand ed", - "al ban", - "certain ly", - "arri ving", - "i ze", - "sa i", - "tr ack", - "pain ter", - "hu mble", - "appo intment", - "head line", - "manag ing", - "mo d", - "as pe", - "andre a", - "à ¤", - "ethi op", - "un ited", - "exi st", - "bal i", - "k ad", - "n t", - "d red", - "re x", - "recogni ze", - "tam pa", - "be ers", - "ati a", - "he els", - "no te", - "transport ation", - "tur tle", - "re de", - "hipho p", - "sp icy", - "sp urs", - "⬠ĩ", - "cor p", - "ther n", - "to ast", - "hur ry", - "proper ties", - "ma ge", - "mar co", - "ele ments", - "bou ti", - "syn drome", - "ms g", - "develop er", - "gra ders", - "he im", - "re sil", - "off ices", - "del ay", - "di men", - "vin tag", - "barbar a", - "ðŁĺ ±", - "vene zu", - "cu lar", - "fac ed", - "bar n", - "ðŁĺ Ĩ", - "survi vor", - "wor m", - "confu sed", - "passion ate", - "Ø ±", - "identi fy", - "electr icity", - "sou ls", - "brad ley", - "repor tedly", - "lun ch", - "shel f", - "eli a", - "swee t", - "smoo th", - "emplo yment", - "am el", - "manhatt an", - "ste am", - "oun ts", - "ye p", - "li ving", - "un e", - "descri be", - "ca res", - "man ila", - "sha wn", - "ac ted", - "bas h", - "st even", - "re st", - "pet ition", - "div ine", - "wel sh", - "rac e", - "platin um", - "ðŁĮ ¸", - "p b", - "extra ordinary", - "solidar ity", - "m all", - "on ion", - "schedu led", - "game of", - "fer gu", - "de ms", - "nor m", - "p k", - "tri als", - "polici es", - "publi shing", - "st ole", - "fron t", - "charac ter", - "van ia", - "ex ce", - "sti e", - "sc a", - "resi dential", - "sa iling", - "ðŁĶ¥ðŁĶ¥ ðŁĶ¥", - "spons ors", - "th ick", - "champag ne", - "she pher", - "continu ing", - "ven ice", - "per th", - "na p", - "a ster", - "y ak", - "un limited", - "cho ices", - "ne o", - "hi v", - "repor ter", - "bru ssels", - "f old", - "dy s", - "se mi", - "la wn", - "it alia", - "wi fi", - "as k", - "em ed", - "fr ame", - "monit oring", - "ste ad", - "i da", - "gr in", - "is a", - "fli p", - "re stric", - "offen sive", - "atta ched", - "di sh", - "wh y", - "philli ps", - "gre et", - "p als", - "mix tape", - "v ou", - "fiel der", - "spar k", - "alber ta", - "g len", - "ca sh", - "s ri", - "u ri", - "ro dri", - "entreprene urs", - "climate change", - "p sy", - "d le", - "em ents", - "lin ked", - "nether lands", - "acci dentally", - "oppos ition", - "vel vet", - "ra ys", - "c w", - "om o", - "m f", - "lmfa o", - "newsle tter", - ": )", - "toi let", - "liter ature", - "di sp", - "phili p", - "uni form", - "sudden ly", - "head er", - "cool er", - "-- -", - "prou d", - "bri g", - "nis san", - "scienti st", - "j ah", - "con centr", - "pac ks", - "appo inted", - "so ap", - "eng age", - "cho se", - "âĻ ¡", - "se tup", - "jeal ous", - "har ry", - "g ation", - "tun nel", - "te mp", - "osc ars", - "dec ade", - "recomm ended", - "child ren", - "ab a", - "anxi ety", - "ve ments", - "sal on", - "pho too", - "organi z", - "mach ines", - "ab s", - "vil le", - "hy pe", - "ti ff", - "emer ging", - "av geek", - "[ #", - "contribu tion", - "bra dy", - "re sto", - "g mail", - "fit z", - "photo shoot", - "hel met", - "h t", - "eleg ant", - "ug anda", - "nur sing", - "or leans", - "pen n", - "na h", - "foo tage", - "em a", - "w o", - "w ad", - "concer ns", - "ve re", - "re mark", - "who ever", - "str ang", - "p t", - "qu it", - "sh ang", - "histor y", - "s ick", - "perman ent", - "ill ness", - "col d", - "visi on", - "he m", - "ar row", - "con vic", - "pin k", - "oc cup", - "bal d", - "ex hau", - "u of", - "am o", - "on t", - "ãĥ »", - "adop t", - "la id", - "smo ked", - "inter pre", - "ess enti", - "associ ated", - "b d", - "bb y", - "fi er", - "inst all", - "dipl om", - "con diti", - "c f", - "w ak", - "any a", - "gr aci", - "fi sher", - "s ss", - "ap r", - "il it", - "mus ician", - "symph ony", - "cor d", - "h ack", - "le gi", - "l v", - "bless ings", - "hum or", - "sc ra", - "e ti", - "min ster", - "trav elling", - "bu sh", - "jewell ery", - "li me", - "!! !", - "pregn ant", - "pe e", - "lo b", - "cap ital", - "ip a", - "pen cil", - "la bor", - "duc ks", - "prou dly", - "wedd ing", - "dere k", - "m w", - "pe g", - "valent ine", - "an gu", - "re treat", - "pro spect", - "dang er", - "vul ner", - "up set", - ", #", - "sr k", - "x im", - "thur sday", - "n fl", - "kis ses", - "re ds", - "cr ack", - "re ward", - "c u", - "ko k", - "me te", - "aband oned", - "it t", - "me als", - "sp ell", - "stan bul", - "del ays", - "ru m", - "le op", - "gu m", - "no va", - "super man", - "ch ick", - "m is", - "dram atic", - "inno cent", - "r ounds", - "re c", - "auti sm", - "bangla desh", - "mor al", - "mo vie", - "sp oo", - "k la", - "âĥ £", - "ou ting", - "mess i", - "ab road", - "loo kin", - "a im", - "q i", - "st ack", - "colla ge", - "à ¯", - "hud son", - "sc an", - "ho e", - "ch au", - "oc cur", - "comm ander", - "ho les", - "ðŁİ Ħ", - "bi as", - "v on", - "stick er", - "ma k", - "responsi bility", - "colum bus", - "sa int", - "ed mon", - "rac ism", - "far ms", - "w en", - "gul f", - "may o", - "!!!! !!!!", - "corpor ation", - "ba chel", - "el a", - "inter nal", - "je ep", - "fol lows", - "di alogue", - "de rer", - "smart phone", - "he len", - "rich mond", - "equ ity", - "s land", - "b g", - "ne ar", - "av i", - "memph is", - "we ir", - "discu ssed", - "bad ge", - "p up", - "mi stake", - "phen omen", - "un ite", - "ðŁ Ľ", - "de pic", - "ri des", - "in augu", - "n at", - "sof twitter", - "comb ination", - "gosp el", - "âļ ¾", - "ad mission", - "retro gaming", - "ðŁIJ ¾", - "sch u", - "mb o", - "jun ction", - "al arm", - "à ¦", - "gr ac", - "kh ali", - "k ul", - "m ale", - "cap tion", - "wi sh", - "te re", - "cor ps", - "ru bber", - "play station", - "er in", - "effici ent", - "l or", - "jo kes", - "in ary", - "nor man", - "lu is", - "inaugu ral", - "ch ed", - "âļ½ ï¸ı", - "di p", - "to e", - "str at", - "aa c", - "am u", - "pi er", - "co tt", - "comm and", - "tt en", - "sn oo", - "cu be", - "clo ses", - "class ical", - "s word", - "expre ssion", - "reach ing", - "n app", - "co st", - "affe ct", - "ric o", - "gi f", - "brea the", - "tri be", - "or tho", - "h ay", - "l g", - "fri es", - "n m", - "hi ding", - "richar ds", - "en de", - "mic ro", - "capit ol", - "cop y", - "ro m", - "regi me", - "mary land", - "tax i", - "di al", - "embar ra", - "un believ", - "ch t", - "v s", - "elim in", - "o dd", - "pen ny", - "sound track", - "l ings", - "trans ition", - "rema ining", - "a is", - "mali k", - "? !?", - "rand om", - "def end", - "ul tra", - "tru m", - "danc er", - "st ol", - "dri ve", - "a ver", - "ro ast", - "defin ition", - "se an", - "excit ement", - "partic ul", - "su rely", - "sh av", - "ber y", - "di shes", - "com m", - "is ol", - "i am", - "ob li", - "gho st", - "hugh es", - "chi efs", - "b as", - "conserv ative", - "speci al", - "fe min", - "sh ri", - "n ancy", - "inte l", - "tu ne", - "ðŁĩ ª", - "jo el", - "gg le", - "mo to", - "ðŁĺ Ķ", - "bu ck", - "d ag", - "antic ip", - "mont ana", - "gu id", - "fro g", - "ec raft", - "op e", - "dri ves", - "nu mer", - "x y", - "color ful", - "wednesday wisdom", - "illu min", - "bey on", - "inau gur", - "deep ly", - "pre fer", - "for tune", - "coo ked", - "ti ble", - "âĺ ķ", - "swe ater", - "it ter", - "tt y", - "u i", - "gi e", - "com plic", - "~ ~", - "tax es", - "cu ps", - "di verse", - "sam anth", - "âłĢ âłĢ", - "ba king", - "sy mp", - "wa i", - "be half", - "mer cur", - "travel s", - "ðŁİī ðŁİ", - "or ia", - "eng aged", - "jump ing", - "reti red", - "n aked", - "p uni", - "speed way", - "sci ences", - "rehear sal", - "on ym", - "dy ou", - "pl ates", - "r ati", - "kri sh", - "jaz z", - "car ol", - "ra f", - "pen alty", - "tim eline", - "ru by", - "engine ers", - "ra f", - "bel le", - "do se", - "che on", - "esc ap", - "me g", - "ran k", - "or d", - "me gan", - "mer ch", - "ec lipse", - "âĺº ï¸ı", - "ple dge", - "kir k", - "per si", - "leice ster", - "sa k", - "w k", - "saf ely", - "yy y", - "je t", - "promis ed", - "j c", - "en ne", - "no ah", - "re no", - "re a", - "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ", - "tra il", - "ðŁij Ģ", - "f d", - "soo o", - "ri min", - "w k", - "ภ²", - "i al", - "x ox", - "bis cu", - "d ale", - "fan dom", - "particip ating", - "fla g", - "privi lege", - "pe ach", - "mach ine", - "bo ston", - "gro ss", - "o g", - "mir acle", - "adop tion", - "u ss", - "mon sters", - "be ij", - "clar ke", - "pu shing", - "pra ying", - "ar o", - "d n", - "ell is", - "apol lo", - "od ds", - "refuge e", - "to w", - "b p", - "ðŁĩ¬ðŁĩ §", - "h end", - "app eared", - "memb ership", - "pe an", - "du m", - "viol ent", - "v y", - "potat oes", - "aw w", - "greet ings", - "t ts", - "ac on", - "sh ane", - "photograph ed", - "cra b", - "temper atures", - "cu ba", - "c fc", - "wel com", - "he l", - "in nings", - "m k", - "co de", - "kno ck", - "gra ss", - "swe dish", - "p ta", - "ick y", - "v at", - "lin ing", - "s q", - "sa p", - "ar c", - "announ cing", - "sk ins", - "cit yof", - "br ing", - "co x", - "gam er", - "it arian", - "i da", - "h d", - "ros se", - "sad ly", - "ge o", - "âļ ¡ï¸ı", - "tag s", - "fa ther", - "chan ge", - "l ance", - "whis key", - "adel aide", - "te c", - "stick ers", - "marke t", - "class y", - "bad ass", - "flo rence", - "lin er", - "fro st", - "k ate", - "ac on", - "scand al", - "es sex", - "ðŁĺ ı", - "vi vi", - "dr ill", - "blo ggers", - "recomm end", - "d ha", - "ac res", - "ro ma", - "bu y", - "gro cer", - "er ia", - "ma har", - "ff er", - "patter ns", - "ver i", - "com pu", - "st ev", - "ang a", - "ment or", - "do o", - "it ali", - "cdn poli", - "on ly", - "conduc t", - "elec tro", - "de f", - "wh ale", - "prepar ation", - "bicy cle", - "vi ral", - "turn out", - "bra ss", - "qu ad", - "hospit ality", - "pack aging", - "den cy", - "ceme tery", - "abo ard", - "dre aming", - "pic ture", - "t all", - "inv ent", - "ad mi", - "o e", - "tem ps", - "qu an", - "fun dam", - "pro mp", - "resi dence", - "mu d", - "sour i", - "âĦ ¢", - "graff iti", - "gi f", - "d nd", - "com p", - "s war", - "pe eps", - "pale stine", - "devil s", - "san g", - "assi stance", - "bi ke", - "missi ssi", - "inter viewed", - "ne phew", - "dru ms", - "v and", - "gentle men", - "n sw", - "inst a", - "leban on", - "ee ee", - "oli via", - "ver y", - "rou gh", - "industri es", - "m ation", - "ðŁĺ Ĵ", - "bar rel", - "n ay", - "po ps", - "moder n", - "ill y", - "are st", - "on ents", - "protec ting", - "v ans", - "e o", - "vi kings", - "restaur ants", - "re ck", - "jac kie", - "andre w", - "w illing", - "he ath", - "citiz en", - "disc rimin", - "๠Ī", - "stu art", - "m ys", - "hi p", - "tran sp", - "\" ?", - "te x", - "su shi", - "ke d", - "cro ssed", - "dist ur", - "pe dia", - "f ate", - "some how", - "mo th", - "proce ssing", - "is s", - "r in", - "u ts", - "yy c", - "ver t", - "lg bt", - "re id", - "on to", - "arab ia", - "habit at", - "= =", - "stre ak", - "simp son", - "addic tion", - "wim ble", - "deli vers", - "challeng ing", - "ðŁİ ¶", - "fran ch", - "e du", - "s me", - "ai ds", - "hur st", - "th am", - "tari an", - "remem bered", - "palestin ian", - "fe es", - "tru m", - "sket ch", - "ur u", - "fit ting", - "jes se", - "ðŁĶ¥ ðŁĶ¥", - "---- ----", - "ba ch", - "ici a", - "colo red", - "da h", - "associ ate", - "int el", - "s eller", - "p u", - "stu ffed", - "ac s", - "b s", - "sh in", - "cooper ation", - "certific ate", - "ab u", - "ingredi ents", - "re v", - "in ge", - "el der", - "christi an", - "bun dle", - "th ic", - "dir t", - "beij ing", - "comm it", - "ted dy", - "ed u", - "to day", - "s field", - "w yn", - "confir ms", - "lo o", - "j v", - "ene ss", - "al pha", - "vir us", - "ari um", - "gr ind", - "bri dges", - "introduc tion", - "pol ls", - "bac ter", - "z ach", - "termin al", - "ra iders", - "fla vor", - "zom bie", - "vo d", - "sp reading", - "gameof thrones", - "effici ency", - "lat ely", - "ale m", - "twee t", - "cri mes", - "cl er", - "de y", - "dg ed", - "hy un", - "pay ments", - "cir cus", - "ðŁĺŃ ðŁĺŃ", - "mis souri", - "lu b", - "episo des", - "c age", - "po s", - "mat ching", - "tumb lr", - "lin ed", - "ge st", - "am bi", - "nar r", - "ing ton", - "regu l", - "blo wn", - "is le", - "co co", - "on don", - "joshu a", - "tour ing", - "sm a", - "sau sage", - "best friend", - "bo eing", - "desi re", - "sav age", - "ra pper", - "de vo", - "te ar", - "take over", - "cow boys", - "po ker", - "par ag", - "pp e", - "h int", - "we ars", - "se th", - "ro les", - "l anc", - "man ga", - "form at", - "fl yer", - "c ay", - "mo or", - "ba ke", - "spla sh", - "v ad", - "ker ala", - "proce eds", - "sil ly", - "reflec tion", - "di str", - "wi d", - "su it", - "ci vic", - "yan kees", - "by n", - "migr ation", - "di stin", - "or ch", - "fe mini", - "quali fying", - "tu ri", - "o be", - "hun dred", - "cra p", - "wan g", - "mathe mat", - "bu re", - "expo sure", - "fergu son", - "seme ster", - "re serv", - "pl ym", - "a hu", - "fac ial", - "wa x", - "wor ried", - "ca b", - "vi o", - "as a", - "co d", - "to pics", - "p cs", - "hal o", - "rescu ed", - "horiz on", - "ar k", - "âļ ª", - "hol ly", - "el f", - "ul ti", - "pu p", - "quali fied", - "attend ance", - "ati vely", - "destro y", - "y c", - "for th", - "photoo ftheday", - "c ents", - "ic eland", - "meas ures", - "de sk", - "port folio", - "artic les", - "direc tors", - "dat ab", - "e w", - "creep y", - "oun ding", - "hon oured", - "mi st", - "j it", - "men tioned", - "port able", - "iti c", - "d ann", - "friday feeling", - "am id", - "ti ger", - "scri p", - "helicop ter", - "hard ware", - "expl or", - "work place", - "austri a", - "beat les", - "ber nar", - "spi der", - "disc o", - "cul t", - "lim its", - "shor tly", - "fin al", - "nin ja", - "lu ke", - "le bron", - "wal mart", - "o il", - "van illa", - "shi re", - "ye g", - "ak y", - "c s", - "bl er", - "collec ted", - "t g", - "rol led", - "speci als", - "b ff", - "pier re", - "sh im", - "vi er", - "flash back", - "restor ation", - "individu als", - "pro d", - "fre aking", - "tu rer", - "o a", - "re fre", - "mor oc", - "gre et", - "re yn", - "care ful", - "our ing", - "u sh", - "is d", - "g ill", - "vie w", - "thunder storm", - "b led", - "pic nic", - "guar di", - "pi g", - "ar k", - "syl vania", - "bann ed", - "u cl", - "vi jay", - "ori um", - "av engers", - "believ es", - "eu r", - "monu ment", - "concer ned", - "la bs", - "ber g", - "a ap", - "vi sh", - "sing les", - "can cel", - "z el", - "ar ab", - "ru th", - "too th", - "ar ta", - "sh af", - "chair s", - "r ack", - "dise ases", - "crow d", - "cl y", - "fle x", - "christ ma", - "artif icial", - "tom at", - "fin e", - "dra ws", - "advoc ate", - "fran ce", - "Ù Ĭ", - "ðŁĺ ³", - "heav y", - "s our", - "compre hen", - "no ble", - "aa p", - "hin du", - "cor al", - "g ars", - "ow en", - "n l", - "st all", - "yel low", - "mar ina", - "in ver", - "suppor t", - "tou gh", - "promis es", - "pi e", - "master piece", - "sco re", - "for ce", - "mor tg", - "crypto currency", - "o x", - "r ors", - "rock in", - "pro vin", - "ho g", - "no stal", - "oak land", - "pat rick", - "inclu sion", - "tra ffic", - "ah med", - "a ha", - "lux ury", - "con secu", - "de mon", - "âĸ º", - "b lowing", - "st ag", - ": \"", - "encoura ge", - "ben e", - "sku ll", - "do dge", - "bu ster", - "kin son", - "wit ne", - "er ror", - "lo west", - "fel low", - "à °", - "sh re", - "bl ur", - "vir gin", - "compos er", - "sli p", - "mor nings", - "ga ins", - "tab le", - "gra in", - "ari st", - "braz ilian", - "w we", - "tu es", - "ribb on", - "an ag", - "di st", - "sac rif", - "em brace", - "entreprene ur", - "af fili", - "de o", - "t ali", - "touri st", - "fat al", - "ì Ĭ", - "autom atic", - "ðŁĩ µ", - "we ak", - "wel fare", - "confir m", - "benjam in", - "fi ghts", - "alleg ed", - "me ad", - "strugg ling", - "pro secu", - "che f", - "à ¨", - "propos al", - "er n", - "ðŁĺ Ħ", - "dy k", - "on gs", - "hon g", - "m ack", - "mel on", - "on ent", - "ru sh", - "d ap", - "tol er", - "pro pag", - "c ze", - "trans lation", - "wal let", - "cott age", - "sa il", - "constitu tion", - "ðŁĴ Ģ", - "mun ici", - "fav or", - "storm hour", - "i h", - "ðŁĺ Į", - "approach ing", - "pin ned", - "j ed", - "niger ian", - "n ach", - "sh at", - "particul arly", - "mc don", - "camer as", - "anni e", - "admini str", - "he at", - "electr ical", - "char ming", - "gib son", - "bouti que", - "ex posed", - "ac tor", - "pil low", - "beach es", - "genu ine", - "margare t", - "ben nett", - "lou isi", - "pos itions", - "el y", - "shin y", - "ten tion", - "architec t", - "ren tal", - "ac qui", - "goo gle", - "sub way", - "mom ent", - "ðŁļ ¨", - "ri m", - "metho ds", - "cy cli", - "nor folk", - "Ù Ī", - "over whel", - "ra pid", - "we ar", - "happy birthday", - "progre ssive", - "ðŁĴ ¥", - "co gn", - "pap a", - "f ool", - "philosoph y", - "pol ar", - "jim my", - "wi g", - "ðŁĴ ĭ", - "oper ating", - "reduc tion", - "ph i", - "fla gs", - "to the", - "o di", - "a res", - "k oo", - "k ang", - "ar kansas", - "ash ton", - "wimble don", - "sci fi", - "attrac tive", - "mississi ppi", - "logi sts", - "ral ph", - "la bel", - "gradu ates", - "ma ha", - "home town", - "âľĮ ï¸ı", - "foun ded", - "on the", - "li z", - "trans l", - "mini mum", - "pre sti", - "ta m", - "gener ations", - "re bel", - "journ alists", - "par am", - "mc m", - "acry lic", - "death s", - "tes la", - "w t", - "bry ant", - "jer us", - "i stanbul", - "muham mad", - "ri ley", - "k ris", - "work shops", - "is o", - "coun ts", - "stre t", - "prote cted", - "trin ity", - "man ual", - "r hin", - "r il", - "pleas ant", - "le mon", - "ner d", - "har der", - "dar ren", - "bur y", - "ra h", - "bas is", - "mi gu", - "occa sion", - "li sts", - "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ı", - "e b", - "de cre", - "hamp ton", - "ìĿ ´", - "tra vis", - "trans form", - "puer to", - "nh l", - "av oc", - "tri ps", - "unexpe cted", - "ve t", - "di dyou", - "bar ber", - "st ages", - "m son", - "re presented", - "for t", - "l al", - "pp le", - "nic ely", - "ignor e", - "qu il", - "qu inn", - "h k", - "carri er", - "remin ded", - "am ong", - "pass enger", - "el len", - "gue z", - "sc ape", - "mu ral", - "youn gest", - "ma sh", - "d ill", - "rout ine", - "stain less", - "jack son", - "gand hi", - "th al", - "on ers", - "edit orial", - "convers ations", - "sd ale", - "autom ation", - "i ke", - "า à¸", - "ðŁĩ ª", - "hau l", - "la ying", - "men tions", - "am en", - "abor tion", - "i bi", - "coun ties", - "ca therine", - "man ds", - "jam e", - "roll er", - "au t", - "n am", - "o logical", - "cep tion", - "ran king", - "tox ic", - "sn acks", - "victor ian", - "bang kok", - "psycho logy", - "re g", - "ang ela", - "respon d", - "sty le", - "sophi e", - "dak ota", - "achiev ed", - "mar ked", - "imper ial", - "in as", - "glo ves", - "sli m", - "confi dent", - "att acked", - "gg er", - "lon ely", - "valentine sday", - "re b", - "craft beer", - "orig in", - "zim bab", - "ce iling", - "te ens", - "other wise", - "w b", - "f ers", - "day sof", - "advis or", - "y ah", - "âĻ ª", - "en der", - "republic ans", - "av a", - "skir t", - "pi pel", - "chi e", - "jan e", - "ja x", - "ðŁĺ ĭ", - "âľ Ĭ", - "j ays", - "bre tt", - "bal o", - "cru cial", - "d har", - "as is", - "de au", - "lloy d", - "chat ting", - "âĿĦ ï¸ı", - "rel ay", - "remark able", - "n s", - "we t", - "bris bane", - "ðŁĶ ´", - "tion ally", - "f k", - "la yer", - "house hold", - "consecu tive", - "es is", - "pend ant", - "st ir", - "crit ic", - "su gar", - "photo shop", - "pa res", - "arti stic", - "do dgers", - "c un", - "cra fted", - "am end", - "bo at", - "âŃIJ ï¸ı", - "egyp tian", - "sa w", - "tra ge", - "small er", - "ox y", - "pa ired", - "nex t", - "i res", - "tac o", - "o y", - "u c", - "st i", - "a erial", - ": //", - "dr o", - "dot com", - "gg ins", - "r pg", - "ay e", - "le an", - "stri ker", - "lo bby", - "prote sts", - "pri ority", - "congre ss", - "am ate", - "inv it", - "r ington", - "mom my", - "th us", - "allow ing", - "pione er", - "enfor cement", - "g ori", - "tal k", - "dra g", - "du mb", - "bul let", - "san ge", - "er y", - "tar gets", - "ðŁĩ ¦", - "he ather", - "consi der", - "seaf ood", - "ve st", - "ris ks", - "% .", - "p g", - "sac red", - "he ating", - "kick ed", - "tto t", - ". -", - "chan di", - "co ven", - "po ol", - "pul se", - "i a", - "ro ster", - "shakespe are", - "es a", - "car go", - "pean ut", - "tro op", - "ac tion", - "tab let", - "home work", - "cast le", - "stru ction", - "mus icians", - "free zing", - "bu tt", - "justin bieber", - "j j", - "bah rain", - "an them", - "au dit", - "didyou know", - "na vig", - "guid ance", - "âĸ ¶", - "tur f", - "n un", - "fic ations", - "ye men", - "char ging", - "x c", - "bron cos", - "su bur", - "p ale", - "bor ing", - "among st", - "for the", - "em per", - "om fg", - "p j", - "expe cting", - "ðŁĴ «", - "st l", - "ad min", - "expect ations", - "sw an", - "shoo t", - "oooo o", - "min ent", - "ãĢ IJ", - "wall ace", - "stan g", - "satur day", - "adop ted", - "dou bles", - "hom ie", - "ome z", - "d han", - "vent ure", - "surroun ding", - "fi le", - "mob ility", - "de es", - "w ski", - "broo ke", - "emb ro", - "re members", - "kar a", - "test im", - "bo tan", - "m tv", - "sacrif ice", - "jerus alem", - "d l", - " ´", - "proper ly", - "ili on", - "as i", - "leg it", - "co pe", - "m cla", - "recy cling", - "lar ger", - "ðŁĴ ĵ", - "pat ric", - "gener ous", - "ja red", - "p f", - "mol ly", - "thom as", - "ju dges", - "h b", - "sor ts", - "bl vd", - "o ven", - "enter ing", - "plan es", - "be et", - "integr ation", - "boo ked", - "fre ed", - "ver n", - "ash es", - "to pped", - "de pot", - "welcom ed", - "ren a", - "m ick", - "d and", - "see ks", - "gam er", - "ran kings", - "ren e", - "mu t", - "whis ky", - "fire fighters", - "gu es", - "ga ther", - "tour ney", - "de men", - "y ang", - "new ton", - "autom otive", - "back yard", - "deta iled", - "mi st", - "to bac", - "fi ber", - "un usual", - "grat itude", - "sp are", - "ne ys", - ": *", - "per i", - "flo ating", - "fin alist", - "don ating", - "dre ss", - "bro ad", - "be the", - "econom ics", - "tai wan", - "ed wards", - "plu g", - "pra iri", - "val en", - "bab a", - "f ad", - "an as", - "har per", - "dis order", - "app lied", - "p att", - "bi kin", - "li ver", - "cu ri", - "carol ine", - "ann er", - "juli an", - "wal king", - "mal col", - "screen shot", - "co ding", - "skin care", - "activi sts", - "myster ious", - "ex act", - "blo cking", - "mercur y", - "bat ter", - "du mp", - "âľ Į", - "en se", - "li sh", - "ridic ulous", - "prote sters", - "ðŁĻ Ī", - "lu st", - "swe at", - "as s", - "ali ke", - "co dy", - "re ments", - "win ds", - "as pir", - "vi enna", - "pra y", - ".. .@", - "bo i", - "cand le", - "assi sts", - "te e", - "der son", - "p ony", - "f ence", - "con spir", - "âĺħ âĺħ", - "oo th", - "e pic", - "ba rely", - "a unt", - "b am", - "diamon ds", - "end less", - "scre ens", - "can cer", - "gr o", - "p st", - "pro spec", - "mo sque", - "help ful", - "ou ri", - "bro ther", - "gu jar", - "cri sti", - "ine z", - "to wers", - "ad dresses", - "gra y", - "bur ton", - "re tweeted", - "ðŁ¤ Ķ", - "n ity", - "du ck", - "super vis", - "jo an", - "kin der", - "sanc tu", - "pi ed", - "âı °", - "ł ï¸ı", - "m ati", - "reven ge", - "ce ster", - "eli fe", - "desig ners", - "back ed", - "bo li", - "wei ght", - "cou ch", - "su res", - "s its", - "shri mp", - "la gos", - "auth orities", - "os ity", - "hol ly", - "compu ting", - "fac tors", - "ab e", - "pan els", - "ram ad", - "sent ence", - "missi on", - "hol m", - "r b", - "d ads", - "shang hai", - "mon ey", - "she ets", - "sk ate", - "thre w", - "cup cakes", - "infin ite", - "l is", - "practic ing", - "ess ay", - "ka i", - "as ci", - "mo b", - "u gh", - "hol mes", - "re gg", - "ik h", - "mo ck", - "collec tions", - "pe p", - "o va", - "sal t", - "nan dez", - "co y", - "thre ats", - "tex ts", - "cin nam", - "pregn ancy", - "pen ding", - "stam p", - "flow er", - "g is", - "agre ed", - "pay ne", - "ro ver", - "ph ra", - "sof t", - "f fin", - "fa thers", - "pass engers", - "aw ays", - "al a", - "h es", - "li van", - "in s", - "samu el", - "ingu i", - "h of", - "j j", - "chen nai", - "cat al", - "om ic", - "he ath", - "ni ece", - "pump ed", - "integr ated", - "are l", - "no m", - "produc tivity", - "wan ting", - "vis a", - "di ana", - "tw il", - "it v", - "cam ps", - "ro wing", - "d ley", - "black and", - "gu ards", - "b ells", - "re verse", - "vi be", - "ric ky", - "mo ss", - "ny t", - "âĺ Ģï¸ı", - "el le", - "tro y", - "cu dd", - "ev an", - "women s", - "fo to", - "mi stakes", - "wick ed", - "mi l", - "c led", - "me mes", - "co smo", - "schol ar", - "ren o", - "ðŁĺ Ģ", - "v ents", - "# âĢ¦", - "terrori sts", - "ca sey", - "cardin als", - "ðŁĺĬ ðŁĺĬ", - "venezu ela", - "bol a", - "liter acy", - "t w", - "en o", - "con tains", - "au stin", - "fin anci", - "ev an", - "har vard", - "origin ally", - "chev ro", - "her ald", - "nott ingham", - "manag ers", - "âŀ ¡", - "accep ting", - "wal sh", - "tutor ial", - "entrepreneur ship", - "yach t", - "requi rements", - "glen n", - "pe de", - "unfortun ately", - "ach ing", - "dais y", - "gi an", - "night mare", - "âĿ Ĺ", - "r ina", - "b art", - "ema ils", - "oppo site", - "who m", - "sa ke", - "pu zzle", - "da shi", - "par ty", - "blan ket", - "bus es", - "lo re", - "beau ty", - "reas on", - "pun jab", - "winds or", - "func tional", - "exi sting", - "hel lo", - "gli mp", - "con vin", - "la k", - "scre aming", - "rebec ca", - "bli ss", - "north west", - "infin ity", - "cosme tics", - "pul ling", - "coffe e", - "pl ing", - "op ho", - "colom bia", - "interior design", - "( +", - "emo tions", - "sa c", - "sun glasses", - "sav es", - "d f", - "six th", - "al y", - "ðŁĺ »", - "de en", - "dev ast", - "polit icians", - "lac rosse", - "g u", - "pe i", - "jav a", - "comb ine", - "coal ition", - "er ts", - "survi v", - "ch ad", - "stri an", - "n n", - "de vi", - "coun c", - "concer n", - "contro ller", - "bre ast", - "j ury", - "tu m", - "introduc es", - "la di", - "mobi le", - "al z", - "ste ady", - "nur ses", - "h acking", - "on line", - "oce an", - "ðŁİ Ħ", - "a am", - "ju ven", - "ic c", - "louisi ana", - "ar te", - "street art", - "is on", - "wn s", - "fr m", - "p anda", - "no ir", - "main tain", - "del ay", - "symp toms", - "thor n", - "ge ome", - "ter n", - "carri ed", - "p ru", - "pan or", - "as sy", - "per u", - "clou d", - "sp ra", - "pe di", - "e ste", - "tag ged", - "ðŁĺ Ŀ", - "shado ws", - "naz i", - "ا٠Ħ", - "cor ri", - "âĻ¥ âĻ¥", - "j ad", - "ðŁĩ «", - "form al", - "spo ken", - "ðŁĮ ŀ", - "enjo y", - "lo pez", - "out look", - "in ho", - "w ander", - "Ù ħ", - "ma ya", - "pe e", - "d ine", - "ãĢ ij", - "brief ing", - "suppor ter", - "ar ily", - "ght ers", - "natur ally", - "doctor who", - "j en", - "v ar", - "new year", - "re se", - "si mm", - "re x", - "con sequ", - "tomat oes", - "bur st", - "bra vo", - "bur gers", - "cr acking", - "nor theast", - "bi om", - "mush room", - "mar que", - "dou ble", - "ni er", - "v ag", - "tw enty", - "key board", - "win ni", - "jama ica", - "par ish", - ": -", - "mental health", - "ali zing", - "ren der", - "wa king", - "ðŁİ Ĥ", - "g ly", - "na than", - "wa shing", - "mel issa", - "jun g", - "loy al", - "chil i", - "song writer", - "guit arist", - "bo wie", - "neighb ors", - "onym ous", - "as set", - "ta i", - "head quarters", - "ðŁĮ Ī", - "i hear", - "ci gare", - "sur g", - ") \"", - "re pl", - "dar ling", - "ðŁĻ Ħ", - "z ak", - "sa re", - "ãħ ĭ", - "mic key", - "ware house", - "mass age", - "ine es", - "did nt", - "i w", - "hur ts", - "eng aging", - "mag ic", - "women in", - "k itten", - "mor s", - "c art", - "tit ans", - "colle ague", - "compe ting", - "er an", - "k hal", - "mar ble", - "dem and", - "del ight", - "et ary", - "bli zz", - "lou ise", - "m ls", - "fini shes", - "experim ent", - "conduc ted", - "electr onics", - "itt ers", - "car ing", - "wh ats", - "sym bol", - "jun g", - "e cu", - "pi x", - "con text", - "char ger", - "ðŁĺ ĩ", - "re ig", - "fra g", - "ë ĭ", - "ch ad", - "tru e", - "ker ry", - "def ending", - "a int", - "au ton", - "check out", - "bar nes", - "less ly", - "d t", - "m me", - "clou dy", - "second ary", - "are z", - "_ :", - "app a", - "const ant", - "\" )", - "ve ts", - "jo b", - "i ent", - "ðŁĺŃðŁĺŃ ðŁĺŃ", - "m j", - "fren ch", - "di ver", - "davi es", - "hh hh", - "e book", - "๠ī", - "mar iti", - "bree ze", - "susp ended", - "mat o", - "vi et", - "ra hu", - "se i", - "bol t", - "en ary", - "le is", - "kar l", - "fr amed", - "expla ining", - "ab c", - "de aling", - "nat o", - "ja ke", - "exp and", - "leon ard", - "establi shed", - "du b", - "ar men", - "el led", - "voc al", - "nichol as", - "ori ent", - "k yo", - "illustr ated", - "ah h", - "danc ers", - "milli on", - "ge ta", - "po pp", - "as u", - "mur dered", - "gi ble", - "sto ked", - "gri ffin", - "maxi mum", - "adri an", - "en counter", - "ther o", - "david son", - "ðŁį »", - "holi day", - "ev o", - "asse ts", - "car son", - "memor able", - "âļ ½", - "ob am", - "represent ative", - "cb d", - "tr icks", - "vo gue", - "vo ice", - "mm mm", - "sebasti an", - "cli f", - "ath y", - "par alle", - "ðŁ¤ ·", - "pa k", - "ev acu", - "e ats", - "ا Ø", - "tou ched", - "organ ised", - "spir its", - "can ad", - "gui ded", - "frame work", - "ðŁĮ Ł", - "pe d", - "natur al", - "ag ar", - "replac ed", - "anch or", - "ti t", - "sha h", - "organ is", - "super ior", - "r n", - "ch ro", - "eric a", - "st ill", - "cor on", - "chu ck", - "loc ks", - "or gan", - "ro sen", - "sc am", - "ben ed", - "/ #", - "ke en", - "tre vor", - "vamp ire", - "sor ted", - "! '", - "af ford", - "in tro", - "gr ace", - "ðŁĺ ľ", - "sau r", - "kick starter", - "influ en", - "v u", - "y up", - "po c", - "ðŁİ ¥", - "a ar", - "s ang", - "tre k", - "et sy", - "tb h", - "scre am", - "chevro let", - "pix el", - "shepher d", - "an or", - "gabri el", - "tw ood", - "sd cc", - "me ters", - "develop ers", - "clo sure", - "v w", - "twit ch", - "ì Ĺ", - "se oul", - "pr ice", - "ho g", - "n ish", - "hill ary", - "scrat ch", - "in cen", - "wag on", - "dis ability", - "pan ther", - "ch ats", - "g d", - "wit z", - "sus sex", - "l ate", - "den mark", - "ger ald", - "cancel led", - "net te", - "i x", - "nav al", - "bap tist", - "te t", - "y ad", - "ma th", - "ho y", - "r andy", - "po int", - "intel lec", - "fru its", - "w ool", - "gu in", - "pr on", - "the ft", - "con dem", - "mar ry", - "n ola", - "architec ts", - "cin cin", - "roc kets", - "gentle man", - "ex plan", - "t ate", - "do e", - "ra ises", - "wild life", - "w l", - "insi der", - "blan c", - "w p", - "for sale", - "ny c", - "po well", - "unbeliev able", - "pen s", - "goo dies", - "mu stang", - "p ens", - "st ays", - "squ ash", - "xox o", - "near by", - "ever ton", - "co co", - "le agu", - "k han", - "stu d", - "south west", - "con struc", - "s worth", - "cro atia", - "le a", - "su ms", - "aim s", - "e an", - "van ess", - "iti ous", - "pa thy", - "arc ade", - "b end", - "sugge sts", - "sac ram", - "roy als", - "ri er", - "em ir", - "in cl", - "an k", - "clar k", - "ri ght", - "vac c", - "ठ¾", - "tan e", - "li b", - "u sc", - "sal es", - "hu h", - "s ally", - "ver a", - "p ga", - "gro ws", - "dru m", - "tre e", - "eth ics", - "sug gest", - "is ab", - "se aled", - "pre viously", - "anim ated", - "ab du", - "ri ses", - "glo b", - "pre dat", - "scar f", - "del ic", - "om ar", - "ll i", - "sx sw", - "py thon", - "ne bra", - "fun k", - "reflec t", - "pav ilion", - "tic ally", - "ch asing", - "bak ery", - "inva sion", - "ko h", - "believ ed", - "co hen", - "con qu", - "cra fts", - "nat i", - "cle ver", - "govern ance", - "sam ples", - "fa ils", - "â Ķ", - "ti mo", - "r itu", - "stri king", - "inclu sive", - "sho cking", - "can t", - "requi res", - "dra wings", - "ภŃ", - "purch ased", - "du m", - "z ach", - "war ner", - "con sole", - "man sion", - "foun tain", - "circu m", - "e sh", - "is land", - "mil k", - "pro fits", - "hali fax", - "ri val", - "âľĪ ï¸ı", - "jen ny", - "sand ra", - "ny e", - "k elly", - "y al", - "qu ad", - "no s", - "inste in", - "fin alists", - "mid fielder", - "cu e", - "excep tional", - "a an", - "sa pp", - "gett in", - "sa a", - "f ati", - "sl ice", - "vol k", - "s wal", - "la sting", - "sum mary", - "it as", - "sm o", - "s z", - "âĺ Ĩ", - "ip l", - "fl ames", - "ene ws", - "ha v", - "hoo die", - "pitch er", - "win dy", - "re vol", - "centr al", - "ton ite", - "ðŁİī ðŁİī", - "sol ved", - "mil wau", - "organiz ations", - "wee ts", - "re fin", - "s th", - "ãĥ ¼", - "el in", - "ton a", - "cinnam on", - "ðŁİ ¨", - "ðŁİ ģ", - "ron aldo", - "pen insu", - "ome ga", - "el ds", - "desig ning", - "e igh", - "blu et", - "ben z", - "nu g", - "ash a", - "robo ts", - "su dan", - "choo sing", - "en do", - "ser ge", - "clo sely", - "hand y", - "fing er", - "be ing", - "ar te", - "survi ved", - "fl ame", - "mile stone", - "gu t", - "d war", - "fu tures", - "é e", - "el o", - "fri dge", - "eli c", - "ou ch", - "u b", - "p v", - "tit an", - "col lar", - "st ation", - "nev ada", - "aur ora", - "r d", - "dun can", - "âģ ł", - "bri en", - "mar sh", - "Ð ¾", - "to tal", - "ch ry", - "s ers", - "su ffe", - "ra chel", - "colle ge", - "to days", - "cour ts", - "ch it", - "re united", - "gym na", - "gen esis", - "be side", - "re presentation", - "ch ant", - "collec tor", - "ra k", - "ath ens", - "ni gh", - "mun ich", - "langu ages", - "fl u", - "particip ation", - "__ _", - "c v", - "spec trum", - "so da", - "co ver", - "refe ren", - "ab bo", - "ap a", - "public ation", - "ed m", - "mon ica", - "ar my", - "ðŁļ Ģ", - "div or", - "dr y", - "stre ams", - "robo tics", - "ci der", - "bull ying", - "appro val", - "sto ke", - "plat forms", - "sier ra", - "ex tin", - "i b", - "ha yes", - "succe ed", - "suff er", - "at ically", - "da i", - "lyn ch", - "h ound", - "del ines", - "ack now", - "d ated", - "exclu sively", - "he res", - "fac ilit", - "dam aged", - "char ter", - "la kers", - "fal con", - "unve iled", - "wel ove", - "e ase", - "pati ence", - "l one", - "gent le", - "gene tic", - "produc ing", - "g our", - "shann on", - "bil ities", - "zimbab we", - "p int", - "dau ghters", - "liter ary", - "bel le", - "cl am", - "surroun ded", - "k any", - "ne il", - "pir ate", - "rang er", - "hb d", - "nat alie", - "bel ong", - "olym pi", - "emb assy", - "sc ol", - "en er", - "ak in", - "lo ren", - "b h", - ": /", - "di va", - "den im", - "hi pp", - "ðŁĩµ ðŁĩ", - "arn old", - "? '", - "we ren", - "em power", - "dis abled", - "man or", - "rasp berry", - "b af", - "aw ful", - "dru mmer", - "kar dashi", - "n ash", - "machine learning", - "ch u", - "rebel s", - "tim ing", - "mon roe", - "ton gue", - "ran ge", - "pup ils", - "re ss", - "amaz on", - "b z", - "har ley", - "pal mer", - "ballo on", - "s ings", - "ic ec", - "j b", - "c ers", - "g ps", - "whi st", - "ri se", - "l t", - "oo oo", - "c attle", - "shoo ter", - "vod ka", - "uc l", - "mt g", - "le sli", - "jon as", - "di spo", - "at ric", - "ste in", - "vintag e", - "fir ms", - "flo yd", - "cow boy", - "soo oo", - "is aac", - "war craft", - "disney land", - "beauti ful", - "be am", - "franch ise", - "bu n", - "k ag", - "an on", - "tur bo", - "swee p", - "made in", - "kar achi", - "dete ctive", - "penn sylvania", - "contro versi", - "vitam in", - "a side", - "chron ic", - "descri bes", - "remo val", - "ha h", - "ap er", - "ten ed", - "u to", - "bad ly", - "mir ac", - "f ry", - "ye a", - "in jec", - "ther mal", - "comp act", - "th or", - "te ed", - "ur gent", - "l ite", - "g illi", - "sop hom", - "ic o", - "che m", - "p m", - "for k", - "fre ak", - "ch ak", - "recipi ent", - "i y", - "ni k", - "model ing", - "c ans", - "ðŁı Ģ", - "del ux", - "se am", - "surviv ors", - "rad ical", - "investig ating", - "reli able", - "f m", - "tur t", - "ligh thouse", - "to ol", - "go wn", - ") )", - "bo ts", - "auto graph", - "a id", - "bu ffe", - "h mm", - "horri ble", - "ssi onal", - "ann i", - "๠Ģ", - "k its", - "sch i", - "eter nal", - "hu ss", - "sens itive", - "r u", - "tast es", - "chec ks", - "im o", - "por tion", - "sk ate", - "e den", - "half time", - "fri ed", - "ri hanna", - "ti se", - "fl ick", - "ca in", - "s gt", - "âľ Ķ", - "sh au", - "sta ined", - "ra ffle", - "dro ve", - "sal man", - "princi ples", - "sh o", - "ar u", - "je ss", - "gu ine", - "gar bage", - "my an", - "jel ly", - "dis ru", - "z ia", - "q ld", - "ent ries", - "la v", - "fle w", - "ad mit", - "objec ts", - "comp are", - "ny times", - "cann es", - "p n", - "suff ol", - "ro c", - "d ana", - "e gg", - "hi st", - "coun sel", - "' !", - "phy si", - "imag ination", - "ad just", - "explo sion", - "plym outh", - "hor ror", - "elli ott", - "bour ne", - "de x", - "bre ed", - "au dio", - "lob ster", - "disappo inted", - "nation wide", - "( (", - "incre ases", - "austr ali", - "ce dar", - "star ing", - "rac ial", - "e is", - "g mt", - "visi ons", - "stay ed", - "discu ssions", - "de an", - "cur tis", - "mai den", - "stel lar", - "happ iest", - "h wy", - "pre season", - "car av", - "mon days", - "hospit als", - "glimp se", - "schol ars", - "ja i", - "ter race", - "ann a", - "goo se", - "gra ded", - "lot us", - "hun g", - "grocer y", - "stam ps", - "emper or", - "sc oop", - "in ser", - "c as", - "exist ence", - "he al", - "fal cons", - "mar vel", - "reduc ing", - "terri fic", - "magne tic", - "perfor ms", - "bar re", - "p us", - "tre ating", - "ic on", - "w h", - "decla red", - "tra uma", - "do d", - "come dian", - "nik on", - "bu gs", - "as m", - "mont gom", - "ibi za", - "comprehen sive", - "ha s", - "san ti", - "fellow ship", - "da sh", - "p sal", - "louis ville", - "sp y", - "fau lt", - "d the", - "fi led", - "vi sta", - "de sc", - "fe ars", - "you tu", - "sp s", - "es p", - "ri g", - "cri me", - "ber ger", - "wonder land", - "k ent", - "in formed", - "stev ens", - "my th", - "ast on", - "ir i", - "visit or", - "at ri", - "produc ers", - "al la", - "person ally", - "separ ate", - "agen cies", - "af ri", - "il an", - "spo ke", - "n ina", - "squ ad", - "di ves", - "de pend", - "li v", - "fier ce", - "enter taining", - "cha in", - "sc at", - "bor ders", - "pal ette", - "sp ro", - "os is", - "der by", - "tobac co", - "zi o", - "willi e", - "ju vent", - "zoo m", - "hol y", - "enti rely", - "af e", - "mart inez", - "be ds", - "pe a", - "bull dogs", - "ðŁĩª ðŁĩ", - "ib m", - "ne on", - "ethiop ia", - "team mates", - "plan ting", - "tw er", - "any time", - "for bes", - "ó n", - "run way", - "ner vous", - "ro ger", - "p ile", - "ch anc", - "apo caly", - "u w", - "o i", - "dr ought", - "territ ory", - "br ick", - "cre atures", - "go in", - "w aff", - "gre n", - "sou theast", - "je an", - "am bul", - "ed ited", - "stra p", - "c v", - "aar on", - "ãĥ» ãĥ»", - "t su", - "descri ption", - "kin dly", - "clu tch", - "im mer", - "en or", - "women sday", - "or ange", - "ra g", - "ob vious", - "hy der", - "chann els", - "man go", - "me yer", - "ra ining", - "ge tty", - "pil gri", - "coordin ator", - "up load", - "ninten do", - "don uts", - "san chez", - "app arel", - "j r", - "zz i", - ", @", - "jeff erson", - "accessi ble", - "great ly", - "e id", - "initi al", - "budd ha", - "par is", - "ma scot", - "â¬ĩ ï¸ı", - "sch war", - "si ri", - "sp inning", - "mortg age", - "e cho", - "end ange", - "ge dly", - "chlo e", - "enh ance", - "kar nat", - "k ry", - "explo res", - "ðŁĴ ģ", - "af fair", - "ic als", - "all a", - "dar t", - "dolph ins", - "diffe rences", - "squir rel", - "au gh", - "dr ones", - "ell en", - "re store", - "pa w", - "un for", - "pi ke", - "hil ton", - "colla b", - "consu mers", - "co inci", - "out comes", - "pp p", - "a q", - "coup on", - "li est", - "si ms", - "k ho", - "av es", - "spo on", - "pu dding", - "cor byn", - "hat ers", - "ex ams", - "sla ve", - ". !", - "p sa", - "app les", - "tam il", - "se d", - "co ke", - "zz o", - "lo sange", - "car bon", - "cla ir", - "... )", - "k hu", - "cra ig", - "explor ation", - "sanctu ary", - "su e", - "al way", - "demen tia", - "won ders", - "super hero", - "pakistan i", - "brown s", - "bluet ooth", - "lo cker", - "mar c", - "ev entu", - "delux e", - "rodri guez", - "âĿ¤ âĿ¤", - "ro bb", - "ðŁĴ ¦", - "lin ux", - "ten s", - "intellig ent", - "se ed", - "vo ter", - "s ler", - "pe aks", - "inter n", - "teen age", - "peninsu la", - "hand ling", - "ti e", - "cou sins", - "wen dy", - "me e", - "à¹Ģ à¸", - "din o", - "ðŁĴ °", - "ðŁĺ ĥ", - "ze e", - "s bury", - "trage dy", - "b k", - "bo re", - "z in", - "war ns", - "idi ot", - "tou ching", - "contin ental", - "tac os", - "saf ari", - "wa shed", - "po dium", - "morri son", - "fore sts", - "c bc", - "al on", - "partic ular", - "be ads", - "inv ented", - "lo ch", - "li ghter", - "where ver", - "i de", - "docu ments", - "a we", - "k r", - "no where", - "min er", - "st it", - "ro x", - "contribu te", - "har dy", - "cl an", - "ob ject", - "ca it", - "ðŁĴķ ðŁĴķ", - "happ ier", - "vege tables", - "t art", - "g ag", - "nom inee", - "heav ily", - "pan ic", - "j d", - "there sa", - "at m", - "u ph", - "s fc", - "su ri", - "drin k", - "n al", - "re vel", - "k l", - "avoc ado", - "nom ination", - "ma donna", - "shar on", - "malcol m", - "control led", - "sh ers", - "revi val", - "legis lation", - "shoo ts", - "n in", - "comm entary", - "pro s", - "human rights", - "str anger", - "mit ch", - "pipel ine", - "leg ally", - "th u", - "gil bert", - "tol l", - "gran ted", - "gh s", - "ir anian", - "refre shing", - "du k", - "ab i", - "pri me", - "jose ph", - "mo sa", - "stati stics", - "produc tions", - "mer ry", - "pat el", - "sa x", - "human itarian", - "struc tures", - "e missions", - "town s", - "fre el", - "ster ing", - "rat ings", - "alle gedly", - "cab in", - "st l", - "w ade", - "fl yers", - "tri m", - "promis ing", - "z u", - "bal lot", - "compar ison", - "free ze", - "ou ter", - "great ness", - "as sign", - "snow y", - "r ale", - "tor ies", - "med iter", - "kno ck", - "consult ant", - "cincin nati", - "analy st", - "sc oo", - "je ws", - "appro xim", - "pu re", - "portra its", - "cy rus", - "ation al", - "lo ans", - "acqu is", - "el u", - "accep table", - "uni on", - "water color", - "ru st", - "batt les", - "per fu", - "seas onal", - "ser ial", - "mind set", - "ri ot", - "fel d", - "enni al", - "clo set", - "pri est", - "tan ks", - "int l", - "scre w", - "bu m", - "ab dul", - "ou x", - "expla ined", - "ric a", - "imag ing", - "law yers", - "bu ried", - "ãĥ»ãĥ» ãĥ»", - "ear l", - "âĢ ķ", - "l ton", - "resto red", - "stri pes", - "fo ss", - "de mands", - "ste aling", - "alex is", - "mun d", - "ak er", - "ur us", - "war dro", - "hu gs", - "gen re", - "e go", - "Ù Ħ", - "particip ated", - "bab es", - "ban quet", - "ti ous", - "he mi", - "ds b", - "lo st", - "milwau kee", - "jen ner", - "ge m", - "ou tra", - "lo ses", - "id i", - "re ps", - "ðŁİ §", - "regu lation", - "fla w", - "f ang", - "vibr ant", - "ram p", - "ra ins", - "well being", - "so viet", - "vie wers", - "de po", - "libr aries", - "bi go", - "ser y", - "g ill", - "de struction", - "co z", - "c x", - "bri dal", - "al ds", - "plan ted", - "amate ur", - "lu d", - "che ering", - "show cas", - "pro file", - "i u", - "ver tical", - "pack ers", - "wiz ard", - "ski p", - "s light", - "be au", - "air ways", - "mu ch", - "re ra", - "ðŁĮ Ĭ", - "ab sor", - "pati o", - "pack ages", - "s ells", - "ment ally", - "ðŁĺ ¢", - "reyn olds", - "k are", - "tri bun", - "wal t", - "kn it", - "ta ste", - "sur rey", - "boun ce", - "cre ature", - "b are", - "bet ting", - "su re", - "mi ley", - "laugh s", - "al ore", - "cy n", - "t l", - "arti st", - "ann ah", - "war mer", - "dynam ics", - "lunch time", - "mariti me", - "vulner able", - "ðŁĴ ĥ", - "wol ver", - "dur ham", - "const antly", - "am in", - "si bl", - ": @", - "bul let", - "k ach", - "angel o", - "wil der", - "doo m", - "desk top", - "law suit", - "k ca", - "hen derson", - "inv iting", - "bet ty", - "ta wards", - "ra fa", - "le aked", - "and i", - "ge ms", - "af l", - "vel o", - "mediter ran", - "pro be", - "to tten", - "steph anie", - "sn ation", - "com be", - "q s", - "over come", - "assas sin", - "ra v", - "fil ip", - "winni peg", - "sh il", - "determin ed", - "k as", - "ou tre", - "regre t", - "gui des", - "aa a", - "ðŁĺ Ī", - "wi ves", - "mani fe", - "er ly", - "sm y", - "sh ima", - "x ing", - "pix el", - "jac ob", - "ac commod", - "to y", - "on o", - "po o", - "ti er", - "an swe", - "ðŁĴ ģ", - "ro sa", - "le ase", - "bel ongs", - "th ar", - "eventu ally", - "nei ther", - "go a", - "ski ing", - "at ra", - "ag h", - "broad casting", - "f ury", - "py ram", - "d ice", - "volk swag", - "wom ens", - "provi der", - "bom bs", - "miss ile", - "whi p", - "d ick", - "nor we", - "back up", - "el der", - "mat ure", - "concer ts", - "gi ous", - "sque e", - "good morning", - "bra ves", - "^ _", - "au ssie", - "lun a", - "mal es", - "he ck", - "for tn", - "rome o", - "steel ers", - "p n", - "pe er", - "re presents", - " «", - "kat y", - "migu el", - "requ ire", - "cha ins", - "l ur", - "immedi ate", - "ti mber", - "âĸ¶ ï¸ı", - "advoc acy", - "ex port", - "an z", - "tiff any", - "auth or", - "ðŁİ Ī", - "du des", - "chil ly", - "hi d", - "har m", - "bu g", - "mon ster", - "terri er", - "tu c", - "story telling", - "ta k", - "in ti", - "immigr ants", - "b is", - "reach es", - "com passion", - "john ny", - "contribu tions", - "ðŁIJ ¶", - "mechan ical", - "impre ssion", - "ran ks", - "ko be", - "men ting", - "bloss om", - "pab lo", - "buil der", - "bom bing", - "tw el", - "sul livan", - "om o", - "pe te", - "de mi", - "ku dos", - "w bb", - "t gif", - "mass ach", - "neighb or", - "che fs", - "eng ines", - "pun e", - "ga ined", - "phan tom", - "s days", - "ext end", - "gr an", - "cent ers", - "jac qu", - "dat asci", - "sleep y", - "el vis", - "answe red", - "s lot", - "con y", - "flexi ble", - "ti ally", - "le tics", - "% ,", - "andre ws", - "si ble", - "mom ma", - "vin o", - "do x", - "invit ational", - "twil ight", - "j ade", - "ill ery", - "joh ns", - "f ou", - "p v", - "-- ->", - "break down", - "billi on", - "prin ter", - "mon d", - "c bc", - "mag gie", - "legi on", - "du b", - "kur t", - "po or", - "paren ting", - "regi ons", - "bikin i", - "be ware", - "si onal", - "au burn", - "kid ding", - "amp les", - "sp an", - "con tempor", - "c ic", - "ha bits", - "ak o", - "pre fe", - "bud dies", - "it z", - "em ily", - "person nel", - "moun tain", - "ver sus", - "ðŁĺ ¬", - "ear ning", - "s ink", - "dar i", - "u u", - "s win", - "i ster", - "bru tal", - "n ac", - "kat a", - "clo th", - "am and", - "ðŁĶ Ĺ", - "ne o", - "alu min", - "week ends", - "nebra ska", - "co des", - "delay ed", - "brun o", - "pro ven", - "in c", - "i ght", - "fl an", - "or o", - "lam bert", - "regu lat", - "w f", - "massach use", - "kardashi an", - "bern ard", - "fi esta", - "volcan o", - "grand pa", - "anc a", - "d re", - "st itu", - "mean ing", - "fo am", - "au ck", - "at ed", - "r l", - "hot el", - "pers ons", - "dy nasty", - "ell or", - "ma i", - "am ne", - "sty ling", - "avi er", - "e g", - "vege tarian", - ", âĢ¦", - "foun ders", - "sta in", - "g d", - "cy cles", - "sky line", - "trac tor", - "exi sts", - "tra l", - "kid ney", - "mar il", - "inst ag", - "se tte", - "addic t", - "tri angle", - "flash back", - "controversi al", - "z on", - "p ins", - "i as", - "tr ay", - "town ship", - "deleg ates", - "sp am", - "h ms", - "cr ane", - "peop les", - "o lo", - "fac tion", - "but es", - "on ica", - "deleg ation", - "new profile", - "eli er", - "mc a", - "w and", - "g ely", - "losange les", - "ber ke", - "ti ve", - "dis rup", - "zz a", - "cas a", - "jor dan", - "ford shire", - "ga thered", - "ic hi", - "atten dees", - "à¸Ń à¸", - "pe ppers", - "co in", - "bour bon", - "ern ity", - "ro tary", - "behavi our", - "jere my", - "team work", - "compli ance", - "tre mend", - "ðŁĩ §", - "bu hari", - "cam bo", - "bu yers", - "ha gen", - "bu ds", - "bay ern", - "mon te", - "sm ells", - "an za", - "ath lon", - "descri bed", - "work force", - "gi ving", - "ap i", - "invest ments", - "da il", - "sel ena", - "datab ase", - "th um", - "mor tal", - "stu dent", - "bu yer", - "do ver", - "gar ten", - "att le", - "loy alty", - "gen oci", - "holo cau", - "theat ers", - "ru ling", - "ven us", - "pat ent", - "ch un", - "ab by", - "awa ke", - "mass acre", - "bang alore", - "break ing", - "simm ons", - "ju sti", - "hal e", - "ed chat", - "gg les", - "haw k", - "mar king", - "head lines", - "stro m", - "co ve", - "breath taking", - "med als", - "hair cut", - "christ ine", - "tele graph", - "gujar at", - "ju ra", - "can e", - "sho re", - "propag anda", - "mu eller", - ".... ....", - "sa vi", - "stom ach", - "thro ws", - "ta b", - "war m", - "j ong", - "reno wned", - "hi r", - "ra is", - "mush rooms", - "guaran teed", - "bo a", - "m j", - "revolu tionary", - "certi fication", - "bru ins", - "jo in", - "w es", - "pas sport", - "c g", - "sex u", - "cap able", - "w v", - "ton es", - "jac kets", - "ac compan", - "spin ach", - "fore ver", - "bla ir", - "wat ts", - "g l", - "cou ples", - "prairi e", - "newprofile pic", - "logi stics", - "massachuse tts", - "jagu ar", - "o id", - "we al", - "under water", - "mo z", - "y i", - "ma ths", - "myan mar", - "pre ps", - "suffe red", - "tr ace", - "wal i", - "ah hh", - "bor g", - "st itch", - "cu lin", - "real ise", - "infe ction", - "discrimin ation", - "sh ame", - "an kle", - "hu mid", - "y t", - "brac ket", - "tru ck", - "tri u", - "ea ster", - "commun ity", - "post card", - "invol ving", - "ty ler", - "car amel", - "over view", - "ex amples", - "integr ity", - "base ment", - "instru ments", - "ani um", - "at us", - "gh er", - "laun dry", - "achi eve", - "gen eva", - "pr icing", - "hyder abad", - "beli ef", - "me ta", - "j aw", - "accoun ting", - "lead er", - "cristi ano", - "cou ture", - "cy p", - "vis ed", - ", ,,", - "k nu", - "h ick", - "break er", - "br am", - "ra b", - "mo or", - "ham as", - "gradu ating", - "pupp ies", - "ak h", - "ta h", - "ach es", - "ri e", - "op ini", - "g ta", - "re ign", - "tra gic", - "re ver", - "p ill", - "pine apple", - "tou ches", - "da re", - "le ys", - "il o", - "inter iors", - "sc outs", - "bar t", - "en zie", - "don o", - "bro ck", - "christi ans", - "ense mble", - " ·", - "cine mas", - "new port", - "air line", - "win ston", - "le igh", - "cont ents", - "pre scri", - "ur ge", - "tr out", - "fic ally", - "il ia", - "sub si", - "are r", - "âļ¾ ï¸ı", - "w ounded", - "ðŁĻ Ĥ", - "pe pper", - "ðŁĴ ŀ", - "fit ted", - "af f", - "re sur", - "thursday thoughts", - "z ero", - "archae ology", - "di v", - "je e", - "i on", - "awa iting", - "co zy", - "beauti es", - "bal d", - "dat a", - "gri zz", - "stal k", - "kin ds", - "cle ared", - "jess ic", - "regu lar", - "ali ens", - "plac e", - "bo s", - "bi zar", - "thisi s", - "ðŁĴ Ģ", - "totten ham", - "ma fia", - "s lam", - "ari ana", - "car roll", - "back pack", - "care y", - "uni v", - "r g", - "pe p", - "dig it", - "tatt oos", - "ag on", - "volunte ering", - "diffe ren", - "consu mption", - "ka thr", - "head phones", - "t shirt", - "o b", - "ele ment", - "re tail", - "sh ru", - "al gori", - "contain er", - "consci ous", - "fi l", - "com ing", - "ra sh", - "u rope", - "def ine", - "gi or", - "femini st", - "flow ing", - "rout es", - "gl aci", - "fer t", - "somer set", - "ant es", - "twee ps", - "$ $", - "h our", - "endange red", - "year sof", - "ro h", - "po pped", - "bac king", - "ba sil", - "bra ke", - "mon aco", - "lgbt q", - "pra gue", - "ut ility", - "cas si", - "gate way", - "haun ted", - "sch ul", - "ðŁİ µ", - "shou ld", - "walking dead", - "comple ting", - "dann y", - "montgom ery", - "pengu in", - "ss i", - "mer chandi", - "ðŁij ij", - "chur ch", - "h ates", - "cap tain", - "brea thing", - "ce t", - "fair ly", - "approach es", - "compan ion", - "surpri sing", - "kany e", - "pe y", - "hin di", - "targe ted", - "lor ds", - "de ut", - "di gging", - "ger man", - "ru t", - "ener gy", - "close st", - "y un", - "apo logi", - "ภ±", - "s ack", - "ru p", - "dd y", - "port al", - "d ough", - "b ats", - "ðŁĵ °", - "at ur", - "graph er", - "pi res", - "mo tors", - "ðŁĮ ¹", - "j c", - "dan g", - "tu k", - "clu e", - "us c", - "pag e", - "d less", - "bro ws", - "ju s", - "ad ing", - "re marks", - "oo m", - "car dio", - "ste fan", - "arm strong", - "âĢ¢ âĢ¢", - "ni est", - "belgi an", - "bi op", - "so y", - "lo f", - "í ĥ", - "q t", - "flashback friday", - "ce e", - "ģ à¸", - "wre ck", - "mar ines", - "amend ment", - "wardro be", - "vo y", - "bur ned", - "guit ars", - "ra inf", - "li fel", - "ssi l", - "oun ce", - "exter nal", - "c key", - "me sh", - "she ikh", - "inv itation", - "sugge sti", - "pop corn", - "phenomen al", - "an onymous", - "tun a", - "chic ago", - "o val", - "del y", - "loc als", - "( &", - "pro f", - "no vel", - "fin der", - "spar ks", - "la ven", - "in fu", - "nic ks", - "qu ant", - "ra e", - "exe c", - "dist ingui", - "st ances", - "mu tual", - "sh al", - "unve ils", - "edmon ton", - "zan ia", - "a dio", - "vie wer", - "brad ford", - "audit orium", - "qu is", - "re act", - "htt p", - "l ero", - "chee ky", - "impac ts", - "ta k", - "ed t", - "desper ate", - "t ay", - "ì Ħ", - "sett le", - "bar gain", - "resu me", - "un ite", - "thro wn", - "ke st", - "se ys", - "mar ching", - "am it", - "decl ine", - "sch ar", - "me tr", - "stan ford", - "lin ke", - "ber ra", - "dol ls", - "rug by", - "jam i", - "b or", - "road trip", - "dino saur", - "mi k", - "sun der", - "re m", - "b k", - "over seas", - "nau ghty", - "imple mentation", - "iam srk", - "lun cheon", - "fir ing", - "mi ami", - "pere z", - "the e", - "z on", - "gi fted", - "con version", - "ceram ic", - "¡ ï¸ı", - "pe dro", - "ì Ĩ", - "v ick", - "! @", - "he ed", - "si d", - "b w", - "docu ment", - "pl un", - "gr ants", - "fant asy", - "predic tions", - "vali d", - "car ved", - "gradu ated", - "ðŁijį ðŁı»", - "nation ally", - "ch y", - "af l", - "re sso", - "blan k", - "ri vals", - "j ig", - "e ties", - "om ics", - "une mp", - "b ound", - "sk o", - "inspec tion", - "par al", - "high s", - "cri sp", - "b ans", - "ob a", - "[ @", - "co spla", - "costu mes", - "rec all", - "mou th", - "ni gel", - "b ts", - "ter a", - "ko v", - "do cs", - "west minster", - "dic t", - "gra vity", - "kar i", - "ro gue", - "t ted", - "war k", - "ida ho", - "w end", - "aw i", - "queen sland", - "proce sses", - "cli ffe", - "m ick", - "com pens", - "op ol", - "the y", - "cl ari", - "wiki pedia", - "salman khan", - "haz ard", - "pre ston", - "swee test", - "pd f", - "che es", - "tr ilo", - "south africa", - "bur nt", - "( $", - "con tain", - "t p", - "sub mitted", - "sound cloud", - "at u", - "re z", - "word press", - "corru pt", - "n f", - "ma ker", - "í ķ", - "par as", - "adv ent", - "ri al", - "ca fe", - "fo ssil", - "!!!! !!!", - "co ws", - "c j", - "sp ur", - "institu tions", - "land mark", - "ent it", - "re ut", - "h is", - "alz heim", - "we mb", - "regg ae", - "mo squ", - "st at", - "identi fied", - "deal er", - "re am", - "re land", - "ten sion", - "ðŁĩ ©", - "wra pping", - "deep er", - "fr at", - "red dit", - "ar is", - "moroc co", - ".. \"", - "b low", - "ma pping", - "pri orities", - "ing a", - "swa p", - "re wards", - "conspir acy", - "creati ve", - "c j", - "congre ssional", - "vau lt", - "ple x", - "sophom ore", - "shad ow", - "ele ss", - "ðŁĺ ħ", - "dar ts", - "aldu b", - "anno ying", - "pro ps", - "n as", - "alumin um", - "h bo", - "offen se", - "j ill", - "oni ons", - "la ur", - "ta e", - "har dest", - "sh ro", - "ga ining", - "meas ure", - "ed tech", - "cyp rus", - "tar a", - "ang eli", - "car lo", - "go on", - "all i", - "im plic", - "ju pit", - "resil ience", - "ha il", - "bal anced", - ") ...", - "joy ce", - "gr a", - "th eli", - "defin ed", - "shi pped", - "main ly", - "min a", - "l m", - "sac ri", - "o ber", - "p im", - "claim ing", - "ent ers", - "co rey", - "bo k", - "cri ed", - "cool ing", - "dani elle", - "pharmac y", - "thor ough", - "ca ke", - "k lo", - "outre ach", - "z ens", - "digital marketing", - "val ent", - "sn p", - "her b", - "mr w", - "caf é", - "cap tures", - "no tre", - "triu mph", - "pan cakes", - "cu mber", - "spi ke", - "d ation", - "bi gg", - "sp er", - "crit ical", - "am al", - "too th", - "foun ding", - "a stro", - "' #", - "quan tum", - "th ames", - "un c", - "pri de", - "air bus", - "kno cked", - "un defeated", - "mediterran ean", - "cal cu", - "clo wn", - "sens or", - "ham mer", - "for give", - "cu shi", - "ber ry", - "maje stic", - "elec t", - "polit an", - "g ta", - "k ari", - "bur ke", - "sea hawks", - "volkswag en", - "re i", - "landsc apes", - "cas u", - "grand father", - "list ened", - "/ /", - "star trek", - "rainf all", - "fur ry", - "vi er", - "star k", - "rif le", - "ff a", - "leg es", - "hillary clinton", - "min us", - "correc tly", - "architec tural", - "pre ce", - "up side", - "box er", - "ðŁĻĮ ðŁı¼", - "is ai", - "de t", - "pro vo", - "tis sue", - "spoo ky", - "ve led", - "re con", - "prospec ts", - "que bec", - "âļ «", - "ig no", - "anat omy", - "shap es", - "w p", - "p interest", - "hor e", - "an es", - "pick up", - "ti p", - "pra desh", - "hu gh", - "co e", - "po k", - "gram my", - "well ington", - "sti gate", - "ri gh", - "lea p", - "king ston", - "scen ic", - "go sh", - "v ani", - "au g", - "s ary", - "zi er", - "bure au", - "lin son", - "con te", - "fra gr", - "all an", - "g aw", - "lan a", - "colli sion", - "surve ill", - "ren ais", - "ar range", - "s ali", - "do in", - "br ance", - "bren dan", - "our se", - "in coming", - "suspen sion", - "à ´", - "l la", - "educ ators", - "in tri", - "da e", - "bio graphy", - "bul gar", - "villa in", - "go thic", - "rw anda", - "e w", - "may or", - "meet up", - "democr at", - "mor gan", - "su dden", - "te sco", - "car rot", - "bom ber", - "mck in", - "re ne", - "fun day", - "agricul tural", - "haha h", - "show time", - "form ing", - "col a", - "scor pi", - "quo te", - "po ppy", - "s life", - "d az", - "tu b", - "ne n", - "mo t", - "ðŁĺ »", - "s ore", - "elder ly", - "o ve", - "skin ny", - "um i", - "anc o", - "man ship", - "we re", - "g v", - "k ah", - "fol ding", - "ne at", - "samanth a", - "dan ish", - "uk rain", - "humid ity", - "nu tri", - "jak arta", - "cand les", - "oooo oooo", - "at ile", - "streng th", - "i bra", - "bap ti", - "charle ston", - "fr ames", - "girl s", - "clear ing", - "glu ten", - "# #", - "super natural", - "ju bi", - "ph one", - "he in", - "dr un", - "le ak", - "invest or", - "y er", - "dom ain", - "ball room", - "mi sh", - "app li", - "off shore", - "bla ze", - "dor o", - "âĺķ ï¸ı", - "win ery", - "shar if", - "ad ore", - "n ir", - "saf er", - "si gh", - "as cri", - "strong ly", - "trac y", - "ck er", - "ol l", - "faith ful", - "ey ed", - "deli ghtful", - "vis m", - "karnat aka", - "tit an", - "wh ar", - "jer seys", - "re fur", - "heav en", - "gri p", - "pan ama", - "pre li", - "glu ten", - "o dd", - "cont ent", - "pon ti", - "tion ing", - "e commerce", - "feder ation", - "flaw less", - "ge ar", - "ti res", - "by r", - "pol ice", - "cu ban", - "tri butes", - "tic ul", - "chur ches", - "nur sery", - "di aries", - "muse ums", - "snapp ed", - "i van", - "wi ght", - "touri sts", - "ramad an", - "t rent", - "prophe t", - "won dered", - "focu sing", - "hi d", - "ic ons", - "i q", - "ambul ance", - "pi st", - "fun niest", - "time less", - "sr ilan", - "bu ys", - "ki ds", - "colour ful", - "a shi", - "ch ir", - "mu m", - "ðŁĵ ļ", - "let ter", - "x en", - "reut ers", - "pre serve", - "in ting", - "ste p", - "fu ji", - "uni ver", - "i u", - "show down", - "po ems", - "surveill ance", - "suspec ted", - "ta e", - "sol ving", - "tom b", - "mother sday", - "car pen", - "recru it", - "pil ots", - "bro c", - "mix ing", - "fri days", - "ty r", - "represent atives", - "tra pped", - "abdu l", - "free style", - "clu ster", - "âļ łï¸ı", - "k d", - "sk ill", - "pit t", - "ex o", - "commer ci", - "muse um", - "loc ally", - "g ina", - "no bel", - "immun e", - "fr ac", - "cap su", - "main ed", - "attemp ts", - "bull dog", - "be spoke", - "sing ers", - "sp elling", - "seg ment", - "nat ures", - "tic k", - "lip stick", - "clean er", - "gett able", - "preci sion", - "âĢ¼ ï¸ı", - "th ood", - "re ef", - "no pe", - "bill y", - "di gi", - "mu si", - "ri val", - "figu red", - "tal ity", - "sun ny", - "ber k", - "aw ww", - "awa its", - "un real", - "co pen", - "asy lum", - "ex otic", - "bu en", - "mo ck", - "en able", - "arch y", - "fr a", - "pla stic", - "al mond", - "amp li", - "displa ys", - "abbo tt", - "s me", - "x p", - "ðŁĻ ĥ", - "graph ic", - "i ved", - "mar a", - "cau tion", - "lea ks", - "en berg", - "ul u", - "unic orn", - "cann on", - "appren tic", - "ðŁĺĺ ðŁĺĺ", - "b ball", - "wil low", - "at ics", - "am as", - "manufac turer", - "campaig ns", - "port ers", - "flo ors", - "l su", - "ty pe", - "ke j", - "honor ary", - "it im", - "to le", - "min ecraft", - "d x", - "ma sh", - "ri o", - "consequ ences", - "ron ald", - "go ssi", - "suffol k", - "mu se", - "r bi", - "live music", - "i van", - "ðŁİ ¤", - "le u", - "patri ot", - "man it", - "lan ca", - "home decor", - "de ar", - "sig ma", - "ti de", - "str ings", - "v ita", - "sequ el", - "try na", - "inve stigate", - "bor is", - "ve gan", - "barri er", - "mind fulness", - "web b", - "hu stle", - "in da", - "tan zania", - "str ay", - "tex as", - "c ag", - "diagno sis", - "wom an", - "g w", - "ob session", - "l ative", - "nu fc", - "fl ynn", - "moment um", - "sof a", - "wal d", - "vege table", - "tu cker", - "supp er", - "se ab", - "ar ro", - "se ag", - "ven ting", - "counc ill", - "sp lat", - "cal cul", - ".. #", - "com fy", - "odi sha", - "sto pp", - "war fare", - "ca es", - "à ¨", - "co y", - "price less", - "in sec", - "ðŁĺ Ľ", - "contro ls", - "empower ment", - "datasci ence", - "per pe", - "gen ic", - "e res", - "tru deau", - "man o", - "sla very", - "expand ing", - "ma he", - "fa iling", - "s aga", - "photograph s", - "cre st", - "re on", - "surf ing", - "hi e", - "ðŁį Ģ", - "ja e", - "fel lows", - "south ampton", - "sol om", - "ce ster", - "tab ility", - "hor n", - "se ct", - "he e", - "cole man", - "at las", - "explo rer", - "consul tation", - "copy right", - "organi zing", - "den ied", - "mon keys", - "noo dles", - "br is", - "fl or", - "dou gh", - "bon ds", - "sho cked", - "eco system", - "care fully", - "w m", - "apart ments", - "cur ve", - "san diego", - "must ard", - "comm en", - "cere mon", - "e ch", - "ru th", - "ðŁĻĮ ðŁı»", - "hawa i", - "fil med", - "te ar", - "as ingly", - "ca ir", - "wat t", - "instru ment", - "ou tta", - "ye ol", - "river side", - "ë °", - ". :", - "nor wich", - "alo g", - "migr ants", - "new man", - "ri de", - "spr ink", - "targe ting", - "beli eve", - "tor ch", - "reflec ts", - "per mission", - "ff man", - "ene mies", - "bas ics", - "se ized", - "sun days", - "le i", - "hass an", - "en do", - "h c", - "st ad", - "le ments", - "kk kk", - "nan o", - "shar k", - "man a", - "on ic", - "treat ments", - "ear ly", - "collabor ative", - "shu ttle", - "bran ches", - "mis ses", - "mained cm", - "ap ers", - "ky le", - "carri e", - "leis ure", - "sh et", - "bir ding", - "adv ances", - "ðŁĵ Ŀ", - "popu lar", - "di ane", - "a be", - "re war", - "neigh bour", - "k pop", - "remem brance", - "play ground", - "ru b", - "krish na", - "e bola", - "inqu iry", - "ep a", - "lu min", - "organ isation", - "abra ham", - "norm ally", - "pre ten", - "jan et", - "w t", - "ðŁĴ İ", - "encoura ging", - "a stic", - "bu mp", - "syd ney", - "s z", - "ss ss", - "gar rett", - "ðŁĵ »", - "consul ting", - "roman ia", - "spo tting", - "chanc ellor", - "ar ma", - "presti gious", - "ðĿ IJ", - "t ad", - "cry st", - "compe tit", - "rati o", - "cat aly", - "bro w", - "j ur", - "vi king", - "commu te", - "y day", - "la yers", - "du mb", - "esc al", - "genoci de", - "f ill", - "gu pta", - "ste pping", - "se i", - "fo to", - "wild cats", - "col i", - "projec t", - "ear nings", - "st r", - "ge ons", - "comple tion", - "b m", - "decor ated", - "craw ford", - "af ghan", - "sc are", - "visi bility", - "hi b", - "direc tion", - "stro ll", - "christ ina", - "alter nate", - "cl are", - "sty list", - "be hold", - "s ance", - "leop ard", - "acqui red", - "narr ative", - "ash i", - "the a", - "?? ??", - "pe as", - "at ch", - "sli des", - "le en", - "renew able", - "eng lish", - "qu ir", - "co aster", - "r x", - "fo ols", - "match day", - "mis m", - "amaz ing", - "z ig", - "ke ting", - "won t", - "to wel", - "di ab", - "sta ke", - "n m", - "mel t", - "e than", - "gra pe", - "polit ician", - "sm en", - "í ĺ", - "re o", - "wedd ings", - "cat cher", - "or acle", - "me mo", - "ðŁĮ ´", - "ec k", - "rob bie", - "norwe gian", - "oper ator", - "am or", - "se wing", - "ju l", - "x ie", - "u v", - "fif ty", - "me ga", - "tatt oo", - "liber als", - "u pri", - "traffic king", - "richard son", - "su v", - "ki p", - "mess y", - "tremend ous", - "gl ou", - "cour tney", - "la d", - "stere o", - "my ers", - "i dio", - "^_ ^", - "man ning", - "dy e", - "w d", - "thr one", - "jun k", - "as u", - "provin cial", - "k ook", - "wr c", - "fine art", - "hamp shire", - "renais sance", - "b red", - "fall out", - "s j", - "sn l", - "al am", - "tor ture", - "fy i", - "sh ines", - "pa w", - "ch ar", - "hen ry", - "c row", - "aci ous", - "di an", - "pa ige", - "ba re", - "stock holm", - "scen ery", - "ðŁĩ ·", - "jef frey", - "pu sh", - "decor ation", - "ne d", - "cu te", - "brig ade", - "laven der", - "inv ites", - "e sports", - "vo ir", - "dri ed", - "tran spl", - "sur geon", - "no vels", - "pul ls", - "son y", - "lun ar", - "man e", - "i vy", - "fru str", - "dor set", - "sa i", - "tor res", - "ssi on", - "shut down", - "suggesti ons", - "writ ing", - "e o", - "battle field", - "u ga", - "ðŁIJ ¾", - "vac u", - "spl ac", - "g it", - "u g", - "high land", - "% )", - "mer maid", - "sacram ento", - "ta ils", - "p w", - "ka h", - "t ell", - "enh anced", - "ì ķ", - "auck land", - "cru el", - "ðŁ¤ ©", - "au dre", - "sail or", - "gram mar", - "g love", - "de on", - "infl am", - "fresh ly", - "k ell", - "zi p", - "christi e", - "mil d", - "di xon", - "instru ctor", - "g ence", - "ãħ ł", - "sub jec", - "constitu tional", - "crow ds", - "in visible", - "ru ins", - "da k", - "si p", - "pla que", - "p ouring", - "comple x", - "z ine", - "ste ad", - "f let", - "trans mission", - "lo way", - "ar un", - "incre asingly", - "au d", - "transp aren", - "cro wned", - "sc oun", - "blizz ard", - "lux u", - "fi ers", - "achieve ments", - "hun ters", - "rock ed", - "bas in", - "vio let", - "pro ves", - "achiev ing", - "pro sper", - "se ga", - "flo at", - "vi an", - "xi v", - "pol ic", - "tur a", - "approxim ately", - "wander lust", - "keep ers", - "geta way", - "co d", - "pol is", - "br yan", - "col ts", - "tal ents", - "yo gur", - "gluten free", - "wri st", - "gr y", - "cze ch", - "ðŁİ Ī", - "ev ille", - "ðŁı Ī", - "to x", - "dani els", - "am er", - "bi ds", - "weare one", - "me tab", - "g t", - "boy z", - "pd x", - "pos session", - "pu shed", - "shr ine", - "reali stic", - "tri gger", - "na vi", - "ru mors", - "n af", - "jen kins", - "tr un", - "comm uni", - "à Ĺ", - "gam ers", - "arm or", - "moham med", - "bal cony", - "y ah", - "stron gest", - "rhy thm", - "unfor gettable", - "k p", - "ho bb", - "custo dy", - "greg or", - "r ita", - "aes thetic", - "il ation", - "sponsor ing", - "n ay", - "kid napp", - "sh s", - "ra jas", - "me g", - "signific antly", - "butt ons", - "la c", - "ver sions", - "essenti als", - "opini ons", - "k ro", - "d printing", - "wi dely", - "d k", - "ur an", - "y al", - "reque sted", - "c n", - "cur ric", - "plu m", - "gr un", - "v m", - "dev on", - "m yo", - "rel ation", - "juvent us", - "rou ge", - "min ority", - "min es", - "jupit er", - "n ine", - "oxy gen", - "fran kie", - "une sco", - "fab ric", - "disgu sting", - "sal man", - "dete ction", - "lan ka", - "d ac", - "ðŁĩ« ðŁĩ·", - "argu ment", - "shel ves", - "cel tics", - "rober to", - "pi gs", - "he dge", - "fau l", - "pow ering", - "butter flies", - "fi r", - "re make", - "att i", - "com o", - "emp ha", - "kend all", - "poke mon", - "se ating", - "d ans", - "bald win", - "ðŁij »", - "lesli e", - "one direction", - "ti mber", - "im an", - "fon t", - "e der", - "di on", - "ste ph", - "for mat", - "gre gory", - "pro p", - "he x", - "ru in", - "sor y", - "inf er", - "n aw", - "bar ak", - "sd gs", - "kar ao", - "lu sh", - "v ander", - "end ent", - "g is", - "a fro", - "soc cer", - "ay an", - "t uni", - "lun g", - "da yof", - "alex a", - "mar ath", - "addic ted", - "ag ile", - "hy gi", - "light weight", - "ì §", - "mand ela", - "jo ey", - "anc y", - "hu m", - "bi r", - "memor ial", - "jim in", - "ging er", - "v ak", - "jav ascri", - "cro ps", - "orig ins", - "d ari", - "pi per", - "im port", - "aggre ssive", - "predic tion", - "re pairs", - "cr acker", - "voy age", - "ni ke", - "mu mmy", - "linke din", - "country side", - "bor der", - "gla ss", - "per t", - "s als", - "sho e", - "autograph ed", - "wal nut", - "colle gi", - "sal ary", - "pa iring", - "ðŁĮ ¸", - "cath ol", - "swee the", - "defe ats", - "streng then", - "roof top", - "impro vements", - "barri ers", - "ur u", - "t ally", - "ru led", - "ðŁĨ ļ", - "nai ja", - "emo ji", - "per cent", - "gi o", - "pro bs", - "on ce", - "adm its", - "pa ths", - "li ar", - "day tona", - "pe ters", - "cal i", - "cal li", - "mu g", - "o sa", - "ap h", - "ab y", - "hy de", - "eth nic", - "pla ins", - "ol f", - "haha hahaha", - "holi c", - "?! ?!", - "su bli", - "bl acks", - "mo t", - "gh ton", - "lo vin", - "b rent", - "bar u", - "l ati", - "de w", - "ate au", - "q a", - "pain ful", - "bu sters", - "st atic", - "ðŁĩ¨ðŁĩ ¦", - "note book", - "out fits", - "si es", - "r f", - "floo ds", - "Ñ Ģ", - "thro at", - "su ici", - "ro vers", - "beng al", - "pre pares", - "blo g", - "mini ature", - "Ø ¨", - "am phi", - "com b", - "r sp", - "in timate", - "green e", - "Ì ĩ", - "al tar", - "surg ical", - "ves sel", - "... ?", - "gav in", - "g ator", - "threat ened", - "z ar", - "rob bery", - "di er", - "promo ted", - "y g", - "x s", - "su bs", - "inter viewing", - "threat ening", - "do zen", - "me ado", - "water fall", - "nintendo switch", - "cal um", - "mini sters", - "dro p", - "univers ities", - "war ned", - "tac tics", - "ðŁĩ ²", - "refu se", - "ad ju", - "v ast", - "ðŁĺ ´", - "mc fc", - "lib ya", - "no filter", - "distribu ted", - "re ser", - "ron nie", - "de co", - "javascri pt", - "mon k", - "intere sts", - "fle x", - "mar tha", - "sti es", - "oo d", - "ðŁ¤£ ðŁ¤£", - "e un", - "b ali", - "g omez", - "sti mul", - "moder ate", - "d ity", - "ir is", - "stra w", - "consist ent", - "direc tions", - "adop t", - "sal sa", - "cro o", - "reco vered", - "black friday", - "lan caster", - "accep t", - "weareone exo", - "buil ds", - "free man", - "air plane", - "diti on", - "bel ong", - "jam ie", - "pit ching", - "li f", - "om in", - "cri spy", - "pre pping", - "ve g", - "chan g", - "accompli shed", - "graci as", - "dolph in", - "elec tor", - "culin ary", - "super bowl", - "wal a", - "pur suit", - "black berry", - "be an", - "cardin al", - "pro ved", - "immigr ant", - "stric tly", - "holocau st", - "pass age", - "ha us", - "cou p", - "pur se", - "har ass", - "< <", - "le ed", - "ado be", - "st ad", - "legis lat", - "par ked", - "pri yan", - "sil va", - "kri st", - "s the", - "fun ky", - "ig a", - "sett lement", - "ph s", - "t mrw", - "stre ssed", - "hun t", - "ho ckey", - "treas ures", - "cham bers", - "ol u", - "hu t", - "mar ley", - "tex ture", - "wilder ness", - "mm ing", - "poten tially", - "om aha", - "ju dy", - "to es", - "spo iler", - "distingui shed", - "feli x", - "ah u", - "recommend ations", - "zom bies", - "hit ler", - "tri ple", - "colla pse", - "motiv ated", - "ulti mat", - "gg ling", - "so y", - "ci gar", - "fo ren", - "vine yard", - "gl itter", - "fin dings", - "colon ial", - "hun ter", - "eri k", - "den s", - "beet le", - "lot te", - "sub tle", - "s matter", - "tru sted", - "experim ental", - "nam ents", - "ðŁĺ Ĩ", - "regi on", - "acquis ition", - "bre eding", - "quarter back", - "am reading", - "oo td", - "ru de", - "initi atives", - "st out", - "hy ung", - "out come", - "al fred", - "mic s", - "exper tise", - "bacter ia", - "pengu ins", - "jump er", - "valen cia", - "bar k", - "ing day", - "sell ers", - "contrac ts", - "hou ston", - "commissi oned", - "adap tation", - "swan sea", - "santi ago", - "common wealth", - "ju dging", - "sub mission", - "sco rer", - "tom my", - "ñ o", - "ex quis", - "fil ing", - "explan ation", - "alli son", - "wemb ley", - "ri dge", - "chev y", - "san tos", - "own ership", - "cogn itive", - "favour ites", - "sh ed", - "phil anthro", - "dele ted", - "go dd", - "s nor", - "gui delines", - "ff ing", - "je ep", - "cli ps", - "sw amp", - "an or", - "guil d", - "bol ton", - "spring field", - "munici pal", - "goal keeper", - "ye on", - "ðŁĺįðŁĺį ðŁĺįðŁĺį", - "ãħĭ ãħĭ", - "water front", - "gra ve", - "contempor ary", - "ar ity", - "ÃŃ a", - "sle eps", - "sy rup", - "al am", - "pi re", - "co yo", - "moto gp", - "ty son", - "kej ri", - "cir cul", - "sing ly", - "cr unch", - "complic ated", - "nostal gia", - "k op", - "mo ve", - "k ale", - "mac ro", - "mid west", - "h ans", - "tri bal", - "nu de", - "௠į", - "bey once", - "congratul ate", - "cat er", - "leagu e", - "ðŁĻ Ĭ", - "la dder", - "cra shed", - "tech nic", - "karao ke", - "harass ment", - "ro ts", - "experi encing", - "kri sten", - "ðŁĩ ³", - "ðŁ¤ Ĺ", - "reflec tions", - "guin ness", - "illustr ator", - "ðŁĻı ðŁı»", - "cen ter", - "nar row", - "comm ons", - "regul ations", - "Ù Ĩ", - "har m", - "cro ft", - "cu ssion", - "hong kong", - "st ical", - "intern ship", - "zo e", - "cho p", - "hoo ds", - "estim ated", - "batter ies", - "berke ley", - "smooth ie", - "shau n", - "cro s", - "~ ~", - "cam pe", - "hu mp", - "b g", - "proto type", - "cl ick", - "shaw n", - "re viewed", - "tem pl", - "p f", - "jed i", - "blo gs", - "ray mond", - "as th", - "ba h", - "av ail", - "scot ch", - "leaf s", - "nik ki", - "to k", - "hol low", - "ur ges", - "of t", - "un like", - "lat in", - "u e", - "cat ering", - "mil i", - "alter nati", - "ma ver", - "Ð ¸", - "ag le", - "pre order", - "lu x", - "cu cu", - "ðŁijı ðŁijı", - "t art", - "âĿ¤âĿ¤ âĿ¤", - "arab ic", - "rapi dly", - "ar rang", - "all en", - "travel tuesday", - "pa ws", - "flo ws", - "st ability", - "flu id", - "ca pp", - "can berra", - "uu uu", - "sp ani", - "demon stration", - "m la", - "plac ement", - "m w", - "presi dents", - "awe som", - "bever ly", - "ani st", - "ne al", - "father sday", - "referen dum", - "la hore", - "o aks", - "deb bie", - "half way", - "gho sts", - "de bor", - "matthe ws", - "fi at", - "t fw", - "pre sen", - "rob i", - "de d", - "bro ck", - "laugh ed", - "am ounts", - "bam boo", - "kinder garten", - "eat en", - "mtv hottest", - "break out", - "u sic", - "fra ser", - "legis lative", - "p ang", - "modu le", - "sam my", - "go ver", - "ear ns", - "expe dition", - "gar h", - "concep ts", - "char lie", - "la va", - "bachel or", - "veg gies", - "deter mine", - "el lie", - "un locked", - "fru it", - "dal la", - "cou pe", - "wash ington", - "depo sit", - "iv ory", - "pau la", - "chic ag", - "gu cci", - "ðŁİ ĥ", - "cul tiv", - "pier ce", - "li fted", - "stu mb", - "re cover", - "musc les", - "conduc ting", - "cb s", - "mcla ren", - "sophi a", - "cel lu", - "oce ans", - "up loaded", - "game play", - "mal dives", - "kim ber", - "avo i", - "rac er", - "ca ine", - "cav s", - "h ana", - "li ga", - "ra ven", - "inter vention", - "inaugur ation", - "oo h", - "at traction", - "merchandi se", - "tune in", - "li king", - "juni ors", - "int ended", - "att acking", - "aqu arium", - "i wd", - "comp onents", - "sur ing", - "cent u", - "yogur t", - "ðŁı ĥ", - "show room", - "op tical", - "ty our", - "ju dge", - "yi eld", - "an to", - "pl c", - "transparen cy", - "recy cled", - "chi ef", - "ar om", - "ambassad ors", - "plan et", - "âĿĦ ï¸ı", - "om ed", - "vaness a", - "cour t", - "mar gar", - "hal ey", - "v r", - "reg ina", - "pd ates", - "hi span", - "live stream", - "âģ £", - "ya hoo", - "gal la", - "secu red", - "w ir", - "bene ath", - "off l", - "n il", - "am b", - "ye g", - "out let", - "u te", - "pe ep", - "lind say", - "bent ley", - "... !", - "he el", - "trilo gy", - "vo s", - "ty re", - "there fore", - "tor onto", - "ab i", - "simp li", - "ja e", - "exten sive", - "eleph ants", - "s or", - "orient ation", - "im peach", - "re play", - "constru cted", - "peter son", - "pa is", - "por ted", - "custom s", - "colla p", - "ad u", - "high lands", - "sal em", - "shel by", - "ko vic", - "stra in", - "ro sie", - "sen ators", - "snap s", - "bo bb", - "suz uki", - "bla des", - "k p", - "lo lo", - "gener ate", - "si ght", - "ma e", - "struc tural", - "predic t", - "jump ed", - "ah mad", - "sun g", - "just ice", - "gla m", - "vol vo", - "jubi lee", - "de tention", - "lo sses", - "pu ri", - "every time", - "Ð °", - "ra o", - "ed ge", - "li mer", - "rese mb", - "har old", - "re tri", - "sacri fic", - "surpri ses", - "am c", - "srilan ka", - "bar bie", - "men s", - "fin n", - "ag s", - "ukrain ian", - "em brac", - "î IJ", - "flav ors", - "hom er", - "lau re", - "ou th", - "pr iced", - "ver de", - "fir m", - "ah s", - "cu b", - "tre y", - "par anor", - "pro fit", - "in dv", - "who a", - "har sh", - "al ot", - "crit ics", - "hu bby", - "fi gur", - "gi ra", - "ca stro", - "chan el", - "in put", - "origin als", - "ten ant", - "yy yy", - "ture rs", - "lincol n", - "co on", - "lear n", - "ch ou", - "ac are", - "o les", - "din er", - "hy p", - "bizar re", - "mc r", - "let sgo", - "decor ating", - "ðŁĮ İ", - "al ison", - "ar vin", - "f d", - "reha b", - "mccar thy", - "lot tery", - "da h", - "minne apolis", - "eli gible", - "diagno sed", - "emer ald", - "destin ations", - "s ans", - "or y", - "bla zers", - "n v", - "ba il", - "digital art", - "no c", - "mal ta", - "sol ar", - "pi pes", - "alleg ations", - "no ck", - "po pe", - "bri d", - "premi er", - "n x", - "present ations", - "ef a", - "bo ws", - "val ve", - "opp onent", - "Į ë", - "visu al", - "ing le", - "cate gor", - "e ter", - "po is", - "dan i", - "at tract", - "neu tral", - "th ene", - "cra shes", - "fred die", - "ut ili", - "c st", - "awak ening", - "slo ven", - "quali fy", - "pro of", - "fair y", - "le v", - "fre ight", - "enjo ys", - "cup cake", - "flav our", - "â ķ", - "protec tive", - "ðŁijı ðŁı»", - "is u", - "ad mir", - "h mmm", - "continu ous", - "ai res", - "rap tors", - "showcas ing", - "y uk", - "pa ste", - "follow er", - "instru ctions", - "sp ru", - "@ __", - "the o", - "debu ts", - "ve tte", - "sto w", - "es of", - "ach ed", - "sul tan", - "sand wich", - "som alia", - "franc o", - "car ne", - "flu ffy", - "al pine", - "jas mine", - "he ated", - "viol in", - "ple ss", - "divor ce", - "per former", - "phi es", - "port sm", - "dar a", - "kir by", - "lo p", - "chill i", - "for th", - "sky pe", - "ðŁĩ®ðŁĩ ¹", - "celebr ities", - "ed y", - "ve e", - "po ison", - "ey el", - "gra bs", - "ssi c", - "un o", - "wester n", - "rail road", - "am er", - "numer ous", - "s v", - "fo w", - "fi st", - "âĢ ĭ", - "reque sts", - "mar tial", - "em my", - "accept ance", - "lau ra", - "ภ´", - "er up", - "hyun dai", - "out lander", - "u tt", - "wrest le", - "esp resso", - "demand ing", - "g dp", - "geo graphy", - "sas kat", - "tro ll", - "confe der", - "su es", - "se m", - "be ts", - "t ful", - "to sh", - "teach es", - "col oured", - "gal way", - "mac y", - "dis orders", - "bb cra", - "at em", - "fen der", - "lit ter", - "e sh", - "provi ders", - "renov ation", - "nomin ate", - "ps g", - "nomin ations", - "jen na", - "shar p", - "some day", - "z ur", - "bra ins", - "che shire", - "pre y", - "hu go", - " ¿", - "to ken", - "r v", - "car r", - "tac tical", - "zel da", - "kay la", - "fern ando", - "photograph ers", - "j our", - "umb rella", - "woo dy", - "congress man", - "du mp", - "le vy", - "ju an", - "d azz", - "sign als", - "la in", - "an u", - "mic hel", - "por ch", - "al den", - "sibl ings", - "y ale", - "pe el", - "sw ick", - "gg in", - "ll c", - "k ale", - "s con", - "il d", - "pat reon", - "re el", - "qu in", - "wit t", - "mar ty", - "moo dy", - "ton i", - "der y", - "g ators", - "speci fically", - "dd in", - "ly on", - "tr ick", - "meado ws", - "p j", - "bor gh", - "vi k", - "tu r", - "bron x", - "pu ff", - "lan tern", - "ðŁ¤ ¦", - "g ently", - "be stie", - "fac t", - "refu sed", - "fas ci", - "mp y", - "ðŁĶ µ", - "cross over", - "mead ow", - "indian apolis", - "duc ation", - "sle y", - "loo m", - "mix er", - "new music", - "film maker", - "prosper ity", - "li m", - "week end", - "cre amy", - "neu tr", - "lu ther", - "h v", - "nor thern", - "tw o", - "h ra", - "cat ches", - "appear ances", - "ha bit", - "kitt ens", - "n v", - "illa c", - "inf an", - "regar dless", - "liz ard", - "dun k", - "cur tain", - "ac om", - "in tu", - "ve z", - "e min", - "fl ats", - "calend ars", - "em power", - "ru ined", - "hun gary", - "vi d", - "we x", - "u lum", - "aber deen", - "o sa", - "k t", - "ma ssi", - "se emed", - "s den", - "' ?", - "tele phone", - "de fi", - "insp ires", - "me ow", - "z ones", - "bl ind", - "pl y", - "tuc son", - "advent ure", - "ge d", - "oy ster", - "ðŁijıðŁijı ðŁijı", - "out put", - "tt t", - "metal lic", - "sma sh", - "ucl a", - "sco ts", - "perfe ct", - "lu cy", - "regular ly", - "sp ic", - "rel ative", - "ath ers", - "mis e", - "batt ling", - "deci des", - "mat a", - "occu pied", - "random ly", - "cat softwitter", - "gi an", - "ball y", - "al ties", - "al lies", - "im men", - "sy rac", - "ðŁĴľ ðŁĴľ", - "l lan", - "au r", - "k ut", - "lam ar", - "affe cts", - "n ra", - "star war", - "ðŁ¤ ĺ", - "sc ram", - "en chan", - "pro cess", - "luxu rious", - "ar ray", - "sher lock", - "comp ati", - "dor f", - "stre ss", - "m su", - "s with", - "sal a", - "sof instagram", - "fo il", - "under stood", - "qu ay", - "r p", - "c ade", - "ja w", - "en ab", - "en coun", - "ðŁİī :", - "do ck", - "satur n", - "mu ll", - "lay out", - "ra rely", - "happ ily", - "fix ture", - "or ph", - "over looking", - "her bs", - "m itt", - "pil lar", - "nol an", - "pe tty", - "str y", - "u i", - "mu k", - "o res", - "o vers", - "á µ", - "re creation", - "we sley", - "ri t", - "kejri wal", - "sto cking", - "g v", - "subscri bers", - "moo se", - "ma e", - "ber t", - "opp re", - "assign ment", - "u ro", - "high lighting", - "cal vin", - "we igh", - "cambo dia", - "av on", - "ke m", - "dis abilities", - "read y", - "char gers", - "p ads", - "iz ing", - "illi an", - "tru ste", - "col leges", - "associ ates", - "alban y", - "mil ton", - "cr on", - "bu r", - "har dly", - "si ghts", - "anti ques", - "e cho", - "surpri singly", - "ha iti", - "cap t", - "ph p", - "op io", - "ine quality", - "equ al", - "ken y", - "sch mid", - "autograph s", - "ren t", - "qu er", - "cit rus", - "challeng ed", - "te c", - "epi de", - "fe st", - "z hou", - "li me", - "citizen ship", - "cry stal", - "convin ced", - "mess enger", - "copen hagen", - "âĿĹ ï¸ı", - "war ran", - "develop ments", - "ï¸ı âĥ£", - "fore x", - "hi ro", - "sne akers", - "xi de", - "vi va", - "stere o", - "bat ting", - "ss el", - "ho st", - "beng al", - "critic ism", - "q c", - "cr un", - "attemp ted", - "ry e", - "determin ation", - "cre ations", - "d read", - "label s", - "pos se", - "anc er", - "joh an", - "si ster", - "partner ships", - "les bian", - "k st", - "guaran tee", - "bar o", - "fix ing", - "ma son", - "m ous", - "chem icals", - "t less", - "bio diversity", - "par o", - "bhar at", - "ac ol", - "refu ge", - "en te", - "t iti", - "dys sey", - "respon ds", - "lef to", - "in er", - "se vel", - "rahu l", - "ol ine", - "frank fur", - "cho reo", - "enjoy able", - "c to", - "strugg les", - "wood land", - "heavy weight", - "gen s", - "rece p", - "ac cred", - "ðŁĺ ¡", - "trans formed", - "list en", - "at op", - "n k", - "sur ge", - "be re", - "gover nor", - "prison ers", - "clau de", - "t ill", - "mu lator", - "emo tion", - "water loo", - "star t", - "ðŁĩ º", - "clean ed", - "grand mother", - "fear less", - "afric an", - "astron omy", - "ðŁı ģ", - "ภĻ", - "the world", - "su itable", - "anth ony", - "k and", - "tt en", - "meaning ful", - "disc lo", - "jaco bs", - "à ¸", - "tom linson", - "ghe tti", - "ty pho", - "sub stan", - "as co", - "te k", - "nag ar", - "mu d", - "am on", - "vacc ine", - "f ty", - "fle sh", - "no el", - "infl ation", - "portu gue", - "glam our", - "tra m", - "v re", - "te qu", - "roun dup", - "w yn", - "rejec ted", - "mosa ic", - "si ghting", - "cal f", - "o ta", - "com position", - "go pro", - "gonz ale", - "e ed", - "b ard", - "tu e", - "effec tively", - "we en", - "al to", - "ri bs", - "rel ate", - "thir sty", - "fu rious", - "di m", - "ch ard", - "perfu me", - "s ny", - "chur chill", - "k of", - "master class", - "wa ve", - "ðŁĶ µ", - "er in", - "own s", - "to be", - "sk illed", - "te m", - "go f", - "en i", - "tor i", - "cra zy", - "l ick", - "resi stant", - "ici al", - "ag ar", - "! :", - "g ali", - "del aware", - "bl itz", - "koh li", - "pu ck", - "avail ability", - "hi malay", - "influ ential", - "cro chet", - "victor i", - "read ing", - "ho bby", - "vie t", - "j as", - "en gra", - "sk ul", - "ðŁĩ² ðŁĩ", - "educ ate", - "tech no", - "distric ts", - "blu es", - "se tt", - "seven th", - "lear ns", - "ee ee", - "apocaly pse", - "hang out", - "cru el", - "mu tu", - "bru h", - "hel en", - "she er", - "c tion", - "kle in", - "tex ans", - "ce real", - "sh ine", - "ne red", - "gra s", - "am bro", - "f ella", - "hin du", - "matthe w", - "li ma", - "mir anda", - "je wel", - "so ho", - "euro vision", - "neighb ours", - "chand ler", - "be sides", - "ðŁ¥ °", - "ast ros", - "thu mbs", - "ren ault", - "ra ve", - "hi red", - "ðŁĸ ¤", - "it ary", - "z or", - "bla zer", - "k ine", - "ea u", - "kat y", - "dc comics", - "pe c", - "ro dgers", - "water proof", - "kill ers", - "super int", - "pre serv", - "as so", - "brew ers", - "promo tional", - "sc am", - "villa ges", - "sket ches", - "ju icy", - "for life", - "au dit", - "so lo", - "fundam ental", - "len e", - "philipp ine", - "t end", - "conserv atives", - "sponsor ship", - "dd le", - "a ine", - "h tc", - "os i", - "hul k", - "w af", - "ภĻ", - "evalu ation", - "ant ine", - "sle e", - "robert son", - "roo sevel", - "ag i", - "sophi stic", - "emplo yers", - "bubb les", - "ko wski", - "inter action", - "sh u", - "bou le", - "ic an", - "j are", - "han k", - "leg itim", - "k nicks", - "kar ma", - "recei ver", - "per ks", - "u h", - "sta ir", - "sun i", - "labor atory", - "gra ves", - "voc als", - "oo t", - "c ture", - "thri ve", - "tic o", - "ãĥ ³", - "b w", - "carto ons", - "mcdon alds", - "dra w", - "y ung", - "pl er", - "li d", - "eth ical", - "groo ve", - "ent a", - "international womensday", - "pat ron", - "wor ries", - "ðŁİ ħ", - "ðŁij ĭ", - "ka therine", - "di az", - "tor i", - "bach chan", - "tru st", - "min eral", - "ic om", - "buil ders", - "bor n", - "col oring", - "lat te", - "ca se", - "revolu tion", - "tra der", - "ox id", - "chi pot", - "inst antly", - "sou thern", - "se hun", - "pro b", - "her nandez", - "lis bon", - "hu awe", - "p ong", - "me a", - "ro oney", - "wheel chair", - "ke en", - "be tt", - "cor in", - "regulat ory", - "di splac", - "ka ren", - "sch em", - "sun sets", - "wh ales", - "remin is", - "he p", - "hi de", - "mar cel", - "pand ora", - "do yle", - "th fc", - "ot to", - "no kia", - "trans gender", - "ko v", - "hawai ian", - "sha ve", - "so vere", - "exc er", - "nick i", - "pu g", - "st or", - "ro th", - "wee t", - "leg al", - "dig nity", - "po w", - "hom age", - "ðŁĩ³ ðŁĩ", - "s re", - "can on", - "la x", - "wo ah", - "quart z", - "ñ a", - "gree ting", - "flick r", - "nai robi", - "advoc ates", - "an c", - "vi i", - "eu gene", - "th ra", - "c re", - "el an", - "pen sion", - "th letics", - "ton i", - "re agan", - "x v", - "sto re", - "ben ch", - "har lem", - "todd ler", - "sent enced", - "âĻ¥ ï¸ı", - "glob ally", - "che aper", - "u f", - "ma m", - "nic o", - "ik u", - "tho u", - "ni st", - "dam i", - "th ala", - "rho des", - "sal e", - "bow ls", - "â Ī", - "las vegas", - "sanc tions", - "adm ire", - "mat ched", - "un able", - "travel er", - "ele ven", - "straw berries", - "âĢĶâĢĶ âĢĶâĢĶ", - "stu dio", - "jac ques", - "im s", - "valu ed", - "s no", - "cheese cake", - "n xt", - "e os", - "s x", - "f x", - "ton ic", - "hat ch", - "chic ks", - "gra ds", - "hand ic", - "r ory", - "as p", - "ri pped", - "denti st", - "n en", - "lu fc", - "âľ Ĭ", - "di ge", - "hop kins", - "sher man", - "f da", - "for all", - "ash ley", - "str and", - "h y", - "liqu or", - "buffe t", - "ess ence", - "phar ma", - "suri ya", - "ðŁĴĻ ðŁĴĻ", - "festi vals", - "z an", - "re fresh", - "pur ple", - "uni forms", - "kenne th", - "= )", - "as an", - "hel sin", - "transform ers", - "k ali", - "person alized", - "chal k", - "bo bby", - "â Į", - "the mes", - "depar ture", - "prin t", - "illustr ations", - "qui et", - "agre es", - "gri ff", - "Ø ³", - "m iti", - "toge ther", - "conven ience", - "ab ar", - "car lo", - "turt les", - "info sec", - "some what", - "ar lington", - "scholar ships", - "emir ates", - "mu ms", - "st ella", - "auton om", - "fe ather", - "g ore", - "nom inees", - "fragr ance", - "Ñ Ĥ", - "w ong", - "thea stern", - "gr e", - "z illa", - "is i", - "bump er", - "go o", - "do zens", - "ab duc", - "âļª ï¸ı", - "o ils", - "don ors", - "sil icon", - "i pod", - "fortn ite", - "ðŁĴ ¨", - "tor o", - "spark ling", - "consci ousness", - "pal a", - "nu m", - "moun ted", - "ffin s", - "thi eves", - "team mate", - "pra b", - "om er", - "ta pes", - "bo d", - "mit su", - "ste w", - "e re", - "p bs", - "tu sc", - "lo we", - "ra de", - "parliam entary", - "h m", - "ed gar", - "ðŁijĩ ðŁijĩ", - "to a", - "a gh", - "hon i", - "s late", - "ge ek", - "ap t", - "hard t", - "ta p", - "horiz on", - "grow th", - "make over", - "hi l", - "paper back", - "id an", - "reha bil", - "gi u", - "possi bilities", - "let tu", - "fran co", - "bo ss", - "ach er", - "does nt", - "mo e", - "ta ker", - "huss ain", - "ml k", - "di l", - "th ia", - "ham a", - "real ised", - "raven s", - "curric ulum", - "m ith", - "k night", - "ted x", - "r v", - "isai ah", - "cumb ria", - "birth days", - "f ing", - "pre z", - "mu barak", - "exquis ite", - "clear ance", - "y en", - "par i", - "ev o", - "à º", - "modi fied", - "app lying", - "imple ment", - "disco vering", - "chap man", - "indie game", - "dis k", - "crowd funding", - "mach in", - "li vel", - "sty led", - "âĿ Į", - "ma king", - "rehear sals", - "nutr iti", - "subscri ption", - "and ro", - "cre ators", - "car ries", - "ky lie", - "cam den", - "appren tice", - "tax pay", - "c ca", - "tuesday thoughts", - "pis sed", - "er man", - "dete c", - "freed om", - "mer i", - ".. !", - "psal m", - "sun light", - "per spec", - "be ings", - "book store", - "rock star", - "fun ctions", - "p ence", - "fav es", - "z n", - "obam acare", - "sp ill", - "coven try", - "pi geon", - "pi vo", - "ba it", - "kol kata", - "av al", - "don or", - "wa h", - "privi leg", - "tra ditions", - "rajas than", - "ten ess", - "portugue se", - "yn es", - "tack les", - "de fic", - "tor n", - "pol ling", - "thor ne", - "in a", - "bened ict", - "bar ry", - "cal ories", - "ver dict", - "save the", - "nor ton", - "off ice", - "main stream", - "impro ves", - "fr on", - "respon ding", - "real tor", - "scotti sh", - "de clar", - "r l", - "shi v", - "supp lier", - "re sting", - "swee ts", - "qu i", - ". âĢ¦", - "whit ney", - "startu p", - "thank you", - "teach er", - "h alls", - "ha ve", - "hand made", - "pro ving", - "quar tet", - "ro chester", - "li an", - "virtu al", - "mend es", - "of icial", - "mid lands", - "x box", - "meas uring", - "o vo", - "accommod ation", - "bri des", - "collegi ate", - "intellec tual", - "in car", - "ni ag", - "ðŁį ·", - "sf w", - "coco a", - "co ats", - "civil ians", - "presi dency", - "mat rix", - "sweethe art", - "tri athlon", - "wag ner", - "ra dic", - "plann er", - "the o", - "execu tion", - "k um", - "the walkingdead", - "sc ar", - "ro tation", - "blo gging", - "bom b", - "re son", - "bb les", - "st are", - "assi sted", - "e do", - "brand ed", - "war nings", - "thor pe", - "acknow le", - "satis fied", - "sho res", - "ri d", - "dor a", - "phys ically", - "bi gh", - "appro ves", - "ha h", - "ric al", - "vers atile", - "pret end", - "lu m", - "ab hi", - "ye e", - "sp it", - "ãĢ Į", - "dj s", - "ash tra", - "j t", - "ven ues", - "gram mys", - "cy clo", - "tr acker", - "over watch", - "repl ica", - "el yn", - "nr l", - "lind sey", - "hom o", - "ballo ons", - "kitch en", - "si s", - "am os", - "ende av", - "ðŁĴ »", - "a rec", - "thu g", - "hoo ked", - "hr c", - "new york", - "bur gh", - "americ as", - "patric ia", - "ug u", - "ap athy", - "ha st", - "psy chi", - "cor k", - "petro l", - "ðŁİ ¬", - "ak u", - "po pping", - "psycho logical", - "au x", - "g ma", - "cad illac", - "wa ste", - "auth ent", - "bri stol", - "nam e", - "que er", - "to ber", - "jer ry", - "com in", - "ch ant", - "privileg ed", - "op ar", - "lo ser", - "tex t", - "mar ker", - "stri es", - "equ ally", - "ak i", - "christ mas", - "gare th", - "ble w", - "em ma", - "imag in", - "se als", - "che at", - "conditi oning", - "j ana", - "ren s", - "dar ies", - "o asis", - "disc ounts", - "coun cil", - "i ka", - "shir ley", - "vou cher", - "al ps", - "w x", - "q r", - "dri ft", - "attemp ting", - "ut c", - "Ø ª", - "gonzale z", - "m f", - "jo ker", - "paralle l", - "pa re", - "aspe cts", - "proce du", - "n p", - "am a", - "rale igh", - "bright en", - "gu ire", - "radi ation", - "cre scent", - "ho b", - "il le", - "str and", - "v ore", - "n ard", - "che st", - "di wali", - "av atar", - "al der", - "d ling", - "pa thetic", - "ðŁĴ ĺ", - "spir it", - "jor ge", - "film making", - "ðŁĻı ðŁĻı", - "challeng er", - "b j", - "down town", - "ht ml", - "ade qu", - "twi sted", - "in ely", - "( '", - "wra ps", - "oper ational", - "y ne", - "n us", - "mag net", - "market place", - "health ier", - "snap shot", - "dam on", - "inter ven", - "fe derer", - "ow ls", - "biscu its", - "j p", - "ro deo", - "blue berry", - "lec tion", - "fron tier", - "summ ers", - "re yes", - "pede strian", - "go l", - "caf fe", - "refur bi", - "bou lder", - "me ghan", - "speci alty", - "la ss", - "e i", - "suspec ts", - "appro x", - "rr r", - "ra th", - "st im", - "cru shed", - "he d", - "wh un", - "lo af", - "cr ore", - "river a", - "gene tics", - "so ck", - "wa sted", - "ny pd", - "answ ering", - "do ve", - "bel la", - "ol in", - "du n", - "fi ji", - "pre tty", - "spar kle", - "y un", - "j d", - "euro pa", - "li fts", - "am ber", - "mu r", - "te k", - "boy d", - "roy alty", - "in do", - "ri b", - "go tham", - "ti est", - "inst alling", - "ke mp", - "the photo", - "cos mic", - ") ))", - "whole sale", - "loy ment", - "eas y", - "su ing", - "sett led", - "af p", - "pro ver", - "suppor tive", - "re es", - "ne ath", - "deli ber", - "c é", - "wel come", - "pic oftheday", - "new born", - "pat ty", - "sun s", - "si est", - "fl int", - "diffe rently", - "spo ilers", - "troop er", - "g ins", - "cor y", - "look out", - "equi pped", - "ta pe", - "to by", - "resear cher", - "u sh", - "ke yes", - "al ma", - "induc tion", - "k w", - "k har", - "sl ick", - "bri de", - "e ur", - "cra ving", - "book ings", - "ch es", - "tr unk", - "vern on", - "sp her", - "cryst als", - "rel atively", - "pom pe", - "uni ons", - "val ley", - "par a", - "w ant", - "ok c", - "de af", - "ser gio", - "len non", - "sh ay", - "cr a", - "v at", - "he e", - "t we", - "liqu id", - "pol y", - "ðŁİ ģ", - "b ent", - "be aring", - "motor sport", - "bar be", - "te sti", - "han i", - "fin ancing", - "astron aut", - "water colour", - "ri sh", - "comic con", - "gar t", - "wr ong", - "ber n", - "it an", - "ste pped", - "fil ters", - "c low", - "me x", - "dem ons", - "all o", - "expand ed", - "comm and", - "et ers", - "go ats", - "si ri", - "y r", - "pot tery", - "mari on", - "i le", - "el an", - "san to", - "person a", - "du ke", - "hom eless", - "li ghted", - "wheel er", - "chang er", - "cab bage", - "sur real", - "ham burg", - "sma shed", - "str an", - "k not", - "i art", - "ob i", - "be dro", - "di al", - "th ick", - "b ingo", - "fu s", - "vacu um", - "con ve", - "ati ve", - "accur acy", - "accoun t", - "re fer", - "ri z", - "spider man", - "ban a", - "r ite", - "u b", - "ab s", - "medic al", - "lin k", - "si em", - "> >>>", - "be tra", - "g lowing", - "re actions", - "pupp et", - "spa ghetti", - "ang s", - "re medi", - "pray for", - "roy ce", - "char lotte", - "£ ï¸ı", - "gh et", - "affe cting", - "ro de", - "soci alist", - "mo ses", - "az i", - "o it", - "re porters", - "cd t", - "ap ing", - "s nat", - "minim al", - "wa ist", - "sie ge", - ">> >>", - "ri g", - "schmid t", - "h are", - "ec a", - "thor n", - "he mp", - "es the", - "cly de", - "th a", - "don ut", - "moham ed", - "ling erie", - "le gg", - "carpen ter", - "perform ers", - "de a", - "imag ined", - "cur se", - "la sh", - "ct r", - "agu a", - "ro ar", - "gr i", - "ro le", - "j fk", - "resur rec", - "roosevel t", - "maril yn", - "sm alle", - "will is", - "wa ited", - "char ities", - "the res", - "li k", - "origin al", - "car i", - "c ough", - "cru ci", - "la gun", - "contra st", - "k ou", - "arm our", - "re moving", - "t ent", - "maz da", - "bri ghter", - "thi ef", - "cor ner", - "tequ ila", - "buzz ing", - "al bi", - "p am", - "az ure", - "disc oun", - "pixel art", - "possi bility", - "ham ont", - "tra des", - "bu da", - "hi ve", - "vers y", - "fin ch", - "tran spa", - "em i", - "terri fying", - "in qui", - "g ba", - "sub stitu", - "collec ti", - "plac ing", - "cin dy", - "k ann", - "pa tho", - "diamon d", - "mour inho", - "guine a", - "anthro po", - "air s", - "pu mps", - "ì ļ", - "pas o", - "cur ling", - "an ita", - "resi dency", - "ne wh", - "jo on", - "cigare tte", - "que ue", - "ex trac", - "gam es", - "spl en", - "ex press", - "public ly", - "bon nie", - "tribun e", - "ba ek", - "reason able", - "c or", - "timo thy", - "she eran", - "Ä ±", - "f dn", - "su tton", - "concentr ation", - "carav an", - "x avier", - "al ger", - "cy lin", - "freder ick", - "ner ve", - "pe ak", - "lettu ce", - "j ail", - "pre game", - "kav an", - "up graded", - "eco logy", - "squad ron", - "gra pes", - "goo g", - "pa stry", - "ðŁĹ £", - "ãĥ¼ ãĥ", - "mil ano", - "awa z", - "presen ter", - "ðŁĮ ¿", - "her d", - "king s", - "tem plate", - "fl our", - "h v", - "k ley", - "i ya", - "spe c", - "at er", - "frankfur t", - "co ch", - "tex ting", - "del i", - "communi st", - "regi ment", - "ele anor", - "anticip ated", - "ðŁijĮ ðŁı»", - "thephoto hour", - "ran o", - "survi ving", - "simul ation", - "daw son", - "ar in", - "aqu a", - "m or", - "âĢ¦ .", - "cin o", - "ira qi", - "sh az", - "dun dee", - "we s", - "dra u", - "hann ah", - "s news", - "occup ation", - "ste en", - "x m", - "ang les", - "sett ings", - "gur u", - "kno x", - "or ca", - "shap ing", - "w ent", - "dr illing", - "zz ie", - "br i", - "kis sing", - "fin d", - "ma ine", - "âŃIJï¸ı âŃIJï¸ı", - "ðŁĮ į", - "lar ry", - "bu sted", - "ta vern", - "acti vely", - "- \"", - "replac ing", - "no d", - "un lock", - ". \"", - "âŀ ¤", - "affili ate", - "to w", - "l n", - "happy newyear", - "di f", - "j m", - "green wich", - "contro versy", - "daw g", - "con dol", - "sav annah", - "compens ation", - "touch down", - "te o", - "amb itious", - "embro i", - "convic ted", - "iart g", - "bar ack", - "tr ance", - "testim ony", - "au dition", - "thum b", - "my ths", - "be x", - "que z", - "orch id", - "den y", - "entit led", - "hoo d", - "gr ant", - "in box", - "blue jays", - "r illa", - "smalle st", - "bur den", - "in famous", - "divi ded", - "boun daries", - "t ter", - "el t", - "wy oming", - "be verage", - "me sm", - "one ws", - "budd hist", - "y ana", - "as sad", - "is ms", - "bar rett", - "predic ted", - "back to", - "tw it", - "e there", - "cap tains", - "escap ed", - "ay o", - "lam borgh", - "gard ner", - "la ps", - "k al", - "adverti sement", - "insec ts", - "na po", - "am en", - "ac y", - "r and", - "g k", - "te h", - "k athle", - "tri dge", - "pan cake", - "at ro", - "pyram id", - "bu la", - "paral ym", - "gau ge", - "en cies", - "tom y", - "biscu it", - "but cher", - "quali fier", - "coun ty", - "ke i", - "po ols", - "dar ker", - "should ers", - "ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸", - "sp re", - "( \"", - "writ ers", - "g m", - "ðŁİ ĵ", - "k nit", - "hu ff", - "mt b", - "philli es", - "o st", - "den is", - "g art", - "licen sed", - "inter face", - "ex cel", - "d well", - "from the", - "co fficial", - "az zi", - "appear ing", - "fore st", - "n ana", - "ke ith", - "manufac turers", - "beck ham", - ") ?", - "e se", - "col ony", - "delic ate", - "ut ter", - "mc in", - "transpl ant", - "pre ferred", - "par d", - "ari e", - "hu b", - "po ds", - "perspec tives", - "pic t", - "del u", - "app er", - "be than", - "p mo", - "crimin als", - "femin ism", - "sh ack", - "circum stances", - "fel las", - "prote sting", - "wa x", - "sugge sted", - "t ator", - "dre w", - "om ni", - "fa ke", - "kath y", - "re b", - "del ine", - "ber ni", - "mi sty", - "ðŁij ©", - "er able", - "break through", - "men swear", - "millenni als", - "chan yeol", - "la z", - "inser t", - "rep lies", - "phra se", - "n x", - "ihear tawards", - "audre y", - "gran ite", - "rac ec", - "ori e", - "ter ra", - "innov ations", - "britt any", - "at eral", - "pe ar", - "bio logical", - "sh ments", - "institu tion", - "m sn", - "frequ ency", - "d man", - "neg lec", - "t f", - "ste fan", - "fox news", - "ty po", - "comm s", - "sequ ence", - "car men", - "wh ites", - "econom ist", - "exe ter", - "se um", - "re sorts", - "cas ually", - "bun de", - "divi de", - "Ø ¹", - "ga g", - "cre ed", - "reti re", - "cau cus", - "rapi ds", - "wrestle mania", - "tul sa", - "sunder land", - "fundam ent", - "o di", - "yam aha", - "v ary", - "intri gu", - "el se", - "be acon", - "an gie", - "tra ded", - "tran sm", - "g ents", - "kn itting", - "gal ac", - "ðĿ Ĺ", - "u to", - "sea side", - "hol t", - "re rs", - "far go", - "train ers", - "mon soon", - "b ale", - "sou ght", - "mad die", - "h w", - "co li", - "fr an", - "fav s", - "ðŁĴ Ķ", - "int ent", - "r ally", - "s bs", - "lemon ade", - "barack obama", - "bre ad", - "stick y", - "explo sive", - "chel ten", - "t j", - "as soc", - "ram en", - "hom ies", - "v log", - "mi ster", - "lor d", - "âĢįâĻ Ģï¸ı", - "aly ssa", - "sketch book", - "ru mble", - "cat ch", - "migr ant", - "discipl ine", - "un likely", - "chronic les", - "fl ora", - "sl ams", - "am id", - "s boro", - "coo p", - "ju mps", - "tran qu", - "mel is", - "sof ia", - "en ri", - "gab e", - "sy ri", - "nicol as", - "cha i", - "w v", - "be cky", - "foo ty", - "ta o", - "suppo se", - "ðŁĺįðŁĺį ðŁĺįðŁĺį", - "plu sh", - "ri sh", - "ðŁ¤ ĵ", - "k ha", - "satur days", - "ac cent", - "he c", - "lim it", - "carl ton", - "wi red", - "taylor swift", - "ðŁĺ ij", - "sq l", - "har ro", - "recipi ents", - "g at", - "go p", - "th of", - "amaz ed", - "gh an", - "ðŁıĨ ðŁıĨ", - "por to", - "cla re", - "di stant", - "na c", - "ohi o", - "ðŁĻı ðŁı¼", - "mt n", - "anti bio", - "dino sa", - "me sa", - "par tial", - "b v", - "lear nt", - "lov ato", - "questi on", - "ex tract", - "gossi p", - "gi bb", - "niag ara", - "ðŁij ¨", - "displa yed", - "so oner", - "ste vie", - "nug gets", - "ml n", - "bro m", - "tur b", - "give aways", - "stu pi", - "bl ink", - "c ili", - "conven ient", - "mo h", - "vi ve", - "f ric", - "cau se", - "cham ber", - "cu les", - "ne arest", - "is se", - "small biz", - "t j", - "canadi ans", - "smar ter", - "bra sil", - "ra re", - "que tte", - "w ha", - "cand le", - "at omic", - "ðŁijį ðŁijį", - "warri or", - "relax ed", - "stri ps", - "ne ur", - "k ka", - "r fc", - "jen sen", - "reco vering", - "respon ses", - "sal am", - "ortho dox", - "acti ve", - "ell ers", - "n it", - "âŃ IJ", - "metro politan", - "centu ries", - "vi da", - "gra ding", - "transpa rent", - "sim ple", - "do ts", - "superint endent", - "elev ator", - "autom ated", - "red skins", - "ima m", - "summer time", - "jona than", - "ge aring", - "michel le", - "confl ic", - "m ice", - "to te", - "publi sh", - "pa x", - ") -", - "na iled", - "á ´", - "tele scope", - "ser bia", - "ba b", - "ape u", - "st ically", - "sen ti", - "r ats", - "isol ated", - "grou p", - "hat red", - "paranor mal", - "stan ley", - "ali on", - "safe ty", - "l s", - "ठ°", - "nex us", - "alexand ra", - "mas ks", - "+ +", - "tr on", - "au k", - "brother hood", - "brow se", - "mix es", - "sim one", - "mu sk", - "appro ve", - "lo la", - "ex p", - "per th", - "fu turi", - "un seen", - "d m", - "chel se", - "sc outing", - "o we", - "portsm outh", - "k ram", - "mi ze", - "di spen", - "su p", - "d lc", - "adver t", - "tere sa", - "is le", - "cy cle", - "met all", - "shi elds", - "marin ers", - "ra z", - "ing en", - "fun d", - "an go", - "jon es", - "o ka", - "mad den", - "broc coli", - "domin ic", - "situ ations", - "mer o", - "cric ke", - "puni shment", - "d b", - "sha king", - "ðŁĺ ļ", - "m q", - "ari ans", - "le h", - "cla w", - "we ds", - "d ure", - "ni el", - "j elly", - "gour met", - "tra ders", - "le vi", - "w ages", - "kne es", - "wi se", - "heaven ly", - "avi d", - "melo dy", - "z ack", - "ban anas", - "apprentic e", - "pro p", - "fun ny", - "o de", - "respec ted", - "me gan", - "fe wer", - "dra fted", - "med it", - "gra pe", - "us army", - "cru sad", - "vo cali", - "prepar ations", - "non sense", - "us age", - "th r", - "ro th", - "wiz ards", - "insi de", - "promo tions", - "mon a", - "red sox", - "si g", - "eleg ance", - "ch ia", - "univer sal", - "ãĢ į", - "ra ja", - "un ga", - "pol lin", - "filip ino", - "ak a", - "t sun", - "ik on", - "bi king", - "decor ations", - "z ac", - "cade ts", - "hum our", - "ag m", - "re ppin", - "vac cin", - "elo ve", - "u w", - "dia be", - "galla gher", - "az er", - "do l", - "a while", - "pro minent", - "wel sh", - "t ann", - "' )", - "bi en", - "wa g", - "in al", - "c wc", - "wic ket", - "ur st", - "q anon", - "x e", - "out door", - "dun n", - "star r", - "co logy", - "ric ky", - "u efa", - "reb ounds", - "s music", - "inf ant", - "ðŁĻ ĭ", - "so p", - "u mber", - "hand ing", - "beg in", - "sor ting", - "ha sh", - "sp ati", - "re k", - "buda pest", - "black hawks", - "dele te", - "ro m", - "can did", - "auth ori", - "de bris", - "spe cul", - "inter section", - "marri ott", - "im ran", - "ðŁĺģ ðŁĺģ", - "cru ises", - "ram sey", - "rafa el", - "aware ness", - "vas cular", - "beyon cé", - "ru g", - "ðŁĺ Į", - "festi v", - "ar am", - "s able", - "bas il", - "p ill", - "flo oring", - "un beaten", - "implic ations", - "u f", - "w ound", - "for ge", - "poin ting", - "po ts", - "popular ity", - "ðŁijı ðŁı»", - "mani pul", - "s lots", - "deb ates", - "abs ence", - "ver mont", - "never forget", - "wri st", - "gl oria", - "ren ce", - "hu sk", - "mel ting", - "ðŁİ Ł", - "br aces", - "tim ely", - "transform ing", - "am ps", - "ma k", - "po e", - "ah an", - "gener ally", - "nd p", - "ale ppo", - "unic ef", - "pro fs", - "nor d", - "ma sk", - "jackson ville", - "v v", - "sh ells", - "bloom ing", - "oper ators", - "char coal", - "ne ville", - "ma gi", - "chi p", - "sam a", - "ir an", - "re forms", - "accu mul", - "ru e", - "æ ľ", - "web sites", - "ga on", - "devast ating", - "sto s", - "glaci er", - "ra pp", - "chipot le", - "pr a", - "or ous", - "rom ney", - "seas on", - "decor ative", - "c isco", - "dit ch", - "compla in", - "ll o", - "assu me", - "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤ", - "n els", - "cent ric", - "ft w", - "car rots", - "tat a", - "can ter", - "per ience", - "li ers", - "demo s", - "bl unt", - "oper ate", - "reserv ations", - "le ah", - "sub stance", - "di son", - "an te", - "elec tion", - "v ue", - "squ are", - "non profit", - "ca a", - "f su", - "y am", - "ãĤ ¤", - "v ladi", - "comple tes", - "mar i", - "philli p", - "ne ill", - "er as", - "ka it", - "men do", - "mahar ashtra", - "g p", - "dan e", - "provi dence", - "ther apeu", - "juven ile", - "me mo", - "in corpor", - "aa aa", - "seven teen", - "teen ager", - "à £", - "or ns", - "wi de", - "cu teness", - "tw d", - "ff les", - "bar a", - "com edy", - "over time", - "y az", - "bar on", - "unemp loyment", - "ðŁij ĭ", - "exter ior", - "den se", - "cent res", - "match up", - "history month", - "artif icial", - "qu it", - "e sk", - "war n", - "cr itic", - "j af", - "ðŁĵ ²", - "inform ative", - "fu els", - "recy cle", - "nam ing", - "stri pe", - "sol ic", - "mole cular", - "dee pi", - "con vo", - "s sel", - "na e", - "de scent", - "ti z", - "accoun tability", - "ter ry", - "r ito", - "sl ay", - "em o", - "dem ol", - "sens ation", - "co v", - "tor e", - "round table", - "y ol", - "excu ses", - "ॠį", - "tur quo", - "hh hh", - "pod casts", - "cele b", - "me ssi", - "li o", - "man n", - "contribu ted", - "u z", - "gener ator", - "ele ts", - "veg gie", - "indu l", - "en suring", - "detro it", - "pun jab", - "tran spor", - "instru ction", - "ad d", - "por cel", - "pan eli", - "cir cles", - "persi st", - "clay ton", - "sp n", - "dog softwitter", - "is nt", - "sp r", - "retail ers", - "p w", - "hun gar", - "el ena", - "mon aster", - "gu atem", - "je ssie", - "an z", - "ra shi", - "fle e", - "car ving", - "fau x", - "l al", - "hen ri", - "d jo", - "du ll", - "s ana", - "lar a", - "glo be", - "cri mson", - "com pass", - "pau se", - "na b", - "lion el", - "ba ths", - "u fo", - "invent ory", - "sin gh", - "sat an", - "ðŁĩ ¸", - "ce ments", - "in form", - "gener ated", - "bi den", - "av g", - "tas ks", - "de er", - "sa u", - "ja iled", - "pa stel", - "sc c", - "na il", - "steel e", - "per is", - "lamborgh ini", - "pur sue", - "mar gin", - "u ch", - "bo sch", - "dra in", - "cl ara", - "bo m", - "lat ino", - "web ster", - "rose mary", - "r ha", - "s oun", - "billion aire", - "not ch", - "percent age", - "con or", - "' \"", - "hom es", - "earth day", - "h ort", - "big gest", - "di sin", - "wal ton", - "edit ors", - "im ma", - "om ar", - "equi valent", - "pharmac eu", - "ah med", - "cam eo", - "han ni", - "under rated", - "ge ment", - "micro bi", - "v oo", - "honor able", - "obe sity", - "âļ ¡ï¸ı", - "limer ick", - "invol vement", - "st agram", - "boule vard", - "bur g", - "blackand white", - "liber ation", - "fi ve", - "inter im", - "sm m", - "rival ry", - "cap abilities", - "stat ements", - "thu mb", - "ve d", - "sw ans", - "bar ber", - "e que", - "seren a", - "hel m", - "noo dle", - "sam pling", - "n awaz", - "sing le", - "thunder storms", - "sh on", - "in ev", - "ë ¯", - "to pp", - "orch ard", - "bi an", - "ðŁĺ Ķ", - "door step", - "salv ation", - "marke ting", - "r ons", - "cle mson", - "ra vi", - "in take", - "stand with", - "sin a", - "ha iku", - "ple y", - "elector al", - "ph illy", - "la ys", - "electr ic", - "cap turing", - "u pp", - "er gy", - "believ ing", - "cul tures", - "es day", - "inva sive", - "ed ed", - "spee ch", - "end ur", - "viet nam", - "boy cott", - "pe de", - "deli ver", - "ðŁĴĸ ðŁĴĸ", - "mer chant", - "st ir", - "den ies", - "poc kets", - "o ti", - "cu ddle", - "ro land", - "mm ed", - "den ed", - "lear ners", - "hoo p", - "sour cing", - "h acked", - "di m", - "environ ments", - "ben son", - "jud icial", - "wor cester", - "pear ls", - "govern ments", - "arri vals", - "cor ners", - "tun ing", - "la bour", - "y m", - "or dering", - "le wi", - "i fe", - "hygi ene", - "thou ghtful", - "indone sian", - "campaig ning", - "princi ple", - "assau l", - "ru bb", - "at v", - "wil ly", - "en tre", - "il i", - "ph on", - "du ties", - "âĻ¥ âĻ¥", - "sn akes", - "lo op", - "am ar", - "conver tible", - "bon ding", - "ment oring", - "max well", - "ethere um", - "destro ying", - "ax is", - "ca iro", - "fin nish", - "sho ck", - "ðŁĺ IJ", - "cal eb", - "com a", - "pe dal", - "co re", - "contin ent", - "el son", - "temp o", - "helsin ki", - "ac p", - "tack ling", - "st ated", - "bl a", - "dou b", - "sma shing", - "a ja", - "camer on", - "disru ption", - "warm th", - "being salmankhan", - "bullet in", - "o de", - "syrac use", - "ar an", - "mc gregor", - "bul k", - "an ton", - "confir mation", - "sp ine", - "im ran", - "instru c", - "jac ks", - "chi o", - "pal m", - "str e", - "embarra ssing", - "un t", - "elimin ate", - "to ss", - "c ise", - "a ws", - "oni sts", - "sh inee", - "jo s", - "ho se", - "li vely", - "opp onents", - "mo vements", - "recogni zing", - "sandwich es", - "sh akes", - "exerc ises", - "se at", - "profe ssion", - "merry christmas", - "lu gg", - "adopt dont", - "mar vin", - "byr ne", - "un le", - "he t", - "ku wait", - "rah man", - "aspe ct", - "humb led", - "gen es", - "f and", - "long time", - ") ;", - "cam pu", - "an gus", - "ðŁijį ðŁı¼", - "q uran", - "sle eves", - "s lic", - "¸ ë", - "twel ve", - "your e", - "i ke", - "go gh", - "b st", - "dic tionary", - "reflec ting", - "to on", - "yar n", - "em bed", - "ðŁı ´", - "re serves", - "floo ded", - "ver iz", - "du sk", - "estab lish", - "pro li", - "au d", - "ritu al", - "or bit", - "declar ation", - "recor dings", - "cam o", - "cas sette", - "good luck", - "cu tter", - "bo p", - "b ho", - "che ating", - "paci fic", - "ma res", - "tim er", - "col t", - "tr ous", - "tomor row", - "han sen", - "ci e", - "w ang", - "ban i", - "circu lar", - "ac ute", - "far mer", - "co ys", - "p se", - "ir ving", - "w j", - "haw kins", - "b ison", - "ur day", - "cru ising", - "o te", - "k ath", - "whi stle", - "your selves", - "ant is", - "sla sh", - "thorough ly", - "ke sh", - "ser ie", - "ex em", - "en ig", - "guil d", - "sh red", - "ho gan", - "ap o", - "ä ¸", - "pu zz", - "ne tball", - "au ssi", - "panor ama", - "ws j", - "av is", - "ar ming", - "hum ph", - "brow ser", - "cri es", - "fo ggy", - "mat te", - "ðŁĮ »", - "it er", - "tal lest", - "by ron", - "cap tiv", - "je su", - "any ways", - "flag ship", - "p ton", - "we y", - "fay ette", - "financi al", - "f oul", - "solom on", - "jenni fer", - "cucu mber", - "ar gue", - "tex tile", - "wrest ler", - "john ston", - "pa stor", - "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃ", - "cac tus", - "edi ble", - "re served", - "ric hie", - "met res", - "ingredi ent", - "h ella", - "un to", - "ch ol", - "cele bs", - "po ets", - "gra ham", - "hay den", - "coinci dence", - "b aw", - "communic ate", - "flet cher", - "/ -", - "tole do", - "ecu ador", - "coun sel", - "s laughter", - "line ar", - "at p", - "os u", - "jo el", - "ev ed", - "conqu er", - "ru stic", - "plic ity", - "recogn ise", - "room mate", - "cr acked", - "jas per", - "ph er", - "ðŁĮ º", - "wo ven", - "mo ist", - "ff c", - "ste ering", - "ni sh", - "stand ings", - "frequ ent", - "ar di", - "haz el", - "as msg", - "bau m", - "d art", - "si dd", - "nat h", - "ch ero", - "card board", - "c ss", - "n sfw", - "pa ir", - "ðŁĺį ðŁĺĺ", - "occur red", - "homeless ness", - "mal one", - "ph e", - "xi a", - "pad dy", - "decl are", - "theat re", - "b f", - "per sian", - "ta d", - "ax e", - "susp icious", - "lam b", - "mu cho", - "sen ior", - "st as", - "k ite", - "st ing", - "gra d", - "k af", - "wat ering", - "Ø ¯", - "spi ral", - "th ms", - "educ ator", - "jer ome", - "of c", - "clo ck", - "su l", - "pe mb", - ".... .....", - "park way", - "de aux", - "restric tions", - "m ons", - "need le", - "e j", - "le agues", - "water melon", - "am an", - "pl enary", - "max im", - "w ab", - "coming soon", - "bry ce", - "vi gil", - "super market", - "fortun ate", - "turquo ise", - "presi dent", - "li v", - "inter ns", - "feel in", - "fix tures", - "stun t", - "st aged", - "premi eres", - "lo k", - "prac titi", - "shor tage", - "log ne", - "ve c", - "con cor", - "roc ke", - "li g", - "com posed", - "syn thetic", - "di p", - "cam ila", - "ch is", - "j ou", - "su san", - "eye brows", - "supp lement", - "satis faction", - "moham mad", - "ti bet", - "house of", - "pu n", - "as sam", - "shado whun", - "psy ched", - "se duc", - "mand atory", - "her bert", - "sc allo", - "stream ers", - "proto col", - "block buster", - "produc es", - "sch nei", - "lau rel", - "tri be", - "time hop", - "pl a", - "mod elling", - "tv time", - "mtv stars", - "wi dow", - "me tric", - "ch am", - "con do", - "flow ering", - "ale c", - "d ms", - "inten sity", - " ¨", - "mccar tney", - "islam abad", - "k b", - "f fi", - "ph al", - "anal og", - "f ond", - "h acks", - "positi vity", - "treat y", - "sub marine", - "conne ct", - "sel en", - "categor ies", - "cu b", - "organi ze", - "si k", - "quote oftheday", - "remin ding", - "am or", - "loc king", - "ðŁijı ðŁı¼", - "comp ound", - "et te", - "b out", - "rec ur", - "fe rence", - "mi zz", - "tren d", - "hip ster", - "for tress", - "forth coming", - "preli min", - "o dyssey", - "ang p", - "del ici", - "even ings", - "ðŁĶ ¹", - "i q", - "d w", - "da ir", - "kathr yn", - "christian ity", - "moon light", - "ha b", - "wh oo", - "f bf", - "se th", - "genu inely", - "pa x", - "char ity", - "deplo yed", - "b nb", - "bu cs", - "ju dg", - "con ge", - "plant ation", - "im press", - "car a", - "sc lub", - "sco py", - "land ers", - "compla ints", - "b ama", - "re build", - "x y", - "real ism", - "sh our", - "le in", - "brac elets", - "mer a", - "assas sin", - "an chor", - "ðŁijĮ ðŁı¼", - "lin en", - "con fron", - "chronic le", - "comm ent", - "cat alog", - "il les", - "gor ge", - "me try", - "jung kook", - "love my", - "sent in", - "se em", - "fit ness", - "alli ed", - "ts man", - "digital transformation", - "pr an", - "lo ft", - "min ton", - "alden richards", - "en vel", - "cher ish", - "certain ty", - "zz z", - "rhin o", - "per kins", - "en rich", - "cape town", - "ome ter", - "sec tions", - "ske leton", - "def enders", - "ðŁĺ Ŀ", - "pen c", - "bri t", - "ja h", - "capital ism", - "ðŁ¥ ĩ", - "baz aar", - "re me", - "ex t", - "kk k", - "conver t", - "stor my", - "b ye", - "kar an", - "chry sler", - "ad os", - "pre ssed", - "syn c", - "ation day", - "dang er", - "bad ges", - "refu ses", - "em powering", - "ly m", - "ex ports", - "adoptdont shop", - "ðŁĩ ¯", - "th c", - "awa ited", - "focu ses", - "fin ed", - "o at", - "haha hah", - "âģ ©", - "n family", - "fi ona", - "luck ily", - "thr illing", - "ty ping", - "out break", - "di es", - "he u", - "craw l", - "ne sses", - "o ath", - "scri pts", - "gee ks", - "ðŁIJ Ŀ", - "p b", - "mathemat ics", - "al is", - "________ ________", - "gymna stics", - "acti vism", - "recommend ation", - "gre n", - "wa in", - "cour ty", - "n apol", - "cau li", - "hor nets", - "g als", - "jo ckey", - "dir ty", - "at ar", - "enor mous", - "pe st", - "greg ation", - "an os", - "ii ii", - "def ends", - "black historymonth", - "at x", - "mb c", - "lugg age", - "wit ch", - "co b", - "la sts", - "cu m", - "gg g", - "ba thing", - "n ar", - "ce bu", - "ðŁį ĥ", - "navig ation", - "min e", - "re jo", - "ðŁİ Ģ", - "gif tide", - "re ta", - "use less", - "pu ll", - "defic it", - "al lu", - "ati me", - "it v", - "tr illion", - "pu e", - "ac ies", - "proce dure", - "l ori", - "jen ny", - "c ad", - "ul ously", - "dr ac", - "promo tes", - "ing the", - "can u", - "woo hoo", - "na omi", - "zar dari", - "ts u", - "be ir", - "sd g", - "le ver", - "we ber", - "ab ud", - "lun d", - "crow ded", - "deplo yment", - "ter rain", - "ken ny", - "ho f", - "witne ssed", - "lo ch", - "j k", - "bul ly", - "w ren", - "poe try", - "do ff", - "ww i", - "mo red", - "din i", - "cul ture", - "promp t", - " ¥", - "maur ice", - "to pps", - "r m", - "cor respon", - "ab out", - "jewel s", - "gi br", - "eag le", - "ðŁĺĺ ðŁĺĺðŁĺĺ", - "l ending", - "sou ven", - "ç Ķ", - "contemporary art", - "establi shment", - "j ong", - "âĢ¦ \"", - "gat or", - "patri otic", - "mc coy", - "v ape", - "human e", - "feli z", - "coach ella", - "re posting", - "ste als", - "fu ller", - "n ering", - "at ra", - "( -", - "bla ke", - "he ather", - "wor ms", - "discipl inary", - "rede mption", - "y ard", - "am in", - "\" @_", - "d nc", - "t ds", - "k appa", - "ne wark", - "comm its", - "spe ars", - "j ams", - "t and", - "msn bc", - "inter medi", - "aim ed", - "at ic", - "teen th", - "observ ation", - "kash mir", - "kavan augh", - "ou l", - "san francisco", - "re u", - "bel ated", - "cho w", - "pass word", - "st ills", - "deta ined", - "sar i", - "day ton", - "dar ren", - "itali an", - "ar th", - "amu sic", - "ar bit", - "w m", - "v m", - "he m", - "dou g", - "my r", - "a sho", - "pre v", - "vin d", - "bra h", - "sta g", - "ภµ", - "pre views", - "gu k", - "con taining", - "leon ardo", - "sad dle", - "ru shing", - "st av", - "lon gh", - "gam bling", - "ve gas", - "reserv ation", - "end ale", - "bal a", - "fl a", - "vari ant", - "he dge", - "bulgar ia", - "nat ali", - "we aver", - "sol st", - "encoura ged", - "ap c", - "as parag", - "ne st", - "cycli sts", - "fe l", - "ìĬ ¤", - "overwhel ming", - "pey ton", - "j it", - "a post", - "mb le", - "ble eding", - "neighbour hood", - "a very", - "expre ssions", - "mac donald", - "gi gs", - "mon ds", - "illu sion", - "n ct", - "cam ero", - "over head", - "my th", - "ol y", - "vi o", - "et v", - "lau rie", - "unve iling", - "pri or", - "con n", - "iron man", - "di ff", - "day in", - "crit ici", - "con go", - "re vision", - "wal e", - "direc tor", - "p ines", - "black pink", - "gar ner", - "cur ated", - "manit oba", - "h ac", - "common ly", - "bar ton", - ".... #", - "mor tality", - "live smatter", - "philos op", - "shor ter", - "con vince", - "fre ak", - "vend ors", - "insi ghtful", - "el ly", - "sens ors", - "e led", - "s berg", - "weight loss", - "u kip", - "sp ur", - "priv ate", - "qu a", - "ss c", - ", ...", - "supervis or", - "advis er", - "amaz ingly", - "less er", - "at es", - "mah on", - "oooo oo", - "sar as", - "pmo india", - "waff le", - "un ders", - "toler ance", - "sculp tures", - "her sh", - "kno cking", - "smo ke", - "cathol ic", - "gri m", - "tra veled", - "fli p", - "ge off", - "dinosa urs", - "sle pt", - "scar let", - "ok i", - "compla int", - "ob sc", - "nam i", - "la g", - "cross fit", - "u fc", - "mc cain", - "refe ree", - "sad ness", - "pen ny", - "li eu", - "mo de", - "ki er", - "vol s", - "w is", - "el on", - "she a", - "ba o", - "son ia", - "cla ire", - "em manuel", - "moist ure", - "di gest", - "vi ii", - "t eller", - "ch on", - "access ory", - "night club", - "foss il", - "aw an", - "hu sky", - "ab original", - "brand on", - "ffici ent", - "cou gars", - "ste d", - "ad mitted", - "igno red", - "content marketing", - "ag as", - "v ase", - "execu ted", - "negoti ations", - "she ad", - "n and", - "tab lets", - "go th", - "ts al", - "d fw", - "on ep", - "protec tor", - "sp ho", - "gaz ette", - "andre as", - "ss er", - "comp ilation", - "ha v", - "contain ers", - "bro ker", - "soc al", - "porcel ain", - "hy uk", - "air ing", - "ðŁĴ °", - "publi sher", - "scen ario", - "spart ans", - "re viewing", - "itu des", - "ed el", - "pear son", - "ba sh", - "mau i", - "a ad", - "ðŁĮ Ĭ", - "li u", - "ul ate", - "program mes", - "fav our", - "web design", - "real ty", - "motiv ational", - "cro sses", - "' ...", - "bus ch", - "adjust able", - "ar jun", - "mist ak", - "dimen sion", - "pi stol", - "weigh s", - "en y", - "unve il", - "indy car", - "gor don", - "f ade", - "fran ken", - "qual ities", - "bet t", - "loc ate", - "ker r", - "sp c", - "confu sion", - "ne e", - "luck y", - "bas es", - "dep ends", - "fire fighter", - "ol a", - "re t", - "mar oon", - "ðŁĶ Ĭ", - "w am", - "defin ing", - "whe at", - "bi l", - "é s", - "b hai", - "psy ch", - "ta u", - "ic ans", - "thi k", - "ob ile", - "inspec tor", - "ìĨ Įë", - "ill on", - "go s", - "ev angel", - "fa i", - "si st", - "voc ation", - "bur ge", - "chi stan", - "renew ed", - "enthusi asm", - "en ting", - "ag ri", - "ike a", - "m sc", - "aero space", - "sens iti", - "memo ir", - "hosp ice", - "co caine", - "der ry", - "mechan ics", - "Ħ à¸", - "tin o", - "reduc es", - "collec tors", - "in justice", - "supp re", - "v ana", - "ab un", - "nap a", - "su sa", - "os lo", - "e ff", - "en core", - "lic ence", - "ched dar", - "z al", - "moun t", - "ðŁĴ IJ", - "threat ens", - "!! \"", - "archi e", - "fu tsal", - "scu ba", - "jo s", - "gn on", - "se xi", - "s official", - "compar ing", - "domin ant", - "tof theday", - "fa it", - "propos als", - "gi ft", - "y as", - "cn c", - "l r", - "ha b", - "reser voir", - "beli efs", - "gener al", - "mar ti", - "t d", - "est e", - "ì ł", - "wi l", - "ðŁij ¯", - "ðŁĶ «", - "sp x", - "et work", - "excer pt", - "e instein", - "hir o", - "sil hou", - "team ed", - "per ception", - "corri dor", - "mental health", - "hin ts", - "ben ny", - "induc ted", - "sw x", - "wi desp", - "spe ak", - "cher yl", - "dru g", - "ðŁĺ ķ", - "h f", - "asparag us", - "myster ies", - "fitz gerald", - "off er", - "therap ist", - "care er", - "dam aging", - "ts d", - "per u", - "wei bo", - "y ay", - "phoeni x", - "disc re", - "mac book", - "bar ker", - "stig ma", - "sp read", - "roc kies", - "kang ar", - "bri dg", - "pa i", - "bi shop", - "ta iled", - "capsu le", - "ðŁĴ ĵ", - "ge of", - "roy ale", - "short listed", - "o ste", - "ash amed", - "ch app", - "key e", - "cl a", - "screen shot", - "austri an", - "nati ve", - "en ight", - "juli et", - "michel e", - "ðŁĮ ´", - "travel ers", - "pi l", - "football er", - "win chester", - "ðŁĻ Ħ", - "azer bai", - "gold eng", - "organis ations", - "interpre tation", - "predat or", - "ofthe week", - "lo gan", - "pok é", - "mari e", - "cal la", - "t nt", - "cin de", - "ge tic", - "fit fam", - "gra v", - "ow ens", - "ðŁĮ ±", - "shoot out", - "sal is", - "commissi ons", - "co he", - "p tic", - "ni xon", - "hi a", - "amb ition", - "mar ine", - "cruel ty", - "t k", - "cru de", - "sal ty", - "jim a", - "mon go", - "ir ony", - "on wards", - "arre sts", - "strang ers", - "ig er", - "cycli st", - "ra g", - "exten ds", - "tra dio", - "bour g", - "mo i", - "el la", - "e able", - "lex us", - "au l", - "der a", - "histor ian", - "mor ton", - "ti ff", - "man ner", - "ko t", - "d k", - "po inted", - "mar qu", - "a an", - "en ey", - "du blin", - "on poli", - "em ili", - "secre t", - "fl o", - "âļ ¡", - "ba j", - "ste ep", - "accompan ied", - "rum ours", - "dev i", - "purch asing", - "fi g", - "pu b", - "sch oo", - "autonom ous", - "go alie", - "x ia", - "autom atically", - "re vers", - "ter o", - "fu ku", - "titan ic", - "shoo k", - "sand als", - "see kers", - "exc av", - "nor dic", - "bigo live", - "ba ke", - "r att", - "z ak", - "ne p", - "ðŁĺ ¤", - "cand y", - "billi ons", - "book worm", - "pp et", - "à ³", - "sur faces", - "sc ars", - "phil ip", - "do gg", - "ci gars", - "co te", - "transl ated", - "cur ator", - "sin dh", - "han gover", - "bre wer", - "on es", - "el ton", - "ðŁĴª ðŁı¼", - "mar cu", - "elli ot", - "righ te", - "di oce", - "ru ss", - "rail ways", - "grand son", - "as cen", - "apo logy", - "awa it", - "mob ili", - "re spir", - "parti san", - "oli vi", - "stri ke", - "yo o", - "white house", - "expre ssed", - "pu ps", - "bed ford", - "cul tur", - "fro gs", - "fly ing", - "cav ali", - "c ds", - "fri ger", - "street photography", - "re solve", - "tali ban", - "kan g", - "cru shing", - "ju m", - "ðŁĺ Ĵ", - "william son", - "tan g", - "cur ly", - "t man", - "veter an", - "fa ire", - "artificial intelligence", - "un anim", - "pre n", - "back drop", - "fr ances", - "oc cer", - "doro thy", - "work ing", - "ar thr", - "conver ted", - "day light", - "serv ant", - "pad dle", - "compla ining", - "thir ty", - "nad al", - "ak u", - "ibra him", - "ad dressed", - "p iss", - "green house", - "batt alion", - "si mulator", - "out lets", - "embroi dery", - "ðŁĵ ±", - "fis cal", - "ger ard", - "sas sy", - "ðŁİī ðŁİīðŁİī", - "vent ures", - "mer it", - "public ity", - "ðŁij Ī", - "sophistic ated", - "c tu", - "conven tional", - "condol ences", - "isra el", - "tra dition", - "ar an", - "te ss", - "gla d", - "ðŁĺĬ ðŁĺĬ", - "correc tion", - "ge on", - "am d", - "or ship", - "be ast", - "ch ment", - "ì ŀ", - "nic o", - "wk nd", - "wel s", - "cushi on", - "beli e", - "vo c", - "idio ts", - "under neath", - "pu ma", - "corn ell", - "en ation", - "lu l", - "swa ch", - "ab ig", - "u rer", - "mi e", - "form erly", - "ca f", - "er nal", - "chor us", - "juli us", - "sen ator", - "âľ į", - "wh ir", - "salv ador", - "ph d", - "uni fied", - "boo ster", - "graph ical", - "w rec", - "son ny", - "mi z", - "dere rs", - "s all", - "ven s", - "tusc any", - "wi d", - "y ong", - "kur ds", - "w az", - "trol ls", - "mac ro", - "cat urday", - "pre ssing", - "sa sha", - "cent ennial", - "gu sts", - "em c", - "be fore", - "den ise", - "cu st", - "ðŁĵ ¢", - "lo oo", - "base l", - "eng land", - "y olo", - "ar du", - "manife sto", - "do ha", - "ì ľ", - "kni ves", - "bourne mouth", - "bi bl", - "bar b", - "al icia", - "Ø ©", - "com er", - "cycl one", - "g it", - "ane ws", - "character i", - "vent ura", - "in tra", - "sf giants", - "hu t", - "be a", - "dar win", - "ell er", - "al v", - "re ese", - "bl y", - "kar an", - "conclu sion", - "man ny", - "fla kes", - "unite blue", - "nad u", - "co pp", - "ed ges", - "lanca shire", - "i als", - "o tta", - "philipp e", - "l ent", - "che e", - "ment ors", - "festi val", - "an ism", - "compli mentary", - "r j", - "pu g", - "d ine", - "we i", - "cli ffs", - "sar my", - "ti veness", - "treas ury", - "il and", - "after math", - "rabb i", - "ou n", - "bou quet", - "herit age", - "zi on", - "sur render", - "shen an", - "in ks", - "kar l", - "gh ty", - "pol icing", - "exam ination", - "ce y", - "per su", - "measure ment", - "hydro gen", - "lu han", - "âłĢâłĢ âłĢâłĢ", - "war i", - "о Ð", - "j y", - "fow ler", - "mis h", - "al fre", - "âĺ ij", - "bb naija", - "cat alogue", - "recogn ised", - "sa ver", - "hu skies", - "col in", - "mun do", - "si va", - "p ng", - "discoun ted", - "man utd", - "fre sno", - "de vin", - "prelimin ary", - "tro phies", - "pla stics", - "du g", - "pro cu", - "indi go", - "g ard", - "dy lan", - "pit ches", - "ground breaking", - "in son", - "bl ac", - "an thology", - "f h", - "expl ic", - "r ard", - "admi ral", - "so chi", - "la shes", - "splen did", - "en vy", - "ad v", - "sex y", - "festiv ities", - "stic king", - "bi b", - "thr ill", - "op p", - "ari el", - "botan ical", - "endur ance", - "fe males", - "br icks", - "vat ican", - "black pool", - "ber mu", - "br ough", - "roll er", - "bi d", - "sue de", - "sloven ia", - "mm ing", - "ml b", - "med alist", - "di ans", - "rehabil itation", - "ne on", - "s go", - "li thu", - "ram os", - "z ed", - "pi anist", - "inten sive", - "broad band", - "stu dy", - "peter sburg", - "lu ca", - "ah hhh", - "phys ician", - "dill on", - "tele com", - "gri ef", - "mu n", - "ac ro", - "si ded", - "s ly", - "blo ws", - "classic cars", - "tri um", - "ar gy", - "? :", - "h ri", - "marsh mal", - "âĢ ĵ", - "to pping", - "war saw", - "tran sc", - "preserv ation", - "b av", - "re friger", - "experim ents", - "ä º", - "gl it", - "sli ga", - "g age", - "fac tor", - "flav ours", - "br ony", - "sp o", - "cook book", - "carri age", - "aw ay", - "ny fw", - "on ian", - "w g", - "simp sons", - "ro lex", - "ðŁı ¿", - "cro sby", - "ãħ ¤", - "cre di", - "syn dic", - "pu bs", - "ali fe", - "poor ly", - "mac ed", - "ðŁĺ ŀ", - "behin dthe", - "w enger", - "n ats", - "ðŁİ Ł", - "rubb ish", - "procedu res", - "typho on", - "opho bia", - "er do", - "fu el", - "vi era", - "bu mps", - "millenni um", - "new zealand", - "lec tures", - "it on", - "mil ky", - "respon ded", - "ê °", - "landsc ape", - ".. @", - "bo ther", - "âĸ ¶", - "z hang", - "huawe i", - "tu ition", - "s worn", - "in u", - "y or", - "pa olo", - "au ditions", - "ab il", - "malay sian", - "ho ps", - "fe athers", - "mp le", - "au ts", - "ã o", - "boun ty", - "ic he", - "ì ĺ", - "sh q", - "pin ot", - "ge ars", - "disapp ear", - "video games", - "t na", - "alzheim er", - "ðŁĮ ŀ", - "a ji", - "under wear", - "swit ching", - "sign age", - "o scar", - "ec on", - "dro w", - "cl int", - "pl ated", - "gun dy", - "emb lem", - "ho es", - "ici st", - "nel ly", - "juni or", - "road show", - "miner als", - "at le", - "alexand ria", - "ac claimed", - "v ell", - "shi va", - "ad he", - "en ne", - "amne sty", - "h ounds", - "councill or", - "ðŁĴ ¦", - "aes the", - "part nering", - "influ enced", - "mag no", - "fl are", - "extin ction", - "civil ian", - "maje sty", - "va il", - "law makers", - "rac ks", - "mc c", - "ori an", - "sp ices", - "er rors", - "may er", - "co ca", - "pa i", - "s ooooo", - "reti ring", - "ba thro", - "ðŁĻĮ ðŁĻĮ", - "âĸ ª", - "su f", - "endor sement", - "buil ding", - "broo ch", - "pal la", - "arvin d", - "ag ent", - "kar ate", - "r hi", - "c tv", - "ta ine", - "um m", - "ba x", - "reig ns", - "uni of", - "enterpri ses", - "adel e", - "fla ke", - "at tire", - "bru ce", - "ba hamas", - "gra vy", - "sa in", - "che ek", - "tri vi", - "lo v", - "e en", - "bb lo", - "lady gaga", - "itt a", - ". \"-", - "du stin", - "observ atory", - "eigh th", - "bloom berg", - "kh s", - "f cc", - "gi st", - "commemor ate", - "ve er", - "sexu ality", - "ed c", - "nic ole", - "vac ancy", - "u ser", - "son a", - ":' (", - "dipl oma", - "t end", - "up grades", - "Å Ł", - "jura ssic", - "cardi ac", - "dr s", - "widesp read", - "à ł", - "dail ies", - "vend or", - "sim plicity", - "wi der", - "len ses", - "supp lements", - "de pos", - "ob served", - "vin es", - "parti ally", - "renew al", - "collabor ate", - "ali g", - "fin ity", - "ph u", - "zz y", - "pe tit", - "ðŁĵ ħ", - "z in", - "i gu", - "sm ack", - "fall on", - "ðŁĵ £", - "back wards", - "comp onent", - "o so", - "compati ble", - "bin ding", - "zur ich", - "thom e", - "w ounds", - "ly ric", - "fresh men", - "sne aky", - "fi bro", - "di et", - "emplo yer", - "in sect", - "h ated", - "sch er", - "raz or", - "n sw", - "boo ker", - "califor ni", - "av fc", - " °", - "preten ding", - "pep si", - "al is", - "un titled", - "k art", - "grand parents", - "e the", - "o ck", - "lux emb", - "visu als", - "small business", - "abdul lah", - "min ho", - "su baru", - "h ra", - "reve aling", - "heart breaking", - "clar ity", - "am g", - "sl r", - "** **", - "âŀ ĸ", - "recor d", - "ici ary", - "min ded", - "ye h", - "exce ssive", - "knu ck", - "icec ream", - "tru th", - "ev ic", - "ta stic", - "ant arc", - "ren dering", - ", ,", - "mit t", - "loren zo", - "st patrick", - "bound ary", - "zi g", - "vo cab", - "osa ka", - "fur n", - "tu n", - "gu l", - "s ounding", - "blo gger", - "utter ly", - "g af", - "adv ancing", - "l cd", - "mar gin", - "lifel ong", - "solst ice", - "sh ra", - "wa its", - "ple ar", - "bre ach", - "en ligh", - "ad er", - "itt le", - "c ation", - "ho on", - "stu died", - "?? ???", - "k ash", - "ev angeli", - "ps l", - "wei ghts", - "met als", - "ty res", - "tur no", - "wi e", - "car b", - "g ale", - "se al", - "sun ite", - "am ic", - "patter son", - "á n", - "eu ph", - "up stairs", - "quali fiers", - "khali fa", - "apple music", - "ìĨĮë ħ", - "vau ghan", - "al ter", - "cru iser", - "mu a", - "t ana", - "kat rina", - "id ols", - "spo iled", - "secre tly", - "fi bre", - "part nered", - "um es", - "gi ov", - "com et", - "screenshot saturday", - "k eller", - "fil tr", - "fe t", - "con way", - "pe u", - "bad minton", - "gi d", - "m ound", - "don key", - "bu ff", - "lea ther", - "lar gely", - "bro ch", - "int ments", - "am use", - "r k", - "sto ve", - "impac ted", - "con t", - "cr acks", - "prison er", - "bar i", - "contrac tor", - "ori oles", - "domin ate", - "pol ar", - "am elia", - "dr c", - "ðŁijĮ ðŁijĮ", - "vi st", - "su arez", - "injec tion", - "blo oms", - "ðŁļ¨ ðŁļ¨", - "sti ff", - "pay pal", - "sno wing", - "thur sdays", - "goo se", - "we dge", - "educ ated", - "weak ness", - "de cker", - "abud ha", - "bree zy", - "Û Į", - "hope ful", - "o bi", - "rai der", - "gh am", - "de u", - "se ve", - "par tly", - "fu t", - "infu sed", - "mer ri", - "than e", - "some time", - "hu e", - "me in", - "cre dit", - "sli ding", - "ran de", - "cher ry", - "dead pool", - "sh ol", - "ar am", - "under wood", - "sky e", - "distur bing", - "m nt", - "poli shed", - "guardi ans", - "ha dn", - "pic asso", - "ari us", - "ak shay", - "ir ri", - "j h", - "happ en", - "la kh", - "dal ton", - "at the", - "s well", - "mar sha", - "re h", - "cour s", - "j kt", - "top us", - "serv ice", - "r ink", - "hack ers", - "dono van", - "hor o", - "tc m", - "may hem", - "cha se", - "dev ops", - "ken sing", - "sc up", - "sh ere", - "quali fication", - "c live", - "ton g", - "n ancy", - "mar is", - "der dale", - "ber man", - "cinde rella", - "jol ly", - "ci c", - "loo t", - "collecti bles", - "hom icide", - "g ge", - "epide mic", - "su ites", - "mu ddy", - "gi mme", - "e rec", - "- *", - "tal la", - "lis le", - "embro ide", - "ðŁĩ© ðŁĩª", - "veriz on", - "ve ctor", - "be anie", - "arti san", - "ga in", - "flo res", - "vi gil", - "u so", - "ðŁĻı ðŁı½", - "grin ding", - "gh er", - "air ports", - "respon sive", - "shaf t", - "can cel", - "ceremon ies", - "e me", - "at ari", - "bru shes", - "eag er", - "bo hemi", - "children s", - "yan kee", - "ma a", - "suspen se", - "mor an", - "mac ar", - "sun flower", - "cre w", - "vo id", - "ke ar", - "fashi oned", - "jen nings", - "sunday funday", - "sub missions", - "me ad", - "her man", - "wa i", - "crit ically", - "le um", - "baek hyun", - "for cing", - "co bra", - "ãģ ®", - "acqu ire", - "al k", - "ge ology", - "pri mar", - "import antly", - "ire z", - "bunde sliga", - "curi osity", - "sen a", - "stric t", - "con soli", - "win ters", - "ven om", - "chelten ham", - "ðŁį º", - "cen a", - "t at", - "ba in", - "glo ver", - "under cover", - "as ses", - "car n", - "memorial day", - "am eli", - "i rene", - "ch on", - "syn thesis", - "spe edy", - "mitsu bi", - "sla yer", - "compos ite", - "under stands", - "pe w", - "inter rup", - "hen ri", - "mor row", - "an om", - "thof july", - "g lee", - "thre e", - "ðŁĺ ®", - "and hi", - "ch att", - "renew ables", - "ye s", - "trans fers", - "!!!! !!!!", - "bab u", - "du ter", - "lo ops", - "pe ers", - "o ilers", - "pau lo", - "ic ation", - "h mu", - "war a", - "mer cer", - "hom eland", - "fu ji", - "ale y", - "year book", - "re m", - "re en", - "ab sur", - "bo is", - "] :", - "caes ar", - "shot gun", - "kur dish", - "o ren", - "ra e", - "anci es", - "ty pic", - "f h", - "def ault", - "re plic", - "lu k", - "trans actions", - "r ys", - "infan try", - "ðŁį ¾", - "cho w", - "chick ens", - "ba gh", - "wy att", - "ay e", - "gg i", - "bre ws", - "ed itions", - "mi ra", - "commen cement", - "pre su", - "peris cope", - "ic hi", - "guatem ala", - "zam bia", - "pain ts", - "wit ches", - "wan i", - "un dere", - "cro y", - "vo ws", - "us mc", - "hear ted", - "theat res", - "shu ffle", - "le vel", - "mul tic", - "squee ze", - "fer n", - "app et", - "post al", - "mal t", - "on board", - "ld nt", - "co o", - "s sc", - "k ac", - "ðŁĺ ĩ", - "sc rap", - "mar cos", - "deal ers", - "ann u", - "mill er", - "co ve", - "ul ary", - "vladi mir", - "be ef", - "th ur", - "pick led", - "se same", - "bengal uru", - "mo tt", - "kathle en", - "hi st", - "no tor", - "dr ank", - "du chess", - "snow fall", - "e ff", - "tin y", - "j n", - "sy our", - "speci alists", - "scot us", - "bay lor", - "eve rest", - "mali bu", - "pre m", - "harm ful", - "l ali", - "b ates", - "g ye", - "differen ti", - "and ra", - "geome try", - "el over", - "black out", - "== ==", - "ko ta", - "inter act", - "asi an", - "la yo", - "samu rai", - "fi del", - "exhau sted", - "gla di", - "pd t", - "spher ic", - "anti qu", - "guit ar", - "stu ri", - "ho pper", - "ang le", - "f ills", - "sla p", - "mi th", - "rod ney", - "ong i", - "in som", - "pre venting", - "cassi dy", - "ap ho", - "ore gon", - "lo in", - "ham mond", - "contribu ting", - "f n", - "gar ri", - "ori on", - "comp elling", - "escap ing", - "aim ing", - "plu mb", - "bi stro", - "be asts", - "concer ning", - "bo e", - "do pp", - "shop local", - "stumb led", - "âĤ ¹", - "naz is", - "âĢįâĻĤ ï¸ı", - "gest ure", - "war ts", - "us open", - "hi ggins", - "char li", - "hang s", - "bom bers", - "° :", - "fe eds", - "c ch", - "st il", - "nic ola", - "ðŁĵ º", - "clam ation", - "tro pic", - "af ro", - "ou k", - "expen ses", - "der rick", - "al ine", - "fa w", - "reg ard", - "im er", - "sat in", - "thi um", - "ry der", - "pear l", - "te ss", - "mm mmm", - "sen ses", - "ðŁĩ ¹", - "positi ve", - "exhau st", - "occu r", - "nor ris", - "lil ly", - "is les", - "direc ting", - "yo fficial", - "count less", - "sam ar", - "on stage", - "flo ck", - "mir rors", - "arch er", - "mo i", - "k d", - "vi v", - "in os", - "si kh", - "le i", - "sen sory", - "br its", - "kno x", - "chest nut", - "op y", - "coli seum", - "z af", - "di vin", - "adap ter", - ":) ))", - "tem ple", - "ku n", - "hel mets", - "t df", - "gu ide", - "m old", - "o ids", - "lu ther", - "he is", - "monaster y", - "sp ree", - "k lu", - "brit ney", - "jagu ars", - "gre ats", - "c cc", - "ky rie", - "machin ery", - "cric ket", - "re ro", - "ab o", - "aspir ing", - "semi finals", - "ale ss", - "sig natures", - "var d", - "me th", - "her bal", - "hol den", - "king dom", - "ap or", - "reg gie", - "ore o", - "palestin ians", - "em mys", - "sec tional", - "ro i", - "ney mar", - "qu el", - "cu ll", - "l ka", - "haz el", - "estim ate", - "ul ties", - "go w", - "be a", - "purch ases", - "bel ts", - "protec ts", - "m é", - "gue ssing", - "bb o", - "clau dia", - "fr acking", - "jon ny", - "el k", - "cel tic", - "al mighty", - "ra je", - "courty ard", - "ig i", - "can es", - "ðŁĴª ðŁı»", - "bank rup", - "le thal", - "âľĮ ï¸ı", - "graphic design", - "vad er", - "penc ils", - "rough ly", - "dan te", - "m fg", - "const ell", - "cam el", - "j b", - "bloss oms", - "en to", - "balo chistan", - "cine mato", - "ill ard", - "jer sey", - "con sent", - "dent ed", - "con templ", - "sch er", - "hol i", - "lou gh", - "st our", - "a yo", - "begin ners", - "cur b", - "v hs", - "a jax", - "du ff", - "av eng", - "dom est", - "commit ting", - "ai red", - "cha p", - "hedge hog", - "disappo inting", - "freel ance", - "in land", - "char ms", - "ðŁĺį âĿ¤ï¸ı", - "ai sh", - "m x", - "buck le", - "ti dal", - "per mit", - "bo ating", - "ra cha", - "kend rick", - "b ello", - "b hi", - "ple a", - "estim ates", - "l b", - "apo logies", - "jay a", - "bb l", - "ast oni", - "inter state", - "main taining", - "el bow", - "mu p", - "ep it", - "ðŁĺ ¡", - "viol ations", - "def end", - "be h", - "sl c", - "am ir", - "pur i", - "ti um", - "fi fa", - "blur ry", - "scri m", - "ðŁĻı ðŁı¾", - "ma ple", - "rel atives", - "âĺ Ŀ", - "cho c", - "con nor", - "⾨ ⾨", - "whi sp", - "list ings", - "ma ze", - "than king", - "ri dd", - "grass roots", - "shi fting", - "desper ately", - "gor illa", - "den i", - "ju les", - "stra th", - "g ley", - "ja in", - "bu ick", - "t anner", - "ðŁĴ Ŀ", - "ga e", - "pri m", - "it ors", - "n ano", - "separ ation", - "armen ia", - "bor deaux", - "ðŁ ħ", - "pj net", - "bu rial", - "e bon", - "glo ss", - "re new", - "gri er", - "spe eds", - "comic books", - "sym boli", - "pur poses", - "ãħł ãħł", - "spati al", - "no table", - "ci on", - "n ps", - "ho ffman", - "nor man", - "rt g", - "du sty", - "situ ated", - "tr an", - "k fc", - "em en", - "nic kel", - "hast ings", - "sett ling", - "gr it", - "l ena", - "w aw", - "art s", - "gu m", - "ca regi", - "le wis", - "sapp hire", - "rememb er", - "embed ded", - "t lc", - "bl at", - "serge ant", - "el sa", - "boot camp", - "bow man", - "photo graphic", - "pill ars", - "direction ers", - "classi fied", - "no is", - "ve er", - "barre ls", - "wh oop", - "ðŁĺ± ðŁĺ±", - "fe male", - "petro leum", - "medi a", - "e fc", - "poké mon", - "ठķ", - "enthusi astic", - "var un", - "pro files", - "pedi atric", - "acci dents", - "con rad", - "jan g", - "jo jo", - "ac or", - "ob server", - "l f", - "live stock", - "for gi", - "fo s", - "el m", - "an and", - "go e", - "c ere", - "avoi ding", - "gri t", - "om an", - "thank fully", - "scat tered", - "nick y", - "cylin der", - "chees y", - "di ver", - "mahe sh", - "cav es", - "ear liest", - "qu inte", - "subjec ts", - "b end", - "gul f", - "vocali st", - "glu e", - "pat ches", - "un stopp", - "sny der", - "demonstr ating", - "pi o", - "hor ns", - "wic kets", - "and the", - "r ama", - "yo on", - "stra ight", - "bed time", - "or ang", - "bul lets", - "sa urus", - "min ers", - "inci dents", - "! ...", - "ðŁİ ¸", - "ag ers", - "hand les", - "stat es", - "in ity", - "d ons", - "incredi ble", - "emin em", - "avi v", - "ru dy", - "moz art", - "folk lore", - "appli ances", - "mt l", - "fre y", - "di as", - "hu a", - "page ant", - "stri ve", - "im prison", - "bul lish", - "r ana", - "al erts", - "bb mas", - "hy per", - "derby shire", - "re cre", - "re dd", - "debor ah", - "cosmo s", - "law son", - "mel anie", - "psy cho", - "ho or", - "doo dles", - "sni per", - "shad y", - "man tle", - "canadi an", - "new year", - "inter actions", - "separ ated", - "cor ds", - "spiritu ality", - "ap u", - "it o", - "p ct", - "pel osi", - "rebel lion", - "se iz", - "wor cester", - "sec tors", - "ul i", - "san ta", - "Ð µ", - "ðŁĩªðŁĩ ¸", - "bi ased", - "class ical", - "gam ma", - "dee plear", - "emer ge", - "back er", - "sur ance", - "hand crafted", - "ðŁİ ¥", - "franc is", - "mill an", - "ic i", - "cro wn", - "wo w", - "stri ped", - "un fair", - "relax ation", - "³ ï¸ı", - "embrac ing", - "she alth", - "pale o", - "martin i", - "dist illery", - "wr ink", - "or k", - "na th", - "hay ley", - "cour thouse", - "si ber", - "sa di", - "quiet ly", - "mel t", - "m sm", - "me h", - "smart phones", - "rel ent", - "pp ing", - "war wick", - "co logne", - "gli a", - "cot ton", - "pro g", - "lon e", - "ip sw", - "star ters", - "expan ds", - "u mp", - "su ed", - "ski pper", - "infe ctions", - "ing le", - "à ¡", - "cler k", - "demonstr ate", - "ac ar", - "ðŁĺĤðŁĺĤ ðŁĺĤ", - "ti bet", - "bun s", - "alo m", - "demol ition", - "ssi a", - "g st", - "[ ]", - "so ar", - "âĺ Ģ", - "ðŁĺ ª", - "ðŁĵ Ĭ", - "dee pest", - "beyon d", - "are t", - "att ends", - "activ ated", - "di mit", - "âļª ï¸ı", - "high lighted", - "magaz ines", - "rum or", - "az za", - "steph ens", - "dol ph", - "sho ckey", - "mat s", - "we av", - "mel an", - "serv ers", - "tra um", - "ku sh", - "æ Ĺ", - "bab ys", - "pa z", - "a al", - "la use", - "break ers", - "canter bury", - "ul ture", - "mi ri", - "euro s", - "tane ous", - "impre ssions", - "du tch", - "il d", - "gh i", - "pur due", - "adequ ate", - "l p", - "sy ner", - "ang ler", - "du rable", - "gal ore", - "ro wn", - "mg mt", - "ðŁĵ Į", - "lu cia", - "âĺij ï¸ı", - "zay n", - "bor row", - ". (", - "north umber", - "cru sh", - "eng a", - "su sh", - "extra vag", - "t out", - "ma hal", - "ali stic", - "ther mo", - "gall eries", - "es se", - "chi bi", - "attrac tions", - "lex ington", - "legislat ure", - "docu mented", - "resi den", - "brow nies", - "w f", - "st ool", - "plan ets", - "sho ppers", - "conduc tor", - "ms p", - "tr icky", - "fru ity", - "end ra", - "feel the", - "whi pped", - "hair style", - "re fer", - "oo k", - "oc topus", - "audi ences", - "ku mar", - "after no", - "op tim", - "c fl", - "ni p", - "gen i", - "alpha bet", - "ann ab", - "lam in", - "accep ts", - "l ng", - "ðŁĺ «", - "t ine", - "ac om", - "cheer leaders", - "t k", - "gr on", - "v g", - "k ung", - "ja x", - "dha bi", - "r ss", - "mack enzie", - "beir ut", - "clean up", - "gy psy", - "st ell", - "bur ger", - "hurric anes", - "educ ation", - "st ina", - "âĻ¡ âĻ¡", - "unfortun ate", - "jere mi", - "bad ger", - "at ers", - ": âĢ¦", - "ter ra", - "subli me", - "stu d", - "y mca", - "mr u", - "duter te", - "bren nan", - "bul b", - "mel o", - "yl on", - "hack er", - "c red", - "gu d", - "as an", - "pad illa", - "embroide red", - "vietnam ese", - "pione ers", - "projec tion", - "re boot", - "id c", - "an ey", - "pri mer", - "suff ers", - "win ding", - "p on", - "sto day", - "mor n", - "u ch", - "all in", - "adid as", - "eliza beth", - "tu ck", - "o graphy", - "ðŁļ Ģ", - "be g", - "os borne", - "ghet to", - "r h", - "cn n", - "ir ma", - "ma kin", - "cab les", - "mur ders", - "oc ks", - "inst a", - "al as", - "si k", - "cu ff", - "la re", - "foo dies", - "o vic", - "at om", - "geome tric", - "em pathy", - "ภµ", - "cent enary", - "newsp apers", - "administr ative", - "ðŁİ Ĭ", - "sti ve", - "contrac tors", - "le tt", - "tas mania", - "awesom eness", - "den sity", - "ve en", - "prince ton", - "frequ ently", - "re ject", - "gh i", - "modu lar", - "ceram ics", - "sh ag", - "ki wi", - "can vas", - "sweat shirt", - "an j", - "ti mm", - "napol i", - "il er", - "appe als", - "hamil ton", - "ma yo", - "we ave", - "arrang ed", - "whar f", - "occu py", - "b vb", - "as aki", - "ot ter", - "nor m", - "vi es", - "de tox", - "tion al", - "dere k", - "id ad", - "ad missions", - "constitu ency", - "u pper", - "woo t", - "allo y", - "se ve", - "lu b", - "un comfortable", - "ed win", - "ab re", - "d wight", - "ar che", - "virtu ally", - "sp ol", - "pri e", - "ai i", - "er r", - "swit ch", - "bar ack", - "se ok", - "cou l", - "wn t", - "pou l", - "o live", - "caffe ine", - "cardi ff", - "notor ious", - "de mp", - "ex cess", - "bar r", - "t ford", - "a jay", - "bump ed", - "my thology", - "shel ley", - "fal con", - "shakespe are", - "must angs", - "no ted", - "bon e", - "civil ization", - "sy d", - "par sons", - "un official", - "hy ped", - "sp ends", - "oppo sed", - "v ings", - "space x", - "noti fication", - "deci ding", - "bio tech", - "out si", - "sal ah", - "! .", - "fe d", - "ss y", - "c ms", - "bad gers", - "cr o", - "ela ine", - "n ba", - "dy our", - "n ant", - "honey moon", - "climb ed", - "conom y", - "ath a", - "m ell", - "ne bula", - "nature photography", - "juli e", - "bm x", - "inve sted", - "mon o", - "lieu tenant", - "wat kins", - "techn ician", - "o se", - "ka e", - "ì Ľ", - "mc queen", - "pre ach", - "trav eller", - "flexi bility", - "ze bra", - "reta iler", - "p ant", - "ben der", - "brand t", - "squ id", - "war rant", - "veri fied", - "cas s", - "pier cing", - "hon ours", - "t ying", - "mor ris", - "kis sed", - "op rah", - "panor amic", - "me i", - "splat oon", - "wich ita", - "ari as", - "gal li", - "indy ref", - "good times", - "athe ist", - "confe ssion", - "ow ski", - "re pping", - "ad ditions", - "mechan ism", - "z im", - "j ans", - "su f", - "cho pped", - "beg innings", - "vitam ins", - "ãħ¤ ãħ¤", - "or th", - "po les", - "ru b", - "antarc tica", - "indie film", - "web cam", - "ket ch", - "bre tt", - "cle ment", - "her on", - "defe ating", - "hydr o", - "buc ket", - "wand ering", - "sid ney", - "future of", - "b inge", - "on ies", - "knock out", - "administr ator", - "syn the", - "l ent", - "jan i", - "bar ley", - "premier league", - "ner ds", - "cr m", - "bra s", - "bot any", - "evol ved", - "rot ter", - "ro wed", - "tum or", - "weal thy", - " Ń", - "mon arch", - "li shed", - "da hl", - "ðŁİ ĥ", - "bu ch", - "ken yan", - "Ø §", - "red ness", - "assemb led", - "se mit", - "hud der", - "shro p", - "ran i", - "lear ning", - "mor y", - "iti a", - "geo graphic", - "worl dof", - "f b", - "pho sp", - "boo gie", - "am ped", - "? ...", - "che w", - "dwar f", - "ar us", - "s sen", - "ru sty", - "recru its", - "h k", - "gar de", - "app lause", - "vol umes", - "invol ves", - "ta c", - "hand bag", - "trans late", - "ffe l", - "se ym", - "aqu atic", - "trans fer", - "zo di", - "and r", - "acade mia", - "cr ater", - "te z", - "ar se", - "adap t", - "col oni", - "snow man", - "mal i", - "hang in", - "di schar", - "oy sters", - "pho e", - "colon el", - "w ba", - "hispan ic", - "thri ving", - "sh y", - "ag les", - "sales force", - "cre me", - "so les", - "la fayette", - "â ī", - "ter ia", - "ach a", - "sp erson", - "go go", - "car ly", - "the ore", - "am ore", - "vo x", - "af t", - "ãĤ ¹", - "stap le", - "mu ffin", - "di agram", - "ino x", - "su stained", - "av ent", - "me ta", - "arbit r", - "dec ay", - "ado le", - "Ð ½", - "ec ol", - "ph o", - "n k", - "o cu", - "gr anny", - "ç a", - "luxemb our", - "stad t", - "alber to", - "le vit", - "am as", - "d x", - "or phan", - "co bb", - "as c", - "lo gy", - "immen se", - "chan ts", - "off line", - "p ent", - "bre x", - "w inger", - "plan e", - "i el", - "nichol s", - "ca thy", - "nar uto", - "low ed", - "/ //", - "ignor ance", - "cat astro", - "you ts", - "sch en", - "buil d", - "haz i", - "s ine", - "critical role", - "du g", - "dete ct", - "lo gs", - "en amel", - "stpatrick sday", - "ed die", - "co pa", - "cigare ttes", - "ho ff", - "kay a", - "la goon", - "ra pha", - "air borne", - "choo se", - "puer tor", - "ke v", - "gui ding", - "fro sty", - "bor ough", - "mir a", - "ðŁİ Ĭ", - "cade t", - "anu sh", - "yo gi", - "e ger", - "fl ing", - "slo pe", - "nin th", - "we ston", - "foot wear", - "f n", - "may weather", - "a am", - "pla in", - "stair case", - "witne sses", - "work outs", - "ro bust", - "dex ter", - "co hort", - "ðŁļ Ĺ", - "sp ell", - "ha ze", - "o om", - "organ ising", - "wild fire", - "cont acts", - "av on", - "min o", - "upd ating", - "ðŁį »", - "li thium", - "ing ual", - "k is", - "au ga", - "lo com", - "de duc", - "u da", - "th ak", - "boy le", - "mp er", - "hot tie", - "eri k", - "re vised", - "is la", - "travel photography", - "oo za", - "en qui", - "confe rences", - "clo ver", - "g room", - "cur ves", - "live on", - "per f", - "displac ed", - "bo log", - "xx xx", - "ðŁĺ© ðŁĺ©", - "te al", - "ve ssels", - "rain forest", - "cal ci", - "pan ther", - "gira ffe", - "ta sted", - "imag ery", - "pad res", - "day time", - "bas s", - "ri pe", - "opio id", - "nu e", - "vin yl", - "invent or", - "sen s", - "process or", - "mu t", - "gad gets", - "bibl ical", - "shann on", - "jacqu eline", - "car y", - "the resistance", - "ali en", - "n vi", - "co sy", - "bi har", - "fo ley", - "ren d", - "mu gs", - "fa ken", - "cl one", - "ni allo", - "gra bbed", - "chi hu", - "power house", - "n tt", - "chero kee", - "spon ge", - "imple menting", - "rh ine", - "le one", - "ðŁį Ģ", - "pret tiest", - "infra red", - "impro v", - "swit ched", - "tu bes", - "con tr", - "bl k", - "projec ted", - "be aver", - "yo t", - "bbcra dio", - "thi gh", - "per secu", - "apologi ze", - "w ack", - "po ster", - "oli ver", - "az a", - "lou d", - "( ?)", - "f the", - "women shi", - "spar row", - "blu sh", - "us able", - "sc ales", - "it ative", - "peu ge", - "ne eding", - "legg ings", - "glam orous", - "mat ur", - "c z", - "wat t", - "da b", - "tam ar", - "et sym", - "bau er", - "heart felt", - "h n", - "else where", - "bir ch", - "alu mini", - "hu ck", - "e me", - "j l", - "traf ford", - "d z", - "por tions", - "ana sta", - "arthr itis", - "esp n", - "ber gen", - "viol ation", - "yo shi", - "c z", - "northumber land", - "clo sures", - "ðŁĩ¯ ðŁĩ", - "smi ley", - "r w", - "tel ugu", - "inten si", - "gre gg", - "ve ga", - "dun geon", - "south bound", - "ba il", - "domin ican", - "semi final", - "chap ters", - "h itch", - "van ity", - "trans iti", - "recomm ends", - "sati sf", - "bar ca", - "queen s", - "( (", - "de struc", - "stra it", - "ra vi", - "dess erts", - "in tru", - "har am", - "k os", - "fo e", - "fat ty", - "pais ley", - "magn itude", - "dri dge", - "com ey", - "schem es", - "vision ary", - "our t", - "down loaded", - "ðŁĻĮ ðŁı½", - "gd pr", - "lan i", - "p wc", - "gu ad", - "nic est", - "stake holders", - "re ferred", - "george town", - "arvind kejriwal", - "schnei der", - "in doors", - "all star", - "strand ed", - "gen der", - "ze pp", - "ma sses", - "ðŁIJ ±", - "pati ently", - "bl dg", - "z ab", - "we arab", - "vi vid", - "he ck", - "d ella", - "sy mb", - "je opar", - "la ger", - "à ª", - "comb ines", - "ne c", - "br ay", - "flo p", - "tx wx", - "jo ys", - "pon t", - "pro found", - "sur round", - "mad hu", - "ma ble", - "ay r", - "te as", - "n sa", - "open ly", - "er nest", - "ãĥ ©", - "to po", - "g na", - "anti oxid", - "ti an", - "e tr", - "c ello", - "ma thi", - "gener osity", - "b iting", - "man ic", - "kel sey", - "chee ks", - "ten der", - "w th", - "pron oun", - "ultimat ely", - "gu sta", - "ari anag", - "ger ry", - "ble ed", - "red dy", - "mic h", - "mitsubi shi", - "oper ated", - "sex ually", - "ma u", - "cl lr", - "vi ds", - "co c", - "mel ted", - "ðŁĮ Ī", - "q ld", - "ite ch", - "instru mental", - "end game", - "ðŁĵ ĸ", - "ener gi", - "brow nie", - "tam il", - "at in", - "domin ated", - "pra ises", - "fire place", - "sens ational", - "men a", - "k arti", - "un prece", - "ru pt", - "ori ental", - "mc cor", - "tour naments", - "scen ter", - "re eves", - "prescri ption", - "sam e", - "fra u", - "tru ffle", - "em bo", - "roman s", - "bla sts", - "techno logical", - "pr at", - "b sb", - "y ar", - "tren dy", - "ac l", - "al ad", - "ðŁį ģ", - "o hh", - "bankrup t", - "tho ven", - "regar ds", - "is er", - "war wick", - "vine yards", - "real m", - "niallo fficial", - "do ta", - "ge mini", - "to do", - "v able", - "¨ ¨", - "la u", - "wre ath", - "ju ve", - "nat asha", - "le ver", - "lor i", - "hor ser", - "cc tv", - "air bnb", - "es anders", - "sin clair", - "ema biggest", - "high school", - "con test", - "optimi stic", - "t te", - "ðŁĴķ ðŁĴķ", - "ss d", - "ye e", - "hel ena", - "con sen", - "ric ks", - "jes se", - "an ic", - "ðŁİ ¯", - "re acts", - "ro be", - "independ ence", - "vol tage", - "m ington", - "s ant", - "à¸Ļ à¸", - "-------- --------", - "sentin el", - "ke tt", - "rehear sing", - "aaaa aaaa", - "sof the", - "stir ling", - "sear ch", - "wi gan", - "stand out", - "sna il", - "pent agon", - "Ä ģ", - "ch lor", - "cru st", - "net any", - "chemi st", - "disapp eared", - "ric ardo", - "sp iders", - "bo se", - "war ren", - "me ssing", - "bann ers", - "gu el", - "par ach", - "ma id", - "coun ted", - "epi le", - "bon fire", - "speech less", - "se tter", - "meas ured", - "rejec ts", - "nik ki", - "le ster", - "foren sic", - "fab rics", - "alo ha", - "pre served", - "wat ford", - "deta iling", - "dar th", - "bo u", - "car ly", - "... '", - "tail gate", - "noti fications", - "å ¤", - "pas sive", - "trous ers", - "balo ch", - "ro ther", - "typic ally", - "à ¥", - "sp it", - "wi z", - "sic ily", - "technic ally", - "ex pose", - "st age", - "hu bb", - "cre am", - "cap s", - "po ke", - "sle ek", - "ju ne", - "tempor arily", - "de z", - "awak ens", - "l ame", - "_ -", - "ji ha", - "tues days", - "advis ed", - "advis ors", - "exi sted", - "dis agree", - "news room", - "lo sers", - "world tour", - "dr ying", - "al di", - "har ness", - "foot print", - "hobb it", - "p mln", - "i ro", - "que red", - "asse ss", - "gaz e", - "sa b", - "th ian", - "í Ĭ", - "ti f", - "ob serve", - "ev il", - "dra wer", - "swee p", - "cor y", - "co dy", - "kyo to", - "cal lum", - "n inj", - "lau rent", - "be i", - "sket ching", - "custom ized", - "du r", - "regre ts", - "knox ville", - "ìķ Ħ", - "mess aging", - "grac ie", - "abun dance", - "bi dding", - "bre wed", - "fl ouri", - "therapeu tic", - "alt itude", - "ho gs", - "bur ner", - "elec tro", - "wonder fully", - "he ater", - "post pon", - "li very", - "r all", - "ad as", - "a ac", - "sau l", - "brook lyn", - "play house", - "âĻ¥âĻ¥ âĻ¥", - "char itable", - "in y", - "z ah", - "compet itions", - "be av", - "plu gged", - "o is", - "do om", - "astron om", - "speci alized", - "max i", - "ta ps", - "cellu lar", - "depre ssed", - "folklore thursday", - "cri b", - "e mul", - "ë° ©", - "fi gh", - "ru z", - "car lisle", - "spe ar", - "side walk", - "de i", - "depend ent", - "lac es", - "nh s", - "ðŁĮ Ļ", - "reali zing", - "net work", - "ric he", - "re gin", - "re fresh", - "st ral", - "pa thology", - "pla id", - "psyched elic", - "hin d", - "u ka", - "algori thm", - "lin king", - "progre ssi", - "fe y", - "d ade", - "hydr ated", - "b ant", - "fam ed", - "cot sw", - "bo ise", - "as c", - "rac ing", - "ja vier", - "ww en", - "mar lins", - "poo p", - "swe pt", - "toni ghts", - "we f", - "ani me", - "slo vak", - "âŀĸ âŀĸ", - "cla us", - "lem me", - "cli ppers", - "re ls", - "arianag rande", - "r te", - "ko t", - "thal apathy", - "hungar ian", - "zu ma", - "y von", - "is u", - "jour neys", - "clin ics", - "be be", - "ww f", - "n ws", - "super heroes", - "er it", - "sle ague", - "identi fication", - "mo tto", - "ba i", - "sour ced", - "ill er", - "ap i", - "pri se", - "unprece dented", - "dam as", - "tuni sia", - "dra in", - "undere stim", - "e ther", - "quarter ly", - "rewar ding", - "al ham", - "wolver ine", - "cab ine", - "hyp no", - "nad ine", - "hav ana", - "da e", - "ðŁĵ Ī", - "dr on", - "read ings", - "b ati", - "pic o", - "mer ci", - "iti an", - "wal kers", - "el ope", - "mi key", - "god zilla", - "bur lington", - "abu ja", - "social ism", - "at ility", - "sh ell", - "harry potter", - "g no", - "ab ur", - "re leg", - "fel ici", - "ro gen", - "neuro science", - "inst in", - "ath am", - "vou chers", - "j arre", - "fu se", - "def ici", - "monte rey", - "de port", - "mid day", - "pp ard", - "fre ed", - "ame ter", - "wil t", - "n ingham", - "pr att", - "liber ty", - "slo gan", - "o to", - "pr i", - "co ated", - "c pd", - "ne tt", - "il las", - "mal awi", - "evol ve", - "accessi bility", - "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥", - "or nament", - "b p", - "el is", - "son line", - "chi ro", - "fl ick", - "ib m", - "ar ak", - "en ables", - "gar land", - "san e", - "cu ties", - "tri p", - "rotter dam", - "n ys", - "lam ps", - "lu cas", - "bo g", - "ra ils", - "travel led", - "hic ks", - "en u", - "sab ha", - "scru b", - "hi er", - "hart ford", - "fo o", - "fer nandez", - "tre vor", - "mat tress", - "appo intments", - "ale j", - "fe i", - "o logist", - "saf ar", - "oc ta", - "sr c", - "sha un", - "ambi ent", - "dri c", - "bi ker", - "she e", - "must ache", - "h ta", - "bo one", - "her ty", - "car dio", - "bra kes", - "rec ital", - "consi sts", - "overwhel med", - "cau l", - "robb ins", - "im it", - "al th", - "ur l", - "bi bli", - "on ne", - "black livesmatter", - "diffic ulties", - "tel ang", - "tall er", - "ðŁĵ Ĩ", - "deb ating", - "bur rito", - "mo vember", - "strength ening", - "bo e", - "te stam", - "mirac les", - "base ball", - "re nee", - "ðŁijī ðŁı»", - "al fa", - "âĺ ĺ", - "unstopp able", - "ec s", - "g mo", - "giftide as", - "path way", - "fen cing", - "ðŁİ ¤", - "b ham", - "ra s", - "sk o", - "d led", - "thel ast", - "magn um", - "bin ary", - "wil de", - "wil der", - "wh ati", - "barbe cue", - "h ism", - "can oe", - "kur di", - "eli ve", - "advant ages", - "mad ame", - "bi er", - "mis sing", - "enter tain", - "air force", - "y ama", - "c is", - "hash tags", - "j is", - "ve il", - "dream y", - "ten se", - "may ward", - "ch ateau", - "hunt ington", - "âļ ĵ", - "v all", - "up on", - "bl ouse", - "dun es", - "ðŁĺ ´", - "fert ility", - "m ole", - "curren cies", - "st u", - "ber lin", - "toa sted", - "div as", - "wal t", - "lar k", - "por a", - "hit ter", - "um er", - "chil led", - "bal ancing", - "fa is", - "y in", - "or tiz", - "east enders", - "h ate", - "ur al", - "ap ril", - "tim el", - "à ±", - "per o", - "sto cked", - "respec ts", - "th t", - "best friends", - "giving tuesday", - "be ad", - "inv ent", - "im i", - "nap les", - "comb ining", - "tok ens", - "thir st", - "ma sc", - "par rot", - "sp u", - "dent on", - "* -*", - "t res", - "subur ban", - "wid th", - "si ve", - "con tender", - "siri us", - "lo k", - "troop ers", - "outra ge", - "tur bo", - "frag ile", - "me ssed", - "do h", - "disc ord", - "netany ahu", - "re sign", - "forgi veness", - "mo han", - "mun ch", - "cam ou", - "identi fying", - "enab ling", - "hot ter", - "thorn ton", - "jai pur", - "ar ya", - "ðŁı» âĢįâĻĢï¸ı", - "mu staf", - "maj ors", - "o ke", - "du ffy", - "roh ing", - "til t", - "ðŁĩ®ðŁĩ ³", - "rock star", - "she ep", - "hend rix", - "ra v", - "in vention", - "do u", - "lagun a", - "gru mpy", - "sw is", - "im pe", - ") '", - "you ths", - "bun ker", - "st ache", - "oppo se", - "indi es", - "acceler ate", - "ml p", - "ed en", - "w ann", - "k ail", - "akshay kumar", - "su pt", - "pol ym", - "midd leton", - "extra ordin", - "wil son", - "australi an", - "alumini um", - "way ne", - "alum nus", - "mat ics", - "gri m", - "er nie", - "opp a", - "competit ors", - "rand all", - "h ence", - "decla res", - "pre aching", - "sha he", - "can e", - "sustain able", - "stap les", - "le dge", - "ad ena", - "doctor al", - "bur gundy", - "decor ate", - "ren dered", - "ri sen", - "pr ank", - "di or", - "bee thoven", - "flo or", - "ac com", - "to t", - "ho dg", - "touri sm", - "say in", - "objec tive", - "mar kers", - "premi ership", - "en abled", - "camou fla", - "gi ant", - "Ñ ģ", - "smo key", - "ric ket", - "pan g", - "de pending", - "s ation", - "evol ving", - "inter cep", - "cen sus", - "tof the", - "re en", - "mendo za", - "trum pet", - "marke ters", - "an it", - "ðŁĻ Ĭ", - "north western", - "v la", - "foto gra", - "blackand white", - "che wan", - "wi g", - "tro om", - "ginger bread", - "k n", - "ro mero", - "n fc", - "or chi", - "fun ko", - "sour ce", - "f s", - "ra ped", - "o st", - "tar ot", - "ann ually", - "ðŁĺ ¬", - "r ill", - "del av", - ".. !!", - "se s", - "can n", - "medic are", - "ph el", - "ape x", - "guardi an", - "rema ined", - "r pm", - "a ñ", - "story month", - "instag ood", - "neighb our", - "p ing", - "sem ite", - "my stic", - "as cot", - "mat er", - "hand ful", - "dang ers", - "ti d", - "ana heim", - "opol y", - "sh allow", - "nami bia", - "tor ia", - "procu rement", - "big bang", - "announ cements", - "prosecu tor", - "beng als", - "sal le", - "en roll", - "ga stro", - "sugge stion", - "ba k", - "ha ul", - "budd hism", - "berni esanders", - "flu te", - "fati gue", - "cyn thia", - "cho i", - "ir win", - "gu a", - "str ous", - "h p", - "ba p", - "satisf ying", - "play a", - "ðŁİ ¼", - "inst ap", - "al ice", - "t p", - "irri gation", - "ðŁĩ¬ðŁĩ §", - "in tric", - "clu es", - "ple x", - "sa x", - "he pat", - "dump ed", - "signific ance", - "by u", - "medic ation", - "pro v", - "tough est", - "corn ish", - "âŀ ľ", - "kel ley", - "u v", - "si zz", - "si bling", - "me st", - "di stor", - "diplom atic", - "aun tie", - "b hat", - "son ic", - "bren da", - "pump kins", - "ro ch", - "black burn", - "ur ged", - "shi a", - "arrange ments", - "floo d", - "sa unders", - "lec turer", - "nou ri", - "popul ations", - "diplom acy", - "consist ently", - "ðŁ¤ Ļ", - "t mund", - "cauli flower", - "l ily", - "vocab ulary", - "vari eties", - "coo ker", - "up town", - "qu ent", - "mo sa", - "re inde", - "velo city", - "spru ce", - "social medi", - "i ber", - "volun tary", - "proce ssed", - "bal tic", - "y ang", - "leban ese", - "d p", - "dol ly", - "arrange ment", - "y uri", - "cran berry", - "kal yan", - "elev ation", - "cli ff", - "pu shes", - "ìĬ ¤", - "sil ic", - "co wx", - "eter nity", - "sla ves", - "vine gar", - "glou cester", - "con tained", - "breaking news", - "aga inst", - "renov ated", - "norm andy", - "hero in", - "ys m", - "mo ds", - "gre ek", - "un di", - "tren ch", - "v h", - "encoura ges", - "head ache", - "gr ange", - ": '", - "ever green", - "Ù Ĭ", - "reck on", - "ab used", - "th ru", - "cho ice", - "ti dy", - "col der", - "scho ice", - "ha in", - "bru m", - "li ars", - "bre it", - "yor ker", - "sh ack", - "he idi", - "micha els", - "sco pic", - "fasci st", - "play ful", - "ca c", - "yas ss", - "sh ad", - ".. ?", - "qu en", - "ram irez", - "clif ton", - "pr s", - "best fan", - "âģ ł", - "gener ating", - "head set", - "disappo intment", - "abstr act", - "bo iled", - "paren thood", - "azerbai jan", - "exhib iting", - "bom bay", - "oli vier", - "ko so", - "un lea", - "mat ernity", - "iz er", - "si ves", - "r hu", - "col l", - "saskat chewan", - "fre akin", - "de k", - "na g", - "stab ili", - "ðŁį ķ", - "organi zer", - "bo sses", - "ar u", - "u va", - "at able", - "ta un", - "after wards", - "fert ili", - "ver ge", - "az i", - "mor ph", - "๠ģà¸", - "jer k", - "cosme tic", - "ko w", - "stru st", - "ap ache", - "post cards", - "for mul", - "ì ĭ", - "spin al", - "jack pot", - "elec tri", - "à Ń", - "lo y", - "gra der", - "diab lo", - "ar di", - "he sit", - "f w", - "arch ery", - "pa sh", - "the ories", - "repe al", - "re live", - "per cy", - "âĺ Ĩ", - "im in", - "syn chron", - "sham poo", - "coup ons", - "o to", - "la i", - "thou ght", - "luxembour g", - "mo v", - "ðŁĺ ¥", - "ge mma", - "se ated", - "m ga", - "strat ford", - "un certainty", - "shi fts", - "est o", - "fo ol", - "fire arms", - "cor rie", - "ki ki", - "appa rent", - "p ills", - "olym pia", - "fi d", - "elev ated", - "de cks", - "ignor ing", - "av alan", - "ro v", - "whist le", - "p tsd", - "milit ants", - "robo tic", - "pac ers", - "quil t", - "bankrupt cy", - "lic h", - "per cussion", - "celebr ity", - "al s", - "( ;", - "su t", - "pokemon go", - "h g", - "off s", - "gibr altar", - "scre ams", - "billi e", - "gen ome", - "mar in", - "be ams", - "arch bishop", - "em in", - "bedro oms", - "g ated", - "ol ly", - "warran ty", - "at own", - "cudd les", - "gun na", - "k ic", - "vi ve", - "cy mru", - "nar row", - "pro b", - "le o", - "refe rences", - "manufac tured", - "cho pper", - "brun swick", - "sem is", - "don ia", - "r ye", - "man o", - "hur ting", - "? #", - "hol li", - "investig ations", - "c els", - "ðŁĵ ŀ", - "le ster", - "temp les", - "sto rey", - "mc mahon", - "toi lets", - "wo of", - "ï¸ İ", - "le verage", - "at om", - "night mares", - "victor ious", - "haun ting", - "custom er", - "ag i", - "yo ongi", - "mon ty", - "ver onica", - "w ur", - "inti mid", - "blan kets", - "volu tion", - "j m", - "âĺ İ", - "am on", - "jud ith", - "ðŁĺİ ðŁĺİ", - "distr acted", - "dri p", - "hurric ane", - "and es", - "revel ation", - "tro op", - "ab leg", - "col lin", - "tibet an", - "wor rying", - "inter nationally", - "eat er", - "camero on", - "brad or", - "y uk", - "ðŁĴĹ ðŁĴĹ", - "tra k", - "slo pes", - "ci er", - "ne a", - "ol er", - "ta ka", - "albi on", - "volcan ic", - "am n", - "a fi", - "ob stac", - "face time", - "ger ing", - "n pr", - "metall ica", - "organ ic", - "ðŁĴ ¡", - "ki dd", - "d ances", - "pemb ro", - "wash er", - "m its", - "om er", - "emo tionally", - "tan go", - "ip o", - "do cks", - "scan ning", - "spec s", - "tho m", - "the ology", - "emer gen", - "om i", - "g pa", - "selec tions", - "un necessary", - "ima ge", - "ter s", - "induc ed", - "gi gan", - "rent als", - "supp lied", - "m fa", - "shan kar", - "lat er", - "pa jam", - "cla ve", - "Ù ģ", - "ma hin", - "carl son", - "avi an", - "ano va", - "kati e", - "aj ith", - "design ated", - "chocol ates", - "investig ators", - "gla zed", - "prin cess", - "er ry", - "ra gn", - "ou rable", - "hr u", - "sun dance", - "peuge ot", - "steam punk", - "gh lin", - "gre ase", - "hi res", - "z ap", - "per ce", - "j ill", - "tom e", - "he hehe", - "joy ful", - "mae stro", - "ni shed", - "gene alo", - "v ich", - "p its", - "fox es", - "good man", - "emer son", - "lo bes", - "con verse", - "o ats", - "thom son", - "ra him", - "mal ware", - "ah i", - "man kind", - "re sin", - "im g", - "sw ood", - "kin der", - "sc roll", - "ar a", - "sak ura", - "ro bbed", - "xi on", - "ny a", - "c ism", - "ce dar", - "be in", - "mour ning", - "tor to", - "heath row", - "done gal", - "bar b", - "hydr ation", - "k or", - "elim ination", - "su pdates", - "hill s", - "appe ti", - "star red", - "ko m", - "gw en", - "dd d", - "cra y", - "sc anner", - "personal ised", - "seren ity", - "re design", - "meta ph", - "box ed", - "judg ment", - "no se", - "ë ¹", - "er ad", - "ac ne", - "supp liers", - "ener getic", - "v om", - "as ap", - "ðŁĶ ¸", - "ir vine", - "hat ch", - "la ss", - "ad ren", - "waff les", - "accur ately", - "ici o", - "itt le", - "se un", - "occup y", - "web cam", - "thene w", - "ent es", - "ga i", - "j w", - "accoun table", - "vis or", - "ir rit", - "licen sing", - "hudder sfield", - "gen ie", - "ðŁİ ¾", - "atmo spheric", - "ten sions", - "spart an", - "clif ford", - "ol an", - "north bound", - "ame en", - "cen sor", - "u el", - "ster y", - "$ $", - "far rell", - "hy ster", - "cl t", - "se dan", - "rep lied", - "descri bing", - "micro wave", - "sla b", - "pro sp", - "assi sting", - "ru bio", - "e than", - "hh hhh", - "gu ay", - "z man", - "ra ise", - "roll ing", - "o e", - "n ile", - "ambro se", - "scar borough", - "hero ic", - "coo ks", - "mor t", - "chop ra", - "ðŁĮ ·", - "to b", - "shav ing", - "stac ey", - "dor m", - "motor sports", - "wi ki", - "fol ds", - "sp iced", - "stress ful", - "liter al", - "fu dge", - "pe ggy", - "wa ite", - "tre sses", - "se sh", - "pr ic", - "ðŁİ ħ", - "fri ght", - "r va", - "mumb ai", - "po m", - "tt v", - "cel lar", - "tom e", - "andro id", - "dor is", - "tsun ami", - "tin der", - "o ec", - "m wc", - "dor tmund", - "no thin", - "l iti", - "so u", - "believe in", - "at u", - "kno cks", - "mag ni", - "ss sss", - "ro hit", - "ine ws", - "ang i", - "m andy", - "ke ttle", - "intermedi ate", - "av ant", - "cur l", - "endor sed", - "ori o", - "ur t", - "consider ation", - "wi res", - "shel ters", - "b ino", - "vik ram", - "imple mented", - "ly dia", - "bu k", - "paro dy", - "c news", - "under graduate", - "canu cks", - "sam i", - "polit ically", - "ro tten", - "gh z", - "tex tiles", - "over load", - "moder ni", - "recre ational", - "fli r", - "bat on", - "typo graphy", - "ov ation", - "intrigu ing", - "pilgri mage", - "al ge", - "ad ays", - "tcm party", - "sp elled", - "cur ls", - "boo ze", - "ste m", - "ann es", - "ir ls", - "spon ge", - "sho pper", - "sig nation", - "bra ss", - "mi stress", - "le ah", - "beg inner", - "lau derdale", - "augu st", - "pre school", - "ta ping", - "tai pei", - "execu tives", - "b d", - "rhe tor", - "esc or", - "immun o", - "deeplear ning", - "stat ues", - "it us", - "manu script", - "ly ric", - "cor vette", - "mol ly", - "la ge", - "de p", - "cn bc", - "le st", - "je ssi", - "fi fe", - "griff ith", - "oppo sing", - "ran g", - "dr ills", - "respec tful", - "p ity", - "d ell", - "har ding", - "play boy", - "blo ke", - "shut out", - "k ili", - "o sp", - "se attle", - "bc poli", - "mis es", - "journ als", - "team ing", - "es ther", - "fre ddy", - "Ķ ï¸ı", - "metr ics", - "no tre", - "gar ry", - "for ty", - "navi gate", - "perio ds", - "bened ic", - "j id", - "da w", - "ance stors", - "restor ing", - "con g", - "aller gy", - "tit anium", - "c ence", - "lean ing", - "ab bas", - "v ast", - "uc f", - "roof ing", - "e man", - "seve rely", - "vo gue", - "ve au", - "in bound", - "d z", - "tane ously", - "stret ching", - "man chester", - "dr yer", - "dav is", - "kan th", - "the game", - "it ted", - "re tain", - "el les", - "conge stion", - "frat ernity", - "ol lie", - "lo ki", - "fre ely", - "cho o", - "pon y", - "sc ep", - "tab ly", - "bal t", - "rock n", - "di me", - "lo gging", - "ðŁį ·", - "ad u", - "ha voc", - "water ford", - "char is", - "swee tie", - "run ning", - "ner d", - "erdo gan", - "z ara", - "weigh ing", - "fif ty", - "pre cise", - "low ell", - "kurdi stan", - "r yo", - "or th", - "syn th", - "lin ers", - "phenomen on", - "art illery", - "il legally", - "constru ct", - "nostal gic", - "gar th", - "al ta", - "shel ton", - "a sean", - "w ander", - "dur ban", - "di versi", - "bon o", - "cl on", - "le man", - "sh un", - "obstac les", - "appet ite", - "fe eder", - "respir atory", - "di xie", - "formu la", - "an to", - "so ber", - "extin ct", - "au c", - "ing les", - "legitim ate", - "; ;", - "min nie", - "ipsw ich", - "dram atically", - "ðŁijı ðŁı¼", - "ingh am", - "milit ary", - "mon et", - "us navy", - "for k", - "dun no", - "play er", - "q otd", - "st oo", - "ex or", - "ethiop ian", - "film fest", - "pe red", - "c ate", - "sau di", - "in ner", - "sin cere", - "tion ality", - "ale e", - "de eds", - "cooper ative", - "ir onic", - "cro cod", - "br ary", - "post season", - "cam per", - "can ary", - "e in", - "exten sions", - "nb d", - "sher wood", - "spo kane", - "hu mp", - "jit su", - "ê ¹", - "dar yl", - "p si", - "stab bed", - "offer ings", - "expe cts", - "cav al", - "body building", - "fr aming", - "f ca", - "ye arly", - "bom bed", - "sk il", - "resear ching", - "jud iciary", - "gree ted", - "tu dor", - "mil o", - "innov ate", - "ðŁĺ Ľ", - "r hs", - "ru by", - "contribu tor", - "fam er", - "soci ally", - "m lin", - "fi ery", - "ut ter", - "beau t", - "it os", - "de voted", - "rain bow", - "bar ney", - "pe ren", - "ar jun", - "r na", - "gab by", - "ut i", - "hann ity", - "pick le", - "ser v", - "qu akes", - "pp e", - "fe m", - "wh itec", - "j n", - "victor ies", - "ðŁ§ ¡", - "gol fer", - "congratul ates", - "resul ting", - "mechan ic", - "ur ve", - "cen tered", - "kie v", - "an s", - "in cub", - "< <", - "c mo", - "bestfan army", - "dap h", - "en ham", - "on cology", - "ku sh", - "t xt", - "ori ented", - "fashion able", - "c sr", - "sa hara", - "r ack", - "pd p", - "han son", - "ภĩ", - "ti ers", - "ra r", - "pan am", - "in sky", - "sa hi", - "testam ent", - "asth ma", - "in her", - "fisher ies", - "or der", - "ho we", - "gall on", - "ep is", - "suz anne", - "drow ning", - "paneli sts", - "ðŁĺ ²", - "ë ¦", - "al ach", - "commemor ative", - "at tribu", - "ðŁij »", - "mo o", - "visi onal", - "week sary", - "gu st", - "ak in", - "poin te", - "ee e", - "di spar", - "ni pp", - "dent al", - "st all", - "pi an", - "bor e", - "ul ster", - "tic k", - "ir r", - "tae hyung", - "micro phone", - "bermu da", - "ga ard", - "el er", - "plumb ing", - "hu gely", - "âļ« ï¸ı", - "race way", - "cam bridge", - "mar cel", - "burn ley", - "to ast", - "holly wood", - "fa sting", - "me red", - "hib ition", - "ca pped", - "benef icial", - "ow ning", - "cont amin", - "arab ian", - "to on", - "cap ac", - "hul u", - "sm ir", - "nutri ents", - "se in", - "graph s", - "con ditional", - "ðŁij ħ", - "or ac", - "play in", - "nor the", - "tor nad", - "mar ian", - "ju mbo", - "lex i", - "incredible india", - "road to", - "uk one", - "confu sing", - "sp h", - "shan k", - "pi ed", - "mq m", - "positi vely", - "sher ry", - "path ways", - "consi ders", - "tof u", - "argu ments", - "resil ient", - "che tt", - "with dra", - "ter o", - "ated ly", - "sw ana", - "he b", - "fli ght", - "har ley", - "decre ase", - "kind le", - "book shop", - "³ ï¸ı", - "marty rs", - "sm ur", - "mc cl", - "concer to", - "sti me", - "rejo ice", - "app lau", - "cle ment", - "mer kel", - "jai me", - "im mortal", - "isle of", - "mar co", - "youtu ber", - "stal king", - "me too", - "st ack", - "sp ouse", - "u st", - "lu v", - "âļ¾ ï¸ı", - "eque strian", - "ev ing", - "fl in", - "nick name", - "the big", - "as ar", - "st acks", - "wal ker", - "bor a", - "kidnapp ed", - "hur ling", - "humb old", - "rec alls", - "co pper", - "ann is", - "se o", - "mer ger", - "mu ir", - "ad dy", - "ðŁĴª ðŁĴª", - "be x", - "cr acy", - "con an", - "congratul ation", - "mid st", - "âĻ ¬", - "for bi", - "op tic", - "cr ate", - "crocod ile", - "mad agas", - "secur ing", - "ast on", - "o gue", - "savi or", - "salis bury", - "love it", - "fuji film", - "cast les", - "as st", - "ar rows", - "sp acious", - "tr s", - "poly vore", - "progre ssion", - "m ri", - "nel son", - "bi m", - "indic ator", - "o da", - "pe pe", - "re signation", - "gu t", - "sne aker", - "log ically", - "az y", - "are lla", - "te aring", - "jo shi", - "ssion ism", - "q pr", - "mari ah", - "p x", - "ble ed", - "mi an", - "med ley", - "we iss", - "ker ry", - "gat ory", - "at al", - "madi son", - "av enger", - "nab y", - "pl and", - "gi les", - "fresh water", - "d ington", - "ta j", - "demonstr ates", - "n tv", - "bul bs", - "sunday morning", - "pe ake", - "souven ir", - "wa h", - "ton nes", - "m kt", - "complex ity", - "con den", - "ross i", - "b ing", - "y ds", - "su k", - "n go", - "mid land", - "ol y", - "life is", - "ri pple", - "mo reno", - "dd ers", - "tu s", - "á ĥ", - "bou l", - "x a", - "hol dings", - "wn y", - "shadowhun ters", - "ke i", - "asp ire", - "m ous", - "ow en", - "so ak", - "skir ts", - "moun taine", - "stor ming", - "ch rome", - "ri ots", - "sar ato", - "amaz e", - "less ness", - "nav ar", - "crit eria", - "ra fa", - "indul ge", - "ay er", - "por to", - "nam o", - "........ ........", - "yi elds", - "val le", - "j h", - "mac ron", - "sa ins", - "dur ant", - "tra ilers", - "wo t", - "confeder ate", - "sh rin", - "id ol", - "form ally", - "ten e", - "motor cycles", - "than g", - "no de", - "bang er", - "dal y", - "p ats", - "enroll ment", - "au ctions", - "at al", - "ar bor", - "lo gos", - "de arest", - "trans action", - "dom ingo", - "fle a", - "ser mon", - "de ck", - "sin cere", - "questi oning", - "juli o", - "was p", - "pre tz", - "armen ian", - "k ham", - "inflam mation", - "picture sque", - "acci dental", - "film makers", - "ðŁĺ ļ", - "ðŁĴ į", - "ca sey", - "so b", - "yee zy", - "good will", - "parag ra", - "ss ly", - "fe ather", - "dy ed", - "assassin ation", - "na de", - "b cs", - "app lies", - "femin ine", - "fe u", - "ext ent", - "depu ties", - "l ack", - "psy chic", - "go i", - "kill ings", - "pse u", - "ðŁ¤ ª", - "un c", - "mar l", - "tan e", - "mck enna", - "sur fer", - "influ ences", - "free way", - "hack ney", - "mal aria", - "el and", - "te au", - "rema stered", - "Ø ±", - "raz or", - "gg y", - "cor ro", - "lak sh", - "fla ir", - "honest y", - "hoor ay", - "de pp", - "am c", - "wedne sdays", - "q a", - "ed its", - "- $", - "se villa", - "dou bled", - "human ities", - "c cot", - "som os", - "r ine", - "af a", - "si oux", - "re construction", - "wel ding", - "th reads", - "am ish", - "encoura gement", - "po der", - "bo ck", - "bal m", - "p tions", - "stand up", - "accompli shments", - "guar ding", - "convic tion", - "ac ion", - "napo leon", - "depic ting", - "att ack", - "su i", - "wear able", - "âĸª ï¸ı", - "pot ter", - "esc ort", - "vis e", - "to ts", - "bo on", - "event profs", - "angu lar", - "womenshi storymonth", - "bar row", - "sch i", - "ac comp", - "ti k", - "l end", - "kensing ton", - "wol fe", - "st acked", - "cra shing", - "exhi bit", - "wing ed", - "sab rina", - "ma sa", - "k ms", - "alway s", - "et t", - "pla sma", - "counsel ing", - "pick les", - "nfl draft", - "mr s", - "inev itable", - "coura geous", - "staf ford", - "writers life", - "ho s", - "e j", - "gh yun", - "trade mark", - "adri an", - "influen cer", - "coron ation", - "ra ging", - "explo red", - "usa f", - "excep tion", - "eu x", - "tan ker", - "sw ami", - "pac ket", - "ðŁij¨ âĢį", - "f en", - "she en", - "a ero", - "j l", - "re gal", - "nw t", - "au ster", - "meh ta", - "char ge", - "a ste", - "b ate", - "inf eld", - "racec ourse", - "collap sed", - "fle ece", - "z il", - "al lie", - "alternati ves", - "geor ges", - "ðŁĵ į", - "quir ky", - "fc b", - "nat geo", - "philanthro py", - "bra i", - "every day", - "ðŁIJ °", - "ach ers", - "ja an", - "fin es", - "q i", - "fisher man", - "distin ct", - "gri mes", - "nation alist", - "comm ence", - "ro wn", - "âĢ ³", - "z ing", - "f ter", - "hr w", - "baro que", - "bl ender", - "kitt y", - "hoo ks", - "c ited", - "w anda", - "consen sus", - "reinde er", - "an and", - "supp ly", - "me ds", - "v n", - "ol ph", - "rat chet", - "shel don", - "secur ities", - "ë°© íĥ", - "cro m", - "mosqu ito", - "j eric", - "im mac", - "dimen sions", - "â ¤", - "di ssi", - "sponge bob", - "dami en", - "steven son", - "jo anne", - "del ish", - "yi kes", - "than x", - "surve ys", - "postpon ed", - "alco holic", - "al ised", - "ðŁĻı ðŁı»", - "do ch", - "sen tim", - "mered ith", - "com pares", - "b ago", - "happy days", - "mo ss", - "ãħ ĭ", - "ne c", - "gn ment", - "frustr ated", - "comb in", - "ri v", - "ec lec", - "col lo", - "compli ment", - "actor slife", - "ct to", - "nic ar", - "op hon", - "apar the", - "man t", - "ja de", - "trol ley", - "optimi zation", - "eye on", - "eco logical", - "qui st", - "ep he", - "ॠĩ", - "cin co", - "appo ints", - "old school", - "c pr", - "behavi oral", - "min aj", - ":- (", - "tag ging", - "ev al", - "jo aqu", - "ðŁĺ «", - "ha k", - "de me", - "jama ican", - "so s", - "hy att", - "hand book", - "libr arian", - "hanni bal", - "pump ing", - "ch om", - "f man", - "ga i", - "hu ll", - "respon ders", - "green ville", - "n us", - "vau gh", - "ðŁİī ðŁİī", - "ta xi", - "gold berg", - "man tra", - "te ase", - "forbi dden", - "metho dist", - "ati vity", - "* ***", - "ec t", - "mc gr", - "Ħ ëĭ", - "se b", - "amid st", - "disapp ear", - "thy ro", - "phili ps", - "er ina", - "v icious", - "stream er", - "million aire", - "ma p", - "str ick", - "hack athon", - "gh a", - "ed ic", - "mi ka", - "pe ck", - "ill i", - "anto ine", - "ar ca", - "op tic", - "ma ure", - "ðŁĩ¦ ðŁĩº", - "cla shes", - "man ly", - "âĺ ģ", - "al var", - "and res", - "me i", - "el m", - "ww ww", - "al tered", - "l te", - "ê¹ Ģ", - "mo jo", - "for rest", - "thal ai", - "non t", - "spee ches", - "acknow ledge", - "ign ite", - "x factor", - "ðŁ¥ Ĥ", - "mead ow", - "disru pt", - "debu ted", - "scrim mage", - "pharmaceu tical", - "fi dd", - "found ations", - "philosop her", - "et al", - "publi shers", - "bo ys", - "c ke", - "ru gged", - "opti mism", - "re be", - "phil harmon", - "nar cis", - "ral lies", - "lu is", - "go blue", - "fol ded", - "un acceptable", - "optim al", - "li sa", - "pol aro", - "+ .", - "en za", - "âĿ £ï¸ı", - "mon opoly", - "grace ful", - "dair y", - "du a", - "diffic ulty", - "judge ment", - "o si", - "mer sey", - "flu x", - "new found", - "ter ns", - "dimen sional", - "in vic", - "al ba", - "am it", - "abudha bi", - "alger ia", - "autom obile", - "the ad", - "lo tion", - "acceler ator", - "vac ant", - "iti on", - "lu f", - "al ic", - "pl l", - "bla zing", - "ba z", - "sen e", - "ðŁij ¼", - "villa ins", - "direc tory", - "eis en", - "to ck", - "broch ure", - "ri pp", - "hb d", - "zayn malik", - "nic he", - "lo lol", - "certific ates", - "mor se", - "fac up", - "x ham", - "un wanted", - "im ports", - "carne gie", - "fan sign", - "mo u", - "r alph", - "destroy er", - "sw ing", - "trek king", - "cili ation", - "pit bull", - "g aps", - "ho well", - "defin itive", - "mc le", - "f ps", - "et z", - "bol ly", - "lyn n", - "gan o", - "at ure", - "fur suit", - "co il", - "na v", - "but ts", - "tro jans", - "eu re", - "en ko", - "sch umer", - "horri fic", - "install ment", - "br b", - "subur bs", - "a bel", - "vi r", - "de sh", - "cun ningham", - "ðŁIJ »", - "span n", - "sch we", - "ke mp", - "tr u", - "ste alth", - "qu es", - "le w", - "deli ghts", - "ko ch", - "hu mili", - "cr iti", - "il t", - "sp ells", - "mi ley", - "car ic", - "ðŁį ´", - "lc fc", - "substitu te", - "oun g", - "? !!", - "af fir", - "predic table", - "class of", - "er r", - "cy press", - "chand ra", - "age ing", - "__ __", - "ther land", - "don caster", - "el in", - "yo shi", - "sail ors", - "har ris", - "jo anna", - "niger ians", - "h ers", - "pla gue", - "pro cra", - "k no", - "can ton", - "busine s", - "un h", - "pra kash", - "c in", - "bow en", - "co ating", - "m als", - "be gging", - "smith son", - "ponti ac", - "sp ies", - "dam ian", - "pl ine", - "und ant", - "al ta", - "one ss", - "shame less", - "da q", - "bb m", - "wal es", - "stam pede", - "ser um", - "Ù Ĩ", - "cataly st", - "x n", - "ab sc", - "free zer", - "ch un", - "ari os", - "mc cre", - "fore head", - "he ars", - "damas cus", - "tac oma", - "ardu ino", - "encoun ters", - "stan ton", - "lg b", - "ab as", - "\" ..", - "ke te", - "drac ula", - "ele m", - "g ne", - "zepp elin", - "la brador", - "pul p", - "op tional", - "or n", - "russi ans", - "san itation", - "hil ary", - "etsym ntt", - "pen alties", - "au st", - "ig ans", - "olympi an", - "medic aid", - "vers ace", - "va pe", - "re stra", - "pe ep", - "sexi est", - "st alls", - "di le", - "the a", - "punjab i", - "pupp y", - "tuesday motivation", - "ðŁĵ ļ", - "the flash", - "roc ket", - "mo dest", - "chihu ahu", - "on na", - "k sa", - "hur dles", - "ca ve", - "fail ures", - "sp lit", - "bo ho", - "gur l", - "disappo int", - "ho ward", - "nug get", - "fran z", - "stal ert", - "kaz akh", - "for getting", - "sch ri", - "ag ate", - "am at", - "eve rett", - "du et", - "veter inary", - "juli an", - "ch ills", - "bra ve", - "ghost busters", - "lan do", - "gre ets", - "profit able", - "d é", - "ti r", - "ze e", - "om en", - "pd x", - "gray son", - "har i", - "fix es", - "stab bing", - "swim mer", - "symb ols", - "compli ments", - "po se", - "func tioning", - "th nx", - "gi r", - "corpor ations", - "bar low", - "lo e", - "off season", - "distin ctive", - "marvel ous", - "nik on", - "enri que", - "ky u", - "ja ws", - "amo to", - "lom bar", - "travel blogger", - "fa h", - "ouri sm", - "tri stan", - "so e", - "ce ase", - "ðŁı ħ", - "z ac", - "mck enzie", - "taxpay ers", - "swim suit", - "bl o", - "les ley", - "kan sas", - "w ks", - "ki el", - "provo king", - "my les", - "str ing", - "kangar oo", - "galac tic", - "fif th", - "s ke", - "we ir", - "ll is", - "mat ory", - "ðŁĩ ¿", - "un ci", - "re productive", - "roo ting", - "ti des", - "gad get", - ".... ......", - "alex ander", - "bow ler", - "scre w", - "apo log", - "eri ka", - "wal ters", - "shet ty", - "lan e", - "ban ter", - "as ant", - "me so", - "v ain", - "\" \"\"", - "us i", - "fer din", - "accomp lish", - "man sfield", - "bom bar", - "collabor ating", - "cla p", - "it ure", - "s da", - "smo ky", - "na k", - "im person", - "car la", - "com ra", - "bur gl", - "lo co", - "ti es", - "in hi", - "trac ey", - "se is", - "diss er", - "rr rr", - "dra y", - "prote ct", - "cor ona", - "hun ger", - "ck en", - "c eli", - "trou bled", - "predat ors", - "fic tional", - "shav ed", - "riche st", - "metab oli", - "ful ham", - "gro oming", - "mono chrome", - "wa sting", - "as co", - "ast e", - "ti sta", - "remedi es", - "ung soo", - "south end", - "perman ently", - "bu mble", - "procra stin", - "ident ical", - "practic ally", - "ma scul", - "su ke", - "assu red", - "val erie", - "devi ant", - "grizz lies", - "thi er", - "pur a", - "ne pal", - "not ts", - "bil ateral", - "spo il", - "car mel", - "cine matic", - "ph l", - "ni fty", - "ma o", - "hypo cri", - "la ser", - "pan try", - "mathemat ical", - "el isa", - "coordin ation", - "bel mont", - "a it", - "radi ant", - "bo iler", - "man g", - "f ag", - "cr c", - "h ams", - "br in", - "â¬ĩ ï¸ı", - "famil ia", - "âĿ £", - "sab er", - "ru pert", - "gg an", - "rit z", - "mic h", - "sal ford", - "le vi", - "gra l", - "ðŁĴ ¤", - "n ino", - "ce d", - "business man", - "ul tr", - "sim ply", - "compre ssion", - "pa ins", - "hal t", - "ë°©íĥ Ħ", - "landsc aping", - "n f", - "croo ked", - "er d", - "itt in", - "ddle ston", - "sur passed", - "ino a", - "da g", - "bl en", - "exten ding", - "at ing", - "al gae", - "ball er", - "u mar", - "snoo ker", - "col lu", - "flo wn", - "thu b", - "ridic ulously", - "ki sh", - "op le", - "di re", - "as ser", - "ari sto", - "sc iss", - "h ating", - "trou ble", - "syl via", - "suc cul", - "plo ts", - "sincere ly", - "al er", - "laure ate", - "br ack", - "att n", - "rif les", - "me to", - "collec tible", - "cu omo", - "conte stant", - "consist ency", - "ant z", - "rang es", - "abig ail", - "de b", - "mini ster", - "grow ers", - "an oo", - "hoo ver", - "dream er", - "nu cle", - "resear ch", - "mi y", - "sha hid", - "ma v", - "d honi", - "cin i", - "do j", - "hin dus", - "part ying", - "dal i", - "alon so", - "inform al", - "clark son", - "it ton", - "ki an", - "cit yo", - "mor i", - "la sted", - "as pen", - "libr ary", - "susp ici", - "qu at", - "den ial", - "fol der", - "ch ori", - "swee ping", - "eni x", - "ðŁį Ĥ", - "Ø Ń", - "nas car", - "handmade hour", - "mou l", - "heat wave", - "em er", - "exam ine", - "ib n", - "gr ind", - "po v", - "tion ist", - "m bo", - "she ila", - "integr ate", - "om es", - "take away", - "cer v", - "con nie", - "tic ket", - "ce led", - "bi en", - "visu ally", - "madagas car", - "sor ry", - "gu i", - "park run", - "tra its", - "la be", - "pois oning", - "ॠĢ", - "vi able", - "bohemi an", - "denti stry", - "bad os", - "spr outs", - "mask ed", - "te ddy", - "ðŁĺ ·", - "sa f", - "sa as", - "ji ang", - "ti ght", - "spe aker", - "withdra wal", - "bc n", - "as signed", - "class rooms", - "fle ming", - "ðŁĴ «", - "super girl", - "tot als", - "table top", - "e books", - "horizon tal", - "cra z", - "flu sh", - "j ard", - "c dc", - "er son", - "ãħ ł", - "green wood", - "ni h", - "co x", - "ad a", - "lit re", - "go ing", - "v icky", - "cur ved", - "lou ie", - "gra ins", - "hy e", - "lon ge", - "reme dy", - "tra inee", - "san jay", - "super stars", - "ma ser", - "man u", - "s age", - "wh l", - "ðŁĺĤ ðŁĺŃ", - "ðŁijį ðŁı»", - "m sd", - "en z", - "rab hu", - "j oo", - "gh u", - "ac er", - "e po", - "resurrec tion", - "justice for", - "bl ended", - "mo da", - "avalan che", - "france sco", - "re spective", - "g s", - "ye ast", - "wel ch", - "devo tion", - "ge tin", - "athe ism", - "am ic", - "carol yn", - "lo c", - "ld nont", - "ave c", - "us da", - "le gged", - "bra very", - "b lower", - "cow boy", - "he h", - "sti ble", - "buff al", - "chann el", - "run chat", - "âĺķ ï¸ı", - "ide ology", - "best seller", - "y oo", - "pe anu", - "bon ne", - "fel ic", - "edi son", - "fr actu", - "naren dra", - "pp ets", - "seym our", - "ri viera", - "he ctor", - "necess arily", - "bi anca", - "soci eties", - "the best", - "w g", - "sent ences", - "win k", - "vacc ines", - "pal ooza", - "jam ming", - "as f", - "mp us", - "agre ements", - "ec k", - "ba c", - "hon ore", - "com pul", - "wild cat", - "im posed", - "yo ga", - "hud son", - "can celed", - "l ich", - "fu zzy", - "es que", - "ch uk", - "w vu", - "se k", - "fli pping", - "r hon", - "wi shed", - "wh a", - "cap ability", - "len ovo", - "ìĨĮëħ Ħëĭ", - "vi vo", - "tv d", - "nor a", - "sil k", - "pas adena", - "yo semite", - "valu ation", - "clo cks", - "u ber", - "mr c", - "dar kest", - "au bre", - "ss o", - "bell y", - "wrest lers", - "kill in", - "lou der", - "buck ley", - "ge el", - "ad on", - "un s", - "appe aling", - "ðŁij ¯", - "semit ism", - "list ens", - "fit z", - "ãĥ³ ãĥ", - "ny lon", - "ar ty", - "seem ingly", - "hal a", - "su ited", - "et y", - "she ds", - "mu ffins", - "ap ric", - "um ents", - "u ta", - "jam mu", - "chelse afc", - "star z", - "yo ko", - "roo t", - "clean sing", - "di ar", - "pione ering", - "ihear tradio", - "dig iti", - "fin dyour", - "can o", - "ðŁĴ İ", - "z ol", - "spac ecraft", - "six ers", - "moi sturi", - "b ile", - "ti sts", - "hor ton", - "rang ing", - "colum bi", - "mete oro", - "senti ment", - "ep l", - "foo th", - "text book", - "drain age", - "r ly", - "sc ue", - "imran khan", - "ðŁĴ ¸", - "margar ita", - "ed dy", - "predic ts", - "gamer gate", - "advis e", - "growth hacking", - "love you", - "ug and", - "v f", - "beng hazi", - "s later", - "ne wor", - "ch el", - "independence day", - "p np", - "cul len", - "hoo dies", - "num bered", - "brit t", - "t sa", - "kl tu", - "s ages", - "mom o", - "onep lus", - "col l", - "gu ts", - "w ta", - "mesm eri", - "enh ancing", - "chiro prac", - "j is", - "teen agers", - "m one", - "constell ation", - "sweep stakes", - "e ze", - "slovak ia", - "la ye", - "pear ce", - "wa ver", - "po gba", - "k ron", - "sur geons", - "mar x", - "ti d", - "gg a", - "desc end", - "p ours", - "upri sing", - "wal la", - "sab bath", - "bachel ore", - "mack in", - "k am", - "peter borough", - "hor a", - "ðŁĮŁ ðŁĮŁ", - "think big", - "r j", - "hy drau", - "sp al", - "univers it", - "ðŁı ī", - "mail online", - "league of", - "ten ants", - "w ally", - "lan ce", - "heav ens", - "dd r", - "bol ts", - "am ir", - "i phone", - "ci gar", - "en du", - "re i", - "el abor", - "r inging", - "john son", - "characteri stics", - "sal oon", - "algori thms", - "tal kin", - "m tn", - "di ve", - "region als", - "ff ice", - "hat i", - "deviant art", - "so tto", - "shir o", - "l ama", - "k we", - "f aded", - "por ting", - "tu mmy", - "est ates", - "buen os", - "ðŁ¦ ģ", - "beli ever", - "pen etr", - "dar n", - "sp ite", - "can opy", - "fashi oni", - "t illa", - "pet als", - "eli jah", - "bra wl", - "marty r", - "ë°©íĥĦ ìĨĮëħĦëĭ", - "mid town", - "eric h", - "d apper", - "sm town", - "me gam", - "ww w", - "le le", - "on s", - "cat fish", - "fir th", - "fossil friday", - "ball park", - "th aw", - "pot ent", - "illi e", - "cre ep", - "car p", - "so ap", - "gun dam", - "infe c", - "yy yyy", - "ठ¨", - "z ag", - "rit t", - "calcu lator", - "bo ca", - "ok o", - "to ad", - "threat en", - "refin ed", - "olym pic", - "accompli shment", - "bacter ial", - "a ji", - "tat um", - "feli z", - "she ed", - "j at", - "th ic", - "jam al", - "ðĿ ĺ", - "lin a", - "ðŁIJ ¯", - "jo king", - "yot po", - "pin ch", - "ak ron", - "her b", - "motiv ation", - "li a", - "ho stage", - "cre ek", - "gam ble", - "russ ell", - "patt i", - "fo tos", - "c pc", - "bro ken", - "back the", - "cla ys", - "u mm", - "stock ton", - "mat ernal", - "ü r", - "la kel", - "cent ury", - "be k", - "infe cted", - "ภ¡", - "smack down", - "man ned", - "ta hoe", - "sm es", - "bas a", - "su la", - "augu sta", - ". *", - "rohing ya", - "gre ed", - "counsel or", - "silhou ette", - "gra vit", - "cla use", - "' -", - "bo bc", - "occa sions", - "now adays", - "dic tat", - "be ard", - "n ally", - "brigh test", - "kab ul", - "inc india", - "dhan ush", - "archae ological", - "che ape", - "mizz ou", - "d hi", - "ov ski", - "bax ter", - "asse mble", - "à ¢", - "gi gi", - "ac am", - "wis ely", - "haz ard", - "north ampton", - "âľĪ ï¸ı", - "me th", - "bla sting", - "re unite", - "mu lus", - "ali zes", - "t read", - "mil a", - "ed ward", - "ko va", - "pe sto", - "ðŁij ¶", - "vit z", - "hydrau lic", - "refurbi shed", - "mo tel", - "isab ella", - "hom me", - "sever ance", - "uph ol", - "mis erable", - "f ari", - "lat ter", - "ef er", - "crack ers", - "es l", - "ac io", - "yy j", - "in an", - "ec b", - "z ind", - "pan as", - "tru cking", - "re ed", - "sh aker", - "burge ss", - "em pire", - "ag nes", - "n ington", - "art works", - "fr s", - "ti le", - "bi ome", - "eu n", - "ch ong", - "americ ana", - "god father", - "go blin", - "i shi", - "! ).", - "temp ted", - "gen omics", - "mand ate", - "ck y", - "ðŁĴĻ ðŁĴĽ", - "som ali", - "br andy", - "in ven", - "spoke sperson", - "pc b", - "yu an", - "h g", - "fa z", - "starwar s", - "ro wan", - "blue grass", - "don g", - "d day", - "trin idad", - "er ton", - "ban ning", - "re tention", - "cu red", - "tober fest", - "re set", - "we is", - "deta ched", - "behindthe scenes", - "immun ity", - "ph a", - "bra y", - "ðŁij ½", - "ran cho", - "ram say", - "est onia", - "nd tv", - "] .", - "cab aret", - "tar o", - "d v", - "show cases", - "plu m", - "ðŁij ¸", - "son oma", - "pre pa", - "memor ab", - "e stu", - "drive way", - "u les", - "magn us", - "x r", - "nn n", - "much as", - "en ge", - "stre amed", - "fore stry", - "audio book", - "tro y", - "reck less", - "kil om", - "ru ler", - "ra k", - "proce ssion", - "i ons", - "po ole", - "noc tur", - "wh s", - "farm house", - "per a", - "par me", - "hypocri sy", - "s ics", - "v ant", - "cas k", - "holi stic", - "au st", - "Ð ¿", - "in do", - "ðŁij© âĢį", - "di so", - "disp atch", - "ol sen", - "make it", - "en nis", - "cent re", - "ar range", - "ðŁĮ ¼", - "sal ted", - "ea siest", - "f ate", - "reg atta", - "mo zz", - "ac an", - "sin i", - "g ically", - "ch ops", - "chick en", - "work in", - "ha gg", - "invol ve", - "wee ds", - "book day", - "wake up", - "ky r", - "michel in", - "fu ss", - "re juven", - "vac ancies", - "incar cer", - "m st", - "sc ents", - "sovere ign", - "kick er", - "à §", - "bo d", - "âĢĶ >", - "sa h", - "mob il", - "shrop shire", - "oph one", - "dress er", - "mis suni", - "hep burn", - "i mo", - "foli age", - "diagno stic", - "as san", - "cycl ing", - "guil t", - "c sa", - "puertor ico", - "win elover", - "wake field", - "do ggy", - "k he", - "pa pp", - "co g", - "al lot", - "cu ck", - "poe tic", - "mi o", - "re vit", - "mag ician", - "ç ¥", - "ant enna", - "west wood", - "mber g", - "lux e", - "oat meal", - "Ø ¬", - "te at", - "ffe e", - "sear ches", - "l ly", - "plu to", - "el on", - "let tering", - "inno cence", - "fa i", - "ann on", - "telang ana", - "ma it", - "neu ral", - "can ni", - "ar oma", - "a stor", - "fe x", - "co cac", - "mon etary", - "f ent", - "un sure", - "' @", - "indi rec", - "teh ran", - "isol ation", - "li bs", - "make up", - "merce des", - "ff y", - "he tero", - "de o", - "sco m", - "cur sed", - "veteran sday", - "franken stein", - "shre ws", - "de co", - "ge ese", - "lefto ver", - "ha did", - "vari able", - "acade mics", - "carol in", - "under going", - "vari ation", - "na h", - "ssi er", - "gamer sunite", - "pur suing", - "emer ged", - "ll ers", - "control ling", - "ro aring", - "mete or", - "vol t", - "daw gs", - "be aver", - "is life", - "bathro oms", - "aci onal", - "pre vent", - "lake district", - "in als", - "y ani", - "gra bbing", - "sac ks", - "le z", - "sw ay", - "k ool", - "time s", - "klo pp", - "la de", - "con cord", - "resul ted", - "revi ve", - "recon ciliation", - "ol and", - "az z", - "gir o", - "mand arin", - "de en", - "nutriti onal", - "is coming", - "van i", - "aw www", - "der ived", - "love your", - "stop the", - "shou ting", - "nov ak", - "ðŁĻĮ ðŁı¾", - "lo af", - "displa ying", - "sunday with", - "ma guire", - "ch eri", - "ðŁı Ł", - "re match", - "qu ic", - "Ú ©", - "y in", - "ðŁĺ ¹", - "ili ve", - "z ip", - "our ke", - "down loads", - "sw at", - "missi ss", - "care rs", - "t ment", - "proper ty", - "hahahaha haha", - "gi bbs", - "sur rey", - "ar ise", - "tic ism", - "sti a", - "ir ling", - "fro g", - "co se", - "bas sist", - "fore ig", - "lea u", - "pil lows", - "hol la", - "eli e", - "disclo sure", - "peanu ts", - "inte ch", - "ww c", - "plun ge", - "trium ph", - "cor i", - "sli ppers", - "ðŁĻı ðŁĻı", - "neutr ality", - "ma re", - "hair y", - "gang ster", - "hu mming", - "cust ard", - "mer lin", - "ale a", - "s by", - "dam p", - "mo han", - "ver bal", - "j st", - "gu tted", - "b jor", - "un finished", - "ðŁĩ¯ðŁĩ µ", - "un happy", - "âļ« ï¸ı", - "by pass", - "at su", - "fis cher", - "sa v", - "afric ans", - "re use", - "mid way", - "demo lished", - "ger rard", - "her cules", - "Ä Ł", - "medic ines", - "cl icking", - "sur round", - "jo ong", - "wav ing", - "tri bes", - "wet lands", - "offici el", - "argu ing", - "l le", - "do va", - "su zy", - "club house", - "ne gro", - "ob tain", - "ga o", - "gl ance", - "assi st", - "ch os", - "ãĤ ¢", - "âĺ ķ", - "adri d", - "occur s", - "st ans", - "par don", - "livel i", - "emplo yed", - "re visit", - "ff xiv", - "bb le", - "ne aring", - "min er", - "ðŁĺ ¹", - "giov anni", - "up to", - "mar vell", - "mar se", - "to wels", - "cb n", - "engine ered", - "y elling", - "spart an", - "si ans", - "ðŁĻĮ ðŁı¼", - "se v", - "coyo te", - "sta di", - "t cm", - "app en", - "shenan igans", - "open access", - "so aked", - "ma squ", - "le vine", - "stro kes", - "l k", - "aparthe id", - "hipho p", - "char don", - "may may", - "ha asan", - "stri pped", - "fr o", - "scri ption", - "f ton", - "h f", - "pri sons", - "marsh al", - "ķ ãĤ", - "an cho", - "com promise", - "classi fication", - "buzz feed", - "bblo ggers", - "deser ving", - ") /", - "s way", - "ob o", - "camp ers", - "poder nfamily", - "p oured", - "bri e", - "squir rels", - "se ize", - ": #", - "le k", - "ti mb", - "st acy", - "nas daq", - "repe atedly", - "br at", - "mi ghty", - "competit or", - "mah one", - "de si", - "o ke", - "bm w", - "shi e", - "f cb", - "cheape st", - "minim alist", - "par amount", - "n ate", - "har as", - "insan ity", - "lat eral", - "ment ality", - "mo zam", - "ta pped", - "yad av", - "u sp", - "b way", - "the od", - "bil t", - "ra ids", - "em press", - "adap ted", - "pat ron", - "nut shell", - "ag ra", - "be aded", - "sundaywith marsha", - "vi king", - "proce ed", - "main tained", - "thinkbig sundaywithmarsha", - "sn es", - "mus ica", - "to wer", - "ch ab", - "bo k", - "sm t", - "insul t", - "harve sting", - "windo w", - "ru ther", - "be ige", - "dec al", - "indic ate", - "ma iling", - "ri ft", - "po le", - "ander son", - "ch oral", - "sp ride", - "l ili", - "ev elyn", - "imrankhan pti", - ".... \"", - "ke red", - "un dp", - "water falls", - "se ars", - "le mans", - "world series", - "ri el", - "ani e", - "app ar", - "score rs", - "lam p", - "a than", - "phys icians", - "qu inoa", - "refu sing", - "vu itton", - "unle ash", - "s la", - "pat i", - "shou ts", - "inten tions", - "fo amed", - "europe an", - "neighbor hoods", - "me er", - "man son", - "du h", - "br at", - "con es", - "bow l", - "kazakh stan", - "ठ¿", - "in appropriate", - "del hi", - "ketch up", - "ful ton", - "s ys", - "consul t", - "gar field", - "to go", - "f ml", - "f led", - "b ds", - "facilit ate", - "ree bok", - "selfi e", - "elev ate", - "activ ate", - "bi ble", - "ca wx", - "b ys", - "cam ille", - "sy ou", - "sk ool", - "her t", - "w bc", - "ple dges", - "recor der", - "po sh", - "ac re", - "so aking", - "mat il", - "v sco", - "shoot ings", - "pla r", - "e con", - "ðŁĻĮ ðŁı»", - "rashi d", - "u bi", - "ðŁ¤ ¤", - "sw inging", - "wi pe", - "rap tor", - "m su", - "music video", - "dur ham", - "at tic", - "apar ty", - "fe tus", - "activ ation", - "aa z", - "motiv ate", - "ðŁĴķ ðŁĴķðŁĴķ", - "j al", - "ठ®", - "ag on", - "sche er", - "stal ker", - "fo ster", - "az zo", - "tele gram", - "vi gor", - "s laugh", - "screen shots", - "entrepre neu", - "kri stin", - "inten tion", - "ch illi", - "fr action", - "don a", - "ge a", - "tc u", - "s ite", - "la k", - "em il", - "d nt", - "bor o", - "wil kinson", - "re cu", - "ato day", - "t anya", - "bl anco", - "cd n", - "brilli antly", - "g cc", - "ac c", - "evacu ated", - "ther ine", - "den ny", - "cait lin", - "she pard", - "pou ch", - "hand held", - "sou theastern", - "ha a", - "à ´", - "re solutions", - "led ger", - "sr in", - "r ar", - "shat tered", - "chim ney", - "im with", - "mete or", - "hand led", - "ra ke", - "town send", - "en han", - "shi py", - "duc t", - "tw x", - "inflam matory", - "war hammer", - "theat rical", - "gro s", - "sk ar", - "sco tty", - "ni el", - "tit o", - "tin i", - "conne ction", - "_ .", - "goldeng lobes", - "sha q", - "ðŁı ³ï¸ı", - "hall way", - "fron ts", - "effec tiveness", - "gla ston", - "d hs", - "ex pi", - "to h", - "c pl", - "sc s", - "re o", - "ha g", - "resemb lance", - "hor an", - "abu sive", - "qu er", - "virtu e", - "cho lester", - "a q", - "shan e", - "m ce", - "carri ers", - "di stress", - "re wind", - " ¡", - "voo doo", - "int act", - "ann o", - "ðŁĺ ¤", - "pi led", - "adi a", - "ãĥ ³", - "en ow", - "di gs", - "light ly", - "goo fy", - "turb ine", - "governor s", - "con te", - "re open", - "pa h", - "i ve", - "cra fting", - "swee ps", - "jo di", - "an de", - "zu cker", - "kaw aii", - "o ko", - "v ai", - "out line", - "kri sti", - "ts n", - "insp o", - "qu int", - "fil thy", - "lyn ne", - "listen ers", - "depar ting", - "or d", - "t weed", - ", &", - "ale k", - "sel fish", - "nor ther", - "recogni zes", - "i ps", - "be s", - "a ed", - "w ills", - "pe at", - "surround ings", - "mon uments", - "ais le", - "be cker", - "la v", - "quant ity", - "v ah", - "helicop ters", - "tu cked", - "alv arez", - "sha pe", - "o bey", - "ad diti", - "road side", - "m ite", - "bl ers", - "ep age", - "j au", - "ignor ant", - "b ins", - "lu lu", - "x o", - "c fo", - "ee eee", - "apprentice ship", - "shef fiel", - "to i", - "ho k", - "faken ews", - "deplo y", - "aid an", - "husk ers", - "ãĢ İ", - "west brook", - "mi ster", - "confi gur", - "car r", - "fic a", - "proceed ings", - "ha w", - "ste ak", - "mur derer", - "pay day", - "a jo", - "p vc", - "don ates", - "bi af", - "nom nom", - "be it", - "k ali", - "x rp", - "ahmed abad", - "se mic", - "che y", - "x tra", - "an twer", - "head lining", - "squ ares", - "roun ded", - "flu ore", - "bol d", - "disa sters", - "am oo", - "gener ic", - "cran es", - "brief ly", - "gi g", - "auster ity", - "anticip ation", - "for ti", - "treas urer", - "cann y", - "ce cil", - "dete cted", - "check list", - "ภ§", - "pam ela", - "bar bados", - "an field", - "hear ty", - "tx lege", - "peren ni", - "arro g", - "ing ram", - "âĹ ı", - "ty ne", - "spo on", - "r ation", - "am ba", - "m be", - "cam el", - "h hs", - "york shire", - "reflec tive", - "fre aks", - "to k", - "ju do", - "partic les", - "du bs", - "ban jo", - "accred itation", - "prover bs", - "over dose", - "inte gral", - "gu ang", - "mc s", - "super car", - "af b", - "al vin", - "ail s", - "x tre", - "st aging", - "tw ent", - "rabb its", - "mar o", - "inste m", - "dol l", - "cr ay", - "sant ana", - "ble ach", - "mini ons", - "che ap", - "man t", - "di vers", - "catal onia", - "lo is", - "mat ri", - "cou gar", - "kay ak", - "e gre", - "p so", - "a ia", - "å ®", - "char lton", - "tr acked", - "sc ari", - "pe tt", - "f wd", - "x in", - "gra vel", - "br ic", - "bigg boss", - "ar den", - "hu gging", - "pal ms", - "st v", - "li mb", - "the movie", - "handic ap", - "ri me", - "z ai", - "stu b", - "indi a", - "lithu ania", - "rhy th", - "p ita", - "maced onia", - "high ered", - "brid get", - "schwar z", - "ske let", - "hi kes", - "ant arctic", - "c ps", - "mash up", - "Ð °", - "n ell", - "chand ra", - "he ir", - "an us", - "sher idan", - "mi mi", - "muse u", - "bec ca", - "an ir", - "bar rie", - "dioce se", - "compar able", - "ðŁı³ï¸ı âĢį", - "yuk on", - "me p", - "hor mon", - "mer ic", - "al f", - "con quered", - "christ church", - "ðŁĴĻ ðŁĴĻ", - "hazard ous", - "poo h", - "cont ing", - "retro spective", - "par ame", - "na ir", - "con sor", - "ho tra", - "astoni shing", - "cater pillar", - "u man", - "ti sm", - "t vs", - "serv ic", - "croy don", - "mor ales", - "c g", - "cu m", - "te ur", - "scan ada", - "s all", - "magno lia", - "el ise", - "th our", - "à® ¿", - "ag omez", - "phel ps", - "ë°©íĥĦìĨĮëħĦëĭ ¨", - "wh os", - "weav ing", - "si sd", - "pro poses", - "cro ws", - "pre sale", - "econom ies", - "bernar do", - "sha hid", - "air show", - "mc cann", - "hor ticul", - "nr l", - "du el", - "mongo lia", - "tou lou", - "requi rement", - "struc tured", - "ed i", - "o lives", - "he a", - "cu ter", - "Ð º", - "enthusi ast", - "harri et", - "domin ion", - "sub mer", - "ðŁį ĥ", - "sa ab", - "nes burg", - "mo ff", - "def ended", - "bur t", - "rewar ded", - "gold man", - "op tics", - "khali d", - "house holds", - "buc kets", - "ce cil", - "che ss", - "substan tial", - "ef l", - "oper ation", - "evalu ate", - "st n", - "rece ssion", - "l ll", - "tom as", - "tru ths", - "ak bar", - "s words", - "p act", - "embarra ss", - "ha o", - "ay urve", - "scrip ture", - "ny cc", - "op t", - "di ameter", - "sc ented", - "organi zers", - "re lat", - "ha e", - "dream ers", - "de se", - "ðŁĮ »", - "restric ted", - "n ale", - "r hp", - "dol an", - "mun ster", - "ha ired", - "consult ants", - "jo ints", - "hu mil", - "d ill", - "relent less", - "t é", - "af il", - "ut ilities", - "japan ese", - "condem n", - "pet ite", - "colli de", - "q f", - "peach es", - "cou rier", - "l ore", - "âĺİ ï¸ı", - "reli ability", - "ch uk", - "ðŁĻ ĥ", - "stu res", - "ge ther", - "ho stel", - "bi er", - "- _-", - "â ĩ", - "e ze", - "ta ilo", - "di ent", - "blu ff", - "chu ffed", - "pil ip", - "mon arch", - "e em", - "bu chan", - "b ick", - "op au", - "ku ps", - "ภ¢", - "pist ons", - "sp ins", - "m and", - "ce st", - "bur ne", - "v ile", - "cher ries", - "bec kett", - "need les", - "pan ch", - "ë Ĥ", - "haha h", - "trou bles", - "insi sts", - "do you", - "g mc", - "mor tar", - "deleg ate", - "in n", - "g anda", - "sin atra", - "ठ¤", - "spee ding", - "pu pil", - "pre mises", - "ali gnment", - "pi kach", - "as us", - "j alan", - "Ø µ", - "lime stone", - "fol kl", - "parme san", - "ce il", - "mo y", - "shawn mendes", - "ac up", - "hu st", - "ot es", - "med ina", - "ma di", - "gta v", - "censor ship", - "ar g", - "swe eney", - "sy kes", - "col o", - "foot steps", - "cann ed", - "adv ance", - "gta online", - "healthy living", - "ðŁį ¾", - "a ig", - "p ality", - "oc s", - "he brew", - "im minent", - "berk shire", - "jeremi ah", - "out going", - "bak er", - "entr ata", - "ma ids", - "gro ves", - "bo c", - "a del", - "m fw", - "con science", - "arm ys", - "nut ella", - "conte stalert", - "novel ist", - "la h", - "ban ker", - "marque z", - "ðŁı ¡", - "to ff", - "out age", - "gr p", - "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃ", - "musc le", - "du dley", - "nvi dia", - "mi di", - "m uni", - "ess ays", - "dat ac", - "car ter", - "ภ£", - "t ans", - "i ves", - "public ations", - "al er", - "ok wx", - "il u", - "cu tt", - "har p", - "out law", - "luther an", - "br ill", - "bo lic", - "do well", - "green land", - "be sties", - "path i", - "pay ton", - "gue st", - "har den", - "ðŁ¤ ©", - "ann ed", - "evacu ation", - "po ised", - "mc der", - "b han", - "o i", - "envel ope", - "ci d", - "ca vi", - "ta pas", - "book review", - "grey hound", - "âĻ ª", - "fe ud", - "lun gs", - "for te", - "rai der", - "ff er", - "oni x", - "dep end", - "yn wa", - "rel ating", - "de vs", - "ðŁĴ IJ", - "acqui res", - "d ha", - "j yo", - "priv ati", - "can ine", - "k b", - "cra b", - "sar din", - "imag ining", - "k j", - "em por", - "down hill", - "ne z", - "ta eyeon", - "nick imin", - "gb p", - "à µ", - "w ap", - "sec co", - "ma shed", - "ðŁĴ¥ ðŁĴ¥", - "augu stine", - "diss ol", - "dic tator", - "â ĵ", - "vi per", - "ed fringe", - "vau x", - "hard work", - "book let", - "no x", - "chi ff", - "ðŁĴ ¨", - "observ ations", - "xbox one", - "u sher", - "ke er", - "lu p", - "dal las", - "cal gary", - "ma dra", - "di ous", - "k bs", - "wood ward", - "hero ine", - "lu mber", - "sea world", - "o ws", - "mc ke", - "maver ick", - "gu la", - "cross roads", - "fan g", - "s ade", - "nik ol", - "chee tah", - "me c", - "pp g", - "er ick", - "ðŁİ µ", - "tox ic", - "bj j", - "viol a", - "sp ire", - "ch ino", - "tra vis", - "institu tional", - "ha as", - "low ry", - "w ac", - "ea e", - "hu mid", - "mp ton", - "ru ck", - "je w", - "c ine", - "zim mer", - "se f", - "bhar at", - "fre es", - "aam ir", - "ðŁĴ ħ", - "z inc", - "wan e", - "multi player", - "royal wedding", - "e el", - "preci pit", - "qu ery", - "kimber ly", - "isa bel", - "ful fill", - "ig an", - "vau l", - "pan e", - "sc y", - "dig it", - "gun n", - "u tah", - "dog day", - "fi on", - "xia omi", - "da c", - "el ast", - "cha vez", - "ro blo", - "g ine", - "ten th", - "ab h", - "ke to", - "hur dle", - "na dia", - "memorab ilia", - "ha bs", - "qu an", - "h w", - "hv ac", - "pix ar", - "ec cle", - "kram er", - "accu ses", - "ðŁĴļ ðŁĴļ", - "per se", - "mean time", - "wa hl", - "atle tico", - "âĢ¢âĢ¢ âĢ¢âĢ¢", - "ott oman", - "no vo", - "k us", - "conne cted", - "tru sts", - "d mv", - "spen cer", - "rahu lg", - "do ve", - "sto kes", - "bolog na", - "enthusi asts", - "à ª", - "rockstar games", - "ted cruz", - "du ras", - "s acked", - "late x", - "immer sive", - "cer t", - "lu cin", - "princi pals", - "fa res", - "sa ils", - "far n", - "am ent", - "saf fron", - "quent in", - "check point", - "fer ris", - "ex cur", - "ðŁijī ðŁı¼", - "bai ley", - "se h", - "ter re", - "mad am", - "s band", - "wan derers", - "cumber batch", - "yy c", - "digit ally", - "blackandwhite photography", - "roll in", - "moroc can", - "ðŁĮ ħ", - "din ner", - "d well", - "to om", - "m ye", - "ez ra", - "cp fc", - "war hol", - "me er", - "jon ah", - "no aa", - "s gate", - "so on", - "secu lar", - "g ating", - "ti o", - "dri ver", - "si ssy", - "assan ge", - "ta th", - "ed mund", - "bobc ats", - "ra ji", - "po stage", - "stu ds", - "m gm", - "kat o", - "edin burgh", - "meet the", - "shir t", - "fa a", - "mens fashion", - "sp reads", - "wi m", - "car ts", - "phoe be", - "j ars", - "bot swana", - "Ù Ĥ", - "ed war", - "sk ar", - "ri ve", - "gu sty", - "c tv", - "ferdin and", - "su therland", - "nickimin aj", - "k v", - "si us", - "bee ch", - "re z", - "desi res", - "on ial", - "camp o", - "quar ry", - "lor raine", - "gil more", - "ig gy", - "µ ï¸ı", - "ho pping", - "avi z", - "ðŁĮ º", - "uni sex", - "dedic ate", - "att itudes", - "ste er", - "jun kie", - "rail way", - "y b", - "whi sper", - "key an", - "k us", - "ju g", - "di x", - "a ins", - "sum mon", - "ov ich", - "sy ed", - "her ald", - "ma ison", - "me ded", - "wild flower", - "main land", - "ri sky", - "ru kh", - "over looked", - "ki c", - "destro ys", - "nam an", - "ki p", - "z ano", - "champion sleague", - "ban dit", - "quin cy", - "smi le", - "cal vin", - "open ings", - "ta pp", - "ol ulu", - "spec tro", - "accred ited", - "ap k", - "pra ised", - "bar nett", - "pol len", - "premi ered", - "selen agomez", - "tou red", - "screen ings", - "uu u", - "mis o", - "en se", - "adam lambert", - "guel ph", - "har yana", - "hu tto", - "le ar", - "l tc", - "po ached", - "brex it", - "æ Ŀ", - "tt c", - "pa vement", - "mon gers", - "ro e", - "ad ers", - "ling ton", - "particip ant", - "ca red", - "ga il", - "y ates", - "lan tic", - "dash board", - "jo o", - "feli pe", - "ssi onist", - "bu m", - "s end", - "a eri", - "thu gs", - "luci fer", - "a he", - "dete ctor", - "fil ly", - "gas oline", - "ham per", - "hump day", - "the ta", - "the band", - "fore casts", - "o hhh", - "lo bb", - "hol l", - "cp u", - "az u", - "ad ar", - "hai ley", - "bu b", - "car t", - "quo ted", - "an archy", - "pan cre", - "twit art", - "al den", - "st ash", - "the less", - "or ni", - "belie bers", - "mor mon", - "partic le", - "avi ation", - "⬠Ĩ", - "webcam toy", - "sad dened", - "cru is", - "ham let", - "n ct", - "roll ins", - "marque e", - "saw yer", - "reli ance", - "a ura", - "di ec", - "soo thing", - "sig nings", - "ak is", - "à ³", - "at kins", - "aer op", - "ðŁĮ ¿", - "y ab", - "sh ari", - "con nol", - "du bbed", - "manufac ture", - "convin cing", - "feelthe bern", - "ra u", - "pu lit", - "on ec", - "gem stone", - "ur ging", - "bag u", - "ga h", - "aci ds", - "fi anc", - "zodi ac", - "sn oop", - "her rera", - "initi ated", - "ven ge", - "profess ors", - "pro di", - "stron ger", - "e mission", - "bb a", - "hal le", - "ta pp", - "haw an", - "wh im", - "compe ted", - "myr tle", - "ir port", - "cold play", - "ach e", - "ske p", - "m son", - "ss ic", - "calli graphy", - "swim mers", - "me y", - "pp c", - "thri ft", - "po c", - "re places", - "commu ter", - "âģ¦ âģ¦@", - "go ers", - "lo gue", - "para dig", - "bas kets", - "sensiti vity", - "joh an", - "atl antis", - "& &", - "suit case", - "anxi ous", - "l h", - "str i", - "gal loway", - "stre ad", - "war den", - "gr ounded", - "ffici ency", - "li feat", - "reli c", - "disgu ise", - "island ers", - "f cofficial", - "classical music", - "b mc", - "en field", - "bi que", - "oak ley", - "bat man", - "sla ying", - "ner ves", - "mul tit", - "calci um", - "projec tor", - "scott sdale", - "ant ino", - "gri ps", - "kim mel", - "des mond", - "prote stors", - "hi atus", - "metaboli sm", - "conclu ded", - "press er", - "ti pping", - "sli de", - "e to", - "hun ting", - "aus open", - "ri k", - "pp ery", - "innov ators", - "pitch ers", - "ag ger", - "fun gi", - "z ad", - "proli fic", - "rockn roll", - "bl ames", - "ct ar", - "stam ford", - "q ad", - "mozz arella", - "insan ely", - "den ver", - "ph ouse", - "nom ad", - "ï ¿", - "s ris", - "pro du", - "hen ley", - "pag an", - "am trak", - "ru bi", - "in cl", - "tu tor", - "sco tia", - "wo es", - "sing apo", - "fun nel", - "turn bull", - "know ledge", - "gri mm", - "real madrid", - "we are", - "missi les", - "con sol", - "emo jis", - "sne ak", - "smi ths", - "ru iz", - "br ou", - "i el", - "ha ver", - "ðŁĮ ļ", - "kin gof", - "basil ica", - "circul ation", - "prin ters", - "ta pping", - "ri dley", - "dra gged", - "ha j", - "writ er", - "fundament als", - "personal ities", - "me tre", - "stereo types", - "bur le", - "best of", - "n ffc", - "ha th", - "mini stries", - "a ali", - "trac ing", - "pav ed", - "ł ï¸ı", - "g ic", - "insp ire", - "tu g", - "ha re", - "repe ated", - "ex pon", - "lol li", - "rho de", - "pre cin", - "install ations", - "instag ram", - "az ar", - "i es", - "sole ly", - "du kes", - "mission ary", - "van guard", - "fursuit friday", - "on d", - "pol ari", - "ma st", - "har an", - "jos é", - "jack ed", - "ec oun", - "al ities", - "ne ph", - "ra vel", - "moder ated", - "sco w", - "s fb", - "uru guay", - "as o", - "ni g", - "au du", - "p ints", - "lat ina", - "ben z", - "m itting", - "char ted", - "mat ology", - "cit ro", - "biop ic", - "ðŁij Ń", - "djo kovic", - "fox y", - "agu il", - "so to", - "an ada", - "sin king", - "sc rap", - "hair s", - "bethan y", - "fact friday", - "ðŁIJ IJ", - "unlea shed", - ") (", - "contra dic", - "ram on", - "coast line", - "y ong", - "sn sd", - "li gan", - "p ome", - "mit age", - "ge tt", - "wat i", - "ri sk", - "so aring", - "bru sh", - "f pl", - "av an", - "å Ĩ", - "lar son", - "sh ear", - "mul til", - "blu r", - "multi media", - "chun ky", - "par i", - "n ani", - "weir d", - "cholester ol", - "char les", - "dream ed", - "tan ning", - "puzz les", - "fr am", - "hand ball", - "ch ag", - "beli ze", - "al u", - "bang s", - "Ñ Ħ", - "detec tives", - "mc g", - "ish q", - "bo thered", - "saf c", - "mp ing", - "ten eri", - "g ays", - "sail or", - "an gi", - "mul ticul", - "gue ssed", - "ros é", - "high ways", - "bro om", - "chatt anoo", - "- '", - "see ker", - "on ed", - "at f", - "lu c", - "> <", - "bar i", - "per cep", - "jewel ry", - "as ph", - "sor row", - "sl ing", - "mam moth", - "jac kie", - "ë §", - "wilt shire", - "sa o", - "can cell", - "im paired", - "tor ial", - "bre ed", - "guy en", - "jud ice", - "tit le", - "pro spective", - "applic ants", - "ðŁį Ĭ", - "epis cop", - "e id", - "b yo", - "stock ings", - "ðŁĴĥ ðŁĴĥ", - "ll p", - "sna g", - "keep it", - "l ough", - "ol son", - "matur ity", - "!! !\"", - "cop ter", - "i sha", - "bl i", - "wil mington", - "tr youts", - "th ai", - "ðŁ¥ ³", - "pe bble", - "kra ft", - "f p", - " º", - "ssi vely", - "li vin", - "contest ants", - "tex tures", - "jo an", - "h dr", - "film festival", - "prov ence", - "wi do", - "op end", - "c si", - "sto wn", - "cro ati", - "ad just", - "host ile", - "analy sts", - "il an", - "cu ppa", - "bru m", - "newfound land", - "good win", - "me tt", - "mall orca", - "plu gs", - "bu k", - "bb hutto", - "wrest le", - "sa ire", - "sho pped", - "for za", - "le head", - "vi vo", - "ba st", - "ro xy", - "reg is", - "hard working", - "hon olulu", - "desp air", - "young sters", - "ni g", - "impro mp", - "roll tide", - "de emed", - "tre ason", - "ru shed", - "for ged", - "ff f", - "pikach u", - "bri ggs", - "do it", - "ac cent", - "la us", - "gla ze", - "compet ent", - "a ho", - "photo g", - "mid field", - "le go", - "har vard", - "min orities", - "re illy", - "slic ed", - "once upon", - "initi ally", - "financi ally", - "landscape photography", - "har dro", - "qu o", - "mm ers", - "par kinson", - "smu gg", - "read iness", - "bru tally", - "glou cester", - "mp ed", - "bbhutto zardari", - "mur der", - "ye d", - "dat aviz", - "sr t", - "dow ning", - "bi ans", - "m ü", - "fle ck", - "fli pped", - "s ly", - "brilli ance", - "ri m", - "k um", - "bubb a", - "ko i", - "knit ted", - "sor g", - "ma is", - "ðŁĮ ²", - "ti ss", - "su stain", - "sen su", - "ak han", - "zi est", - "exam ines", - "chardon nay", - "user name", - "short list", - "re bs", - "on o", - "dar ing", - "hard wood", - "che que", - "righte ous", - "light ening", - "dir k", - "shra dd", - "du ra", - "down stairs", - "sh al", - "ami gos", - "ru ff", - "s law", - "ri es", - "red nation", - "man us", - "ðŁĩ§ ðŁĩ·", - "distin ction", - "u bun", - "dur an", - "mi gra", - "thi ans", - "la ver", - "domest ic", - "k x", - "jaz zy", - "justi fy", - "belong ing", - "insul ation", - "color stv", - "drun ken", - "chann eling", - "qu and", - "xi ii", - "enligh ten", - "kan o", - "fati ma", - "teen choice", - "terri fied", - "p ba", - "as ley", - "met museum", - "dun e", - "pack er", - "ki o", - "ðŁĴľ ðŁĴľ", - "bo iler", - "fas cism", - "ar mored", - "back grounds", - "in mates", - "embarra ssed", - "defin es", - "th d", - "we go", - "silic one", - "lo on", - "el ding", - "bor rowed", - "he mp", - "ak sh", - "kaw asaki", - "br y", - "de af", - "kill er", - "dispo sal", - "ðŁĩ °", - "glaston bury", - "un covered", - "o xide", - "po ff", - "d ant", - "k j", - "ku ro", - "dri zzle", - "peop les", - "fe e", - "pro pri", - "dd lovato", - "pi ggy", - "ot is", - "aller gies", - "u bis", - "pengu in", - "ser a", - "vi z", - "prosp erous", - "ici des", - "tornad oes", - "sene gal", - "web cast", - "sto red", - "enchan ted", - "bb cone", - "bay area", - "entrepreneu rial", - "rednation rising", - "experim enting", - "ang an", - "lot to", - "they re", - "por e", - "er p", - "seren e", - "east wood", - "bro kers", - "bar ge", - "stal lion", - "timber lake", - "tailo red", - "dy stop", - "b ate", - "lat ors", - "di xit", - "bran son", - "dynam o", - "ky lie", - "shame ful", - "bt wn", - "spring time", - "mix ture", - "s ounded", - "lu ton", - "dad es", - "mal a", - "op ra", - "en ic", - "rahulg andhi", - "se wer", - "~~ ~~", - "ky u", - "nor theastern", - "ca er", - "bc u", - "nir vana", - "kitch ens", - "ous y", - "al m", - "river dale", - "hid den", - "fl int", - "sp d", - "pat rons", - "katy perry", - "au gh", - "exhib itions", - "sm c", - "shu ts", - "at ore", - "da in", - "some thing", - "ber th", - "bo g", - "por ter", - "gen to", - "con cussion", - "ang lic", - "ro we", - "gr illing", - "scar lett", - "master ing", - "mor nin", - "comm ented", - "si me", - "si zing", - "christ y", - "ce os", - "st m", - "at ry", - "tari ffs", - "vac ation", - "pre judice", - "p su", - "paren tal", - "far age", - "can a", - "cap com", - "koso vo", - "you re", - "men stru", - "stal in", - "grape fruit", - "br an", - "che sa", - "dav en", - "exc el", - "!! )", - "๠Į", - "distribu tor", - "ce a", - "bride sma", - "millenni al", - "wa in", - "ob serving", - "mis ery", - "plan etary", - "expo sing", - "bra ised", - "comp ton", - "don gha", - "q l", - "spring steen", - "th ul", - "syl ve", - "cab o", - "pal ad", - "niel sen", - "gaz ing", - "ba ja", - "r oud", - "orchi ds", - "johan nesburg", - "se man", - "d ji", - "oper ative", - "affe ction", - "eclec tic", - "at c", - "mut ant", - "aw x", - "nic e", - "mel bourne", - "indu lg", - "tu lip", - "dias pora", - "wel p", - "big gie", - "mississ auga", - "retri ever", - "or an", - "tam my", - "c ta", - "hipp o", - "seas oned", - "ger mans", - "eng v", - "marvell ous", - "im f", - "rela ys", - "mon tan", - "maur iti", - "me ister", - "as surance", - "reig ning", - "su fficient", - "han e", - "no thing", - "pos se", - "nav y", - "in love", - "brigh ton", - "en qu", - "ch ung", - "sweat y", - "es c", - "cal ed", - "man s", - "nicar agua", - "sl ices", - "mo cha", - "washington post", - "bb n", - "dam ned", - "grow ing", - "en burg", - "lo an", - "me s", - "wh oops", - "believ ers", - "spi el", - "vo daf", - "l at", - "s led", - "cricke ter", - "brown e", - "golf ers", - "bar ra", - "wat chers", - "lu igi", - "sw amy", - "mom s", - "pit ched", - "san tor", - "cr s", - "si re", - "sc amp", - "bo de", - "ste war", - "jon ny", - "ent ity", - "pac qui", - "mind ful", - "min india", - "bear ded", - "temp t", - "scorpi on", - "eat on", - "authori zed", - "ar to", - "s vp", - "op athy", - "cch ini", - "house music", - "disney world", - "âĢĶ @", - "pro pose", - "di y", - "expen se", - "ten g", - "pupp ets", - "sm el", - "d aca", - "per ry", - "fin n", - "boo sting", - "lefto vers", - "cou gs", - "satell ites", - "man y", - "az e", - "g ong", - "fi e", - "metho do", - "fer ries", - "ðŁ¤Ķ ðŁ¤Ķ", - "explore rs", - "load er", - "attrac ted", - "il ton", - "godd amn", - "pi azza", - "doc tr", - "sav ing", - "paragra ph", - "visu alization", - "may ors", - "work flow", - "ack les", - "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ", - "ठ¸", - "twer k", - "clu t", - "lo ver", - "te ases", - "si an", - "o te", - "deter ior", - "accor d", - "l fw", - "swar ovski", - "nat al", - "tra ps", - "k ina", - "analy ze", - "laye red", - "bever ages", - "un it", - "ran som", - "pe shaw", - "dest ined", - "astro logy", - "si pping", - "miley cyrus", - "cam ino", - "marshmal low", - "bli ss", - "out back", - "fa q", - "int oler", - "humil ity", - "po ppin", - "hallo ween", - "mon tene", - "op hy", - "nu n", - "tattoo ed", - "a as", - "ðŁĮ ³", - "dale y", - "qual ity", - "du sa", - "fisher men", - "swi f", - "ter rac", - "st au", - "le in", - "trol ling", - "ship ment", - "garden er", - "march madness", - "head band", - "gr t", - "bur nett", - "w and", - "!!!! !!!!!", - "gh e", - "du x", - "hu d", - "war ner", - "ðŁĩ ¦", - "ex ile", - "rescu e", - "rat a", - "d han", - "duc ati", - "dro wn", - "bl ends", - "spi e", - "alli gator", - "simul taneously", - "broo ke", - "u ke", - "k har", - "comm union", - "ri ka", - "ford fc", - "chin atown", - "you rown", - "me y", - "can al", - "syste matic", - "de pri", - "ox ford", - "an il", - "w ut", - "equ ation", - "be z", - "fle ur", - "the good", - "lang ley", - "ad ity", - "ed ith", - "al fie", - "о ÑĤ", - "en cry", - "br ill", - "ex emp", - "ce sar", - "mb ling", - "ab ri", - "sc icom", - "j ing", - "school ing", - "mi ka", - "mechan isms", - "impromp tu", - "rhe a", - "moo re", - "crime a", - "be sto", - "wri ght", - "el ders", - "ro ds", - "kam al", - "folkl ore", - "be et", - "mini on", - "reli eve", - "thr o", - "team usa", - "pas cal", - "made with", - "boli via", - "itt i", - "free bies", - "desi red", - "best selling", - "l iness", - "la den", - "ke ane", - "mi sts", - "hipp ie", - "atta chment", - "@ /", - "se w", - "flan agan", - "âĿĹ ï¸ı", - "supre mac", - "stl cards", - "si as", - "q u", - "rh ys", - "ste ep", - "val leys", - "v w", - "pav ing", - "disp at", - "al ison", - "por te", - "id u", - "new sc", - "soc ket", - "mo s", - "co star", - "re vo", - "prote ins", - "stanley cup", - "m cal", - "ear ring", - "se cs", - "mc lean", - "cap ric", - "nick elo", - "ad en", - "v c", - "shou se", - "adap tive", - "maxi mize", - "entertain er", - "pro se", - "gri ffi", - "six teen", - "lam ar", - "mi rage", - "saudi arabia", - "awe ather", - "ru st", - "in filtr", - "fashion week", - "ðŁĺĬðŁĺĬ ðŁĺĬ", - "selec tive", - "bubb le", - "a den", - "fen nel", - "deci sive", - "m ta", - "mock ing", - "mb les", - "st amp", - "mu le", - "bernar do", - "gr in", - "po tt", - "j ingle", - "vet tel", - "colom bian", - "cam o", - "motivation monday", - "ba han", - "p ly", - "dh ary", - "k ami", - "x men", - "sleep er", - "gar a", - "my sti", - "confi dential", - "conflic ts", - "p neu", - "ce s", - "insur tech", - "clean se", - "me rely", - "va is", - "tu x", - "the great", - "shar on", - "ma j", - "hol a", - "eco systems", - "aj ay", - "aa j", - "hu sh", - "har mon", - "backto school", - "wiki leaks", - "reflec ted", - "ðŁĺ ĵ", - "commemor ating", - "ac et", - "buck ingham", - "messi ah", - "tu ous", - "hor net", - "to be", - "d q", - "he ine", - "mi g", - "pl ate", - "nichol son", - "sp ie", - "cumber land", - "nor mal", - "pho bia", - "happy halloween", - "city fc", - "mc el", - "gilli an", - "ke to", - "lu de", - "de mise", - "su ga", - "str ate", - "mcgr ath", - "visit scotland", - "foo led", - "cb r", - "gc se", - "col ori", - "po td", - "missuni verse", - "fin ances", - "ma poli", - "for ks", - "Ø ´", - "cann on", - "medic inal", - "ðŁĹ ĵ", - "kh o", - "wre ck", - "pan to", - "bag el", - "gu ll", - "syndic ate", - "ic y", - "pr c", - "ki en", - "zi ka", - "ti sh", - "pe ta", - "c co", - "li za", - "ch ut", - "ex traction", - "el g", - "gl i", - "fu eled", - "pos it", - "respec tively", - "leice ster", - "br ink", - "vulner ability", - "im ported", - "e sha", - "ðŁ¦ ħ", - "r ural", - "re ll", - "gam ing", - "atlan tic", - "aband on", - "no ah", - "re solved", - "pro state", - "aller gic", - "ps d", - "âĺ ¹", - "dun geon", - "fang irl", - "illumin ated", - "m hs", - "white sox", - "d ently", - "ck o", - "endor se", - "over ly", - "dazz ling", - "prior iti", - "night life", - "ut il", - "be have", - "flam en", - "east bound", - "ðŁĴ Ł", - "ilove you", - "gov uk", - "mozam bique", - "alle gi", - "dr i", - "testim onial", - "ath s", - "ì§ Ģ", - "mm y", - "shab by", - "pro secco", - "friend ships", - "cal am", - "dam ages", - "off set", - "jura ssic", - "jun o", - "arre ll", - "ðŁĴ ©", - "interven tions", - "dare devil", - "car ver", - "run away", - "ran e", - "truste es", - "ha ute", - "dep ths", - "ðŁİ Ń", - "me in", - "sacrific es", - "con cier", - "ne sting", - "i zzy", - "me tam", - "ilove my", - "ur ine", - "du lu", - "mal hotra", - "ve ins", - "night ly", - "co at", - "an di", - "he witt", - "lon el", - "ci ble", - "wr ite", - "jen nie", - "sant ac", - "ĸ ï¸ı", - "str ato", - "singapo re", - "sop rano", - "kri sten", - "cheer ful", - "flee twood", - "fa iri", - "m eli", - "wa st", - "tur nt", - "sfor sale", - "sc rolling", - "angel ina", - "ren dition", - "jeric ho", - "nick y", - "or b", - "fla vo", - "patri ot", - "ash eville", - "sick ness", - "re fund", - "aggre ssion", - "b pl", - "ãĥ ĥ", - "elu sive", - "thi story", - "hang er", - "bu ffs", - "vil las", - "at kinson", - "sp h", - "ja it", - "decl ined", - "wo k", - "supre macy", - "oo tball", - "ey ang", - "ðŁİ ĵ", - "s ford", - "ath i", - "consu me", - "road ster", - "e so", - "u pro", - "reci pe", - "au f", - "uc i", - "ar on", - "oo oh", - "cs go", - "re ich", - "mc d", - "min ute", - "ladi es", - "pun k", - "rut gers", - "mee k", - "ariz on", - "ta j", - "land lord", - "de gra", - "autu mn", - "lyn x", - "us f", - "b hi", - "fairy tale", - "dongha e", - "bet sy", - "explo ded", - "chen nai", - "op a", - "pro tag", - "br ant", - "ðŁĵ °:", - "g f", - "pal li", - "ðŁı¼ âĢįâĻĢï¸ı", - "su t", - "ill ini", - "colum nist", - "shir tless", - "de centr", - "sear ched", - "ec or", - "bu ggy", - "s ack", - "ðŁĺĤ ðŁĺŃ", - "de t", - "ther i", - "or naments", - "bring back", - "to v", - "quarter finals", - "ic he", - "con stra", - "gi er", - "buchan an", - "vi x", - "kay aking", - "mu stread", - "swal low", - "mel b", - "sc af", - "op al", - "may oral", - "har at", - "ðŁ¦ ĭ", - "schedu les", - "id f", - "ha gue", - "ro z", - "a ah", - "d mc", - "du plic", - "ca che", - "orph an", - "frac ture", - "rec on", - "ch av", - "bun nies", - "al ain", - "mustaf a", - "ðŁİ Ļ", - "vac ations", - "dynam ite", - "tex ted", - "broad caster", - "ðŁĴ £", - "ste amed", - "rock er", - "di etary", - "luxury travel", - "inaugur ated", - "sa wards", - "vaugh n", - "lincoln shire", - "click ed", - "kra ja", - "f anc", - "remo ves", - "layo ffs", - "mc far", - "bre eds", - "win nie", - "jon ghyun", - "incen tive", - "vari ations", - "pat ton", - "atur day", - "persist ent", - "pr un", - "pi ers", - "dal es", - "æ ĸ", - "breast feeding", - "r ance", - "ta wa", - "Ĥ âĸ", - "mur doch", - "cap tive", - "thi stle", - "nic a", - "commod ity", - "cou ldnt", - "board walk", - "graci ous", - "practiti oners", - "n gc", - "scru m", - "ner o", - "camoufla ge", - "col on", - "he i", - "phys icist", - "saturday morning", - "ten er", - "si won", - "colum ns", - "bru ne", - "y vr", - "ba ir", - "reti res", - "hal am", - "cab er", - "shaz am", - "min u", - "cas cade", - "milk shake", - "gri d", - "d ren", - "vin cent", - "so dium", - "plat ter", - "cheer leader", - "chen ko", - "y ak", - "elimin ated", - "ty po", - "y man", - "re think", - "âĿ Ĺ", - "ts ville", - "bernardo kath", - "ex tr", - "ðŁĺģ ðŁĺģðŁĺģ", - "ta o", - "re per", - "mo ths", - "em powered", - "c iting", - "transpor ted", - "mon ks", - "san at", - "cle ars", - "bachelore tte", - "camp bell", - "racha el", - "har le", - "hand ler", - "climb s", - "inter ference", - "rele ase", - "sh and", - "r bs", - "hr h", - "ãģ ª", - "val le", - "r é", - "sli me", - "w akes", - "chu bby", - "slo an", - "el ves", - "ath en", - "attor neys", - "micro scope", - "ston er", - "sc aling", - "o be", - "c out", - "se man", - "mid week", - "bal sam", - "ðŁĺį âĿ¤", - "ti ful", - "v ish", - "lo tta", - "ri pping", - "re mn", - "ti re", - "le ap", - "ha vent", - "la by", - "hi mach", - "whisp ers", - "we in", - "ðŁİ ¸", - "wild flowers", - "se le", - "u cc", - "li ability", - "az ine", - "sw ings", - "k ya", - "ta ir", - "re main", - "e do", - "flo ps", - "poc ket", - "grand ad", - "exam iner", - "gr is", - "ffe ct", - "ðŁijĬ ðŁı»", - "stud ded", - "heart beat", - "de acon", - "firm ly", - "infec tious", - "ste f", - "out lines", - "le asing", - "cla ws", - "sen se", - "tab s", - "hoo t", - "mo sul", - "spa wn", - "co a", - "hog warts", - "ve in", - "alban ia", - "manu el", - "b ino", - "vaux hall", - "scot land", - "go bucks", - "mat ty", - "phy sio", - "tor ino", - "const able", - "investig ated", - "s lower", - "mistak en", - "bay er", - "wild fires", - "vo ic", - "x on", - "time to", - "chas sis", - "bar ric", - "pi on", - "bald head", - "woo k", - "regi str", - "dra fts", - "b hs", - "li gue", - "l ick", - "staf fordshire", - "baf ta", - "dar ry", - "je anne", - "ven ding", - "cor p", - "⼠³ï¸ı", - "kid dos", - "fen way", - "ca o", - "west bound", - "ðŁĺ Ļ", - "dv r", - "quick er", - "bla h", - "goo die", - "ðŁĴĭ ðŁĴĭ", - "vo x", - "esp er", - "fac ade", - "cor relation", - "red bull", - "rou p", - "decl ining", - "chi ve", - "mc gee", - "tur o", - "in der", - "f eller", - "fu g", - "il ysm", - "mar di", - "peshaw ar", - "ki eran", - "ine ma", - "meat balls", - "pe ck", - "depre ssing", - "sen sing", - "gi z", - "dd ington", - "spring watch", - "ro aming", - "yellow stone", - "horse shoe", - "am man", - "week day", - "ol or", - "ðŁ¥ °", - "boo sts", - "spr int", - "scar ves", - "je e", - "bee tro", - "cl an", - "all the", - "ìĦ ¸ë", - "enlighten ment", - "ado be", - "re generation", - "? @", - "cont ag", - "yach ts", - "to u", - "mor a", - "en voy", - "r ani", - "go li", - "dhanush kraja", - "wood working", - "streng ths", - "se di", - "disc s", - "ar ina", - "sc on", - "lit e", - "ano ther", - "ðŁ¥ Ĭ", - "ye men", - "gu ern", - "sav vy", - "lo yed", - "biom ed", - "heart break", - "comra des", - "milli e", - "pat ch", - "un f", - "jar vis", - "bl aming", - "commemor ation", - "ge y", - "å ¥", - "cardio vascular", - "alig ned", - "docu ment", - ". ?", - "aesthe tics", - "em u", - "the irs", - "le h", - "ps ic", - "si f", - "pl ateau", - "ex pend", - "domin ating", - "rob es", - "mauriti us", - "excep tionally", - "hom er", - "discover ies", - "bra un", - "ten nant", - "insul in", - "ðŁİ ®", - "car bs", - "te as", - "? !\"", - "zi e", - "franco is", - "brow sing", - "th ol", - "cla rence", - "hel per", - "ob tained", - "cas sie", - "le es", - "! ,", - "pome gran", - "hu bs", - "presti ge", - "] [", - "mach er", - "bott led", - "pun ch", - "pi pe", - "o ch", - "gall ons", - "deliver ies", - "u ra", - "un day", - "mon de", - "depic ts", - "re gency", - "outra geous", - "khal ed", - "car o", - "he arti", - "za g", - "develop mental", - "over coming", - "stati stical", - "flavo red", - "for ds", - "cre atives", - "lau rence", - "di as", - "sun screen", - "in ked", - "pre acher", - "n ul", - "impac ting", - "auti stic", - "âļ Ķï¸ı", - "o ss", - "pel icans", - "cele ste", - "v b", - "ru mp", - "mc gra", - "fair fax", - "hu mor", - "bbc news", - "row ling", - "cal der", - "seam less", - "ag ne", - "p ti", - "mix ed", - "t shirts", - "mer ci", - "b tob", - "women instem", - "genealo gy", - "pre ven", - "l our", - "cra dle", - "gi use", - "Ð ¾", - "chron o", - "fair ness", - "chocol ate", - "tor y", - "as da", - "pre scott", - "stret ched", - "al man", - "u il", - "re charge", - "in tre", - "ob st", - "hosp ital", - "hay ward", - "teneri fe", - "fried man", - "vap ing", - "confe ssions", - "ye ah", - "bal li", - "luck now", - "cor pse", - "sculp tor", - "amp ton", - "t pp", - "indic ates", - "sur plus", - "tru man", - "ðĿ Ļ", - "sin ha", - "in vo", - "sovere ign", - "ke v", - "establi shing", - "engra ved", - "assu ming", - "ðŁı ģ", - "sou za", - "fab i", - "ton ed", - "oun ge", - "del oit", - "dow ney", - "no ble", - "om or", - "car tridge", - "ðŁı IJ", - "u hur", - "hol loway", - "succe sses", - "r sa", - "âĦ ¢", - "ma zz", - "tw d", - "disc ourse", - ". <", - "y at", - "satis fy", - "com pri", - "ठ¹", - "graph ite", - "disser tation", - "ar ter", - "í Ķ", - "b ally", - "zom bi", - "ly ons", - "a ic", - "u bc", - "pra da", - "e il", - "da x", - "cla i", - "grand daughter", - "extravag anza", - "chall enge", - "ðŁ¤ ŀ", - "po ver", - "primar ily", - "dad dy", - "man a", - "bi kers", - "inqui ries", - "da un", - "fel ine", - "gener ative", - "he f", - "benef iting", - "lind sey", - "pol ka", - "demonstr ated", - "al le", - "rand y", - "o su", - "low key", - "weir dest", - "red bull", - "our y", - "n ous", - "wood stock", - "cre denti", - "nic er", - "g ado", - "aly ss", - "ap h", - "prepa redness", - "station ary", - "incorpor ated", - "dy er", - "sarato ga", - "cele sti", - ": \"", - "antibio tics", - "or gs", - "inde fin", - "ap ron", - "и Ð", - "fif teen", - "no f", - "ðŁĶ Ŀ", - "ph x", - "te ga", - "m z", - "organiz ational", - "on air", - "band ung", - "pleas ures", - "mor i", - "secre tari", - "rac coon", - "ca shi", - "pil ates", - "k on", - "geof frey", - "la o", - "kam p", - "depart ments", - "back packing", - "an am", - "à «", - "crack down", - "aun ty", - "on do", - "li zzie", - "ph ers", - "cu n", - "ðŁĩ ±", - "k pop", - "pu t", - "inten tional", - "connol ly", - "bar clays", - "hs fb", - "swin don", - "u ku", - "s ally", - "a int", - "âľ ħ", - "pen ang", - "up lifting", - "epile psy", - "inter ro", - "bun gal", - "go ku", - "blue berries", - "ठ¦", - "u ssia", - "sil ky", - "mou red", - "i stic", - "bri efs", - "me ats", - "go b", - "ch aser", - "state wide", - "pra sad", - "gl itch", - "ar in", - "ban ff", - "memb er", - "ðŁĺŃ âĿ¤ï¸ı", - "lo ving", - "hall a", - "ภ¡", - "smo kers", - "yak u", - "scicom m", - "physi o", - "sw ol", - "lem ons", - "gel ato", - "ch ool", - "capit als", - "ki stan", - "ti ghts", - "spi kes", - "trav ellers", - "ik lan", - "commissi oning", - "ar ine", - "emabiggest fans", - "empha sis", - "front line", - "pad dock", - "destruc tive", - "ba ha", - "l inger", - "je wish", - "shet land", - "mc gin", - "mon key", - "ko z", - "s one", - "raj ini", - "te h", - "y en", - "c vs", - "masqu er", - "gir ly", - "we sle", - "was nt", - "bro dy", - "termin ator", - "gil le", - "mag gi", - "bir die", - "jeopar dy", - "cu bic", - "vm ware", - "intric ate", - "an up", - "to pia", - "east on", - "sab res", - "investig ates", - "bu sting", - "bil ingual", - "valent ino", - "in format", - "fer re", - "advent ur", - "hydr ate", - "for sy", - "az iz", - "san to", - "e de", - "whist ler", - "continu ously", - "d ham", - "un used", - "ji had", - "addic tive", - "vi dy", - "do b", - "i do", - "fi ed", - "ni versary", - "n one", - "fu er", - "ðŁĺį ðŁĺĺ", - "coven ant", - "prin table", - "immac ulate", - "o em", - "cl t", - "serv ants", - "consu med", - "un released", - "sc um", - "pack aged", - "me re", - "ìĦ¸ë ¸", - "to by", - "ta f", - "spo ons", - "me al", - "f ball", - "fair field", - "jan et", - "silver stone", - "dart mouth", - "follow me", - "voy ager", - "kom bat", - "anni ver", - "ene w", - "mag dal", - "ho ve", - "sa th", - "grizz ly", - "car di", - "gart ner", - "sand y", - "kan ye", - "post ure", - "po ign", - "im pulse", - "radio logy", - "horiz ons", - "si am", - "aish war", - "= =>", - "no che", - "tr is", - "el yn", - "com me", - "du i", - "ce c", - "councill ors", - "cudd ling", - "creep ing", - "loc ke", - "manag es", - "trans ferred", - "ne cks", - "di er", - "dan o", - "v ick", - "lun ches", - "d he", - "en sures", - "cri ss", - "ul ster", - "bann on", - "cont enders", - "sp am", - "sweet ness", - "med al", - "hon duras", - "arc tic", - "ultra sound", - "in fr", - "disco vers", - "ei ffel", - "ca sters", - "ru ben", - "du st", - "awe ed", - "atri um", - "lest we", - "se ared", - "ðŁĵº :", - "ty ne", - "ex changes", - "little mix", - "l le", - "astron auts", - "hersh ey", - "work day", - "kno b", - "so v", - "re signs", - "today show", - "der man", - "an th", - "af c", - "ta ster", - "sw oo", - "sa eed", - "per ing", - "narrow ly", - "rn li", - "best buy", - "panas onic", - "obst acle", - "farmer s", - "ðŁİ Ļ", - "pa wan", - "ki est", - "ang ers", - "absur d", - "oh my", - "sin o", - "pist achi", - "sp ice", - "giu li", - "prime time", - "ko w", - "k ens", - "ex agger", - "! ?!", - "u ba", - "midd les", - "ju dd", - "e jec", - "slam med", - "pen sions", - "of a", - "re create", - "b hp", - "xx l", - "liver pool", - "thre sh", - "pur ity", - "ni eu", - "hol ics", - "wr ath", - "ra do", - "gli o", - "am ma", - "dile mma", - "cr u", - "lets go", - ".... @", - "âĿ ĵ", - "sugge sting", - "tru mps", - "hor us", - "f v", - "ic om", - "refer ring", - "predic tive", - "tar ts", - "ge tte", - "so ck", - "glo ssy", - "pin ky", - "al ec", - "thy me", - "ou ra", - "thero ad", - "pe tr", - "cr am", - "p fi", - "dv n", - "me ier", - "incen tives", - "tun nels", - "mobi l", - "rec ap", - "extra s", - "upri ght", - "rev amp", - "per severance", - ", -", - "ot p", - "mir ror", - "ar wx", - "ger ry", - "ma her", - "g or", - "hom epage", - "am is", - "ag ra", - "made le", - "best friend", - "sirius xm", - "bun dles", - "admir ing", - "t dsb", - "ðŁį ģ", - "ch as", - "slow ing", - "ro h", - "wall papers", - "âĢ¦ /", - "tek ken", - "gang s", - "tal a", - "lind say", - "shou l", - "line backer", - "tool kit", - "ur anium", - "caly p", - "ab rams", - "mat thi", - "ðŁı ¿", - "hon ourable", - "da yo", - "ver sail", - "tan k", - "st c", - "fr itz", - "spl end", - "pat ag", - "anno yed", - "on day", - "devast ated", - "chattanoo ga", - "national ism", - "mas sey", - "jen n", - "tail or", - "dev gn", - "org ans", - "zu cchini", - "on fox", - "sat ire", - "wex ford", - "dis grace", - "no to", - "vol ta", - "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ıâĿ¤ï¸ı", - "à ¶", - "home owners", - "poin ter", - "m cr", - "au sten", - "day sto", - "mo ons", - "pal ma", - "gra zing", - "e so", - "influen cers", - "shahid kapoor", - "compli ant", - "measure ments", - "develop s", - "y d", - "par l", - "p vt", - "rand olph", - "tor tured", - "ger ald", - "eli as", - "deepi kap", - "war mup", - "hick ory", - "g ap", - "co ffin", - "am our", - "re neg", - "moun ting", - "seven s", - "ig le", - "hi er", - "dec ad", - "tri ght", - "esc apes", - "wer ner", - "t fl", - "ful filled", - "ni ger", - "sour dough", - "re aper", - "choo ses", - "spin ner", - "week nd", - "fil tered", - "sh uk", - "kat i", - "old ham", - "open source", - "kh anna", - "at elier", - "conne c", - "opho bic", - "gla s", - "complic ations", - "ar son", - "counc ils", - "sm ol", - "as sy", - "lur king", - "ling ui", - "han ks", - "e in", - "Ù ħ", - "ru gs", - "n guyen", - "nou veau", - "men ace", - "le v", - "alad din", - "ru ining", - "round about", - "k m", - "con or", - "shoo ps", - "may day", - "traum atic", - "prab has", - "ka iser", - "k ita", - "rou ter", - "pe dro", - "re tar", - "stun ner", - "spani sh", - "distur bed", - "acade my", - "e learning", - "wit ty", - "sen g", - "fer al", - "av y", - "sta b", - "ke aton", - "ur du", - "ko to", - "hu i", - "coo ke", - "ari an", - "the personal", - "u ma", - "se ap", - "a sting", - "rhetor ic", - "hand writing", - "munici pality", - "consor tium", - "ðŁIJ Ł", - "glasgo w", - "ra ya", - "eli za", - "polym er", - "bro th", - "prac ti", - "correspon dent", - "addic ts", - "gay le", - "ail ing", - "o fe", - "p li", - "hear tw", - "st itch", - "sight ings", - "prie sts", - "sam o", - "slo th", - "good wood", - "roc co", - "sab c", - "summ it", - "l ace", - "pres ley", - "itt en", - "cin cy", - "thepersonal network", - "s week", - "pe gas", - "af con", - "regi stry", - "ci m", - "le th", - "dic ap", - "cand ice", - "flu ent", - "sm ack", - "pede stri", - "al oud", - "car ac", - "priyan kach", - "p gh", - "ir ons", - "dol ce", - "lat via", - "dece ased", - "thero ck", - "cla p", - "cen e", - "fo am", - "morris sey", - "gre t", - "essenti ally", - "com cast", - "be agle", - "argu es", - "ing ed", - "- âĢ¦", - "sa g", - "ha san", - "ðŁĻ Ĩ", - "ðŁį °", - "nh ra", - "kann ada", - "indic ators", - "on er", - "bri xton", - "at as", - "screen play", - "sor ority", - "sha heed", - "he em", - "class mates", - "tain ment", - "es i", - "breast cancer", - "zucker berg", - "aur or", - "en cia", - "ref ers", - "kae per", - "vor tex", - "com part", - "lym ph", - "photograph ing", - "ste ff", - "rest ling", - "par sley", - "mom ento", - "th man", - "lac king", - "du tt", - "ocu lus", - "fin o", - "fren zy", - "ra sc", - "der n", - "dis missed", - "noo k", - "met gala", - "sh ill", - "rapha el", - "maver icks", - "exhib its", - "eag erly", - "c pa", - "amen ities", - ". âłĢ", - "exo dus", - "ern st", - "lit a", - "deal t", - "womens march", - "i ain", - "score board", - "campe ones", - "c en", - "ti ki", - "garri son", - "fidel ity", - "bra g", - "road map", - "psy chop", - "lo e", - "ble u", - "ðŁijĬ ðŁı¼", - "sau vi", - "spr inger", - "temp tation", - "ru dolph", - "ac ura", - "wic z", - "parach ute", - "stro l", - "len ny", - "zi k", - "dom s", - "nb af", - "al pac", - "vivi an", - "ro ve", - "pre et", - "perpe tu", - "sna ke", - "air soft", - "infl atable", - "prin ces", - "ati e", - "ffe y", - "pati ent", - "m ire", - "chel le", - "sl ack", - "groo vy", - "# :", - "up loading", - "!!!!!!!! !!!!!!!!", - "siem ens", - "provi sion", - "v fx", - "need y", - "f ats", - "to poli", - "bhu tto", - "sa thletics", - "alu ms", - "t winning", - "south western", - "adop ting", - "last night", - "man ne", - "la ga", - "tw ell", - "ac ia", - "-- --", - "eye wear", - "hur ley", - "fle e", - "sa ch", - "pe cker", - "cost ly", - "is k", - "cr ates", - "polic y", - "ero sion", - "in go", - "wer k", - "ðŁIJ į", - "torto ise", - "therap ies", - "inter net", - "chihuahu a", - "ri ps", - "fre i", - "ed or", - "tai ji", - "t fc", - "do d", - "demp sey", - "christ in", - "chen g", - "hi ps", - "gra eme", - "com passionate", - "cavali ers", - "histor ic", - "soul ful", - "crimin al", - "ja c", - "vin ci", - "expi red", - "sur at", - "turi smo", - "k ona", - "se aweed", - "ber ts", - "le ica", - "expre ssing", - "a al", - "wor t", - "break fast", - "her ring", - "am used", - "rhu barb", - "mar tian", - "cospla yer", - "y ash", - "stri al", - "ra ul", - "refer ral", - "dw ts", - "j w", - "ad ler", - "cur tains", - "gu r", - "val ence", - "tyr one", - "sw fc", - "coach ed", - "re born", - "diabe tic", - "cho ke", - "nor folk", - "investig ative", - "ðŁĴ¯ ðŁĴ¯", - "z id", - "v mas", - "phi e", - "objec tives", - "âľ ĭ", - "over due", - "di vers", - "mat su", - "ðŁİŁ ï¸ı", - "casu alties", - "ภ§", - "al k", - "stand ardi", - "re alist", - "arti facts", - "pand or", - "ke x", - "in vin", - "( !)", - "ine y", - "par aly", - "mr t", - "fay e", - "the voice", - "on ga", - "de ed", - "skin ner", - "az wx", - "speci men", - "priyankach opra", - "nu evo", - "bar kley", - "toulou se", - "resu mes", - "football ers", - "cit i", - "fe tch", - "è re", - "lestwe forget", - "ðŁĻ ĭ", - "ch unk", - "dri fting", - "manipul ation", - "equ als", - "pu tt", - "ky ungsoo", - "âĿ¤ï¸ı #", - "ela stic", - "par ano", - "fo y", - "do ping", - "cin cy", - "ss ler", - "interrup ted", - "al ay", - "ado res", - "ame thy", - "con voy", - "ãĢ ı", - "Ĭ ãģ", - "black list", - "gener als", - "sa chin", - "bru shed", - "oun ces", - "non stop", - "illi ams", - "bt sarmy", - "u av", - "ru ff", - "bur ma", - "bi k", - "defen ce", - "schul tz", - "bo asts", - "lonel iness", - "go re", - "trans forms", - "alum na", - "@ @", - "ra ppers", - "ne hru", - "car o", - "himalay an", - "wearab les", - "ge h", - "pepper mint", - "re development", - "flam ingo", - "cos by", - "big baldhead", - "ag ri", - "bare foot", - "sco pes", - "re gram", - "gh ana", - "ðŁİ «", - "i heart", - "sa die", - "carri e", - "microbi al", - "ku ala", - "sk ater", - "quer que", - "âĻ ©", - "gen res", - "reas oning", - "ch ased", - "as o", - "sli pped", - "en can", - "vam os", - "ker s", - "ad verse", - "mo il", - "commod ities", - "with you", - "sil ent", - "hy pe", - "an de", - "am ination", - "whi spe", - "lit z", - "âļ½ï¸ı âļ½ï¸ı", - "ri ff", - "pp y", - "lam bs", - "gan esh", - "ab sent", - "regu lator", - "marse ille", - "en roll", - "par cel", - "wa p", - "by rd", - "ðŁĩ Ń", - "tu ber", - "country music", - "par l", - "contro llers", - "responsi bilities", - "we y", - "ch ate", - "montene gro", - "chic o", - "mil an", - "l ms", - "tra inees", - "appropri ately", - "un certain", - "popp ies", - "ed sheeran", - "nutr itious", - "gar o", - "deut sch", - "awe some", - "ãĥ ¼", - "comfor tably", - "land marks", - "et i", - "re usable", - "daniel le", - "ro sal", - "co les", - "just ic", - "c cs", - "f anny", - "ni m", - "mc u", - "clin ch", - "at ene", - "mer ge", - "im db", - "ang lo", - "uc cino", - "pan ini", - "an not", - "bur berry", - "feat ure", - "predic ting", - "fashioni sta", - "s ask", - "imag inary", - "mm o", - "south sudan", - "spe ar", - "hu bble", - "jo inthe", - "coyo tes", - "sli go", - "ko dak", - "sit com", - "polaro id", - "roo ted", - "corru p", - "ðŁĻĮ ðŁĻĮ", - "bris ban", - "at z", - "ah l", - "re my", - "tal ent", - "aval on", - "ra da", - "pau line", - "locom otive", - "go ons", - "ne mo", - "maser ati", - "ic u", - "stu tt", - "histor ically", - "sm b", - "pres by", - "avo id", - "so oners", - "rhine stone", - "w ad", - "ri sing", - "tro t", - "mo des", - "reg ent", - "optimi ze", - "re ece", - "sm u", - "ver ti", - "newyork city", - "cor tez", - "ra c", - "in case", - "sin c", - "fiel ding", - "e tta", - "tiff any", - "al monds", - "sad dle", - "k rat", - "mat ter", - "g low", - "star ving", - "gl o", - "cra ppy", - "sl ur", - "st d", - "monit ors", - "recei pt", - "maymay entrata", - "mc il", - "un is", - "rain bows", - "cal dwell", - "pacqui ao", - "j op", - "a fe", - "hoo k", - "es sen", - "wiz ard", - "medi an", - "fla ws", - "com s", - "âĿ Ħ", - "ing h", - "ha ynes", - "anton io", - "tem plates", - "ou ter", - "na w", - "cardi gan", - "bel grade", - "ðŁĴ ī", - "hom o", - "a ise", - "ro pes", - "no ve", - "what you", - "tri gge", - "concep tion", - "ad ukone", - "na di", - "fri ars", - "sw er", - "adju sted", - "hot line", - "san ity", - "kau r", - "down loading", - "c gi", - "ten or", - "eth nic", - "app alach", - "ภ¸", - "pa g", - "gol ds", - "on set", - "investig ator", - "car tel", - "peace fully", - "jarre tt", - "cat alan", - "poli o", - "n um", - "fru stration", - "dhar ma", - "my life", - "âľĮ ðŁı»", - "aber deen", - "mu sa", - "bin der", - "spark ly", - "fle eing", - "instin ct", - "co ping", - "domin ance", - "ill ers", - "er a", - "u conn", - "lo oms", - "living ston", - "gal i", - "he s", - "c ma", - "bel a", - "se ley", - "mon k", - "la ch", - "mar x", - " ´", - "m erica", - "woman in", - "es sex", - "ra ina", - "jim i", - "nep tune", - "z ack", - "chine se", - "mart ins", - "chand elier", - "her n", - "with us", - "ear l", - "asph alt", - "modu les", - "st p", - "ul la", - "psychi atric", - "mile age", - "captiv ating", - "si der", - "men to", - "mor t", - "tran ce", - "tal bot", - "ab by", - "ì ĥ", - "âľĮ ðŁı¼", - "j ak", - "daw n", - "turn up", - "scre wed", - "fe ds", - "blue print", - "ðŁĴĸ ðŁĴĸ", - "har sh", - "er os", - "insom nia", - "ban kers", - "ta emin", - "mis conduct", - "hu mber", - "gi di", - "edu ardo", - "con a", - "musc ular", - "consu ming", - "ra sh", - "don nie", - "di pped", - "col lie", - "samu el", - "melt down", - "ðŁĺįðŁĺį ðŁĺį", - "me z", - "exam ining", - "schwar tz", - "pri stine", - "ðŁIJ Ŀ", - "ve it", - "ful filling", - "an esthe", - "gue sses", - "dra ft", - "som me", - "soli d", - "pati onal", - "ho ped", - "evolu tionary", - "all er", - "enter tained", - "sli ps", - "lud wig", - "conclu des", - "sen sible", - "bon net", - "cra ze", - "tra s", - "haz ards", - "const antine", - "ed ics", - "star trek", - "to c", - "occu pational", - "in cheon", - "deepikap adukone", - "pizz as", - "new comer", - "de part", - "oppre ssion", - "ebon y", - "foss ils", - "tro jan", - "el en", - "ste aks", - "k hou", - "positi oning", - "ug by", - "red cross", - "ak h", - "dol ce", - "us mnt", - "pp en", - "dil ig", - "ma vs", - "call er", - "cost ello", - "⼠Ħ", - "dy n", - "thing s", - "rhin os", - "a xi", - "sar kar", - "con vocation", - "att ers", - "ss ss", - "fun gus", - "eu gen", - "russ o", - "squ at", - "w sb", - "eli on", - "william sburg", - "s off", - "defici ency", - "be arer", - "o kin", - "key stone", - "t wain", - "cal ming", - "break able", - "wa res", - "horser acing", - "com bs", - "bun ting", - "u it", - "t land", - "ðŁĴĻðŁĴĻ ðŁĴĻ", - "ga stron", - "sab ot", - "ick ers", - "commissi oners", - "sen ate", - "ii ot", - "ath ena", - "nit rogen", - "an tony", - "ero tic", - "di alo", - "mis sou", - "hypo cr", - "âľ Ī", - "kaeper nick", - "can v", - "d roo", - "clevel and", - "o sh", - "mon sta", - "stefan o", - "^ )", - "sh ul", - "po ison", - "ha e", - "commerci als", - "ma ul", - "nit ro", - "co worker", - "alo e", - "vap or", - "t ents", - "russi an", - "qu id", - "question able", - "mid get", - "po ker", - "girl friends", - "sin the", - "erit rea", - "ten ure", - "depos its", - "buc keyes", - "spot ter", - "theod ore", - "trin ity", - "joaqu in", - "u cci", - "follow the", - "caf c", - "mp a", - "ðŁIJ »", - "plo tting", - "dom ino", - "ta ek", - "sion ally", - "dicap rio", - "pa p", - "car mel", - "ig er", - "bt cc", - "beth le", - "www bigbaldhead", - "foo die", - "bagh dad", - "mason ry", - "off ended", - "à ·", - "ภģ", - "sc ro", - "vers es", - "ori ent", - "ar ches", - "pi yu", - "know your", - "gre e", - "ta kers", - "gu ard", - "dish on", - "bucket list", - "bha fc", - "war dly", - "ðŁİīðŁİ Ĭ", - "leigh ton", - "pe w", - "stra y", - "assaul ted", - "in hal", - "ly fe", - "amar keting", - "l x", - "kat z", - "ubun tu", - "me o", - "carto onist", - "turno ver", - "mi z", - "dis like", - "mul len", - "mo f", - "bl and", - "hi des", - "emer ges", - "chori zo", - "truste e", - "ma hog", - "lan sing", - "paralym pic", - "fa int", - "fa una", - "ch al", - "sn ar", - "cat h", - "bent on", - "cast illo", - "sli ppery", - "apric ot", - "oec d", - "bar o", - "l z", - "he ming", - "clow ns", - "co workers", - "peru vian", - "commu ters", - "y ell", - "ðŁļ ´", - "under ing", - "v j", - "tt p", - "fli pk", - "w ana", - "soc ent", - "Ĥâĸ Ĥâĸ", - "ठĤ", - "oo sa", - "jag ger", - "di sm", - "e less", - "d ham", - "cali f", - "a official", - "ec lip", - "harro gate", - "gra pp", - "com rade", - "n tr", - "concentr ate", - "thi ghs", - "bit coin", - "bel arus", - "ë ĵ", - "end uring", - "now watching", - "industri al", - "pi p", - "ar on", - "ar at", - " ®", - "whit by", - "oooo ooo", - "sa ree", - "tic als", - "mis leading", - "yo on", - "year s", - "sle igh", - "roman ian", - "sciss ors", - "vam pires", - "ac up", - "ab ba", - "th weeksary", - "cent ri", - "fl ye", - "u o", - "c bi", - "bu ena", - "sin d", - "mar ino", - "bur r", - "re building", - "ठ²", - "anniver saire", - "ac ca", - "ðŁĴĢ ðŁĴĢ", - "gett ing", - "tu lips", - "wolf pack", - "âľį ï¸ı", - "more than", - "ta kin", - "ðŁ¤ĺ ðŁı»", - "u be", - "mon ic", - "dou bts", - "mo wer", - "co balt", - "don ne", - "specul ation", - "argu ably", - "kak u", - "htt ps", - "prosecu tion", - "din ah", - "stam atic", - "disclo sed", - "bever ly", - "fl wx", - "cra bs", - "extraordin aire", - "war mest", - "imper i", - "o logists", - "trac es", - "par c", - "lake side", - "am r", - "ter i", - "hour ly", - "domin ation", - "ar row", - "shrews bury", - "ance stry", - "wr angler", - "trigge red", - "pen sac", - "roo ster", - "survi ves", - "a on", - "bo ko", - "val or", - "love is", - "la g", - "pe y", - "fo cal", - "out laws", - "bl anc", - "artic ho", - "wit s", - "marsh all", - "die go", - "support small", - "u ca", - "sa h", - "je et", - "syn ago", - "gover ning", - "ðŁĴ ¬", - "sal ads", - "cre ate", - "miri am", - "cen sored", - "ami de", - "no u", - "z eta", - "allegi ance", - "* )", - "bl m", - "ric an", - "pa stors", - "oly mpus", - "blo c", - "whir l", - "star ry", - "pr one", - "y k", - "p ne", - "congratul ating", - "be v", - "so ber", - "love island", - "sa ir", - "an ing", - "tutor ials", - "q e", - "lun d", - "in ist", - "cle ver", - "taxpay er", - "ali z", - "wren ch", - "dd ling", - "cap ri", - "h pa", - "ðŁı» âĢįâĻĤï¸ı", - "na j", - "o j", - "futuri stic", - "jelly fish", - "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥", - "cel ery", - "plan k", - "fil a", - "ne me", - "un healthy", - "lec tions", - "ðŁ§ ¡", - "rit chie", - "n ws", - "mi kha", - "wonder woman", - "âĢ İ", - "hip stamatic", - "ka g", - "ðŁĴľðŁĴľ ðŁĴľ", - "poul try", - "mo w", - "wor ds", - "lo ff", - "ðŁ¤£ ðŁ¤£", - "relat able", - "re mixes", - "keny atta", - "ke m", - "re signed", - "fo d", - "stra igh", - "j lo", - "hu tch", - "box ers", - "colle en", - "mag s", - "instruc tional", - "ko l", - "attrac ts", - "pra g", - "account ant", - "go ggles", - "br u", - "th ole", - "mar row", - "leu ke", - "oc to", - "pon ds", - "bubb ly", - "he ist", - "ìĹ ij", - "im p", - "a har", - "ha unt", - "hall mark", - "psy ch", - "kkkk kkkk", - "col umb", - "jump suit", - "cost co", - "si delines", - "ag gies", - "over turned", - "ni b", - "key chain", - "fu k", - "f af", - "mi am", - "assist ants", - "cy cled", - "ri der", - "dam mit", - "red wings", - "mag es", - "kin s", - "ì Ĥ", - "ho d", - "son t", - "carol ine", - "\" '", - "cu le", - "bra id", - "fel ony", - "ar ities", - "ruther ford", - "depic tion", - "isab elle", - "ro ach", - "k day", - "fifth harmony", - "em y", - "li gam", - "bari sta", - "albu querque", - "gro ss", - "ðŁį º", - "oo ks", - "ðŁij ¼", - "dun can", - "try in", - "jag s", - "g ould", - "li tho", - "âģ £", - "а Ð", - "sam my", - "tun g", - "cas ser", - "apo lo", - "aaaa a", - "man g", - "as ics", - "sh en", - "p ye", - "tur bul", - "ss p", - "saint sfc", - "on lin", - "n anny", - "he ster", - "do z", - "ภĶ", - "th read", - "ren ts", - "kh and", - "ðŁĴª ðŁı½", - "un conditional", - "rob son", - "car re", - "ph on", - "sacrific ed", - " £", - "auto s", - "par ker", - "oc a", - "log in", - "kee gan", - "hard cover", - "dough nuts", - "ðŁĮ İ", - "spit fire", - "refresh ments", - "saskat oon", - "commod ore", - "j f", - "rub ber", - "halam adrid", - "child care", - "stra da", - "io m", - "ri k", - "dak ar", - "ther mom", - "cro pped", - "gar u", - "ali k", - "ven i", - "i ft", - "si ka", - "ritu als", - "z ul", - "e ch", - " ©", - "su dan", - "l land", - "i me", - "do cker", - "ì ¤", - "fe ared", - "fa o", - "wal ter", - "no g", - "mutu als", - "l h", - "ali gn", - "mon ia", - "concep tart", - "ðŁĻı ðŁı¼", - "sco e", - "compet ence", - "sw ine", - "ly me", - "laun ch", - "green er", - "abstract art", - "inqu is", - "gran ada", - "ga elic", - "flu ff", - "d backs", - "grave yard", - "ba be", - "acade mic", - "adventur ous", - "joh ann", - "~ !", - "bi bi", - "| #", - "pl ings", - "gett y", - "as b", - "âĿ¤ï¸ı @", - "staf f", - "religi ons", - "bang or", - "world bookday", - "me gh", - "de vin", - "ash ore", - "meri dian", - "gi thub", - "qui z", - "all stars", - "be stest", - "ir resi", - "ack er", - "do te", - "war rington", - "pol ly", - "newor leans", - "cr ou", - "wi gs", - "che y", - "smithson ian", - "la sag", - "de tour", - "bor is", - "stra ps", - "mari ah", - "inten tionally", - "ko h", - "ðŁį ¸", - "ssi an", - "mar issa", - "cor al", - "episcop al", - "casu alty", - "tom o", - "supply chain", - "sam p", - "on go", - "ro o", - "cavi ar", - "p fw", - "clau dio", - "buff alo", - "s ations", - "mat ty", - "snap back", - "l ds", - "al arms", - "mat te", - "âĺ Ķï¸ı", - "conditi oner", - "d ors", - "he x", - "fi zz", - "a stri", - "sus sex", - "secur ity", - "qa eda", - "all star", - "cocac ola", - "as one", - "cl icks", - "sc ans", - "mu te", - "he avier", - "ðŁİ §", - "âĺ ŀ", - "lv l", - "book boost", - "youtu be", - "fla shes", - "f jor", - "c su", - "explo de", - "do dge", - "cair n", - "gonz ales", - "th ill", - "pel le", - "hart ley", - "renew able", - "re tin", - "e stre", - "costar ica", - "shipy ard", - "nc fc", - "pri ya", - "a ghan", - "an ath", - "plu gin", - "co rey", - "re bound", - "or u", - "kat rin", - "hor mone", - "gi m", - "mahin dra", - "s sus", - "park land", - "har per", - "fanta stic", - "infer no", - "ep ilo", - "wrest ling", - "fe ct", - "c it", - "ac oun", - "to ssed", - "monu mental", - "char tered", - "bu st", - "pe tra", - "âĮ ļ", - "wildflower hour", - "sweat ers", - "* .", - "bl er", - "ate ch", - "go wan", - "demo graphic", - "bra l", - "suici de", - "renov ations", - "vu el", - "sin ister", - "ar mani", - "miso gy", - "ph arrell", - "nap s", - "un iting", - "crusad ers", - "cor gi", - "insu red", - "than i", - "no or", - "g q", - "d ada", - "bicy cles", - "snu ggle", - "sch an", - "ten berg", - "ss al", - "fe mme", - "bo il", - "½ ï¸ı", - "re ap", - "occur ring", - "hus sein", - "divi d", - "sto ke", - "sh alom", - "na ia", - "o lic", - "frustr ating", - "Ù ĩ", - "ig s", - "gro ver", - "scen arios", - "n ds", - "bru tality", - "med alli", - "bu on", - "sas s", - "skate boarding", - "ony x", - "lor ry", - "ny u", - "gau tam", - "mm ings", - "gu g", - "end i", - "lo thian", - "comm ando", - "chal k", - "ph ora", - "asse ssing", - "ti gh", - "crun chy", - "ad ay", - "is l", - "ci ara", - "pilgri ms", - "kam al", - "p to", - "brit anni", - "t ani", - "sm c", - "l ure", - "app store", - "ab y", - "golf ing", - "cl c", - "fa u", - "an as", - "shu tting", - "regul ated", - "carn age", - "scow boys", - "all enge", - "c ma", - "humbold t", - "rel le", - "ku mb", - "her i", - "refin ery", - "sound check", - "d wayne", - "bos nia", - "i sp", - "the alth", - "anni v", - "relev ance", - "my a", - "bag gage", - "dre ad", - "s bc", - "th ed", - "bu h", - "hi jab", - "lo id", - "ke w", - "c te", - "respec t", - "lovel ies", - "cu bes", - "celebr ate", - "dir t", - "sav ers", - "_ ,", - "gar ment", - "pulit zer", - "mas jid", - "beat port", - "al arts", - "encry ption", - "s ner", - "ple ads", - "found ry", - "sym metry", - "ru mi", - "birth place", - "scallo ps", - "supp le", - "pivo tal", - "t ati", - "no de", - "so d", - "pro xim", - "tr ics", - "col dest", - "bren t", - "mand u", - "cla ir", - "e ach", - "and alu", - "hi ddleston", - "ðŁIJ º", - "mel ts", - "v ance", - "pin n", - "se ments", - "scre ened", - "sa chs", - "o bl", - "ic ha", - "âĺĺ ï¸ı", - "school ers", - "heal ed", - "lo gged", - "ðŁ¤ĺ ðŁı¼", - "ic us", - "bore dom", - "b ish", - "b ffs", - "tal king", - "sure sh", - "hoo kem", - "de on", - "de fl", - "ei leen", - "ðŁį ķ", - "women intech", - "ri sotto", - "rang er", - "adverti se", - "ภģà¸", - "tel ly", - "la go", - "dart moor", - "d ong", - "sk ates", - "lo go", - "un ner", - "mail box", - "ma sala", - "lo oooo", - "amethy st", - "che wing", - "c bb", - "australi ans", - "rc mp", - "game art", - "# ...", - "kor n", - "extre mism", - "fruit ful", - "anci ent", - "pu bg", - "pol ite", - "wh it", - "mur als", - "m gr", - "line man", - "dav ao", - "ste ms", - "ten nis", - "av age", - "tu pac", - "gigan tic", - "hs bc", - "auto biography", - "up the", - "ี à¹Ī", - "re gal", - "fig uring", - "ku l", - "mis sy", - "hoo p", - "gra s", - "for ums", - "back lash", - "abduc ted", - "p nw", - "min ic", - "bu tt", - "bott oms", - "at on", - "ven g", - "ðŁĮ ı", - "del aney", - "prab hu", - "fan club", - "over haul", - "health ye", - "sy no", - "aa f", - "ren amed", - "kim i", - "un cle", - "man city", - "se u", - "qu anti", - "este em", - "um in", - "en zo", - "mel vin", - "under go", - "j har", - "far ah", - "coast ers", - "humph rey", - "mh z", - "children s", - "^ .", - "d hi", - "disrup tive", - "integr ating", - "r nb", - "over sized", - "a ide", - "ne au", - "docu mentation", - "ðŁijĢ ðŁijĢ", - "pal o", - "hear th", - "ri yad", - "pun ctu", - "abc news", - "secu res", - "boy band", - "bir ch", - "ju co", - "tra ff", - "legislat ors", - "bay a", - "ãĤ ¯", - "no ises", - "collec ts", - "s warm", - "k ner", - "bi shops", - "stur geon", - "snapp ing", - "mo l", - "fre aky", - "chair person", - "tro p", - "lyn ch", - "car cin", - "art sy", - "e sto", - "cha i", - "fl ur", - "inv ali", - "sau sages", - "im el", - "j or", - "fun fact", - "wit ter", - "puni shed", - "ac ons", - "h ya", - "re versi", - "em c", - "dif fu", - "z x", - "sp aw", - "cla d", - "d mit", - "hol land", - "fre sco", - "pay roll", - "ab undant", - "stu ffing", - "mor o", - "c ny", - "boy cott", - "wend y", - "ele ven", - "pro voc", - "pil ot", - "tr x", - "be ad", - "climate action", - "ri on", - "assi e", - "ì ĸ", - "o sm", - "islam ic", - "ho ar", - "good reads", - "al ici", - "afterno ons", - "spoke sman", - "jo lie", - "it as", - "masc ara", - "âĻ© âĻ«", - "pre vail", - "beetro ot", - "lu jah", - "k li", - "dod ger", - " »", - "ru le", - "l n", - "scre am", - "ho bart", - "col bert", - "r tc", - "er m", - "pat ro", - "quo ting", - "s live", - "que st", - "non fiction", - "semin ary", - "prosecu tors", - "ve st", - "express way", - "g ge", - "nau tical", - "et f", - "ðŁİīðŁİ Ĭ", - "dur ation", - "cha ired", - "the film", - "fab io", - "she h", - "can o", - "ðŁĴª ðŁı»", - "with draw", - "! :)", - "cor pus", - "phen om", - "yel p", - "la wn", - "ent om", - "snapp er", - "but te", - "pin ball", - "pro xy", - "libr e", - "alle vi", - "n ada", - "gabri el", - "fo wl", - "eure ka", - "daph ne", - "tu nes", - "pun ched", - "wh ore", - "jo g", - "ren tial", - "man ners", - "o pe", - "wh ufc", - "gu th", - "revol t", - "sne aker", - "philharmon ic", - "ho ste", - "sovereign ty", - "ðŁĻıðŁĻı ðŁĻı", - "fish ing", - "sci art", - "fe ta", - "i pp", - "dump ing", - "kel own", - "gir i", - "dig its", - "sal u", - "san jay", - "twee ters", - "sp as", - "col chester", - "sc ab", - "ma dd", - "๠Ħà¸", - "Ä ĩ", - "ged don", - "march for", - "do p", - "maure en", - "un plugged", - "di do", - "fashion blogger", - "up a", - "mex ic", - "tar y", - "pol ye", - "jame son", - "v t", - "grin der", - "mad dy", - "consult ancy", - "¬ ë", - "leagueof legends", - "ac cents", - "um ni", - "jane iro", - "tu ss", - "h ens", - "ampli fier", - "to shi", - "pret tier", - "pre vents", - "new town", - "red wood", - "vant age", - "ball ard", - "ar tof", - "a she", - "a sion", - "lac ey", - "ap at", - "gro ve", - "ภĦ", - "rw and", - "real tors", - "tra itor", - "bed ding", - "ö r", - "zi on", - "fla shing", - "cam pan", - "boom er", - "secretari at", - "ab ol", - "liti gation", - "cont amination", - "se dly", - "shred ded", - "in for", - "do herty", - "bench mark", - "ro che", - "skate board", - "sho vel", - "i zz", - "to pper", - "o ster", - "laby rin", - "autu m", - "k ong", - "hum mus", - "vi z", - "tech news", - "kla us", - "am using", - "socialmedi amarketing", - "i des", - "cast ell", - "ste e", - "underestim ate", - "cal ab", - "pa ign", - "b illing", - "unanim ously", - "g mb", - "fly fishing", - "hath away", - "commerci al", - "colour ing", - "skul ls", - "pivo t", - "te p", - "tb c", - "motor way", - "x press", - "construc tive", - "pu k", - "under lying", - "kir sten", - "mani ac", - "cha o", - "se ma", - "chiff on", - "ðŁijĮ ðŁı»", - "ver ona", - "kom o", - "stan doff", - "wi ped", - "c ated", - "bla ir", - "wor kin", - "m sc", - "bethle hem", - "swi pe", - "unexpe c", - "pe es", - "pe tri", - "orig ami", - "ðŁij ħ", - "mex ico", - "flav or", - "ru dd", - "cannab is", - "mar u", - "ri ddle", - "wor shi", - "sil on", - "sch at", - "ap se", - "tang er", - "bi ous", - "e er", - "questi oned", - "o zar", - "dan k", - "angle sey", - "char an", - "bak u", - "compe ten", - "re pri", - "bat ter", - "sa xon", - "cal ves", - "leng ths", - "$ $$", - "âŀ ¡ï¸ı", - "immer sion", - "ga unt", - "car ry", - "cy to", - "b anda", - "shu tt", - "experi ence", - "el gin", - "mous se", - "ta z", - "ê µ", - "in correct", - "en z", - "b ham", - "mor on", - "so ver", - "ar un", - "ti pped", - "la ble", - "de arly", - "bau tista", - "í Ļ", - "mor tal", - "woo p", - "dt la", - "sho cks", - "dav os", - "ðŁĵ Ŀ", - "swim wear", - "her man", - "ðŁijĩ ðŁijĩ", - "z ir", - "neglec ted", - "grac ed", - "campu ses", - "av s", - "ar ora", - "swach hb", - "live pd", - "ac cra", - "enqui ries", - "shoo ters", - "kur t", - "vancou ver", - "brad ley", - "gar da", - "g ü", - "ol la", - "attrac ting", - "up ton", - "ne win", - "lu mia", - "furn ace", - "ev ers", - "e on", - "sw a", - "roo kies", - "a oc", - "v ss", - "bris ket", - "tor ch", - "yo da", - "heart land", - "tac o", - "ph ony", - "food bank", - "ab bey", - "bab ylon", - "u y", - "gre ate", - "expre sses", - "d andy", - "sc apes", - "survi vor", - "ron d", - "e ci", - "ha vin", - "ab el", - "chil dish", - "tor que", - "wav y", - "ur self", - "kanye west", - "year of", - "ale stine", - "o brien", - "al fon", - "sk ag", - "kore an", - "anchor age", - "val eri", - "de w", - "ðŁİ ¨", - "land slide", - "car ole", - "christ en", - "go phers", - "af i", - "priyan ka", - "q q", - "power of", - "it te", - "pc so", - "tw ol", - "pr y", - "intellec tu", - "guer rero", - "pi les", - "wish list", - "w ren", - "time table", - "ë ı", - "prodi gy", - "gibb ons", - ". /", - "ne ur", - "anz ac", - "mur ray", - "vie st", - "pla ster", - "la ir", - "art gallery", - "inter continental", - "g br", - "bell ator", - "nam joon", - "mam mals", - "am el", - "y aw", - "saras ota", - "cam ar", - "bud ding", - "sum mari", - "aco sta", - "la sh", - "ey ou", - "post graduate", - "instruc tors", - "ti g", - "const ant", - "were wolf", - "ic os", - "cla s", - "glen n", - "bud ge", - "ðŁĻ Ĥ", - "er ta", - "sta ins", - "persecu tion", - "cumb ri", - "o ch", - "syner gy", - "hu ang", - "scand in", - "mid terms", - "comment ator", - "regar ded", - "perpe tual", - "bo iling", - "al p", - "lan ge", - "sch le", - "fac eli", - "twee ta", - "ri dden", - "ok toberfest", - "charlotte sville", - "ik lan", - "jo u", - "ch atham", - "b sc", - "ðŁį ¦", - "stra uss", - "mel low", - "xx xx", - "happy hour", - "re actor", - "ww er", - "distr action", - "at orial", - "ðŁĴª ðŁı¼", - "twin peaks", - "fay ette", - "a or", - "ko k", - "bro om", - "sy fy", - "ou se", - "am ag", - "Ø ·", - "ubis oft", - "lu lu", - "hall mark", - "stu art", - "it ya", - "si deline", - "venge ance", - "re lu", - "sex ism", - "boun cing", - "un ites", - "gu stav", - "te ssa", - "stu mp", - "pro clamation", - "ima x", - "divid end", - "col by", - "ðŁį İ", - "play wright", - "un safe", - "co smo", - "ðŁĩ²ðŁĩ ½", - "cup board", - "constitu ents", - "ang lia", - "ram page", - "ðŁĺįðŁĺį ðŁĺįðŁĺįðŁĺį", - "than ked", - "take aways", - "shro ff", - "de bat", - "kh ur", - "conduc ts", - "format s", - "à ©", - "port age", - "graph ers", - "u ten", - "pre m", - "mo ines", - "condem ns", - "s ous", - "l ps", - "f cs", - "deal ership", - "leuke mia", - "bure au", - "ski d", - "guardi ola", - "ca ster", - "thir d", - "avoi ded", - "en cyclo", - "c sr", - "vi xx", - "analy zing", - "she ar", - "dulu th", - "shap iro", - "chan ting", - "stre sses", - "as be", - "mil itia", - "ãĥ ª", - "col lin", - "arsen e", - "sure sh", - "teach ings", - "yi xing", - "sh ill", - "nu des", - "sv u", - "clear water", - "war ped", - "pro life", - "artist son", - "it u", - "versail les", - "galax y", - "ax el", - "spring st", - "cal a", - "hu hu", - "sc u", - "commit ments", - "exe ter", - "poign ant", - "mo tion", - "conserv atory", - "row dy", - "rec alled", - "mu sk", - "emb elli", - "so the", - "âĺ Ģ", - "sto pper", - "sch ild", - "to pe", - "el mo", - "zi el", - "j om", - "barn sley", - "snow den", - "on tour", - "jour ney", - "hills borough", - "par ole", - "w ts", - "mo ving", - "ag ility", - "tiv o", - "ff ers", - "kindle unlimited", - "g wen", - "ann an", - "ah mad", - "tex tured", - "hepat itis", - "dra m", - "insi ders", - "tis sues", - "ãĥ Ħ", - "fc barcelona", - "cr atic", - "na acp", - "pe can", - "f gm", - "custom ize", - "concer t", - "g sm", - "pe g", - "p one", - "justin trudeau", - "super cars", - "happy holidays", - "bu lar", - "ado x", - "lap tops", - "digital health", - "destin ation", - "gradu ally", - "áĥ ¦", - "popp y", - "ss l", - "inhi bit", - "star light", - "of fro", - "glo omy", - "x per", - "hal der", - "im plants", - "le to", - "hass el", - "a as", - "un told", - "en ci", - "liber ia", - "or an", - "con tests", - "il ah", - "sma g", - "sc out", - "mari anne", - "cr yo", - "schedu ling", - "lo s", - "kan e", - "stutt gart", - "ne se", - "law rence", - "da in", - "pho tom", - "car ou", - "ภ£", - "g wy", - "national dogday", - "roa sting", - "band camp", - "kentu cky", - "stret ches", - "ke rel", - "ca she", - "ãĤ ¸", - "sta x", - "tran si", - "dog gie", - "at ric", - "hal le", - "ci vic", - "brow ning", - "lein ster", - "cat day", - "high land", - "joy ous", - "in cumb", - "or lando", - "ro mo", - "col ton", - "del ta", - "car ab", - "ro tc", - "aster oid", - "goose bumps", - "mo logy", - "yo ko", - "an ds", - "tomor rows", - "red carpet", - "sm p", - "ca sio", - "ðŁ¤£ðŁ¤£ ðŁ¤£", - "se au", - "rejec tion", - "rot ating", - "bi partisan", - "th un", - "mat i", - "bon i", - "ol l", - "ener gye", - "do it", - "l j", - "mother hood", - "lou ise", - "neck laces", - "el ite", - "ni x", - "l cs", - "en v", - "gl u", - "le sh", - "cran k", - "su sie", - "m clau", - "so tu", - "crow ley", - "rat ri", - "use d", - "bre ton", - "alfre do", - "ye o", - "travel pics", - "ti pp", - "elli son", - "sax ophone", - "me red", - "heu ghan", - "ta ine", - "f es", - "vi ro", - "suppo sedly", - "i as", - "dige stive", - "y le", - "li zzy", - "wildlife photography", - "bri anna", - "west field", - "ra ined", - "am her", - "ðŁĺĦ ðŁĺĦ", - "distribu te", - "bott om", - "pre serving", - "oil and", - "craf ty", - "de scen", - "col ling", - "shakespeare sunday", - "r wc", - "ang led", - "ci an", - "t ations", - "mon tage", - "me yers", - "france sca", - "ðŁĮ ·", - "wi ggins", - "san ford", - "volunte er", - "car ra", - "bar k", - "vari ed", - "pl in", - "am u", - "kap il", - "rock ers", - "qu ind", - "br ane", - "in mate", - "ent al", - "impro vis", - "michi gan", - "re tweeting", - "progre ssing", - "mercedes benz", - "smo ker", - "physi ology", - "dor ado", - "watt pad", - "h wa", - "sr bachchan", - "w ga", - "vol atility", - "hi re", - "ac ap", - "wn ba", - "hein z", - "stit ches", - "kidnapp ing", - "bur ys", - "lim b", - "f itters", - "thumb nail", - "ton e", - "mir and", - "desi rable", - "ad dison", - "tar an", - "tamil nadu", - "spec tator", - "soci ology", - "amit shah", - "remo tely", - "âĻ ¦", - "ham id", - "r ds", - "g lee", - "smooth ly", - "sch ro", - "er c", - "lali ga", - "he als", - "us f", - "ni shi", - "d hu", - "un il", - "h le", - "tro mb", - "bhu tan", - "pilip inas", - "se ung", - "whit man", - "te y", - "min ce", - "snow boarding", - "re au", - "k ker", - "av o", - "zach ary", - "ran veer", - "ti k", - "gover n", - "qu al", - "beck y", - "anthropo logy", - "att en", - "grocer ies", - "de bit", - "war p", - "sil icon", - "hawa ii", - "ðŁĴ ħ", - "pomegran ate", - "pe er", - "orang es", - "people schoice", - "end ure", - "ðŁĴĽ ðŁĴĽ", - "ãĤ¹ ãĥ", - "ac ial", - "a haha", - "stu k", - "imper ial", - "bl ond", - "pow der", - "kno ts", - "vin ce", - "wood lands", - "den a", - "watch in", - "mat cha", - "ma hat", - "galax ies", - "middles brough", - "k ö", - "stre e", - "resc ues", - "wal do", - "lero y", - "desp ic", - "real ities", - "tm nt", - "ha q", - "un o", - "pe c", - "bolly wood", - "blin ds", - "design thinking", - "he ms", - "and hra", - "ab sen", - "fan s", - "ste ch", - "shire hour", - "bla ine", - "shak ti", - "pu rely", - "ðŁı ı", - "tra fal", - "ke ynes", - "gr ate", - "to bias", - "spon taneous", - "satur ated", - "caval ry", - "pri sc", - "ðŁĺ ij", - "wh t", - "pas si", - "~~ ~", - "vir at", - "patt inson", - "la o", - "weir do", - "sym pathy", - "ju da", - "occa sionally", - "cred ited", - "stat u", - "es co", - "hil ly", - "esc ape", - "dischar ge", - "se er", - "may nard", - "sud bury", - "z lat", - "or al", - "we er", - "encoun tered", - "sm elling", - "over sight", - "ê ¸", - "that cher", - "mack ay", - "you can", - "fre ep", - "freed oms", - "prophe cy", - "ho e", - "ishq ba", - "dra ke", - "qu its", - "pel led", - "tur k", - "o vi", - "wesle yan", - "new music", - "leg g", - "ch eng", - "h illi", - "ay y", - "pan ties", - "ad versity", - "ad jac", - "vaccin ation", - "ju ke", - "ga c", - "exce ed", - "time sof", - "sta ining", - "ep cot", - "v ital", - "up ward", - "bethe sda", - "apar k", - "ma hi", - "camp fire", - "enchan ting", - "rha pso", - "h z", - "na ver", - "fa x", - "vali dation", - "ac ad", - "ny r", - "as ym", - "coordin ated", - "depar ted", - "all ery", - "var ies", - "spr ite", - "chap lin", - "ss occer", - "s wat", - "bre t", - "relu ct", - "tunes app", - "super star", - "reminis cing", - "o co", - "home grown", - "dough nut", - "un canny", - "la pd", - "thyro id", - "! âĿ¤ï¸ı", - "botan ic", - "bre s", - "sp ade", - "i ste", - "echo es", - "du lil", - "bur sting", - "qui ero", - "ðŁij İ", - "loy ola", - "amuse ment", - "ha ils", - "sleep y", - "burgl ary", - "âľ ı", - "ro gue", - "cot land", - "mo ors", - "low er", - "wic ked", - "ðŁĶ Ĭ", - "compet iti", - "argent ine", - "yvon ne", - "karti keyan", - "ili ary", - "gat sby", - "precin ct", - "six ty", - "na ji", - "cam s", - "practiti oner", - "ðŁĺ³ ðŁĺ³", - "pu ne", - "neg li", - "juli en", - "inv aded", - "cali br", - "cla m", - "duba i", - "mu k", - "lan tic", - "produc t", - "fe dex", - "ï¸ı :", - "eu ra", - "dari us", - "s ling", - "virtual reality", - "home stead", - "ðŁı³ï¸ıâĢį ðŁĮĪ", - "pac ed", - "in ha", - "pul mon", - "la zy", - "premi ering", - "ma stered", - "in he", - "con gregation", - "ba jo", - "sport ing", - "new jersey", - "hor ny", - "lma oo", - "leng thy", - "du t", - "yo gh", - "swe aring", - "philosoph ical", - "pap ua", - "in ski", - "know les", - "dy ke", - "âĢ ²", - "to ken", - "mc guire", - "ri ot", - "probab ility", - "mc con", - "gro s", - "su mat", - "c ite", - "da a", - "on da", - "mad dow", - "che w", - "board games", - "spar ked", - "re claimed", - "ad hd", - "ny se", - "imwith her", - "equ inox", - "boo ths", - "balsam ic", - "ha zy", - "dor chester", - "ag os", - "se aw", - "moder ator", - "seri ea", - "ander sen", - "pilgri m", - "âŃIJ âŃIJ", - "itch en", - "hal li", - "x ton", - "nathan iel", - "mun ition", - "celesti al", - "ga f", - "zo om", - "mark le", - "pen thouse", - "cal e", - "s fa", - "bar king", - "tu cket", - "em ery", - "cal orie", - "li que", - "ad ar", - "mc nam", - "tor tilla", - "wood pecker", - "mo town", - "bad ger", - "ayr shire", - "scram ble", - "dd ay", - "cra ziest", - "per rie", - "cho co", - "cast e", - "i ot", - "wre cked", - "selec ting", - "uss r", - "gra ft", - "pun t", - "lab ou", - "ir st", - "ba ek", - "Û Į", - "su ki", - "que u", - "ach at", - "te ster", - "aug mented", - "wc vb", - "sin ks", - "ðŁĵ »", - "ra ke", - "inter ne", - "be cause", - "belle vue", - "une arth", - "light en", - "ðŁĺ £", - "turn around", - "labe led", - "unemp loyed", - "twitter kurds", - "le ia", - "h ye", - "great er", - "ðŁIJ İ", - "tim ed", - "i red", - "e tt", - "limit ations", - "cab e", - "s out", - "bee ch", - "anni hil", - "re trac", - "yo ona", - "ang er", - "den nis", - "supp lying", - "di z", - "\" (", - "sc ur", - "gun man", - "su ho", - "sauvi gnon", - "ภ¥", - "wi ley", - "land on", - "choreo graphy", - "pre historic", - "ðŁı ĥ", - "var gas", - "assess ments", - "pinn acle", - "di i", - "chamber lain", - "ì Ī", - "v p", - "present ers", - "deut sche", - "sun shine", - "sal utes", - "r one", - "bu siest", - "- .-", - "motor ists", - "hemi sphere", - "al wx", - "ps p", - "ow a", - "den ying", - "cho c", - "gu tier", - "han uk", - "mus kete", - "jait ley", - "se wage", - "t ame", - "thin kers", - "shi m", - "se quo", - "pap ar", - "middle east", - "k wa", - "ke g", - "patag onia", - "no y", - "bar ça", - "take off", - "he a", - "à ¬", - "n sc", - "g dc", - "ðŁij Ī", - "mou stache", - "mel ania", - "thr a", - "â¬Ĩ ï¸ı", - "pier ced", - "ze us", - "fon ts", - "ber a", - "it iner", - "q atar", - "contr ary", - "ire land", - "i fy", - "ou los", - "commun al", - "fin s", - "un paid", - "pa a", - "ðŁijĩ ðŁı»", - "ri os", - "ou p", - "f iller", - "cafe teria", - "ภŃ", - "kas i", - "cali ber", - "z ulu", - "v sco", - "ts ford", - "dragon fly", - "smo kin", - "pi st", - "psycho logist", - "diplom at", - "we bs", - "buc cane", - "à® ¾", - "motiv ational", - "du ne", - "ba e", - "c fs", - "with out", - "er on", - "i ac", - "ate e", - "pen sion", - "fra zier", - "en sis", - "sk is", - "par ting", - "ger y", - "territ ories", - "nach os", - "eni ght", - "ever lasting", - "msd honi", - "tel e", - "sp un", - "po di", - "sab ah", - "environ mentally", - "ce ase", - "beau mont", - "mar ta", - "kel vin", - "ho ff", - "sun il", - "n da", - "co b", - "sh ale", - "ree dus", - "un boxing", - "u bio", - "re opened", - "n all", - "capsu les", - "mar r", - "himalay as", - "swee ter", - "ja z", - "f mr", - "twee ter", - "dha ka", - "na u", - "de mi", - "d fs", - "ta urus", - "fad ing", - "it utes", - "ci p", - "over flow", - "jef frey", - "don ny", - "car tunesapp", - "ðŁį ij", - "prefe cture", - "danc ed", - "c pt", - "ple asing", - "ital k", - "earth quakes", - "ul ation", - "hi o", - "ãĢ ĭ", - "ant an", - "nutri ent", - "de ere", - "selec ts", - "enrich ment", - "r iti", - "tram pol", - "bl amed", - "j ia", - "contribu tors", - "chesa peake", - "pi geons", - "tribun al", - "mad uro", - "w su", - "ilo ve", - "effici ently", - "dar cy", - "war ms", - "ar ra", - "ec u", - "ho wer", - "strugg led", - "rajini kanth", - "ðŁĺ¢ ðŁĺ¢", - "hou sing", - "str at", - "eli x", - "disp ro", - "raf fic", - "thi erry", - "na sty", - "c fb", - "staf fing", - "al ma", - "back ers", - "hen son", - "sky walker", - "reale state", - "roo s", - "ness y", - "chan ce", - "cair ns", - "c ci", - "pe dal", - "ly ft", - "cross word", - "wait er", - "only in", - "kru ger", - "k ir", - "alej andro", - "car tier", - "car rera", - "re paired", - "ou at", - "un clear", - "un breakable", - "today in", - "qu eries", - "jo dy", - "gen ital", - "win ner", - "to l", - "kelown a", - "fascin ated", - "ãĥ ¬", - "sris ri", - "squ ared", - "spr ung", - "negoti ate", - "priv ately", - "av en", - ">> >>>", - "g ical", - "gav in", - "chester field", - "zu mba", - "or r", - "nat alia", - "impeach ment", - "mn l", - "car at", - "criti que", - "credi ble", - "trac y", - "tan i", - "musi k", - "jig saw", - "gam bia", - "tol kien", - "fe u", - "as per", - "sav ory", - "fo xx", - "f itt", - "mar lon", - "l rt", - "v ell", - "p br", - "imprison ed", - "i om", - "chu l", - "wind shield", - "kay e", - "ba a", - "chor d", - "s art", - "al gon", - "minister ial", - "nat geo", - "la zio", - "nor ms", - "ðŁijį ðŁijį", - "lic king", - "fut bol", - "un sung", - "dalla scowboys", - "sh red", - "distur b", - "dev ine", - "be ards", - "ch f", - "b day", - "ro sso", - "ig or", - "ay i", - "si ren", - "k air", - "sti les", - "ro f", - "mag nets", - "un cover", - "mou se", - "bang ing", - "si ghted", - "spe ople", - "impac t", - "row land", - "kir a", - "environ ment", - "love the", - "p sis", - "mish ra", - "gl endale", - "ca jun", - "o che", - "de ception", - "sex ist", - "stra ws", - "s ga", - "buff er", - "apost le", - "sp l", - "pop up", - "ðŁļ Ĺ", - "r g", - "up er", - "ball in", - "i dy", - "occa sional", - "national park", - "ðŁı Ĭ", - "u an", - "innov ation", - "ภ«", - "te aparty", - "re tte", - "counter fe", - "b ha", - "rec s", - "ig en", - "ðŁĮ IJ", - "humming bird", - "cu r", - "ha ven", - "la zar", - "pue blo", - ": :", - "zi onist", - "op ath", - "inver ness", - "promo ter", - "carto on", - "cabine ts", - "mahog any", - "surve ying", - "r ational", - "feel ing", - "testi fy", - "so w", - "oc on", - "ภ¢", - "ne el", - "mar is", - "sol itary", - "che mo", - "rad cliffe", - "sim ons", - "ros ary", - "new er", - "jo die", - "re tali", - "pra wn", - "pad dy", - "hen ge", - "k ala", - "im plant", - "at y", - "bren twood", - "par adox", - "ene z", - "re designed", - "p our", - "wy d", - "al de", - "௠ģ", - "sol d", - "biomed ical", - "๠Ĥ", - "tt tt", - "mat teo", - "ys er", - "new ton", - "de bun", - "ner dy", - "loo l", - "wo on", - "elisa beth", - "ec c", - "wh i", - "ach o", - "salv age", - "sal aries", - "qu ity", - "navig ating", - "oph thal", - "con soles", - "re built", - "o pec", - "ast ers", - "sho red", - "set list", - "kathr yn", - "rhy mes", - "re visiting", - "ash ish", - "li ft", - "re post", - "sole il", - "âı ±", - "weal th", - "sa at", - "we c", - "king james", - "flipk art", - "field work", - "se gu", - "mo dal", - "bu b", - "are rs", - "ðŁį Ĵ", - "clo oney", - "pad dington", - "necess ity", - "guth rie", - "pen te", - "li mo", - "jo sie", - "ar tin", - "en c", - "l hs", - "betra yal", - "info graphics", - "i er", - "mo a", - "hear ings", - "bon jour", - "sym bolic", - "ag ro", - "wed ges", - "krist ina", - "wild flower", - "athle tic", - "photograph y", - "pe sh", - "ca hill", - "chi lean", - "gou l", - "fi oren", - "ðŁij ¶", - "z il", - "sk im", - "bad oo", - "deli a", - "tre ble", - "n cc", - "ðŁĩ¦ ðŁĩ", - "a house", - "bul lock", - "sol itude", - "ا٠Ĩ", - "can cers", - "futureof work", - "hu tch", - "water shed", - "war mongers", - "sp illed", - "colom bo", - "mo th", - "associ ations", - "weigh ed", - "global goals", - "not just", - "christ i", - "tor g", - "swe ating", - "man eu", - "clu sters", - "âĢ¼ï¸ı âĢ¼ï¸ı", - "ta ped", - "ul y", - "tru sting", - "yu suf", - "te in", - "ra b", - ", ,,,", - "sin ai", - "audi ble", - "explic it", - "cro wns", - "sch iz", - "at least", - "ðŁĹ £", - "de bra", - "je suit", - "ene gger", - "z hen", - "one sie", - "i it", - "ss f", - "gur gaon", - "chak ra", - "bear cats", - "k ran", - "k awa", - "reque sting", - "han over", - "g end", - "sor os", - "mer cy", - "lovel y", - "do omed", - "tim my", - "ku z", - "ul l", - "ab ram", - "sa ison", - "ãĥ «", - "clean ers", - "re mo", - "circu its", - "bar red", - "o th", - "mo ist", - "madele ine", - "gall o", - "u j", - "per mits", - "hea viest", - "car ols", - "az te", - "gior gio", - "flo ats", - "decl aring", - "us rc", - "min at", - "craf ts", - "pri ma", - "conven i", - "nickelo deon", - "danc ing", - "ceremon ial", - "blo gg", - "tw p", - "anglic an", - "she k", - "k nick", - "( ((", - "hubb ard", - "harve y", - "hit man", - "fen g", - "we some", - "for za", - "s word", - "op us", - "bro m", - "gi bility", - "z al", - "m unch", - "dance hall", - "gre edy", - "hd mi", - "re birth", - "ðŁĺĭ ðŁĺĭ", - "s world", - "figur ine", - "com post", - "k f", - "engra ving", - "gior no", - "st ana", - "k man", - "ham ster", - "compos ers", - "aj e", - "func tionality", - "pol k", - "is ons", - "air planes", - "te se", - "hor rors", - "musc at", - "gi ven", - "sp ence", - "ðŁĩ¸ ðŁĩ", - "eli ot", - "ach illes", - "fre ck", - "crypto currencies", - "sou ther", - "hal o", - "bor neo", - "polit ic", - "hahahaha h", - "up state", - "si ena", - "obsc ure", - "hau sen", - "lloy d", - "happy friday", - "motor bike", - "bon a", - "americ as", - "hol s", - "- (", - "spor ty", - "un aware", - "reven ues", - "christop her", - "bank sy", - "av an", - "ev apor", - "com press", - "eyel iner", - "to dos", - "buff y", - "renewable energy", - "ly rical", - "ar chan", - "rapi st", - "fair trade", - "lma ooo", - "beat z", - "pro active", - "la pse", - "ir ical", - "revers al", - "po de", - "mcin tyre", - "mac au", - "ãĥ ķãĤ", - "nash grier", - "f sa", - "g all", - "çĶ Ł", - "perpe tr", - "il ya", - "configur ation", - "% ;", - "str ange", - "rac i", - "ภĩ", - "pic kups", - "kov sky", - "mam mal", - "w ps", - "g able", - "compar ative", - "z h", - "save our", - "da vey", - "on etsy", - "mu ssels", - "mis er", - "cri stina", - "electr on", - "cra ve", - "lo ren", - "precipit ation", - "m z", - "ðŁį «", - "vin cen", - "snow board", - "no ida", - "ah n", - "marin ated", - "g tr", - "town hall", - "min is", - "bethe l", - "adv an", - "su ra", - "shi el", - "fur ry", - "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ", - "lyn d", - "so il", - "sc ence", - "sen eca", - "shar jah", - "dick ens", - "credenti als", - "av ar", - "per k", - "requ iring", - "pre fer", - "j ian", - "de ca", - "r ach", - "ing for", - "del e", - "be ep", - "ðŁĴ »", - "cis ely", - "hu ddle", - "green sboro", - "haw king", - "ho ax", - "hang ar", - "ç ľ", - "mis o", - "lo vin", - "gre ta", - "ab ad", - "logi e", - "at an", - "snow flake", - "mahe sh", - "fear the", - "al kal", - "bobb lehead", - "ba hn", - "ju dged", - "fu tu", - "feli x", - "ðŁį ĵ", - "pi ke", - "der iv", - "notic es", - "au er", - "dis super", - "or da", - "wi pes", - "am ino", - "stri kers", - "foo tb", - "dram as", - "pun ching", - "score less", - "heming way", - "bi h", - "bal lad", - "chat ter", - "am mo", - "kle in", - "fabric ation", - "kari m", - "z end", - "hi sto", - "vol ta", - "rock y", - "marke ter", - "xtre me", - "sequ encing", - "paradig m", - "cle ats", - "boom ing", - "âģł âģł", - "block ade", - "promp ts", - "yogh urt", - "pur pose", - "nu r", - "regu late", - "nois y", - "ing rid", - "bird watching", - "bar tender", - "Ù ĥ", - "wor dof", - "cha otic", - "shor ty", - "el dest", - "z app", - "onceupon atime", - "fl yo", - "rit os", - "mike quind", - "ðŁIJ ´", - "regi stering", - ". ]", - "ad ol", - "gg gg", - "pur ge", - "kid lit", - "ar bor", - "val ves", - "synago gue", - "o th", - "unanim ous", - "veri fication", - "dar rell", - "ãģ Ħ", - "vander bilt", - "tape stry", - "pro sper", - "did dy", - "dra fting", - "de cep", - "marqu is", - "st int", - "michael jackson", - "pee led", - "men us", - "bb b", - "sc are", - "ema il", - "wri gley", - "it is", - "f ell", - "some thin", - "bar ra", - "ed gar", - "di pping", - "pu ddle", - "sla de", - "lear ner", - "jal en", - "ðŁ§ IJ", - "the daily", - "mikequind azzi", - "ju x", - "iq bal", - "mckin ney", - "ra iser", - "ef an", - "dr one", - "cat o", - "pic ket", - "cro we", - "l att", - "uk o", - "giuse ppe", - "hin i", - "synthe si", - "ponti fex", - "song writing", - "to d", - "swit ches", - "din ners", - "h q", - "gabri elle", - "pensac ola", - "cir cle", - "expo ses", - "ev s", - "riyad h", - "pro men", - "o ck", - "sa j", - "cit ation", - "brew co", - "jo si", - "ep aper", - "dri f", - "point less", - "tang led", - "cri pp", - "line ups", - "fairi es", - "daz e", - "mour n", - "bla dder", - "sal z", - "bur undi", - "book mark", - "the people", - "sub sequ", - "princi pal", - "sk er", - "court ney", - "a oki", - "rac ers", - "ad m", - "mom a", - "critical role", - "hou n", - "shed ding", - "sa ka", - "ace ous", - "mck ay", - "hus bands", - " ½", - "me da", - "accu sations", - "ro sel", - "nc is", - "witne ssing", - "or ama", - "go ds", - "hil ton", - "el man", - "ÃŃ n", - "meg ap", - "cra ven", - "announ cer", - "crit eri", - "sheffiel dissuper", - "milit ant", - "consu l", - "hoo ded", - "aby ss", - "b x", - "ma dam", - "lo cu", - "mary am", - "manic ure", - "grat is", - "ac tresses", - "ros ario", - "this dayin", - "king ly", - "gn ome", - "cel ine", - "r ous", - "he el", - "lil ac", - "vish al", - "ab h", - "thor ns", - "s ls", - "ne al", - "construc ting", - "be ren", - "s lang", - "ma ins", - "far ra", - "sar ko", - "pai ge", - "gu iller", - "l ala", - "ice berg", - "nou n", - "plann ers", - "u mmm", - "ou ses", - "ill ary", - "ma an", - "box ing", - "zi pper", - "srin agar", - "migu el", - "o str", - "mp o", - "responsi bly", - "lan terns", - "appli ance", - "x b", - "gren ade", - "neglec t", - "dy sle", - "ham mock", - "ne ctar", - "wit cher", - "r gv", - "di ence", - "ser bian", - "seed ed", - "cru z", - "bi sh", - "sp he", - "e q", - "sky rim", - "alge bra", - "phil ately", - "bungal ow", - "ge off", - "y ves", - "demand ed", - "consider ations", - "the vamp", - "pawan kalyan", - "co ded", - "grit ty", - "erup tion", - "se infeld", - "uni denti", - "ëĭ Ī", - "wor m", - "ac us", - "se ung", - "dun g", - "ro land", - "su d", - "di visions", - "ab lanc", - "shor test", - "j f", - "p oun", - "plant based", - "be to", - "tough er", - "mc o", - "don et", - "mark us", - "v fl", - "ðŁı ł", - "open ing", - "co ward", - "caber net", - "o xi", - "burle sque", - "sand ra", - "su mo", - "consi st", - "tho t", - "cay man", - "motor ola", - "gutier rez", - "d slr", - "y w", - "no bel", - "nov ice", - "moms demand", - "grun ge", - "sp or", - "d cc", - "pre sses", - "sli st", - "allot ment", - "voc ational", - "ft c", - "pu ja", - "lo ven", - "utt arak", - "tan dem", - "sh ep", - "come dians", - "anat om", - "cant wait", - "healthye ating", - "west side", - "mar gins", - "chi ang", - "asbe stos", - "stupi dity", - "proble matic", - "fit bit", - ": $", - "ceil ings", - "shu a", - "protec tions", - "bio tic", - "beng ali", - "re sts", - "bien nale", - "tim o", - "cul min", - "e minent", - "affe ction", - "unbeliev ably", - "individu ally", - "canvas sing", - "wh itt", - "nov asco", - "chin son", - "h pe", - "go w", - "gloucester shire", - "pa o", - "thresh old", - "chev ron", - "s ine", - "we ther", - "pp ie", - "aqu ino", - "antwer p", - "âĸ ¬", - "po on", - "inst af", - "equ ine", - "cinemato graphy", - "nbaf inals", - "vali ant", - "kil kenny", - "te rence", - "syste mic", - "sr l", - "p ound", - "made ira", - "pl ough", - "tre cht", - "mat ed", - "mp d", - "ransom ware", - "ph in", - "li qui", - "bb ce", - "boom er", - "i standwith", - "con ju", - "r te", - "nar a", - "foo lish", - "da shing", - "vier nes", - "br ite", - "da u", - "juni per", - "ai da", - "you now", - "ra zer", - "de i", - "repe ating", - "comfor ting", - "adjac ent", - "e to", - "ca sted", - "chat ur", - "mu er", - "syn th", - "san itary", - "mac le", - "independ ent", - "law ful", - "e erie", - "h or", - "ðŁĴ Ń", - "am rit", - "vel o", - "station ery", - "mu f", - "may may", - "contempl ating", - "elabor ate", - "gre gor", - "dri es", - "ac col", - "ภļ", - "schwarz enegger", - "ill nesses", - "day break", - "follow back", - "collu sion", - "electr onic", - "jo vi", - "hiro shima", - "ta w", - "hom ec", - "mic ah", - "qu itting", - "fro sting", - "ben fica", - "hel i", - "s ical", - "pic cad", - "corpor ate", - "ment orship", - "you are", - "sing er", - "shi va", - "ru ne", - "ing er", - "ri um", - "play able", - "doo p", - "wil low", - "ter re", - "ni p", - "at d", - "war bler", - "profession ally", - "er ase", - "proce ed", - "pedestri ans", - "mis chief", - "ben ding", - "alas kan", - "c kett", - "mo p", - "dd les", - "shut ter", - "ge ared", - "atene o", - "ma deline", - "g ations", - "o sha", - "der ick", - "sw ild", - "an gry", - "pat ents", - "hun k", - "decre ased", - "fr y", - "ðŁĴĸðŁĴĸ ðŁĴĸ", - "sal on", - "quant ities", - "d ario", - "ni gel", - "ku ma", - "jen n", - "happ ye", - "xx x", - "rex perience", - "pro s", - "au sch", - "rele ssly", - "ham burger", - "fuku shima", - "er ne", - "stat ec", - "ren d", - "may field", - "j one", - "lef ty", - "bern stein", - "sm il", - "gener ates", - "fore station", - "band its", - "ta yo", - "r ca", - "ac ci", - "rodri go", - "kn app", - "elo vers", - "vege tation", - "u ral", - "le ft", - "ħ ï¸ı", - "worl dre", - "sur i", - "embar k", - "w son", - "ba you", - "mu ller", - "mo vers", - "ðŁķ º", - "presby ter", - "l f", - "cre e", - "bat b", - "sal am", - "demonstr ations", - "an ec", - "n pc", - "it ics", - "to graphy", - "re inst", - "thur st", - "tal e", - "off ences", - "smart city", - "bro tha", - "ofthe year", - "in valuable", - "ear n", - "ðŁijı ðŁı½", - "kre mlin", - "gra dy", - "town fc", - "guern sey", - "ma ha", - "contag ious", - "dre x", - "be en", - "( £", - "nati vity", - "k tm", - "somer halder", - "comp ounds", - "íķ ĺ", - "\" âĢ¦", - "af g", - "ott news", - "h ound", - "fire fly", - "cil an", - "donet sk", - "volunte ered", - "ak ira", - "è ª", - "sing ul", - "st h", - "dro wned", - "mand o", - "he ir", - "ðŁİīðŁİ Ī", - "tax is", - "y uki", - "vel d", - "k ans", - "el k", - "ran ts", - "hash tag", - "t eng", - "ro g", - "a at", - "gru b", - "e ber", - "in india", - "colo ssus", - "sig ni", - "so ever", - "mile stones", - "der o", - "differen tial", - "phu ket", - "master mind", - "an gh", - "mel ani", - "bro ker", - "actor vijay", - "stun ned", - "continu ity", - "af fl", - "vo cal", - "perenni al", - "fianc é", - "in complete", - "hun ts", - "re issue", - "domin ates", - "tur meric", - "ro am", - "ri on", - "bag ged", - "nas sau", - "fu t", - "x ox", - "national trust", - "jo ye", - "san o", - "hearth stone", - "dis respect", - "le es", - "h se", - "siber ian", - "offe e", - "re stock", - "wolf gang", - "re gan", - "plan o", - "un wind", - "re par", - "mil le", - "] ,", - "skul l", - "fat ally", - "concep tual", - "ðŁĮ ²", - "f é", - "ber to", - "b ms", - "u a", - "mag na", - "notre dame", - "le te", - "la undering", - "heartw arming", - "buffe tt", - "go at", - "pe abo", - "wind mill", - "v ac", - "continu ally", - "az alea", - "mem brane", - "can cels", - "make yourown", - "athe red", - "p to", - "tor pe", - "ðŁĺ ł", - "ðŁĴ §", - "sc ares", - "le aking", - "z et", - "pix els", - "ac i", - "kh il", - "marath i", - "ðŁĻı ðŁı½", - "u la", - "tam u", - "chandi garh", - "z agre", - "aa b", - "pronoun ced", - "aubre y", - "sand er", - "pun ta", - "har low", - "ic elan", - "celebr atory", - "so t", - "unci ation", - "stru ly", - "mc dowell", - "deepi ka", - "remin ders", - "my stical", - "ct c", - "chat ted", - "s ica", - "bar gains", - "ch hat", - "ru bin", - "m net", - "oiland gas", - "pel ican", - "o at", - "mor ality", - "k our", - "i h", - "nu clear", - "gc u", - "ric her", - "vene zia", - "m ma", - "le ith", - "ac company", - "rich mond", - "sports net", - "ba ahu", - "smu ggling", - "mm i", - "ðŁĩ®ðŁĩ ª", - "twi sts", - "sahi b", - ".... .", - "amb itions", - "il lo", - "histor ical", - "fo rec", - "show biz", - "pon ies", - "chas ers", - "remo del", - "will ing", - "prince sses", - "am ple", - "cushi ons", - "ac les", - "lot r", - "da ch", - "an the", - "in corporate", - "new bury", - "ki ri", - "fried rich", - "ab v", - "ball ers", - "alber t", - "ðŁij Ń", - "let i", - "nan op", - "ci de", - "anal o", - "n sf", - ")) ))", - "griffi ths", - "valen ci", - "ro ano", - "fun run", - "babys itting", - "ca day", - "ent re", - "u ck", - "slu g", - "tic al", - "the sims", - "ro ar", - "car ney", - "g am", - "sto we", - "fi d", - "bun ny", - "sham rock", - "pe cu", - "mol ina", - "go cougs", - "con tributes", - "transform ation", - "mo y", - "v aj", - "sever y", - "antioxid ants", - "thir teen", - "sight seeing", - "l j", - "reversi ble", - "odd ly", - "hoo kah", - "nou vel", - "hal al", - "fe i", - "stab les", - "mul t", - "ho pped", - "bra ids", - "inter change", - "ghana ian", - "ww ww", - "eth no", - "con junction", - "ago v", - "ye ti", - "earth and", - "ts p", - "con serve", - "heir loom", - "metaph or", - "woo f", - "tor io", - "self less", - "n wa", - "em ilia", - "yl ene", - "y xe", - "gi ar", - "moder ating", - "pro bz", - "b fi", - "ne er", - "du mmy", - "hanuk kah", - "we bber", - "k v", - "eye brow", - "dag ger", - "su mp", - "ra ges", - "ork ney", - "tb o", - "hal sey", - "assign ments", - "tr onic", - "scri b", - "co on", - "an war", - "# âĢİ", - "jal ape", - "flori da", - "qu aid", - "haw keyes", - "âĻ¡ âĻ¡", - "street car", - "ro g", - "dat lantic", - "gran ola", - "un changed", - "expect ation", - "Ù ĩ", - "mar lin", - "gu mmy", - "ðŁĻı ðŁı¾", - "awareness month", - "oil painting", - "mu th", - "per ch", - "jun to", - "villa gers", - "mor g", - "che ated", - "web comic", - "the future", - "d ps", - "la kings", - "men tioning", - "vo or", - "ident ities", - "accor d", - "mc gu", - "l pga", - "rum our", - "massi vely", - "m pls", - "heal y", - "d ate", - "sp oli", - "re visited", - "on t", - "al and", - "scru tiny", - "lakel and", - "bl ending", - "< /", - "an kara", - "jami edor", - "metab olic", - "f ences", - "ann y", - "å ħ", - "semic on", - "oo tt", - "space ship", - "wack y", - "le ta", - "ap ac", - "she e", - "in herit", - "do res", - "ðŁĩ¨ðŁĩ ¦", - "gent e", - "tw ick", - "ri ms", - "gal ve", - "de ville", - "king fisher", - "scorpi o", - "ow l", - "al ar", - "vari an", - "ðŁĹ ĵ", - "vene tian", - "star dust", - "then orth", - "q ing", - "har rington", - "consul ate", - "spectac le", - "ho bbs", - "tur ks", - "gre er", - "mat ing", - "ðŁİ Ģ", - "ðŁĮ Ģ", - "direc ts", - "í ĭ", - "pompe o", - "vo iced", - "la os", - "tz u", - "pro me", - "pri sm", - "mer c", - "fortun ately", - "bc fc", - "mcdon nell", - "not sorry", - "smi led", - "t ba", - "for war", - "mid term", - "dar by", - "we instein", - "up grading", - "wol ff", - "bron co", - "cab ello", - "ðŁ¥ ĩ", - "fi able", - "shar pe", - "bat tered", - "sat o", - "myth ical", - "instap ic", - "pre pped", - "eni um", - "e spo", - "di aper", - "explan ations", - "who pping", - "ragn ar", - "pe el", - "antibio tic", - "l acks", - "harri son", - "li sm", - "au l", - "qu ail", - "martin a", - "sent encing", - "sc ams", - "di di", - "tr onics", - "ãħł ãħł", - "go ff", - "za in", - "param ore", - "cha ined", - "clin ton", - "li ff", - "cott ages", - "em on", - "reve rend", - "consu mer", - "ce an", - "t any", - "lum pur", - "e bay", - "sto ol", - "ðŁĺ» ðŁĺ»", - "ta pro", - "h ath", - "modern art", - "just ine", - "prover b", - "app y", - "tra x", - "mani fest", - "am bu", - "nai k", - "pe pp", - "r sd", - "mer chants", - "kitch ener", - "shi fted", - "li zz", - "âĺħâĺħ âĺħâĺħ", - "âĢĶâĢĶâĢĶâĢĶ âĢĶâĢĶâĢĶâĢĶ", - "uto pia", - "tom o", - "ou ted", - "com ers", - "chiroprac tic", - "book club", - "cin dy", - "pro hibition", - "se uss", - "ë¯ ¼", - "thin kin", - "rr rr", - "go fund", - "t ack", - "om b", - "catastro phic", - "ling u", - "guild ford", - "bo td", - "ॠĭ", - "plan ter", - "^ ^", - "win k", - "kath mandu", - "sto ppers", - "smooth ies", - "re efs", - "hin d", - "bell amy", - "Ħ ë", - "waste water", - "vo or", - "nat l", - "! ]", - "re el", - "y ap", - "scoo by", - "work space", - "corin thians", - "bl un", - "obli gation", - "g bbo", - "dy son", - "cra vings", - "ell ington", - "dap l", - "wre xham", - "earthand clouds", - "uk runchat", - "positi oned", - "kal b", - "four square", - "jo ck", - "im pending", - "even ing", - "ath y", - "pro claimed", - "c ites", - "ann apolis", - "san i", - "mar th", - "ir l", - "accom mo", - "ka a", - "fin a", - "y aa", - "di sper", - "ec ar", - "bha k", - "will y", - "ðŁĺĢ ðŁĺĢ", - "mcder mott", - "mo j", - "gener ational", - "u said", - "train ing", - "lon ely", - "lo res", - "impe cc", - "âĢ IJ", - "beav ers", - "ma ki", - "he b", - "aap l", - "å ı", - "wolver hampton", - "leader board", - "me u", - "c fa", - "easter n", - "hu r", - "civil war", - "ou rage", - "hor ned", - "le high", - "awar ds", - "evi dent", - "gi gab", - "r ous", - "ma del", - "ro byn", - "ur gently", - "k ors", - "en as", - "heis man", - "bam bam", - "fab ian", - "f om", - "evalu ating", - "assemb ly", - "out sourcing", - "hun tsville", - "ðŁĶ ª", - "justi fied", - "cashi er", - "sp aper", - "buc keye", - "analy tical", - "illumin ati", - "au tho", - "o j", - "sha de", - "geel ong", - "wh ey", - "he aton", - "terri bly", - "ele k", - "un charted", - "sd live", - "moto cross", - "her mes", - "dar shan", - "dar lington", - "cash mere", - "gri pping", - "cilan tro", - "pun ish", - "... :", - "ðŁĴ Ħ", - "inst ance", - "der i", - "lo bal", - "muk her", - "sp ar", - "thin ker", - "fre mont", - "com piled", - "color ado", - "vig ne", - "sm d", - "whe ad", - "villa ge", - "le ek", - "formula e", - "ta res", - "persist ence", - "?? ????", - "ped ago", - "he z", - "alzheim ers", - "vul ture", - "off ence", - "is great", - "suff ra", - "kick in", - "h mmmm", - "broad way", - "ï¸ı @", - "art i", - "alli son", - "endor ses", - "ry u", - "lolli pop", - "soy bean", - "kend all", - "cer a", - "inv ade", - "( ðŁĵ·:", - "conver ter", - "car pets", - "ho bo", - "fr it", - "pe ac", - "es qu", - "ern an", - "ou f", - "an il", - "di ffer", - "ch ing", - "bre cht", - "sp g", - "daven port", - "stra va", - "sever n", - "n gos", - "stor ians", - "fe te", - "parame dic", - "j hb", - "al amo", - "sne aking", - "gold coast", - "roof s", - "isi l", - "depic ted", - "projec tions", - "nu mb", - "o ss", - "ep i", - "glu cose", - "zid ane", - "infin iti", - "íĺ Ħ", - "ran som", - "ton ics", - "fal k", - "g ler", - "ou tw", - "re ss", - "week ly", - "the on", - "n ole", - "ðŁĩªðŁĩ º", - "vol ley", - "sum mar", - "neg ativity", - "sam son", - "ye w", - "aus votes", - "ju l", - "ju dy", - "f art", - "pra yed", - "pal ate", - "multicul tural", - "double header", - "cycl ones", - "pier re", - "ãģ ¨", - "âĺ łï¸ı", - "rt w", - "conver ting", - "wir ral", - "l ari", - "ir relevant", - "austin mahone", - "an che", - "ya an", - "sd f", - "$ .", - "explo ding", - "ulti mate", - "prof ici", - "gofund me", - "cell ence", - "ep stein", - "bul lied", - "sep tic", - "à® ¤", - "lu mber", - "cu ff", - "vsco cam", - "pl or", - "ภ¥", - "se ok", - "ro to", - "venezu elan", - "sor ta", - "spir ited", - "daniel padilla", - "team sisd", - "radio active", - "icelan dic", - "ðŁĴ ¤", - "ver e", - "accommo date", - "shi pp", - "ot ter", - "ol ina", - "e go", - "su la", - "san antonio", - "de as", - "simil arities", - "âļ ¾", - "y om", - "bro ward", - "å °", - "can cun", - "veri fy", - "on te", - "candle light", - "ìł ķ", - "inf ants", - "az am", - "ðŁĺ °", - "le ven", - "un stable", - "bloom ington", - "x ford", - "con tour", - "y p", - "innov ator", - "histor ies", - "po y", - "lolo lol", - "ex pires", - "cat alo", - "bill boards", - "an ab", - "el ic", - "novasco tia", - "fa ire", - "ìĿ ´", - "rock well", - "gr ille", - "az tec", - "joh or", - "ur struly", - "fi ren", - "dun lop", - "id le", - "port man", - "jo es", - "tx hsfb", - "hol m", - "cham ele", - "under world", - "lo ss", - "ti em", - "therap ists", - "past ure", - "pa ste", - "ing now", - "vul can", - "ra gon", - "lar kin", - "o shi", - "ho co", - "child hood", - "umb rel", - "success or", - "kath y", - "iz en", - "° ï¸ı", - "share holders", - "ol ga", - "ai b", - "he ap", - "fl aming", - "ro u", - "air tel", - "rat t", - "z ane", - "vo w", - "thor ough", - "sn ag", - "par th", - "un conscious", - "ve y", - "new release", - "gh ee", - "croati an", - "facilit ating", - "swan son", - "astor ia", - "to logy", - "master y", - "ðŁ¤ ij", - "bil bao", - "trou pe", - "the ori", - "chey enne", - "ro tt", - "shore line", - "gra sso", - "master chef", - "+ )", - "vi x", - "ellen show", - "as g", - "an ak", - "ku ya", - "safar ilive", - "debu ting", - "blu m", - "list ener", - "v ins", - "book shelf", - "smart cities", - "makeyourown lane", - "; ;", - "ðŁIJ ¯", - "ri zz", - "on ward", - "bull dog", - "bear ish", - "vir uses", - "fri gh", - "lin den", - "we iser", - "sn t", - "gon a", - "dre sden", - "fl anders", - "cu k", - "wheel ing", - "ba u", - "atu esday", - "surf ers", - "swi ft", - "mc call", - "arbitr ation", - "aw d", - "mon c", - "b ine", - "at x", - "re fr", - "mi ro", - "po sey", - "n are", - "rit ter", - "âģ ¦", - "play book", - "blow out", - "sports manship", - "s oooooo", - "malay alam", - "gri ms", - "bur bank", - "infin ity", - "sar gent", - "oit nb", - "joseph ine", - "ski pping", - "par kin", - "excur sion", - "semin ars", - "jo har", - "par tridge", - "post game", - "ll ll", - "blan che", - "temp ting", - "m na", - "lu ka", - "is ers", - "to ffee", - "bar ron", - "he mmings", - "sa e", - "go hawks", - "cu pid", - "li mbs", - "con se", - "un common", - "z ada", - "head shot", - "so ils", - "pione er", - "mam ma", - "sem itic", - "pan dey", - "jamiedor nan", - "spl its", - "vel a", - "son i", - "ra ff", - "t mobile", - "âŀ ĸ", - "pra wns", - "lit er", - "enjo yment", - "egg plant", - "tu b", - "cultur al", - "us ic", - "suspici on", - "sy cam", - "summ ed", - "ma du", - "ho ck", - "up wards", - "eye ing", - "ri ve", - "assas sins", - "âĤ ¬", - "out fy", - "chi ves", - "t ner", - "la is", - "por ridge", - "sad dest", - "w cc", - "vick i", - "sna ils", - "biz italk", - "mill an", - "ðŁĮ į", - "sam oa", - "j ing", - "mi key", - "gu j", - "chel ms", - "eli gibility", - "arma da", - "thro p", - "surger ies", - "ãĤ ¿", - "mo hawk", - "ex its", - "me m", - "is lington", - "c me", - "land fill", - "kait lyn", - "ðŁİ ¼", - "combin ations", - "tomorrow land", - "ver b", - "cor a", - "pre cisely", - "na om", - "ðŁĨ ķ", - "shr ink", - "sof tly", - "merce de", - "mand el", - "poo dle", - "ball erina", - "sop h", - "jux ta", - "y at", - "ary an", - "hesit ate", - "lo wered", - "gu lar", - "dungeon sand", - "ron an", - "my ri", - "sp f", - "men opau", - "gra sp", - "pa thi", - "fe asi", - "fla w", - "shi story", - "ste ward", - "gg le", - "fay re", - "cli que", - "credi bility", - "yo g", - "sec tion", - "mu sko", - "se ville", - "no tt", - "cal m", - "mate o", - "indic ted", - "fi ba", - "by l", - "lin o", - "u kin", - "!! #", - "enig ma", - "siri us", - "bu sc", - "ðŁį Ĭ", - "mac kerel", - "psal ms", - "a at", - "tomorrow spaper", - "ðŁĺ ĸ", - "p fc", - "........ ...", - "shre k", - "mul let", - "o sh", - "danger ously", - "immen sely", - "am ur", - "ðŁį Ĥ", - "pro por", - "sy a", - "london marathon", - "abo ve", - "obli gatory", - "pro v", - "ra cha", - "alex is", - "pri mary", - "sh h", - "ether net", - "d stv", - "cou gar", - "un lucky", - "ni l", - "steak house", - "mel a", - "fc bayern", - "cause way", - "ca therine", - "fluore scent", - "nx t", - "to kyo", - "au sp", - "releg ation", - "qui zz", - "shored itch", - "proud tobe", - "promo s", - "inter acting", - "home brew", - "da esh", - "w pg", - "stead ily", - "provin ces", - "bal lots", - "i ah", - "al to", - "< <<", - "you u", - "ri ley", - "prefe rence", - "tra verse", - "incen se", - "am munition", - "ho dges", - "# @", - "hail state", - "tart an", - "witch craft", - "vent ilation", - "liber tarian", - "! âĢ¦", - "ow es", - "% !", - "ong chang", - "bru shing", - "le ic", - "fi ber", - "under attack", - "down load", - "ex pir", - "hy o", - "pompe y", - "mc bride", - "y ag", - "stre e", - "com bat", - "ten ding", - "ai ra", - "gug gen", - "ab ra", - "in na", - "fli ps", - "aw al", - "m ach", - "dol lar", - "inspir ations", - "z um", - "o du", - "it ty", - "video game", - "aqu aman", - "har u", - "bel fast", - "je b", - "but ch", - "us gs", - "calcu lus", - "go yal", - "mor gen", - "x finity", - "stand up", - "contrac ep", - "sab re", - "na be", - "in secure", - "gener ously", - "epit ome", - "l w", - "t ca", - "narr atives", - "don nell", - "pand as", - "ber gh", - "tu t", - "ker al", - "fel icity", - "br ampton", - "quinte t", - "nom ore", - "ðŁĶ ij", - "lo i", - "alham dulil", - "ðŁĶ¥ ðŁĶĹ", - "ston er", - "shaw l", - "clin ical", - "bren dan", - "gon e", - "fla wed", - "tri ppy", - "j g", - "al location", - "po aching", - "ve vo", - "mo cks", - "lef tist", - "bon uses", - "condem ned", - "abil ity", - "st ating", - "microbi ome", - "bio logist", - "for you", - "wahl berg", - "ss or", - "ift ar", - "w ul", - "ÑĦ оÑĤ", - "pom er", - "me me", - "ver te", - "tre ll", - "tra it", - "in let", - "hormon es", - "deliber ately", - "vill ar", - "battle ship", - "p bl", - "tw enti", - "ho kies", - "dal ail", - "say a", - "may fair", - "han s", - "die ts", - "⾨ ⾨", - "od in", - "hot spur", - "pap i", - "k ana", - "k amp", - "fin na", - "flo tus", - "ti ans", - "unic orns", - "tribe ca", - "chang ers", - "fore ground", - "out a", - "inv aders", - "gett ys", - "tomorrowspaper stoday", - "mac millan", - "hand written", - "w fp", - "u de", - "state of", - "base d", - "âĺģ ï¸ı", - "cas m", - "psy ched", - "histor ians", - "fol d", - "d da", - "ag grav", - "p ans", - "green way", - "au sv", - "ðŁĺ ¶", - "shradd ha", - "inde x", - "be sti", - "zim mer", - "t ness", - "eye shadow", - "ot te", - "go ts", - "distribu ting", - "pro min", - "yo l", - "ace a", - "tram rahim", - "hoo per", - "supre me", - "jam min", - "intu itive", - "quali fications", - "sli m", - "sid di", - "jay ne", - "tri pping", - "g tx", - "pun s", - "e manuel", - "om g", - "mid summer", - "in to", - "succul ent", - "ri en", - "new mexico", - "o or", - "hoo king", - "in f", - "ðŁ¤ Ŀ", - "flir ting", - "na hi", - "g friend", - "t ps", - "hel ix", - "z s", - "on ie", - "ct f", - "kri s", - "irresi stible", - "fla p", - "ðŁijıðŁı» ðŁijıðŁı»", - "us wnt", - "ru d", - "ram ps", - "pin oy", - "ot w", - "lol z", - "low ering", - "favor ite", - "t mc", - "phra ses", - "her mi", - "aver aging", - "em br", - "ben o", - "estu ary", - "sle eve", - "ribb ons", - "ta sh", - "ภ¹", - "x f", - "aw gs", - "sun ited", - "brew eries", - "anir ud", - "pun ches", - "ol die", - "ip ads", - "wi fey", - "land lords", - "d ji", - "gun ner", - "íķ ´", - "tex an", - "ex op", - "cas sandra", - "s off", - "ðŁļ «", - "igh ton", - "bak ers", - "awareness week", - "v all", - "ear p", - "bts bbmas", - "apologi zes", - "âļĵ ï¸ı", - "was ps", - "states man", - "snat ch", - "watch dog", - "ra fi", - "after party", - "spi ke", - "j er", - "peri ph", - "r nc", - "mu ll", - "le en", - "shi es", - "li eu", - "urstruly mahesh", - "mer ton", - "de sai", - "shi f", - "ðŁĮ ±", - "pe dic", - "gos ling", - "arrang ing", - "ww g", - "gen y", - "you uu", - "netfli x", - "e ttes", - "k wi", - "bernar dino", - "am iga", - "Ø ¨", - "kashmir i", - "t ings", - "emer itus", - "de cat", - "ab domin", - "dc i", - "pha ses", - "d jan", - "be am", - "op ry", - "i shed", - "the ellenshow", - "the st", - "habit ats", - "to ons", - "mclau ghlin", - "ri pper", - "micro biology", - "tal aga", - "clu eless", - "ss u", - "cro che", - "bro mance", - "longe vity", - "zagre b", - "prev ented", - "tra ve", - "spo ilt", - "darry l", - "migra ine", - "al cat", - "dd dd", - "vi v", - "ser pent", - "mat tel", - "jam a", - "con quest", - "î Ħ", - "sam sung", - "presbyter ian", - "ket ch", - "fire fox", - "mo tif", - "le c", - "cho pping", - "cher no", - "j ann", - "ðŁIJ °", - "pro lon", - "wake up", - "conver gence", - "mersey side", - "heart broken", - "lo oming", - "hal lucin", - "mai ze", - "commun ism", - "mo h", - "twitter storians", - "serge y", - "res eller", - "favor able", - "ed gy", - "re iter", - "mal aga", - "live me", - "ka hn", - "pul sion", - "big g", - "kim kardashian", - "ati o", - "tyr anny", - "ru ption", - "q ant", - "pro ven", - "by z", - "pu shaw", - "kri stin", - "e er", - "tar dis", - "ri z", - "awak en", - "mi ko", - "un documented", - "path finder", - "indirec t", - "resemb les", - "h ler", - "conce aled", - "scand al", - "re im", - "d nb", - "cr itters", - "attend ant", - "apprentice ships", - "aa u", - "scre amed", - "l su", - "fa h", - "har bour", - "ed d", - "bat sman", - "li ss", - "mi sha", - "spani el", - "it f", - "advan cement", - "fa c", - "close up", - "cecil ia", - "medi c", - "narcis si", - "lav ish", - "gi ac", - "ma ys", - "le it", - "wine wednesday", - "pushaw ard", - "let to", - "curren ts", - "bug atti", - "out ine", - "w j", - "un do", - "ler osis", - "devo tional", - "ðŁij «", - "on na", - "fais al", - "sa una", - "himach al", - "am ii", - "à® ®", - "di zzy", - "screen writing", - "ph x", - "sp n", - "ick i", - "ag irl", - "fi shes", - "wb z", - "pi m", - "bo ar", - "ac id", - "! ..", - "rocke feller", - "n ga", - "dra stically", - "simpli fy", - "dru mming", - "autum nal", - "gur mee", - "lor de", - "jo ann", - "give up", - "b our", - "am ura", - "der land", - "sim pler", - "wat son", - "tri dent", - "concor dia", - "bel lum", - "bre k", - "dum plings", - "vi on", - "dungeonsand dragons", - "sp ri", - "ascen sion", - "wil datlantic", - "u st", - "rob ins", - "legi on", - "insi st", - "jar o", - "gue ss", - "so b", - "bigh it", - "pool side", - "negoti ating", - "mc gill", - "bil d", - "techn icians", - "miti gation", - "ajay devgn", - "b to", - "ant en", - "cosmo politan", - "ðŁĺĬðŁĺĬ ðŁĺĬðŁĺĬ", - "patri oti", - "temp er", - "promen ade", - "nav ajo", - "nam m", - "wrink les", - "dc fc", - "le ach", - "bru nette", - "r f", - "cout inho", - "al ti", - "tradition ally", - "op tome", - "na z", - "accord ingly", - "rec ard", - "de ets", - "sw ell", - "po sure", - "whit ening", - "strang er", - "illi on", - "here ford", - "u wu", - "ro bber", - "cotsw olds", - "cl en", - "gor ge", - "nam aste", - "re lish", - "gri ff", - "adren aline", - "bla sio", - "val e", - "ê ²", - "toler ate", - "rail minindia", - "jen sen", - "ho ven", - "el lu", - "ob sole", - "eisen hower", - "unidenti fied", - "than niversary", - "body guard", - "Ø ¯", - "i dge", - "sch al", - "stock port", - "sn i", - "re taining", - "po po", - "pix ie", - "oli thic", - "ki er", - "ha jj", - "sa z", - "cor bin", - "!!!! !!!!!!", - "v it", - "me gat", - "de h", - "circu it", - "af fleck", - "theore tical", - "hope less", - "u ab", - "slu mp", - "b ice", - "jam med", - "let stalk", - "can i", - "side ways", - "labyrin th", - "re fs", - "ha hn", - "jare d", - "ðŁį ¹", - "jam bo", - "ph yl", - "enhan cement", - "c tr", - "ful lest", - "se ye", - "do ba", - "cho ic", - "yo s", - "cb j", - "andr é", - "re watch", - "pri ma", - "doctr ine", - "for gets", - "u hm", - "ar ound", - "u le", - "art lovers", - "shi raz", - "har th", - "ex tor", - "Å ¡", - "unexpec tedly", - "eli us", - "y x", - "em my", - "se ac", - "ðŁijĩðŁijĩ ðŁijĩ", - "correc ted", - "com bu", - "wom anc", - "cou gh", - "what son", - "publi shes", - "divers ity", - "back bone", - "lock down", - "mesmeri zing", - "nor te", - "ma b", - "desig ner", - "í ģ", - "ra gh", - "mole cules", - "get outside", - "the beatles", - "semicon duc", - "nach o", - "lun es", - "ham mers", - "sul tan", - "o on", - "fe ren", - "att ach", - "ar qu", - "uttarak hand", - "s ash", - "; -", - "tre ad", - "i ko", - "ar thur", - "scandin avian", - "r ation", - "ga el", - "charge able", - "fish y", - "v ma", - "hand bags", - "char a", - "ay ne", - "de fam", - "sett lers", - "qad ri", - "pal ais", - "in wx", - "apocaly ptic", - "poo ja", - "a es", - "at ories", - "proof ing", - "n lp", - "ts la", - "v ina", - "li do", - "dee phouse", - "informat ics", - "v v", - "pp ings", - "di ss", - "à ¯", - "uhur u", - "st ony", - "betra yed", - "b aff", - "my ra", - "as pen", - "allow ance", - "tam ara", - "ci f", - "cor bett", - "ser ge", - "di go", - "ambi gu", - "pain ters", - "p cr", - "p ca", - "nom s", - "lo ft", - "ve e", - "opend ata", - "ðŁIJ ±", - "alex andre", - "identi fies", - "fantasy football", - "re production", - "brom ley", - "ware agle", - "mm er", - "p ss", - "cu es", - "ay at", - "hut chinson", - "sar ac", - "jack man", - "ira h", - "ap ink", - "col s", - "aussi es", - "ex ecs", - "day ton", - "ðŁĻ Ĩ", - "im v", - "har am", - "chuck le", - "authent icity", - "ar do", - "incub ator", - "ภª", - "photo shopped", - "embrac ed", - "fight for", - "gor man", - "zz zz", - "schol astic", - "cri sps", - "te apo", - "mid night", - "ga ine", - "col lier", - "s ate", - "de tte", - "å Ń", - "imag ine", - "i ff", - "tw ili", - "i fication", - "teat ro", - "nor ma", - "es ur", - "emergen cies", - "rise up", - "r inger", - "hass le", - "cait lyn", - "tranqu il", - "vers a", - "se b", - "over look", - "gin i", - "bo go", - "se re", - "may ne", - "henri k", - "contamin ated", - "rhapso dy", - "pro portion", - "wildatlantic way", - "âģ© .", - "organis ers", - "tran e", - "stand ard", - "sper m", - "laun cher", - "ric ci", - "her ts", - "paper work", - "showcas ed", - "mer yl", - "pen a", - "p imp", - "disa strous", - "^. ^", - "phar a", - "x is", - "fron tal", - "sw irl", - "sp ills", - "swag ger", - "smart watch", - "sizz ling", - "savi our", - "cat ar", - "bb cr", - "refurbi shment", - "dr is", - "citro en", - "absor b", - "patrioti sm", - "il leg", - "chro mo", - "fresh ers", - "ru s", - "lim iting", - "ef ish", - "down ed", - "man dir", - "hazel nut", - "p all", - "mac on", - "disappear ing", - "quali fies", - "bo on", - "bar racks", - "am ine", - "gen dere", - "ðŁļ ĺ", - "j es", - "ãĥ Ń", - "qu ito", - "middle weight", - "sch au", - "quad ru", - "aci ones", - "limit less", - "ðŁijĮ ðŁı½", - "ch man", - "ar av", - "regulat ors", - "it up", - "batter sea", - "mil ford", - "g z", - "tic king", - "gh ou", - "cru shes", - "tu tu", - "dread ful", - "fam ine", - "for change", - "dalail ama", - "ðŁĴ į", - "whit aker", - "hash mi", - "h us", - "vo d", - "bet te", - "aa ah", - "iso o", - "ðŁ¥ Ī", - "ha ar", - "la ine", - "b v", - "all day", - "spr out", - "indie games", - "free bie", - "gree ks", - "but ler", - "ill in", - "ha al", - "ware ness", - "si ma", - "public health", - "gam a", - "wa a", - "oun g", - "goo oo", - "okin awa", - "off enders", - "im pose", - "ho c", - "young ster", - "story teller", - "sc ap", - "figh ter", - "+ ,", - "whit es", - "music monday", - "re za", - "go ducks", - "bri a", - "mi um", - "cas per", - "cru mbs", - "a ad", - "marti alarts", - "ch p", - "ri gged", - "tn g", - "harve sted", - "sa k", - "do jo", - "mill wall", - "b nw", - "oc d", - "histor yof", - "t mr", - "si rens", - "fan ci", - "caregi vers", - "vir a", - "son i", - "recur ring", - "acknowle dged", - "ðŁı Ł", - "oph ile", - "bu cky", - "stre ssing", - "roo k", - "di gger", - "vi val", - "san do", - "fle et", - "si ers", - "sel caday", - "refre shed", - "anti fa", - "a que", - "po lo", - "disappear ance", - "de mb", - "âĮļ ï¸ı", - "ren ted", - "ber ger", - "g mb", - "cu la", - "ss al", - "goo dy", - "u hh", - "marcel o", - "w anna", - "soft ware", - "shop small", - "turt le", - "tom as", - "fri sco", - "ðŁĺį ðŁĴķ", - "jim enez", - "c su", - "day z", - "an do", - "wyn ne", - "choreo grapher", - "cerv ical", - "trail blazers", - "ed g", - "zend aya", - "travel blog", - "el s", - "whole some", - "co g", - "lab out", - "ar ney", - "del le", - "su isse", - "ma si", - "ine se", - "om be", - "fi ddle", - "re claim", - "pa u", - "wat cher", - "sla in", - "ber ty", - "opti mum", - "el ites", - "min is", - "tur key", - "patro ls", - "ger ard", - "au reli", - "wild ly", - "wal tz", - "br gy", - "w ob", - "cre st", - "+ ++", - "ve z", - "fro sted", - "davi do", - "the x", - "param edics", - "p into", - "han k", - "du pont", - "ur g", - "fo stering", - "micro poetry", - "spec tre", - "---- >", - "ne uro", - "fri da", - "music al", - "galve ston", - "e ffic", - "sc ape", - "pal azzo", - "th all", - "pro visional", - "p js", - "au re", - "ðŁĶ ľ", - "mam amoo", - "kit ties", - "cre e", - "wa k", - "lo ool", - "lu pus", - "cn blue", - "à º", - "ðŁİ ¬", - "rac ed", - "tro se", - "om as", - "stri de", - "co ors", - "⤠µï¸ı", - "in comparable", - "cy ril", - "broad er", - "arec lipse", - "ðŁį Ķ", - "inter val", - "ti ru", - "co working", - "w aco", - "a ham", - "a bee", - "flouri sh", - "the times", - "ol ini", - "kick boxing", - "lu cer", - "at la", - "as un", - "casser ole", - "mi aw", - "lobb ying", - "jan ice", - "cir que", - "re flex", - "le ary", - "sanat omy", - "tem pest", - "se mb", - "mur dering", - "us av", - "ro bo", - "on et", - "p cc", - "nati ves", - "life of", - "sa ha", - "ruth less", - "rel ates", - "appeti zer", - "pye ongchang", - "nor d", - "er u", - "a thing", - "ug ly", - "pl ying", - "bran ce", - "organ ise", - "kend ra", - "dat o", - "chees es", - "par ma", - "burn out", - "a stra", - "pre toria", - "adjust ment", - "uk u", - "sl o", - "li ken", - "fav ors", - "cli ve", - "be ets", - "snow donia", - "go tv", - "sy n", - "open house", - "pan i", - "portra yed", - "sl ated", - "me cca", - "ren al", - "supportsmall streamers", - "staf fs", - "da o", - "bi ker", - "vik tor", - "tit us", - "admi red", - "ðŁĵ ±", - "hurric an", - "he ats", - "gl ory", - "photo genic", - "mer i", - "de por", - "burn ham", - "or angu", - "dj ing", - "impre ssionism", - "ign ition", - "ca i", - "w ynn", - "de pe", - "cove ted", - "colla gen", - "sau s", - "or nam", - "administr ators", - "ss on", - "nh politics", - "hahahaha hahahaha", - "aspir ations", - "r gb", - "swol len", - "so we", - "sc r", - "diver gent", - "hou ghton", - "han oi", - "d ory", - "ni ki", - "land ry", - "b cci", - "ðŁijĮ ðŁijĮ", - "is mail", - "tri pod", - "her d", - "bhat t", - "dress age", - "tab by", - "ingu ish", - "hur on", - "à³ į", - "à ł", - "to das", - "evangel ical", - "chor ds", - "st john", - "slo ppy", - "marty r", - "face book", - "ali ght", - "sen sei", - "kath niel", - "r ites", - "zi one", - "u o", - "revel ations", - "weight lifting", - "pan o", - "nc wx", - "ac ton", - "à® ķ", - "Ø ²", - "som a", - "ภĹ", - "respec ting", - "mar che", - "fore man", - "be tty", - "ki k", - "shi bu", - "po on", - "argy le", - "k swx", - "et z", - "mar bella", - "brac kets", - "stand by", - "fire side", - "defi ance", - "v ex", - "britanni a", - "in habit", - "appo int", - "piyu sh", - "le ash", - "sci ento", - "fla sk", - "sen na", - "> :", - "at roc", - "sand erson", - "id lib", - "dhan ush", - "ðŁĺ Ļ", - "en thr", - "hit ch", - "de dly", - "al ley", - "dor k", - "mon do", - "cudd ly", - "mis sin", - "ye sss", - "night ing", - "j pn", - "w ary", - "ump ire", - "ma z", - "ê ³", - "bab s", - "ĭ ãģ", - "stan ford", - "posse ssed", - "exce eded", - "ðŁĶ ¶", - "wall art", - "tra p", - "j il", - "hi bis", - "sp ying", - "scri be", - "khali l", - "trans lator", - "lu mb", - "di zed", - "ch c", - "super vision", - "shut ter", - "ja g", - "_ *", - "yester days", - "ms f", - "hi hi", - "gonz aga", - "gille spie", - "vive k", - "ec static", - "this morning", - "ch us", - "ed es", - "ston ed", - "be es", - "ðŁĩ¹ ðŁĩ", - "tur in", - "ho ver", - "at rics", - "ster n", - "sam heughan", - "auti sm", - "mi ya", - "eye witness", - "writ ings", - "travel tips", - "chut ney", - "px rtg", - "keny ans", - "my stic", - "k rit", - "/ $", - "red head", - "world ly", - "am us", - "op la", - "le ve", - "gab bana", - "se en", - "o clock", - "gang a", - "keen an", - "sc ent", - "ol dies", - "go green", - "corner stone", - "comp ly", - "con cours", - "ðŁİ¶ ðŁİ¶", - "ha an", - "con fis", - "aw son", - "cle op", - "î Ģ", - "su zu", - "sau té", - "al gar", - "subscri ber", - "este emed", - "ãĤ¤ ãĥ", - "worth while", - "mel rose", - "flo ck", - "bri ghtly", - "viol inist", - "p ere", - "sli pping", - "and co", - "si gh", - "ha van", - "cu lo", - "m sa", - "fibro sis", - "matil da", - "ra fting", - "aw ard", - "ë ª", - "mm mm", - "ge aux", - "ste iner", - "sin n", - "help ers", - "beet les", - "ai mee", - "tai wan", - "pistachi o", - "mac beth", - "m zan", - "descend ants", - "on sale", - "in r", - "il m", - "grou se", - "sa ig", - "mo w", - "bi gre", - "adjust ments", - "tu la", - "mathe w", - "transl ates", - "mu h", - "bol lah", - "ðŁĴĽ ðŁĴĻ", - "amo res", - "ab outs", - "bomb shell", - "bla ster", - "x avi", - "s ns", - "k roger", - "ga ther", - "erad ic", - "daf t", - "chem o", - "ben ches", - "ðŁĩ© ðŁĩ", - "ut v", - "our a", - "n ko", - "gator ade", - "biaf ra", - "ok state", - "im danielpadilla", - "dom ains", - "open ingday", - "kid do", - "do i", - "ric e", - "day care", - "mac millan", - "ba thurst", - "cheer leading", - "ðŁ¦ ģ", - "cash back", - "k won", - "hob bies", - "exem pl", - "ries ling", - "âļ ª", - "ag les", - "ny s", - "every thing", - "nav is", - "ad di", - "magne sium", - "faceli ft", - "ark ham", - "grand es", - "extre mist", - "don at", - "vit ality", - "pump kin", - "be tta", - "sl td", - "arti san", - "li by", - "pe aked", - "ah hhhh", - "mary am", - "assi m", - "un sc", - "ment e", - "al aya", - "low ers", - "ar as", - "gri ev", - "le ip", - "gr ati", - "cri ses", - "spr ints", - "exe cute", - "w to", - "ms d", - "mag ical", - "re viewer", - "spark les", - "juke box", - "ðŁĺĤ âĿ¤ï¸ı", - "pay back", - "licen ses", - "dun kin", - "bel t", - "lake wood", - "h ateful", - "bud gets", - "rev amped", - "ph erson", - "ky iv", - "went worth", - "ro sen", - "cru ise", - "gi ggle", - "def star", - "assassin scre", - "ym outh", - "win kle", - "w fc", - "band wagon", - "b kk", - "w iring", - "kear ney", - "south side", - "pe tit", - "! ðŁĺį", - "nor dic", - "mir za", - "mu gabe", - "v l", - "scon es", - "k tv", - "sand al", - "du c", - "m alls", - "ðŁĴŀ ðŁĴŀ", - "it c", - "al ay", - "im pair", - "un rest", - "flo ss", - "c é", - "ab ou", - "var ying", - "muse o", - "ser ver", - "di ya", - "hibis cus", - "ero y", - "mer ritt", - "fin dom", - "f pp", - "un usually", - "go tt", - "conting ent", - "ali aa", - "ball on", - "jo l", - "hi ked", - "zy me", - "ay r", - "ag n", - "ga z", - "perio dic", - "spar ty", - "practi sing", - "lin ton", - "tal is", - "cy pri", - "womanin biz", - "radio disney", - "ðŁĮ ¼", - "jump ers", - "endo cr", - "ðŁļ¨ ðŁļ¨", - "and on", - "shar apo", - "mi er", - "ma sonic", - "fac tories", - "vi en", - "bb ers", - "ìĽ IJ", - "hol d", - "ke bab", - "be ak", - "approach ed", - "ac milan", - "mun ro", - "ko sher", - "excell ency", - "negoti ation", - "walt disneyworld", - "cr ouch", - "te asing", - "suppre ssion", - "en ya", - "b ce", - "transformation tuesday", - "cal lie", - "vis was", - "p gat", - "ic ted", - "end ings", - "esc u", - "recru ited", - "it fc", - "collabor ations", - "g ino", - "snu ck", - "ausch witz", - "i fc", - "x ii", - "ke sha", - "ger vais", - "clo ak", - "x l", - "sa ad", - "prob ation", - "pre cau", - "mac in", - "anasta si", - "le k", - "e azy", - "daysof code", - "mariah carey", - "yo g", - "stit ched", - "boy friends", - "sh ar", - "ph ile", - "ag u", - "twin kle", - "phi shing", - "week ender", - "ic ton", - "gurmee tramrahim", - "al ton", - "l eness", - "all an", - "pen ultimate", - "kry stal", - "go u", - "lan de", - "dis mant", - "ab using", - "nor se", - "pat erson", - "ed mun", - "ap an", - "xi umin", - "sk el", - "cat walk", - "re act", - "wal led", - "t angle", - "br yn", - "ve to", - "super moon", - "cas ablanc", - "appreci ates", - "ski d", - "bo th", - "catal ina", - "ele ague", - "cyber monday", - "cau tious", - "ðŁ¤ ĵ", - "nov o", - "hamp ton", - "ha ye", - "jose f", - "var an", - "lo bos", - "roano ke", - "orph ans", - "tt in", - "squ ads", - "ishqba aaz", - "black panther", - "e tu", - "k sh", - "cru mble", - "cess na", - "reli eved", - "scul ly", - "pollin ators", - "explore canada", - "ki es", - "kam loops", - "kir an", - "pri mal", - "sett lements", - "hot spot", - "brain storming", - "ce dric", - "bi ennial", - "sh ant", - "âĻ¡âĻ¡ âĻ¡", - "do on", - "hear n", - "walk way", - "fe m", - "ve al", - "deport ation", - "tox ins", - "elimin ating", - "descen ding", - "by the", - "bla sphe", - "ha sta", - "comple ment", - "as cent", - "ri ga", - "provo st", - "âĸ ª", - "wee ping", - "anti semitism", - "employe e", - "unearth ed", - "pin o", - "natali e", - "bla d", - "ang ola", - "lock heed", - "in ian", - "ag r", - "ni ster", - "im pala", - "m ke", - "fan atic", - "âĺħ âĺħ", - "ðŁij ¸", - "lu ch", - "simpli fied", - "gall ery", - "econom ic", - "cy borg", - "con i", - "sel ma", - "in ception", - "ko ala", - "dv ds", - "cre sted", - "m mor", - "visi ble", - "n sd", - "ðŁĻĮ ðŁı½", - "w under", - "refriger ator", - "re opening", - "e era", - "carou sel", - "as p", - "balli stic", - "victor y", - "mo tive", - "tre y", - "sharapo va", - "si i", - "mon ter", - "int end", - "west chester", - "sp e", - "cy mb", - "vi dal", - "ll ama", - "uni v", - "fin er", - "crafts manship", - "jazz fest", - "b ch", - "ag gio", - "n cc", - "lamb da", - "tranqu ility", - "cis co", - "ba den", - "so bbing", - "of i", - "go ta", - "ru mored", - "war med", - "ore an", - "ac ton", - "mar ci", - "gh ani", - "âľ ĵ", - "as sorted", - "pembro ke", - "pen elope", - "da f", - "at ty", - "aim o", - "pretz el", - "carni val", - "than os", - "ko chi", - "mer sal", - "ham radio", - "ar twit", - "cas c", - "guer rilla", - "kush ner", - "k app", - "al ise", - "todd lers", - "steward ship", - "o tti", - "ter ri", - "tem pe", - "rest less", - "vit o", - "zay ed", - "rsp b", - "pi on", - "hi ppo", - "haw thorne", - "in as", - "am ily", - "nut cracker", - "lo p", - "d ali", - "tro pic", - "ðŁ¤ ł", - "ul o", - "jare dle", - "py rene", - "pale o", - "usa ir", - "m ould", - "it ated", - "gene tically", - "biom ass", - "ðŁĩ³ðŁĩ ±", - "do dd", - "practic ed", - "monarch s", - "un manned", - "m buhari", - "am al", - "photo gra", - "ko ol", - "bren don", - "ju ices", - "cu re", - "world bank", - "poin ters", - "ðŁĴ Ŀ", - "tur f", - "le ds", - "bor ussia", - "bapti sm", - "warwick shire", - "moun ts", - "gay o", - "be gg", - "co pied", - "asi ans", - "k g", - "moder nist", - "gi d", - "front man", - "concentr ated", - "y t", - "sc avenger", - "iron ically", - "adi c", - "ps n", - "ðŁ¥ ī", - "cultur ally", - "yu v", - "mac arthur", - "fertili zer", - "be withyou", - "ri gor", - "min ors", - "z oning", - "âĸ ł", - "ri r", - "adole scent", - "vin ny", - "ren g", - "sand stone", - "gu et", - "we sth", - "ple dged", - "lac ed", - "sp ide", - "v ai", - "ty coon", - "seiz ure", - "du p", - "appalach ian", - "ro k", - "cathol ics", - "sey chel", - "posse ss", - "la ger", - "jo di", - "cham p", - "stra s", - "d ina", - "cent uri", - "cal der", - "blur ay", - "ðŁĩ¨ðŁĩ ³", - "mo do", - "an nette", - "youtu bers", - "chap s", - "ang ling", - "label ing", - "a qui", - "pk wy", - "ly le", - "bi sexual", - "lit ur", - "dug out", - "li bby", - "grey sanatomy", - "sub stances", - "august us", - "rall ying", - "fi del", - "ing ue", - "äº º", - "hallmark channel", - "tooth brush", - "m á", - "adi rond", - "ag gi", - "ðŁĵį :", - "cru sade", - "tax ation", - "k z", - "i ver", - "dou bling", - "room ie", - "wa b", - "en rolled", - "az on", - "a ju", - "grand children", - "as df", - "ðŁ¥ º", - "mat ic", - "ough ton", - "utili ze", - "ðŁĴ £", - "pon der", - "rais in", - "dys function", - "co bain", - "butter nut", - "e man", - "su red", - "dri an", - "and friends", - "with the", - "on omy", - "heine ken", - "bri dal", - "leader ship", - "pyram ids", - "deutsch land", - "jo cel", - "bo wel", - "y qr", - "horse power", - "be acon", - "ing eni", - "gra dient", - "fer mented", - "mo om", - "thing y", - "pot assi", - "wrist band", - "bor d", - "bo died", - "ðŁĺŃ ðŁĺį", - "ma pp", - "ka u", - "cyber punk", - "ph ish", - "loo king", - "co ates", - "ap ur", - "am ie", - "uk labour", - "at in", - "g la", - "adop table", - "shel by", - "v illi", - "ri ya", - "m ingly", - "cli mber", - "bumble bee", - "ðŁĺ ¸", - "c sd", - "âĿ ¥", - "hospit alized", - "c ki", - "hat er", - "ch r", - "re tina", - "it a", - "fan base", - "beat rice", - "gwy ne", - "go ss", - "fo s", - "favor ited", - "swachhb harat", - "mal ade", - "mon mouth", - "\" [", - "si van", - "sh hh", - "command ing", - "sains burys", - "wee d", - "g man", - "ss w", - "rep tile", - "iv y", - "tro pics", - "roll ers", - "over cast", - "ex position", - "masquer ade", - "man crush", - "wa ist", - "spr inter", - "sle et", - "le vin", - "j pg", - "_ (", - "o pel", - "explo it", - "ap a", - "po we", - "wrec king", - "jong in", - "or b", - "er ick", - "bo sco", - "pra ising", - "ber tr", - "to wing", - "in security", - "ku t", - "resto cked", - "rr p", - "prescri bed", - "trafal gar", - "per t", - "g ases", - "app rais", - "g har", - "music als", - "âĸ¬ âĸ¬", - "mc fad", - "ag ony", - "conditi on", - "equi p", - "shi k", - "atra vel", - "ðŁĩ¿ ðŁĩ¦", - "ke h", - "abduc tion", - "pe oria", - "wil kins", - "g ms", - "as d", - "ev i", - "ðŁĴĹ ðŁĴĹðŁĴĹ", - "u z", - "mo c", - "halle lujah", - "guad alu", - "lou vre", - "dra wing", - "go ve", - "ph ant", - "fri e", - "web dev", - "program mer", - "z able", - "games com", - "clari fy", - "li th", - "kin ky", - "âĿ £", - "labour doorstep", - "son ata", - "ju ris", - "mai den", - "vi adu", - "buch arest", - "conditi oned", - "capit alist", - "u de", - "ps b", - "sp ca", - "lul la", - "footh ills", - "kay o", - "bon d", - "wom b", - "roun der", - "ce sar", - "bur sts", - "ap ra", - "sw oon", - "sab rin", - "fra grant", - "cle arer", - "ku brick", - "cli max", - "jour no", - "ag le", - "ðŁı½ âĢįâĻĢï¸ı", - "poo ch", - "hal e", - "sol it", - "sal mon", - "organis ms", - "bron son", - "art en", - "hodg son", - "alo ve", - "vent ure", - "bb i", - "ae a", - "ðŁIJ ¢", - "ld n", - "d nr", - "o zone", - "el las", - "man ny", - "azz ur", - "un beat", - "tru ffles", - "th ong", - "ma ñ", - "las ers", - "ley e", - "gettys burg", - "back packs", - "or is", - "ma ison", - "craw ling", - "la bra", - "cl ing", - "dra gging", - "ste al", - "dou bt", - "de van", - "ck ers", - "agent sof", - "photo bomb", - "elon musk", - "abo y", - "dist ances", - "story line", - "sp i", - "nor than", - "europe ans", - "wh ale", - "ser pent", - "ðŁļ ²", - "fi or", - "tr it", - "ox o", - "awar ding", - "class mate", - "su fc", - "smar test", - "rich es", - "pr k", - "big foot", - "ar mb", - "bi polar", - "dw elling", - "om ars", - "k wan", - "gri me", - "m eng", - "freder ick", - "navar ro", - "sorry notsorry", - "jaredle to", - "pa ve", - "sl ack", - "barn sley", - "att ar", - "evic tion", - "accumul ation", - "o ir", - "cat chy", - "wel ter", - "vik as", - "has see", - "nik ita", - "mo yes", - "mathe ws", - "shi v", - "gat wick", - "pro filing", - "compan ions", - "mar rake", - "an tics", - "ðŁĻĮðŁĻĮ ðŁĻĮ", - "se se", - "bo i", - "bart lett", - "poison ous", - "ab uses", - "ym m", - "kam pala", - "guggen heim", - "imv kohli", - "dol om", - "bre e", - "thro ttle", - "gare th", - "fitz patrick", - "un ya", - "par ad", - "mar got", - "j nr", - "we a", - "potassi um", - "p nc", - "disgu ised", - "cra sh", - "ren ergy", - "ill ic", - "coup led", - "ni els", - "ci ones", - "æĹ ¥", - "im ent", - "despic able", - "d ye", - "what cha", - "conne ctions", - "paralym pics", - "gaunt let", - "wait rose", - "suici dal", - "star ship", - "vap or", - "st ou", - "law maker", - "coo led", - "si mo", - "then o", - "offro ad", - "ja den", - "bas que", - "vick y", - "lu kaku", - "centr o", - "tri sh", - "strate gist", - "medic ations", - "hor st", - "b fc", - "gra il", - "sharp ly", - "ad itya", - "tom b", - "kau fman", - "tri pad", - "sam ba", - "pastor al", - "brit ney", - "sag an", - "hill side", - "mas ons", - "sar a", - "z one", - "x u", - "to tes", - "rob bie", - "app en", - "mon tag", - "der o", - "short film", - "charis matic", - "tat ors", - "ki ba", - "and ri", - "al arming", - "split ting", - "ic ar", - "th ug", - "scari est", - "sylve ster", - "an an", - "u trecht", - "a difference", - "me ade", - "bu ster", - "air strikes", - "cu ffs", - "account ants", - "ðŁĺ¡ ðŁĺ¡", - "new t", - "bo tt", - "issu ing", - "cl ancy", - "wwen etwork", - "kyu hyun", - "rese mble", - "pajam as", - "sin k", - "kin ney", - "sul ph", - "or k", - "li es", - "la gh", - "or ton", - "ra hul", - "d sc", - "we will", - "re am", - "collo qui", - "shar ia", - "hec tic", - "sar casm", - "land er", - "tm z", - "endor f", - "ro z", - "ham mered", - "fri s", - "w adi", - "pope francis", - "he it", - "flash light", - "un born", - "op es", - "hol iness", - "ðŁIJ ¦", - "nach t", - "im sa", - "gr acing", - "bj p", - "ver ts", - "c sc", - "home owner", - "a que", - "bigo try", - "anni e", - "bag h", - "âĿ¤ï¸ı ðŁĺį", - "car i", - "thom p", - "dispo sable", - "cardio logy", - "pat ented", - "hh hhhh", - "ld r", - "stephen son", - "cro res", - "fan ning", - "cli mat", - "ðŁijį ðŁijįðŁijį", - "ðŁijį ðŁı¼", - "aer on", - "piccad illy", - "bank rupt", - "sil via", - "emplo y", - "don ny", - "commen ting", - "screen writer", - "io ta", - "ce an", - "anc ers", - "tu an", - "street wear", - "ठ¯", - "sk ine", - "esp a", - "asi f", - "os ce", - "she ppard", - "more cam", - "bott le", - "der s", - "orac le", - "google play", - "aver aged", - "edmon ton", - "steph an", - "sister hood", - "cru sted", - "stag gering", - "methodo logy", - "congress woman", - "c abo", - "tri ggers", - "mil ky", - "gli de", - "tooth paste", - "room mates", - "nu ff", - "gu am", - "sprink les", - "alternati ve", - "wat fordfc", - "uof t", - "hal ey", - "cont acted", - "bun dy", - "pro stitu", - "gh ar", - "pre ston", - "on site", - "hil ar", - "g ts", - "c att", - "hamp stead", - "? ?!", - "ðŁĩ§ ðŁĩ", - "bbc qt", - "aless andro", - "resi st", - "ma idan", - "t ko", - "shad ing", - "pin up", - "gal lo", - "sin u", - "at ec", - "fun k", - "ac lu", - "stri des", - "rhy me", - "wet land", - "bbc springwatch", - "t ins", - "wild card", - "st our", - "flamen co", - "pau la", - "onto logy", - "gang sta", - "am ade", - "ãĤ «", - "t bs", - "skelet al", - "run ner", - "jard in", - "harri er", - "hun ted", - "z hen", - "believein film", - "de mean", - "au diti", - "re start", - "chon dri", - "âĿ¤ï¸ı ðŁĴĻ", - "mcla ren", - "ga b", - "sh um", - "au sa", - "lewi sham", - "y pg", - "k jv", - "fur nished", - "dor o", - "bon ded", - "mor ty", - "lat itude", - "_ )", - "lo va", - "water ways", - "vin ai", - "shor th", - "drun k", - "c ay", - "ay ana", - "kap lan", - "capp uccino", - "spr o", - "life boat", - "has bro", - "spol ice", - "tor on", - "do ing", - "dam n", - "sh ree", - "foun tains", - "ent ation", - "mar u", - "boar der", - "to pless", - "j ada", - "chan ning", - "ul ls", - "en closure", - "gib son", - "fractu red", - "brit ton", - "à ¶", - "t ous", - "por th", - "dra f", - "tra iling", - "mar gate", - "eli fe", - "down ward", - "lin n", - "gla des", - "girl power", - "ak rish", - "u ki", - "ron da", - "ts c", - "appreci ationday", - "vis ing", - "lo om", - "ðŁį ³", - "mex ican", - "ar gos", - "y ya", - "jad ine", - "south port", - "d end", - "si sta", - "rede em", - "men g", - "bra xton", - "antioxid ant", - "s key", - "mp g", - "fin ding", - "vibr ation", - "ce u", - "kh art", - "di mini", - "cl ine", - "shel ly", - "hin es", - "ī ï¸ı", - "to pical", - "no ver", - "ma xx", - "prim itive", - "illustr ate", - "b ounds", - "tren ton", - "join tly", - "breed ers", - "u chi", - "wakeup america", - "b ada", - "ðŁĹ £ï¸ı", - "gu acam", - "sp heres", - "pere gr", - "youth ful", - "lo lo", - "bir min", - "t ly", - "jeremy corbyn", - "defe cts", - "co sm", - "a rent", - "v aa", - "bag els", - "medi ac", - "cori ander", - "ic ago", - "g haz", - "ab bas", - "re model", - "struc turing", - "pu m", - "out law", - "ad ani", - "r bc", - "gul ls", - "n li", - "confu se", - "ðŁijĩ ðŁı¼", - "vil a", - "mcnam ara", - "correc tions", - "mug hal", - "ser i", - "re gain", - "ss b", - "lea ve", - "haha hah", - "gran de", - "di stressed", - "re chargeable", - "ho a", - "hou sed", - "sti l", - "attribu ted", - "opath ic", - "di ps", - "pri t", - "head phone", - "conclu de", - "pil o", - "he t", - "ut sa", - "nit in", - "je m", - "sni ppet", - "tutor ing", - "op er", - "sun k", - "en sla", - "cha u", - "ac orn", - "quinte ss", - "ran kin", - "affili ated", - "our lives", - "cl int", - "se ater", - "isa ac", - "ba shing", - "sme ar", - "nur se", - "doo dling", - "\" ;", - "sa ku", - "atroc ities", - "im am", - "g fs", - "viol ating", - "comm end", - "brad shaw", - "er ville", - "b illed", - "b be", - "thul hu", - "i phones", - "moo se", - "di os", - "re w", - "me thane", - "strang ely", - "whis ky", - "ti ghtly", - "spiel berg", - "radi us", - "notic ing", - "wi f", - "ig nati", - "i fa", - "ap is", - "w ali", - "ha itian", - "bu shes", - "y z", - "v l", - "ex ited", - "asse l", - "tru ec", - "dom en", - "ash er", - "in king", - "newyear seve", - "hend ricks", - "bat i", - "ìĿ´ ì", - "rich ter", - "mon santo", - "con line", - "agre at", - "ðŁ¤ ¯", - "master pieces", - "ar n", - "rough s", - "cle ve", - "se v", - "fashi ons", - "to ya", - "sh ail", - "cop eland", - "aqu ari", - "dec als", - "are you", - "y aya", - "a str", - "fon t", - "ml m", - "ar ca", - "pp or", - "pol lock", - "xper ia", - "conserv ation", - "chain saw", - "ag gie", - "?! ?!?", - "si le", - "sh on", - "ìĹ IJ", - "note books", - "marque tte", - "de us", - "bb led", - "spic er", - "mc cabe", - "nor wich", - "modi fication", - "boo sted", - "stru m", - "sales man", - "bang le", - "nis san", - "hez bollah", - "brea sts", - "a af", - "anth us", - "sk er", - "ow ed", - "her os", - "gi fs", - "fo sters", - "eat ers", - "du es", - "_ /", - "lymph oma", - "sf am", - "me gal", - "afri di", - "ag ic", - "p amp", - "jeal ousy", - "ðŁijĮ ðŁı¼", - "calcul ate", - "napp ing", - "g ale", - "ðŁ¦ Ħ", - "lub bock", - "assu med", - "ren ting", - "íĥ ľ", - "subur b", - "ãĤ ·", - "tech nic", - "u cla", - "in front", - "gar net", - "ster oids", - "stri ving", - "ho war", - "mo ver", - "le ton", - "bull do", - "is in", - "ci ao", - "sn z", - "fore front", - "d ams", - "mid wife", - "ma wards", - "cla pton", - "we in", - "subsi dies", - "spr oud", - "rother ham", - "phan tom", - "ar ach", - "spi el", - "rac ket", - "sel amat", - "no on", - "l bc", - "enti ally", - "ðŁĴ ¸", - "sil ve", - "m oud", - "kine tic", - "y asi", - "ðŁİ ©", - "o ol", - "mi ku", - "i za", - "fer a", - "flo ren", - "barber shop", - "groo t", - "z est", - "ne ars", - "stan is", - "z and", - "police man", - "juris dic", - "form ations", - "appar atus", - "sp d", - "arti fact", - "to sc", - "motiv ating", - "womanc rush", - "re dro", - "diagno stics", - "ra za", - "out fitters", - "el xn", - "dod gy", - "ry n", - "sh d", - "ortho don", - "ol de", - "jay anti", - "bal ances", - "quic kest", - "can ton", - "friday reads", - "! *", - "na a", - "a ak", - "ðŁĶ ·", - "behavi ors", - "rasp berries", - "ä »", - "polit ical", - "cam il", - "å ľ", - "di k", - "ast ounding", - "lie be", - "novel ty", - "tur moil", - "sul ly", - "spring break", - "hon ouring", - "cc g", - "ðŁı Ĵ", - "my little", - "ky c", - "pro ms", - "ðŁķ Ĭ", - "à ¨", - "bi ge", - "av ril", - "ðŁĩµðŁĩ °", - "mari on", - "as ants", - "sur ya", - "oc tag", - "luf than", - "ac ron", - "fayette ville", - "ti que", - "love s", - "en ca", - "de kalb", - "ta ver", - "de vote", - "aux iliary", - "joh annes", - "tread mill", - "ay an", - "qu r", - "donald son", - "cher yl", - "\" ....", - "s ven", - "kir sty", - "gun ners", - "ra dish", - "o ahu", - "v sky", - "i ble", - "con course", - "b ps", - "elo qu", - "ash ford", - "te bow", - "roblo x", - "ma da", - "dri ving", - "th day", - "spro ject", - "m ms", - "band ed", - ". !!", - "libr arians", - "flan nel", - "intoler ance", - "her al", - "ç µ", - "neme sis", - "list a", - "tar ak", - "cry pt", - "star plus", - "vish nu", - "sc ale", - "cr is", - "% ),", - "j illian", - "regg ae", - "pegas us", - "ol in", - "ip ment", - "man ic", - "l fc", - "godd ard", - "ite am", - "parl our", - "anch ors", - "lee minho", - "talla hassee", - "ant it", - "d ho", - "kid ney", - "y ash", - "batt led", - "az ad", - "gar is", - "faul kner", - "sni ff", - "papar azzi", - "ed m", - "phy llis", - "con tested", - "aa ay", - "se ca", - "k ton", - "vel ve", - "rain ier", - "for um", - "tam pab", - "ho sp", - "trac tors", - "ox fordshire", - "no tion", - "guang zhou", - "ðŁĺ ¯", - "ref ill", - "wednesday motivation", - "sli der", - "mukher jee", - "pr att", - "fon taine", - "alph on", - "af ar", - "ts i", - "pest icides", - "fi ends", - "mo cking", - "bra w", - "tran sat", - "do ses", - "co res", - "hom ophobia", - "docu menting", - "zlat an", - "con doms", - "s é", - "sun set", - "kun st", - "ton ga", - "ภª", - "v ation", - "sp ray", - "chow der", - "ra ps", - "palla dium", - "nor wood", - "music history", - "hoo ker", - "si si", - "osp rey", - "ph ys", - "conce ded", - "bob cat", - "ar mad", - "ze it", - "Ù Ħ", - "ðŁĺģ ðŁĺģ", - "mer idi", - "ðŁĩ· ðŁĩº", - "corn wall", - "! ),", - "touch downs", - "ze it", - "chal et", - "mm m", - "al che", - "gor illa", - "fo ss", - "ati ku", - "lumin ous", - "ivan ka", - "be ek", - "sta res", - "sw iss", - "âĿ¤âĿ¤ âĿ¤âĿ¤", - "scru bs", - "me ath", - "gusta v", - "jo gging", - "confe tti", - "as os", - "ers fc", - "breit bart", - "applic able", - "autho red", - "ya ho", - "h in", - "displac ement", - "j v", - "ðŁĮ¹ ðŁĮ¹", - "ot c", - "non profits", - "diec ast", - "gu sto", - "inte stin", - "c ages", - "me en", - "lu kas", - "moon ey", - "ðŁĺ ·", - "very day", - "tor ah", - "is sion", - "wa c", - "lever aging", - "ish able", - "cu se", - "le wood", - "may an", - "turn table", - "ju ice", - "tru sty", - "tu p", - "eti quette", - "supervis ors", - "stu n", - "gu zman", - "confe ren", - "ric o", - "fe ast", - "back ward", - "pol aris", - "mic he", - "jo g", - "h ing", - "field house", - "vel ing", - "sho cker", - "esc ence", - "ठ¾", - "vi be", - "anasta sia", - "mar ched", - "kill ing", - "Ķ ë", - "fe tt", - "exop lan", - "... (", - "snow day", - "lo h", - "ir ani", - "la khs", - "del a", - "po caly", - "boom ers", - "dictat orship", - "ac er", - "tur keys", - "quarter final", - "muskete ers", - "ðŁĴĽ ðŁĴļ", - "sf x", - "museum week", - "sc ala", - "ri sis", - "( ðŁĵ·", - "ãĢ Ĥ", - "z ies", - "bo eh", - "hu es", - "lu sci", - "dol a", - "impeach trump", - "roo d", - "don caster", - "tor re", - "hero es", - "fo yer", - "tar i", - "blur red", - "ke w", - "frank ly", - "dro id", - "ap al", - "Ð ¼", - "y af", - "bre t", - "par agu", - "cac ao", - "ðŁĻĮ ðŁı¾", - "ru e", - "head aches", - "shaw ty", - "char ley", - "pal er", - "go wns", - "correc tional", - "ðŁĺ© ðŁĺ©", - "breaking bad", - "ol ing", - "da p", - "endeav our", - "cit adel", - "tra d", - "incumb ent", - "medit ate", - "foo ted", - "ðŁĴ µ", - "shab bat", - "dayof the", - "wil lem", - "gal way", - "to red", - "marri age", - "f illion", - "sleeve less", - "aud itor", - "jin young", - "invin cible", - "kad una", - "a and", - "volcan oes", - "mon eti", - "indie gogo", - "buccane ers", - "ðŁijī ðŁı½", - "ãĢ Ĥ", - "lay ton", - "cuck oo", - "hu mber", - "buzz er", - "Ï ī", - "to re", - "stra ins", - "sto m", - "pa ine", - "s we", - "du ff", - "z ou", - "si mi", - "li pp", - "ur n", - "se agu", - "ðŁĶ ®", - "sun dae", - "hi c", - "ðŁĺ ¨", - "bull pen", - "u per", - "flyo ver", - "al dridge", - "glo bes", - "ali es", - "ken zie", - "ge es", - "y cle", - "sp lin", - "mag enta", - "j ha", - "bal u", - "gh orn", - "ti pper", - "wick er", - "taste of", - "con clave", - "ch ale", - "inv asi", - "cat er", - "dio xide", - "me gab", - "win n", - "at p", - "transform ative", - "nest led", - "hi g", - "bri dging", - "lil ies", - "chee red", - "bad dest", - "sc rolls", - "real is", - "dipl o", - "ðŁĶ «", - "conce ssion", - "prefe rences", - "explo des", - "er gon", - "introduc tory", - "ine au", - "ch af", - "som es", - "land rover", - "spir ation", - "sex y", - "sco recard", - "illustr ates", - "soul mate", - "wi en", - "inter disciplinary", - "fore casting", - "ent ities", - "glu ed", - "en lar", - "cur t", - "percep tions", - "boot leg", - "mi re", - "asho k", - "v az", - "hor ne", - "cal le", - "ac ulture", - "ther oy", - "night time", - "oc al", - "character design", - "ar mist", - "ðŁĺı ðŁĺı", - "yah oo", - "ac eae", - "to se", - "even to", - "sou t", - "nay anth", - "wh om", - "v are", - "ri gging", - "gen us", - "hi ve", - "com mands", - "sti e", - "day a", - "ethan ol", - "en f", - "hi fi", - "flu ence", - "cle mson", - "re invent", - "thermom eter", - "humor ous", - "emer ging", - "aci ón", - "ðŁĺĺ ðŁĺį", - "s ity", - "haw ke", - "accompan ying", - "t ility", - "ðŁĺ ª", - "re cess", - "protag onist", - "l ery", - "dun dal", - "int l", - "britt any", - "q bs", - "off the", - "marri ages", - "how to", - "viol ated", - "adel aide", - "wit t", - "lanc er", - "pak v", - "hu me", - "st ade", - "bra gging", - "ou tright", - "ad c", - "super st", - "real time", - "cu res", - "garden ers", - "ero ck", - "dale jr", - "ver o", - "bar tol", - "mo ti", - "mc fly", - "v pn", - "st ink", - "over rated", - "guer ra", - "e tis", - "ath ome", - "twd family", - "th ab", - "tn x", - "rafa el", - "family travel", - "x ley", - "sat anic", - "equ ations", - "ru dy", - "wal dorf", - "stan i", - "tu be", - "meas les", - "zimmer man", - "obli gations", - "i ously", - "bow ser", - "trans former", - "sho ppe", - "shak en", - "gh ouse", - "to d", - "ke tball", - "share holder", - "mar ca", - "kp mg", - "ak an", - "given chy", - "coast al", - "au th", - "roller coaster", - "mar ches", - "coordin ate", - "cine ma", - "apprentic es", - "par lor", - "mit o", - "men on", - "consider able", - "bar re", - "glo ss", - "enh ances", - "jaz eera", - "fal mouth", - "thra sh", - "stat en", - "k zn", - "eng el", - "samanth ap", - "flo ppy", - "sal om", - "ðŁıĨ ðŁıĨ", - "w ack", - "deliber ate", - "osc ill", - "herit ag", - "du sted", - "orni thology", - "pad dle", - "fer ns", - "bar un", - "cl ans", - "anticip ate", - "a ay", - "mat ically", - "é ĩ", - "tu mble", - "post man", - "unic ef", - "tro tter", - "op d", - "leaf let", - "ge ist", - "cease fire", - "scre ws", - "cre ation", - "wal nuts", - "longh orns", - "under statement", - "ab b", - "proxim ity", - "na x", - "un ity", - "turn pike", - "orda ined", - "dub step", - "chak ra", - "me ch", - "love her", - "look alike", - "donne in", - "vir on", - "Ù Ī", - "bang ers", - "vari ants", - "out dated", - "in ta", - "cri sto", - "sp elt", - "food and", - "f on", - "stefan i", - "margin al", - "hu tton", - "ti ara", - "tel ford", - "qu en", - "fair grounds", - "que tta", - "mikha il", - "heal er", - "v ball", - "ty re", - "under grad", - "gl end", - "hom ers", - "scri bed", - "main tains", - "po che", - "mis sal", - "mar ko", - "u as", - "á n", - "sh p", - "con vey", - "pad re", - "sab a", - "pu glia", - "madhu ri", - "pa xton", - "chap lain", - "n ago", - "ca si", - "... !!!", - "fli rt", - "sal eh", - "k are", - "di re", - "stam ped", - "extre me", - "ðŁĺĥ ðŁĺĥ", - "ho ppy", - "guadalu pe", - "advant aged", - "eu char", - "p low", - "un n", - "mac qu", - "port land", - "cla sh", - "pe s", - "lou bout", - "y p", - "keep ing", - "arca dia", - "fran kie", - "fi u", - "de th", - "encyclo pedia", - "si ze", - "inve sts", - "ðŁį ©", - "geo logical", - "fran ç", - "con front", - "ðŁĺ ¥", - "d ys", - "af m", - "tex an", - "graph ene", - "repost app", - "ac f", - "ur sula", - "gaz a", - "dd led", - "fu m", - "wsb tv", - "m be", - "fron tiers", - "chrono graph", - "ke s", - "inter faith", - "tab oo", - "spar ta", - "won do", - "flori st", - "em braces", - "ca w", - "no el", - "arch ers", - "ðŁIJ ·", - "roman o", - "ban an", - "sh akers", - "melo dies", - "geo thermal", - "se phora", - "ìļ °", - "оР´", - "pro c", - "hand shake", - "pan de", - "popul ated", - "slow down", - "hor tons", - "registr ations", - "un deni", - "lan ts", - "pas sover", - "thak ur", - "li ef", - "adhe sive", - "pe tal", - "micro scopy", - "memph is", - "confir ming", - "air drop", - "mesm er", - "perce ived", - "ming le", - "lifel ine", - "gh j", - "worcester shire", - "pas sions", - "ach er", - "el lar", - "ah o", - "firen ze", - "bar ang", - "letter man", - "hat field", - "lu cha", - "je ter", - "e shop", - "william s", - "horo scope", - "pre de", - "east bourne", - "dur ga", - "di version", - "al trin", - "seis mic", - "premi osm", - "nar co", - "ti r", - "ori g", - "or m", - "land fall", - "ci ous", - "lin do", - "max ine", - "x ico", - "tra y", - "os wald", - "c ba", - "ric otta", - "n cr", - "mar au", - "ภ²", - "gladi ator", - "ch ery", - "lun g", - "u me", - "po psic", - "lon ging", - "can als", - "ta ya", - "decentr alized", - "sho pp", - "pres sures", - "mahar aj", - "eti had", - "wal greens", - "succe ssion", - "sign aling", - "li g", - "staf fer", - "north korea", - "def ying", - "as ma", - "de g", - "peri meter", - "oak ville", - "m sk", - "balti more", - "rece ip", - "de ple", - "ðŁĺŃ ðŁĺĤ", - "jambo ree", - "> .<", - "rsp b", - "puni sher", - "consider ably", - "in tothe", - "pari sian", - "acceler ated", - "polye ster", - "low es", - "fr ying", - "sauté ed", - "mou ths", - "seychel les", - "ra x", - "go dis", - "dak ota", - "house wives", - "the me", - "mat inee", - "black bird", - "ye sung", - "pre fers", - "pelle gr", - "in ated", - "trun ks", - "stronger together", - "re pet", - "re pairing", - "ped als", - "toler ant", - "her r", - "dun ne", - "indic ation", - "decat ur", - "b tv", - "exhibit ors", - "ik on", - "friday motivation", - "bra gg", - "live tweet", - "al ves", - "womens art", - "foreig ners", - "wal lets", - "min dy", - "lan ey", - "bb in", - "tv miaw", - "lif ter", - "tar get", - "tam e", - "dr ou", - "astro photography", - "mp c", - "g pu", - "nord strom", - "fric tion", - "run off", - "lov able", - "sp nfamily", - "ext ingui", - "bloo dy", - "sch el", - "arti stry", - "sw ish", - "scar ce", - "ph ils", - "max im", - "pos sum", - "com promised", - "sty li", - "sc fc", - "is sa", - "birmin gham", - "sket ched", - "angel ica", - "ordin ance", - "je ts", - "conqu er", - "ðŁĺ IJ", - "online shopping", - "s ori", - "reason ably", - "nue stro", - "ar turo", - "ch l", - "benef ici", - "spho to", - "wel t", - "ni kk", - "ðŁ¤ ŀ", - "dan ao", - "for mid", - "as se", - "af irst", - "âľ Ĥ", - "gil lette", - "as sor", - "an onym", - "sel ca", - "fe mi", - "bear able", - "y and", - "ar mory", - "cre pe", - "celtic fc", - "bra vo", - "in expensive", - "de lec", - "ge cko", - "new market", - "snow flakes", - "kab ir", - "con tra", - "can ning", - "mor pho", - "gar wal", - "ðŁĴĥ ðŁı»", - "fight ing", - "mu tation", - "woo dy", - "ju gg", - "gr aces", - "premiosm tvmiaw", - "kenne dy", - "gu p", - "sa e", - "op ha", - "off spring", - "fini sher", - "bet ts", - "span ning", - "mar j", - "h one", - "sh ing", - "contin ents", - "samanthap rabhu", - "un related", - "l acy", - "explo sions", - "benjam in", - "sophi e", - "no ting", - "micro soft", - "as sen", - "a hoy", - "i ker", - "ho fer", - "mo e", - "ah madi", - "yan n", - "an ak", - "ma hi", - "be u", - "aha h", - "creep er", - "baahu bali", - "am at", - "pri ory", - "haw keye", - "deloit te", - "sko da", - "print making", - "assemb ling", - "mirac ulous", - "no ch", - "sw o", - "leg a", - "oper ates", - "border lands", - "eli e", - "stron gh", - "rep tiles", - "pir ate", - "un fold", - " ¯", - "qual comm", - "un predictable", - "ot r", - "rose wood", - "direc tional", - "counsel ors", - "corn ell", - "liber ated", - "j ad", - "ir regular", - "bulgar ian", - "high ness", - "vodaf one", - "sw ild", - "mini mize", - "gra zie", - "๠ĩ", - "r stats", - "stre ep", - "ome tric", - "humb le", - "lu mp", - "l ille", - "b ü", - "home depot", - "tripad visor", - "ki wan", - "a via", - "er z", - "ex ico", - "du f", - "blu men", - "mi zing", - "ar ma", - "in im", - "con stan", - "sor a", - "ju al", - "au n", - "tw ell", - "tren ches", - "her a", - "r k", - "po plar", - "recipe oftheday", - "ll an", - "bhu ban", - "short ages", - "ing don", - "bridge water", - "ðŁIJ ĺ", - "fortn ite", - "cam den", - "un cture", - "pro w", - "colon ies", - "t ks", - "n go", - "b hm", - "live pd", - "spl ace", - "sli ke", - "happye aster", - "ter rence", - "revol ver", - "j ed", - "yy yy", - "office of", - "m ts", - "exist ential", - "r ourke", - "explore bc", - "sse d", - "pri est", - "vix en", - "si ding", - "k pa", - "a har", - "ju ic", - "ob struc", - "foren sics", - "uk mfg", - "cancell ation", - "we ary", - "ab q", - "ele c", - "pri zed", - "deb ts", - "me zz", - "salv atore", - "m dc", - "gre tte", - "c gc", - "th on", - "snow storm", - "ts ch", - "cook ery", - "å ¹", - "wa xing", - "n acional", - "mur s", - "ra ve", - "cap es", - "ger main", - "dri pping", - "sub mitting", - "ome lette", - "iter ation", - "aj es", - "shim mer", - "fu eling", - "ðŁĩ§ ðŁĩª", - "li po", - "bo bble", - "un follow", - "islam ist", - "hi ber", - "cat s", - "agentsof shield", - "sen si", - "____ _", - "ster ia", - "inst al", - "ausp icious", - "har row", - "over land", - "femini sts", - "inst ant", - "char iot", - "blind ness", - "sp ed", - "sc arec", - "nu it", - "mini atures", - "ho seok", - "glo ck", - "fifa worldcup", - "e te", - "dis m", - "we iner", - "ex foli", - "ear ts", - "ภĶ", - "my art", - "man il", - "iss ant", - "form a", - "in cu", - "buffal ob", - "in tim", - "mc cul", - "anj ali", - "po po", - "un doub", - "hil a", - "fun gal", - "thank ful", - "fu tur", - "en dish", - "ren ds", - "th ar", - "she ff", - "ring o", - "nichol ls", - "io wa", - "po tom", - "cl ams", - "ãģ Ħ", - "acon f", - "stadi ums", - "di mp", - "di k", - "residen ces", - "do v", - "caric ature", - "seagu ll", - "kl m", - "confe ss", - "sla pped", - "cele b", - "turb ines", - "pp v", - "nur ture", - "el ab", - ".... .#", - "tu ff", - "de press", - "al far", - "amii bo", - "di spon", - "e wing", - "que er", - "friend s", - "for re", - "âĺ ¼", - "sw t", - "aqu arius", - "head liner", - "cur d", - "fi gs", - "o tters", - "love fl", - "kare em", - "go vegan", - "fri yay", - "consol ation", - "at ri", - "ì§ Ħ", - "âĺĿ ï¸ı", - "poly ne", - "gu ed", - "o ya", - "la us", - "intestin al", - "cam illa", - "scal p", - "pi r", - "leed s", - "horri fying", - "bore tum", - "dand elion", - "fer rer", - "ell ic", - "as x", - "so ren", - "re loaded", - "ale ague", - "navig ator", - "ine tte", - "add ams", - "al chemist", - "ak shay", - "dystop ian", - "awe c", - "n aya", - "al isa", - "ai led", - "ag or", - "avi ator", - "ali zer", - "smo bile", - "findyour park", - "cop ying", - "to ddy", - "sh ti", - "mon ger", - "cal houn", - "nap kin", - "break up", - "y atra", - "se thu", - "ric hi", - "eras mus", - "fer ry", - "am ore", - "prac tise", - "bo bo", - "power point", - "oo se", - "li ffe", - "chin a", - "sh ka", - "fad navis", - "du ane", - "war on", - "fal se", - "ðŁļ Ĥ", - "wa shes", - "disc ip", - "==== ====", - "g k", - "ab b", - "stub born", - "medi eval", - "p ci", - "ðŁį ª", - "maril yn", - "h yo", - "man di", - "cr i", - "prede cess", - "continu ation", - "om usic", - "s lat", - "wh al", - "mall ory", - "bon n", - "shen zhen", - "ca i", - "âĺ ĥ", - "sa fest", - "for wards", - "dra wers", - "bla sted", - "sle e", - "mor phe", - "mb ta", - "dumb ass", - "ÑĦоÑĤ о", - "alhamdulil lah", - "ec lub", - "al beit", - "heal ey", - "ayurve da", - "adverti sed", - "cro cs", - "itt les", - "bry son", - "be i", - "nj pw", - "honore e", - "fu sed", - "ðŁĶ ĺ", - "mul tin", - "n aga", - "de parts", - "ko p", - "kin o", - "jhar khand", - "ed na", - "ax le", - "mil ton", - "supremac ist", - "marrake ch", - "domin ic", - "tran script", - "] [#", - ": ).", - "wo c", - "sur rounds", - "o gil", - "leaf lets", - "co well", - "whe w", - "tru de", - "proli fer", - "succe s", - "sports man", - "con dom", - "po che", - "k up", - "imprison ment", - "{ }", - "scram bled", - "å Ľ", - "ka ine", - "cell phone", - "metam or", - "con i", - "remn ants", - "ee z", - "down pour", - "afterno on", - "exerc ising", - "ber ser", - "architec ture", - "wick low", - "m ns", - "is p", - "bo c", - "n iss", - "mn wild", - "stu mble", - "r si", - "lu ffy", - "sil en", - "dd ad", - "bul lies", - "haw ker", - "bb cc", - "scu ba", - "e pp", - "que ts", - "for aging", - "pal let", - "ha di", - "cinemato grapher", - "cat chers", - "to aster", - "k hi", - "lite coin", - "kid lit", - "amher st", - "maur icio", - "ip ad", - "mar malade", - "fe y", - "don nelly", - "g to", - "est as", - "cere bral", - "ant grasso", - "zz led", - "vir gil", - "swa pped", - "ðŁĺħ ðŁĺħ", - "no dapl", - "greate st", - "nhl bruins", - "fra ser", - "b mo", - "ane w", - ". âĿ¤ï¸ı", - "se gregation", - "remark ably", - "mccor mick", - "lo gger", - "er as", - "contrac ting", - "âłĢ âłĢ", - "yor ks", - "uku lele", - "touch screen", - "de cked", - "ben n", - "south wark", - "ra vin", - "nu mis", - "ðŁ¤ Ļ", - "ru t", - "gre co", - "eth ic", - "red neck", - "ar r", - "t cs", - "ih ri", - "ðŁĩ« ðŁĩ·", - "l k", - "inher ited", - "zy k", - "viadu ct", - "marty red", - "hi gu", - "ss n", - "be in", - "street style", - "fer gie", - "bank of", - "æĹ ¥", - "stake holder", - "exempl ary", - "cre ss", - "ess a", - "ero tica", - "intre pid", - "gom es", - "bra un", - "bethan y", - "bang tan", - "pulmon ary", - "m illing", - "doctor ate", - "trump russia", - "ठ°", - "s ani", - "bl att", - "pla u", - "depri ved", - "t le", - "ful ly", - "bour n", - "st ak", - "lufthan sa", - "kio sk", - "far oo", - "def y", - "bad an", - "ðŁĺĺ âĿ¤ï¸ı", - "rit z", - "tri sha", - "ran ds", - "middle sex", - "arab s", - "pro j", - "sport scenter", - "repe ats", - "iv f", - "bleed blue", - "as sure", - "o bs", - "territ orial", - "ele n", - "bever ley", - "ann ah", - "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ıâĿ¤ï¸ı", - "z l", - "for good", - "science fiction", - "gla u", - "son ya", - "pri th", - "st weets", - "mix ers", - "mari o", - "ant elope", - "writing community", - "went z", - "den ham", - "be di", - "sf o", - "harley davidson", - "look book", - "immuno therapy", - "or phe", - "es ville", - "ed ged", - "tas k", - "sb ball", - "corro sion", - "kilom eters", - "co sting", - "play back", - "ke ke", - "di visi", - "u ter", - "re location", - "yel led", - "pen g", - "up beat", - "ser ve", - "âļ ł", - "hal en", - "stir ring", - "reh man", - "en v", - "schu macher", - "frag ment", - "alkal ine", - "sb k", - "resil i", - "share point", - "rol lover", - "tra sh", - "counter part", - "âĻ «", - "ob itu", - "à ½", - "ãĤ ¹", - "mul berry", - "ðŁİ Ĩ", - "auton omy", - "spra ying", - "nat l", - "love you", - "fran ki", - "nu k", - "esc ar", - "can teen", - "ali baba", - "de plor", - "mole cule", - "pu d", - "fort night", - "blon die", - "sp hin", - "portra yal", - "ta che", - "bu te", - "consi sting", - "freep alestine", - "c sp", - "im mort", - "d ns", - "ðŁĴ¥ ðŁĴ¥", - "tour de", - "coo king", - "archi val", - "ga thers", - "bit t", - "b anc", - "pre mature", - "snow ball", - "poetry day", - "lou dly", - "fug itive", - "ed ay", - "em ra", - "ðŁĩ¸ ðŁĩª", - "sci en", - "node js", - "jur gen", - "je ong", - "band ana", - "un is", - "fox sports", - "v andy", - "pro visions", - "wee p", - "tu k", - "i ko", - "h oun", - "zig gy", - "z r", - "fil let", - "bat a", - "tin k", - "con e", - "we want", - "k ilo", - "hor ace", - "sl t", - "sc t", - "stay tuned", - "victor ia", - "umb ria", - "att acker", - "ingham shire", - "fright ening", - "no ir", - "fr at", - "con tempt", - "lia ison", - "ho i", - "br ink", - "tr ill", - "ni agar", - "kick ass", - "dun das", - "not my", - "rho de", - "bu mble", - "no xi", - "fa g", - "spec tators", - "mancrush monday", - "jin ping", - "distr act", - "dais y", - "wal den", - "portra it", - "ar thistory", - "vol tron", - "ev el", - "is c", - "ac m", - "r ite", - "na o", - "de ported", - "swe ats", - "ru fus", - "lo bo", - "labor day", - "gam o", - "ihri thik", - "bl it", - "abdomin al", - "ãħ¤ãħ¤ ãħ¤ãħ¤", - "i it", - "e q", - "bu sy", - "allu arjun", - "un disclosed", - "de ton", - "pro create", - "ki l", - "ðŁİĤ ðŁİĤ", - "mitch ell", - "ki i", - "inherit ance", - "al p", - "jo burg", - "pat rolling", - "compul sory", - "un signed", - "ni am", - "l ga", - "eshop suk", - "tr illi", - "ma w", - "appreci ating", - "rock ab", - "mañ ana", - "an tal", - "mal vern", - "roy o", - "grand prix", - "sut ton", - "go ftheday", - "dig i", - "ãħĭãħĭ ãħĭãħĭ", - "t les", - "varan asi", - "erec ted", - "discip les", - "cont act", - "ðŁĺ µ", - "li d", - "⬠ĩ", - "scen tre", - "radi ator", - "ing tips", - "trans itions", - "thursday motivation", - "chem ical", - "separ ati", - "sal is", - "mi m", - "geo graphical", - "book fest", - "/ .", - "âľ ĭ", - "v ae", - "cur rie", - "ag garwal", - "acceler ation", - "the ses", - "lg m", - "u mass", - "pro portions", - "nat a", - "ani ans", - "ku ch", - "be acons", - "ap r", - "@ #", - "ðŁĴª ðŁı¾", - "nu ke", - "sher aton", - "ki o", - "ma kati", - "polit ico", - "mor ale", - "ì Ļ", - "econom ically", - "gg ly", - "ss en", - "pa stries", - "intern ships", - "vic ente", - "fanta ken", - "aveng ers", - "accu se", - "slee pover", - "indic ated", - "the dream", - "ster one", - "ren ders", - "fro st", - "ou i", - "gre gg", - "d ore", - "⾨ ⾨⾨", - "pu gs", - "sat y", - "nu mb", - "hems worth", - "tam i", - "la ssic", - "schi ff", - "igle sias", - "ag awa", - "] \"", - "re shi", - "game stop", - "divor ced", - "theat er", - "clau di", - "un conventional", - "prophe ts", - "ac in", - "twel f", - "tow ering", - "t ml", - "sc lerosis", - "k wan", - "ge ts", - "distur b", - "na ira", - "ener g", - "pir acy", - "pru itt", - "noti fied", - "hen na", - "bra m", - "ground water", - "bl s", - "opti mis", - "$ )", - "luci e", - "biz hour", - "fang irling", - "gr ills", - "or l", - "ver se", - "c ina", - "law less", - "artistson twitter", - "tele vised", - "marshmal lows", - "radio head", - "bar r", - "m fc", - "bre vi", - "mmor pg", - "g aya", - "âĸ «", - "sub titles", - "j t", - "disney land", - "to bago", - "nh m", - "groo ve", - "fi awec", - "\" /", - "ba o", - "scra bble", - "om ni", - "ff l", - "um c", - "si mba", - "ali er", - "ter rell", - "plu me", - "mi di", - "dig nit", - "co c", - "bru t", - "ad ata", - "alche my", - "d sm", - "ðŁĺĨ ðŁĺĨ", - "win try", - "spa res", - "cu er", - "conclu sions", - "to ys", - "od or", - "fl ann", - "gar vey", - "scrip tions", - "inspec tions", - "cat ap", - "ang lo", - "st louis", - "heim er", - "at ay", - "tr ich", - "en yc", - "chil ds", - "vent il", - "mont p", - "guiller mo", - "circu lare", - "z ell", - "mode led", - "craf tsman", - "al ina", - "stimul ation", - "cashe w", - "ju das", - "best of", - "to ire", - "susp ends", - "scol lege", - "real ising", - "by tes", - "bloo ds", - "as si", - "ðŁĴ ¿", - "o hs", - "ðŁį ĭ", - "scallo p", - "ठµ", - "gi fting", - "camo gie", - "wil kes", - "o zzy", - "ðŁ¤ ¤", - "ver onic", - "sav oy", - "deme tri", - "baby girl", - "ðŁĺį ðŁĺŃ", - "so x", - "cly de", - "induc tee", - "count down", - "self care", - "ठľ", - "vi ka", - "tor re", - "phd chat", - "pe ars", - "aw h", - "suff rage", - "le sn", - "admir ation", - "mp p", - "shark week", - "schul z", - "santor ini", - "clo ver", - "( *", - "stras bourg", - "ex iting", - "so yu", - "finger print", - "che a", - "ãĢ ľ", - "vin dic", - "song writers", - "so a", - "prou der", - "nam a", - "= ))", - "simple st", - "delici ously", - "gil les", - "u q", - "mn wx", - "ep p", - "sh un", - "ken nel", - "fall on", - "ðŁIJ £", - "sin d", - "tra gically", - "out es", - "modern ism", - "co ke", - "gy n", - "spi on", - "âĺ¹ ï¸ı", - "le am", - "compress or", - "apolog ise", - "twent yon", - "fan atics", - "âĻ »", - "sco tsman", - "sa wa", - "ko u", - "as er", - "ภļ", - "welter weight", - "phen om", - "twick enham", - "stri a", - "p out", - "ka z", - "gi am", - "cd p", - "ho y", - "emplo y", - "red mond", - "ภĦà¸", - "sm ere", - "trance family", - "proto cols", - "pie ce", - "lu iz", - "iter acy", - "carl s", - "united states", - "har med", - "phd life", - "ch aw", - "foot prints", - "l é", - "cho ker", - "z ana", - "sli pper", - "eric sson", - "insul ting", - "articho ke", - "advis ing", - "acquis itions", - "op or", - "mut ations", - "re ar", - "ॠģ", - "pod cast", - "wi ther", - "kun g", - "íĺ ¸", - "win slow", - "di apers", - "ðŁĵ¸ @", - "ec ker", - "col lar", - "hu ey", - "gi ro", - "mono gram", - "kas ich", - "si veness", - "malay si", - "arom atic", - "gre s", - "gali leo", - "u ji", - "rob b", - "dr m", - "none theless", - "as a", - ": >", - "lo a", - "l np", - "at work", - "ag t", - "laksh mi", - "pipel ines", - "id al", - "stre l", - "re all", - "chain z", - "stone wall", - "san sk", - "ðŁı ´", - "pied mont", - "hoste ss", - "ci u", - "t é", - "analy ses", - "wil helm", - "scott y", - "rw by", - "mosqu it", - "use mb", - "qu ins", - "ðŁij İ", - "tu cker", - "s conf", - "speci fications", - "psychi atry", - "broo kes", - "s ils", - "ol af", - "de to", - "co di", - "cli p", - "fil th", - "womancrush wednesday", - "go to", - "ang erous", - "be ale", - "w tc", - "paneli st", - "ne x", - "lar sen", - "emili o", - "tab leau", - "h itters", - "conce ived", - "americ ani", - "or tega", - "mar di", - "Ñ ĥ", - "pain tball", - "thir sty", - "new yorker", - "etis ation", - "go ss", - "we aker", - "u gh", - "tro ll", - "har ga", - "du al", - "ght ning", - "at ine", - "ðŁĺİ ðŁĺİðŁĺİ", - "cook out", - "pyrene es", - "po ss", - "authent ication", - "sports wear", - "yun ho", - "kir o", - "archi pel", - "shen ko", - "ren der", - "nov ation", - "divin ity", - "ðŁij £", - "su fi", - "humb ling", - "ge opol", - "devote es", - "wait ress", - "tr ough", - "py ro", - "i ba", - "bl ing", - "gra f", - "epilo ts", - "bt r", - "of tball", - "bas king", - "domin os", - "so om", - "r ath", - "sher yl", - "qu el", - "astronom ical", - "wel d", - "track list", - "sig nee", - "slee pless", - "com man", - "ch ron", - "summ on", - "pure michigan", - "cri spr", - "sli p", - "la gi", - "ra q", - "um u", - "thal ap", - "char med", - "scru mp", - "quad copter", - "ski p", - "peter sen", - "mun i", - "ðŁĮ ¾", - "mon aghan", - "tra ys", - "ick ed", - "canad aday", - "te gr", - "ï¿ ½", - "hot ness", - "heavy metal", - "ab ar", - "gop debate", - "az ul", - "spider man", - "sun flowers", - "ľ ë", - "web comics", - "bar d", - "Ð ²", - "nichol as", - "slu sh", - "ram an", - "mark ham", - "ffici al", - "ff ler", - "íĬ ¸", - "ple ss", - "anush ka", - "to to", - "sk aters", - "pro wrestling", - "compet es", - "ay ala", - "myster y", - "thr ills", - "mp g", - "independ ently", - "y ul", - "imper ative", - "formid able", - "tire less", - "st acking", - "ton gues", - "mal tese", - "pot ts", - "mat ti", - "char ting", - "chill out", - "super nova", - "ome o", - "sky sports", - "nu tty", - "ðŁĹĵ ï¸ı", - "ro han", - "insp ired", - "concier ge", - "ser ra", - "ma kk", - "gal at", - "chi pp", - "ye v", - "ì £", - "reim bur", - "op ul", - "kimber ley", - "i eee", - "bre men", - "ch itec", - "or in", - "nak u", - "bon kers", - "foo ty", - "emer gence", - "ðŁĨ ĺ", - "sti p", - "serge i", - "zo ey", - "ai me", - "wou ld", - "dy es", - "destin y", - "vinai grette", - "dri er", - "circulare conomy", - "an archi", - "ss r", - "sch el", - "cin er", - "gro om", - "determin ing", - "gar min", - "cal ais", - "incarcer ation", - "bu kit", - "no i", - "chelms ford", - "mckin ley", - "chi pped", - "belong ed", - "tu mors", - "str oud", - "mi i", - "influen za", - "wwen xt", - "tun dra", - "tele communications", - "cat sofinstagram", - "t ages", - "beat ty", - "o du", - "ml kday", - "oo per", - "dang le", - "ak ley", - "cru mb", - "anti gua", - "ti mbers", - "rou hani", - "ðŁĴª ðŁĴªðŁĴª", - "ha fi", - "... !!", - "w cs", - "coo p", - "sn c", - "lit res", - "ãĢ Ĭ", - "ha z", - "co z", - "k ant", - "green field", - "cur ti", - "y ale", - "flye agles", - "what soever", - "wor thing", - "rou lette", - "flyeagles fly", - "un da", - "a inted", - "stand ing", - "lusci ous", - "h pc", - "effic acy", - "ash land", - "me ghan", - "ky wx", - "n pr", - "bath tub", - "ac os", - "h ani", - "mar cor", - "man tis", - "da isi", - "bo ba", - "ab bie", - "mu til", - "vi al", - "spy der", - "po z", - "g ti", - "el fie", - "nigh tw", - "metro id", - "anton i", - "mad die", - "dh ry", - "dar lings", - "ten ds", - "taek wondo", - "atlan ta", - "me ow", - "chlo e", - "ãĥ İ", - "ym es", - "siber ia", - "k con", - "gu es", - "mar iner", - "fac il", - "azz le", - "[ ...", - "han nover", - "bav aria", - "vir go", - "te uk", - "u sps", - ") #", - "wall a", - "sam pson", - "need less", - "ver bally", - "hay ley", - "bow led", - "pi us", - "lam pard", - "ham string", - "vol vo", - "road safety", - "cho king", - "sor bet", - "a hem", - "healthy food", - "brai ded", - "horticul ture", - "cr ative", - "che ek", - "ad do", - "the force", - "ko ko", - "schiz oph", - "j ie", - "w ada", - "twentyon epilots", - "h bcu", - "pro ton", - "pau ls", - "lou isa", - "lat am", - "kyr gy", - "com pac", - "sd k", - "sap i", - "?? ?", - "liber alism", - "ep silon", - "ai den", - "w usa", - "spra yed", - "baske tball", - "kim ono", - "blue wave", - "ali as", - "ë§ Ī", - "mug shot", - "ce c", - "do gre", - "ad ora", - "ðŁĵ· @", - "kra kow", - "intrigu ed", - "exhau sting", - "astron omer", - "ven ison", - "lady bug", - "ci v", - "bra e", - "us m", - "bri be", - "acup uncture", - "pembro ke", - "ke ating", - "chi e", - "y ad", - "t si", - "sm i", - "see ding", - "gate shead", - "lis boa", - "gy p", - "canv ass", - "ðŁĶ´ âļªï¸ı", - "op i", - "ni r", - "soci etal", - "ly te", - "ati es", - "c sm", - "ar tery", - "al in", - "aka poor", - "abstr acts", - "âĢ¦ âĢ¦", - "teen wolf", - "ne we", - "travel gram", - "sentim ental", - "per ched", - "han del", - "ho ek", - "f ay", - "coordin ating", - "anim ate", - "man ian", - "effor t", - "jer ky", - "f ck", - "adri enne", - "ma bly", - "tra ding", - "my el", - "spi ro", - "sol a", - "stor ing", - "over drive", - "monday morning", - "dream team", - "pul se", - "bon di", - "ber nie", - "pgat our", - "tri poli", - "son am", - "plat t", - "âļ ¡", - "ag roup", - "îIJ Ĵ", - "inv ading", - "v cu", - "k ell", - "ñ os", - "un dead", - "pod casting", - "mercede sam", - "mana fort", - "cor tex", - "que so", - "impecc able", - "pal mer", - "wil doz", - "sport sc", - "guacam ole", - "dispen ser", - "cate gori", - "stun ts", - "per il", - "invit ations", - "dune din", - "xi e", - "achi eves", - "saf er", - "pre ds", - "ph an", - "knuck les", - "k ak", - "igno res", - "lovemy job", - "aru ba", - "ound ation", - "datac enter", - "co vert", - "gr ing", - "cou ple", - "ا ر", - "vol i", - "mc cle", - "arti sans", - "lu do", - "kal am", - "arom a", - "under taker", - "hu la", - "wiz kid", - "gu mb", - "god frey", - "bakers field", - "ker n", - "engine er", - "car ve", - "pal in", - "guaran tees", - "pe bbles", - "b ays", - "zi eg", - "fin k", - "â¬ĩï¸ı â¬ĩï¸ı", - "down pours", - "ro chelle", - "rasp berry", - "ðŁĺ ®", - "gra phies", - "stom p", - "caf es", - "ari zed", - "utt ar", - "cal vary", - "dri e", - "crusad er", - "bus an", - "tux edo", - "si u", - "seam us", - "cul tured", - "blan chard", - "town house", - "ge red", - "butter milk", - "flu ctu", - "roger federer", - "hel i", - "ðŁ¦ ĥ", - "u ous", - "ram esh", - "mu ppets", - "email marketing", - "ye ss", - "br ice", - "ri zio", - "pel o", - "donnein arte", - "u rable", - "inve stin", - "bump ing", - "raji v", - "sav a", - "thro wer", - "fore x", - "o hhhh", - "th rust", - "pull man", - "r fid", - "sep sis", - "le ed", - "fri ght", - "roun ding", - "ne b", - "ph ins", - "ai sha", - "utili zing", - "squ ats", - "gold smith", - "j ic", - "bo ks", - "vau s", - "i po", - "exclu sion", - "tari ff", - "po kes", - "min al", - "land s", - "en force", - "washington dc", - "or char", - "g x", - "mar ys", - "ey our", - "aussi e", - "bak ers", - "un popular", - "latin os", - "lar ge", - "pu tnam", - "bol o", - "wa de", - "pel o", - "di zz", - "ob struction", - "fla ppy", - "weare the", - "depend ence", - "pajam a", - "e te", - "y ann", - "e wan", - "disc la", - "a ay", - "kar ina", - "e ic", - "an trim", - "w soc", - "neg atively", - "kai do", - "fotogra fia", - "dh ru", - "colo ssal", - "mcle od", - "k wang", - "mani pu", - "ex hilar", - "us atoday", - "summer slam", - "co les", - "tapro om", - "unbeat able", - "de ma", - "tic ks", - "k ling", - "fil s", - "campaig ners", - "ภķ", - "brew ster", - "audu bon", - "qu ay", - "ch s", - "ki gali", - "d ler", - "strength ens", - "som al", - "sign ingday", - "gol ds", - "pig ment", - "orche stral", - "g q", - "lin kin", - "ðŁı ĩ", - "ta w", - "algar ve", - "ho v", - "ear le", - "gold fish", - "am ig", - "ex er", - "ben in", - "dru id", - "ðŁIJ ¸", - "she m", - "quat tro", - "mer cen", - "men te", - "incorpor ating", - "bon anza", - "state fair", - "en de", - "concep tions", - "e es", - "âĻ¥ï¸ı âĻ¥ï¸ı", - "d son", - "fire arm", - "orb ital", - "we h", - "multi p", - "fo b", - "requi em", - "p light", - "thou se", - "sa id", - "oc re", - "remem brance", - "n old", - "chi pping", - "be v", - "er t", - "ca thy", - "sy m", - "ri ggs", - "m ley", - "dialo gues", - "sl ender", - "how l", - "gau teng", - "wd w", - "to bi", - "smo kes", - "im plo", - "b pm", - "ad n", - "mom basa", - "cap sul", - "bloom field", - "artic ul", - "cle o", - "goog led", - "flu ffy", - "l ard", - "en zyme", - "ve sti", - "ibra hi", - "fl ame", - "e mea", - "out ages", - "dispro por", - "ble ak", - "an sel", - "ick er", - "st louis", - "stock market", - "good friday", - "sau lt", - "stal led", - "pro m", - "ep som", - "b é", - "the se", - "sau ces", - "me w", - "lit fest", - "pre d", - "re u", - "kar ak", - "si enna", - "ell in", - "bio technology", - "ï¸ıâĥ£ -", - "tac tic", - "sa in", - "por k", - "mon za", - "ka j", - "lu sh", - "compart ment", - "chang ing", - "shraddha kapoor", - "fo al", - "ar tem", - "cu ando", - "can ola", - "ori ente", - "me sse", - "d ited", - "br c", - "box er", - "bbc two", - "s st", - "ment day", - "em ing", - "de wey", - "kof i", - "âŀĸâŀĸ âŀĸâŀĸ", - "reali zation", - "smo l", - "tw ood", - "san je", - "flag staff", - "ber wick", - "cor set", - "can ary", - "whistle blower", - "et ched", - "com posing", - "squee zed", - "bow er", - "auto desk", - "ne h", - "mathi eu", - "ba ja", - "Å Ĥ", - "hy dra", - "da im", - "am eri", - "insi sted", - "mer lot", - "gar ros", - "heart news", - "gaine sville", - "cut ler", - "bo de", - "ðŁĺī ðŁĺī", - "lew es", - "scoun try", - "g sa", - "us u", - "cc m", - "god awgs", - "phara oh", - "cra e", - "mor ley", - "hyp noti", - "f ades", - "neur ons", - "fu zz", - "ing co", - "high landers", - "star k", - "vig ne", - "pac kets", - "amar illo", - "reu ben", - "insul ts", - "bas ic", - "vec tor", - "n me", - "ac ruz", - "tro s", - "transm itter", - "ðŁĺ ŀ", - "interpre t", - "ðŁĺ ²", - "pre quel", - "mc gowan", - "dis semin", - "ðŁĴĺ ðŁĴĺ", - "mascul inity", - "indie gamedev", - "ali ve", - "te t", - "pe tal", - "ema iled", - "ar med", - "ko o", - "he er", - "ba ird", - "super junior", - "metro polis", - "delav in", - "decl ines", - "stit utes", - "Û ģ", - "p tbo", - "g lan", - "cho res", - "e aling", - "chri ssy", - "ste mc", - "vi an", - "assassin ated", - "pron ounce", - "illeg als", - "discover y", - "cav ill", - "fri fotos", - "f al", - "so i", - "sabot age", - "t int", - "p dc", - "ðŁİīðŁİ Ī", - "ãĤ Ĭãģ", - "ji o", - "endeav or", - "in sig", - "commit tees", - "she arer", - "me tz", - "mar rying", - "h dd", - "g by", - "fre t", - "tri sh", - "pu l", - "scrip ted", - "sa ki", - "l w", - "ke ye", - "shim i", - "nan aimo", - "ca h", - "à «", - "tem pered", - "ici an", - "du gg", - "dish washer", - "air field", - "s rugby", - "gr inch", - "y st", - "r ms", - "mahat ma", - "lan kan", - "disc ar", - "dige stion", - "no des", - "l ls", - "om ic", - "gu tter", - "tis garh", - "feder ico", - "election day", - "bo he", - "master card", - "fire ball", - "âľ Ķï¸ı", - "oy ster", - "p ong", - "do k", - "en route", - "m vc", - "beat the", - "ali stair", - "shu b", - "sh aming", - "cherno byl", - "ghi bli", - "the s", - "pin ion", - "d bs", - "sal ts", - "ic tion", - "epi ph", - "nc pol", - "in convenience", - "whit ley", - "inspec ting", - "wood ley", - "wi ener", - "skil let", - "no les", - "m ca", - "h ina", - "a sha", - "willing ness", - "well ness", - "tam ed", - "show time", - "dis advantaged", - "ber nat", - "us n", - "mission aries", - "coun selling", - "arrog ant", - "quant itative", - "leg alization", - "ho dge", - "energye fficiency", - "cameron dallas", - "pos sessions", - "p bb", - "harris burg", - "v g", - "hindu ism", - "happy thanksgiving", - "fi b", - "re acting", - "tweeta picture", - "pol iti", - "mu ppet", - "hur rah", - "pac e", - "coast guard", - "guar ded", - "as am", - "par ry", - "fore very", - "x q", - "oom f", - "ke anu", - "j ind", - "ri st", - "customer service", - "sac red", - "ðŁĺ º", - "ton er", - "occur rence", - "mat u", - "val dez", - "red d", - "is ak", - "power rangers", - "pe asant", - "raj ini", - "abra ham", - "e mil", - "car do", - "tr il", - "hair styles", - "obsole te", - "sam pler", - "direc tive", - "delavin kisses", - "ver ton", - "glo s", - "sp ay", - "paler mo", - "com ets", - "man ziel", - "chicag of", - "ski pped", - "pic torial", - "h ant", - "b mi", - "a ol", - "re opens", - "pad dling", - "devo s", - "fra ud", - "bas eline", - "que ues", - "sp ired", - "sn are", - "eu ve", - "descri ptions", - "daisi es", - "ca ching", - "gall eria", - "tri mmed", - "stin o", - "recy cla", - "ic ular", - "bir ken", - "raw lings", - "fli x", - "chic as", - "b gt", - "lik eli", - "argy ll", - "thel ove", - "ga ston", - "bl anca", - "ha k", - "f one", - "sailor moon", - "h aci", - "ima c", - "fl yn", - "de can", - "bel les", - "ap ic", - "zo g", - "taun ton", - "con stance", - "lasag na", - "ker nel", - "in ka", - "har bor", - "collec tively", - "calcul ated", - "av ille", - "shil pa", - "pur du", - "gi mm", - "fun er", - "a est", - "pembroke shire", - "nighting ale", - "n unes", - "hyper tension", - "hu bert", - "sli ders", - "infer tility", - "comm ended", - "transat lantic", - "metr ical", - "!! @", - "Å Ł", - "ss g", - "bac ca", - "inver ted", - "fun factfriday", - "it ans", - "albu m", - "acqu ainted", - "ri er", - "whel an", - "sar ab", - "mu e", - "snoo ze", - "pi ff", - "agre eing", - "sp itting", - "jer maine", - "n ye", - "âľı ï¸ı", - "am bush", - "ze ph", - "con greg", - "univers ity", - "s app", - "wann abe", - "pat rice", - "ib d", - "do glo", - "fri dges", - "sun d", - "king ston", - "ar gon", - "kam en", - "hardro ck", - "ds ley", - "do lores", - "ì °", - "ota ku", - "pi ping", - "be having", - "âŃIJï¸ıâŃIJï¸ı âŃIJï¸ı", - "blue bird", - "an sari", - "teapo t", - "fire work", - "cro p", - "log ans", - "ty ped", - "thick ness", - "ig ers", - "c fp", - "dys functional", - "contra sting", - "et ty", - "aston martin", - "tx st", - "dra grace", - "at tributes", - "marath on", - "manu scripts", - "john stone", - "ðŁĺ± ðŁĺ±", - "bo er", - "ay u", - "aru gula", - "poo rest", - "con du", - "assu mption", - "anag h", - "no h", - "delav in", - "sit ter", - "g ö", - "mor ow", - "kick start", - "com i", - "gl acial", - "ghe ad", - "ba in", - "ker shaw", - "en dof", - "fre ud", - "om at", - "i af", - "hu g", - "sign up", - "each other", - "defin ite", - "tu bing", - "shak ira", - "ðŁijı ðŁı½", - "uu uu", - "sw in", - "sham bles", - "ol as", - "sk ell", - "brit ain", - "kn w", - "clu tter", - "om y", - "j ens", - "hang ed", - "city scape", - "scra ps", - "un locking", - "dead liest", - "er no", - "breast cancer", - "a it", - "inspec t", - "fu ri", - "ðŁĴ Į", - "ku d", - "ju le", - "or ah", - "mi ds", - "m dt", - "bur gring", - "r attle", - "pu sa", - "stal k", - "cle ans", - "iss ance", - "z ek", - "worth it", - "nam eis", - "musko ka", - "council man", - "urban art", - "bar rac", - "un solved", - "tu l", - "g ita", - "white board", - "soy beans", - "em ent", - "cont i", - "saturday motivation", - "conveni ently", - "doc king", - "t ado", - "âı ©", - "sp ino", - "puppy love", - "po f", - "fabric ated", - "robb ers", - "adop ts", - "ti fied", - "kk r", - "indulg ence", - "notic eable", - "macqu arie", - "chap el", - "sensu al", - "ki ko", - "melan oma", - "lore tta", - "li ance", - "ab en", - "sp lus", - "ga al", - "ac ele", - "lib dems", - "compar isons", - "ðŁĮ µ", - "rhy thms", - "mer y", - "en capsul", - "nap ier", - "ðŁijĮ ðŁijĮðŁijĮ", - "ðŁij IJ", - "plat z", - "fre sno", - "re formed", - "ran bir", - "el it", - "the best", - "bhu shan", - "vin nie", - "impro vised", - "s ittin", - "re created", - "e ba", - "ec ker", - "ac rob", - "pon te", - "cor d", - "gi ddy", - "eur usd", - "fe ver", - "intu ition", - "gar i", - "dum mies", - "bud weiser", - "amend ments", - "te tra", - "sch nit", - "ay as", - "mar ys", - "ci st", - "k ani", - "ker mit", - "ðŁĺ±ðŁĺ± ðŁĺ±", - "tin ker", - "strol ling", - "di visional", - "niger i", - "omin ous", - "menstru al", - "kar ab", - "k hy", - "bw fc", - "pan handle", - "l illi", - "well er", - "stra pped", - "son the", - "transfer ring", - "ethe real", - "sne aks", - "ru dol", - "gab les", - "jac king", - "cin code", - "for tune", - "canadi ens", - "con for", - "ab normal", - "frank lin", - "tit a", - "mu la", - "persi st", - "cu ties", - "ki el", - "ðŁĩ± ðŁĩ", - "her mann", - "aw k", - "fi asco", - "ko to", - "we ta", - "hi ker", - "budd y", - "preven tive", - "mcgra w", - "game boy", - "forsy th", - "top shop", - "si ob", - "sad h", - "in tram", - "follow art", - "so aps", - "dragon ball", - "ou x", - "morri son", - "๠ĥ", - "lu bric", - "adul thood", - "morri sons", - "âļ łï¸ı", - "her mo", - "ta ka", - "stall one", - "mis use", - "team gb", - "ra gha", - "con fined", - "at y", - "hom ophobic", - "nw o", - "sky news", - "ho ya", - "ac rosse", - "wi iu", - "pur ée", - "jed dah", - "ðŁ¤ §", - "advis ers", - "ph ine", - "an is", - "scrump tious", - "ë° ķ", - "c ke", - "vin y", - "ter m", - "s dc", - "o do", - "home school", - "vas c", - "leop ards", - "debor ah", - "illic it", - "cur ran", - "as roma", - "nau ght", - "mar ig", - "brand i", - "em p", - "ðŁĺį ðŁijĮ", - "î Į", - "su spend", - "lu z", - "initi ation", - "sch aft", - "jensen ackles", - "craw ler", - "post doc", - "des ks", - "trail blazer", - "den omin", - "tri x", - "no ise", - "po et", - "± ï¸ı", - "s mug", - "vol atile", - "proof s", - "pharmac ist", - "sardin ia", - "mash able", - "kim chi", - "co ed", - "schal ke", - "doo dled", - "c sw", - "sh ur", - "ro x", - "do k", - "chris brown", - "mathemat ician", - "ab ound", - "ang elic", - "rock ford", - "d ole", - "yor kers", - "ms n", - "g man", - "xavi er", - "bor rowing", - "mark ings", - "longh orn", - "k ja", - "diver ted", - "mm it", - "euph oria", - "ay yy", - "te a", - "pa h", - "ck i", - "un cut", - "li ven", - "ky ung", - "fan art", - "mer ing", - "red ding", - "amo vie", - "gri di", - "c thulhu", - "schol arly", - "ju dah", - "th bewithyou", - "eu calyp", - "ðŁIJ ķ", - "hert fordshire", - "cour troom", - "by u", - "auc tioned", - "ple ase", - "mar cia", - "ê° ĵ", - "succe eded", - "el as", - "arvin d", - "t lot", - "saig on", - "re tt", - "ra kesh", - "fd ny", - "as en", - "se bring", - "gladi ators", - "you know", - "v lad", - "gol a", - "par ap", - "ÑĢ и", - "sab cnews", - "one team", - "oh l", - "sun e", - "ri j", - "cd c", - "star gate", - "run down", - "plat o", - "ph c", - "chat ter", - "ra viol", - "mn f", - "mand ala", - "li et", - "ภķ", - "mari a", - "hun gover", - "consoli dation", - "fer rell", - "tradition al", - "ilove art", - "gal ap", - "ðŁı Į", - "que zon", - "espa ña", - "ðŁĩ¨ðŁĩ Ń", - "ho bby", - "steam boat", - "mali gn", - "guil lau", - "pro hi", - "its me", - "íĥ Ģ", - "in scription", - "al z", - "mari an", - "k ade", - "mm on", - "adju sting", - "ne sts", - "intern ally", - "ci r", - "vik ram", - "mal ala", - "k ph", - "fel icia", - "the real", - "cap tivity", - "at is", - "marcor ubio", - "kale ido", - "che v", - "mano j", - "le more", - "gent ri", - "vi ps", - "tro pe", - "\" âĢĶ", - "pair ings", - "mal nutrition", - "fr ay", - "desig nation", - "brun omars", - "az e", - "tor rential", - "pan zer", - "ga il", - "under the", - "the ological", - "schizoph re", - "dazz le", - "freder ic", - "mo par", - "ad illa", - "so ggy", - "ra un", - "medi ocre", - "colo rec", - "i fe", - "p inst", - "blu ef", - " ²", - "world water", - "gir oud", - "clar inet", - "ad olf", - "tar antino", - "receip ts", - "assu mp", - "ðŁij Ł", - "coffe es", - "âľĬ ðŁı¾", - "du plex", - "s of", - "r x", - "lin o", - "timber wolves", - "pan dit", - "mo tm", - "e ga", - "ay ama", - "ach s", - "outsi der", - "ll en", - "co er", - "til ly", - "cheese burger", - "ma ds", - "ple dis", - "emp ty", - "national parks", - "az iz", - "p mi", - "jun kies", - "f ener", - "sq n", - "è s", - "gener ation", - "cleop atra", - "bhuban es", - "mosqu es", - "ty free", - "popp ins", - "tw c", - "or well", - "n age", - "ka whi", - "hol low", - "dal ai", - "¨¨ ¨¨", - "ou ro", - "m health", - "gi on", - "az o", - "vis as", - "reneg ade", - "re ic", - "w sop", - "ðŁĴļ ðŁĴĽ", - "e chel", - "tox icity", - "mü n", - "bun k", - "stimul ating", - "asth our", - "\\ '", - "ep h", - "ende mic", - "cn bc", - "shrin king", - "peabo dy", - "michel angelo", - "can yon", - "wal e", - "su mi", - "si ders", - "inu it", - "? .", - "profession alism", - "dr acing", - "plat oon", - "p ons", - "out bound", - "maple leafs", - "de sol", - "cen cy", - "a than", - "ver ma", - "ru bbing", - "ok an", - "ðŁij ł", - "mull ins", - "authent ic", - "Å į", - "alman ac", - "ga ia", - "bb q", - "on imo", - "ke h", - "ty a", - "tou ts", - "y av", - "re posit", - ", .", - "wi ght", - "se eyou", - "cal lof", - "done sia", - "bar gaining", - "gr anth", - "sd su", - "amphi theater", - "p su", - "re watching", - "wine tasting", - "peak district", - "dete cting", - "thur man", - "phe e", - "èª ķ", - "u mich", - "re r", - "sculp ted", - "go le", - "name sake", - "ðŁĶ ģ", - "serv icing", - "bau gh", - "pu gh", - "pen cil", - "dar th", - "munch kin", - "at orium", - "ten ers", - "sun y", - "rolling stones", - "mag ing", - "star rer", - "i dris", - "fe instein", - "ag ron", - "âĺºï¸ı âĺºï¸ı", - "supervis ed", - "chamele on", - "aggre gate", - "succe ssive", - "mo gul", - "inst yle", - "pol dark", - "custom e", - "ohio state", - "ha ya", - "ci des", - "broker age", - "angel ou", - "fifa wwc", - "de forestation", - "al ton", - "pam ph", - "hu gged", - "ho bo", - "change able", - "ku ber", - "bur roughs", - "demon etisation", - "cape cod", - "vers atility", - "or ice", - "le ila", - "womenin science", - "tu a", - "he dges", - "embarrass ment", - "ali fe", - "so ars", - "ni ghter", - "hy mn", - "gi pp", - "chas u", - "tech s", - "ni all", - "k illa", - "hi ka", - "cam els", - "valu e", - " ¢", - "sc oops", - "mah moud", - "clu sive", - "adri ana", - "pac o", - "oz il", - "un as", - "transl ations", - "whispe rer", - "s bi", - "bu xton", - "bio tics", - "indi ffe", - "ken ney", - "k lar", - "et ching", - "barra best", - "inst ability", - "se ine", - "vo tel", - "blo gged", - "whis key", - "my space", - "t ant", - "lan dia", - "give back", - "illu s", - "aw ak", - "ac ab", - "f bloggers", - "cloud computing", - "blat ant", - "syri ans", - "band ra", - "sty n", - "an em", - "ke ted", - "kar thik", - "barun sob", - "pin ot", - "gu bernat", - "gay e", - "arti ste", - "i fied", - "conven tions", - "hu an", - "geni uses", - "eeee ee", - "fol ly", - "somer ville", - "pride month", - "ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸", - "chemo therapy", - "paul s", - "bak ar", - "ìĦ¸ë¸ IJ", - "taiwan ese", - "fol lo", - "c ss", - "re ign", - "nn nn", - "fla un", - "catastro phe", - "iti es", - "frag ments", - "extre mists", - "ym oun", - "car men", - "eze kiel", - "conne cting", - "se h", - "man ta", - "remodel ing", - "we ymouth", - "at oms", - "ce m", - "ne well", - "lu mi", - "the open", - "mo c", - "mili band", - "g land", - "z shq", - "mag gie", - "mani acs", - "m sp", - "ad y", - "cre ams", - "le anne", - "e sta", - "py g", - "af finity", - "pray er", - "dun bar", - "ligh troom", - "ac adi", - "wyn onna", - "roman tic", - "state dept", - "sick le", - "wh os", - "lam o", - "et our", - "fin ity", - "shru b", - "shar pen", - "pun dit", - "ed on", - "af ore", - "mar s", - "jeff ery", - "ter ps", - "medal list", - "kath arine", - "accu sing", - "ta z", - "roy d", - "from home", - "confron tation", - "alle gh", - "ðŁijī ðŁijī", - "refresh er", - "ran veer", - "never land", - "jo jo", - "lu crative", - "en am", - "ca ver", - "pa edi", - "man jaro", - "flu ids", - "the ssal", - "oppre ssed", - "mu ss", - "joh anna", - "Ø ®", - "cn g", - "buil dthe", - "sett les", - "s ith", - "fu ego", - "cl amp", - "ar ag", - "pay er", - "ted x", - "mand y", - "inter stellar", - "fr c", - "ch and", - "b cc", - "mo lo", - "len til", - "johan sson", - "grims by", - "nature lovers", - "ðŁļ¨ ðŁļ¨ðŁļ¨", - "shin de", - "x in", - "international dayof", - "transiti onal", - "sat a", - "cad dy", - "wo d", - "if u", - "ha ys", - "holl yo", - "j ang", - "ir c", - "co im", - "grad able", - "\" \"", - "ðŁį ´", - "ঠ¾", - "a el", - "n yo", - "west lake", - "time out", - "sof i", - "phenom ena", - "cultiv ation", - "ag no", - "un armed", - "so t", - "con j", - "gen o", - "royal navy", - "nutriti on", - "fair mont", - "ti relessly", - "sn g", - "re ty", - "mic a", - "lu cent", - "slo ane", - "droo l", - "riz al", - "od ell", - "critici zed", - ". '\"", - "la ze", - "deser ted", - "co der", - "pra s", - "l illian", - "itiner ary", - "dav y", - "an ap", - "whi pping", - "hobo ken", - "kare ena", - "çľ Ł", - "vi us", - "ter n", - "nan tucket", - "mis understood", - "bu laga", - "st ant", - "chin ook", - "z am", - "reli es", - "d ss", - "ed mond", - "sket chy", - "m ell", - "fe x", - "rec tor", - "dist ill", - "day dream", - "wine maker", - "ri pley", - "billion aires", - "hel ene", - "ati f", - "cul prit", - "bertr and", - "wou ldnt", - "ma pped", - "v ak", - "gla dly", - "parliam ent", - "kidlit art", - "ware ness", - "goli ath", - "âĨ ĵ", - "view point", - "tat ted", - "fu ls", - "dor sey", - "ang lers", - "li ds", - "ki ya", - "bow les", - "be h", - "b ite", - "compati bility", - "ance stral", - "pro x", - "beha ved", - "gubernat orial", - "ch field", - "sab an", - "z h", - "teen y", - "shibu ya", - "holli day", - "pan cy", - "âĿĦï¸ı âĿĦï¸ı", - "seun gri", - "? ,", - "ðŁĩ¦ ðŁĩ·", - "im itation", - "impac tful", - "any i", - "gene vie", - "añ os", - "bate man", - "gli der", - "af ar", - "ra sheed", - "effor tless", - "sh war", - "dach sh", - "er un", - "at os", - "kin i", - "ch d", - "kha ki", - "k lin", - "felici dades", - "bel o", - "as l", - "to ppers", - "fin ley", - "stac ey", - "rigor ous", - "kar ting", - "le ppard", - "car michael", - "be ret", - "c se", - "ak hi", - "mer ingue", - "ab an", - "ha ke", - "ger i", - "er jee", - "re sto", - "comm anders", - "pr it", - "fl or", - "ad ven", - "ex termin", - "remain der", - "å IJ", - "es g", - "martin o", - "lulla by", - "| @", - "mi gn", - "in store", - "big bang", - "cor di", - "cau ley", - "ante bellum", - "dg ate", - "cro ck", - "span dex", - "scaf folding", - "ore os", - "ê°ĵ ìĦ¸ë¸IJ", - "pom ona", - "ma uro", - "uni versi", - "re mi", - "af ootball", - "t ant", - "sm alls", - "ne h", - "worl do", - "tropic al", - "mor ph", - "jav elin", - "gla r", - "arqu itec", - "reminis cent", - "tu bs", - "spide y", - "make u", - "syl la", - "progressi ves", - "blo t", - "shor ten", - "keep in", - "ch ak", - "ang st", - "super food", - "decad ent", - "ston y", - "neuro logical", - "ar boretum", - "ann ak", - "fe ma", - "per cu", - "dis respectful", - "small biz", - "lo x", - "co om", - "c sc", - "bs bi", - "pre valence", - "him ss", - "esp an", - "mo ga", - "fr ampton", - "sky map", - "mas se", - "levi athan", - "( ).", - "noctur nal", - "car ameli", - "ang or", - "amne sia", - "outsi ders", - "she alth", - "rhin o", - "ant ag", - "ag io", - "ðŁĴ° ðŁĴ°", - "take me", - "kab addi", - "c si", - "m sh", - "coch rane", - "thessal oni", - "sil a", - "ha us", - "du sting", - "obe se", - "mack lemore", - "mani sh", - "len in", - "m dc", - "gro wn", - "shef field", - "s rs", - "ke le", - "car son", - "ch um", - "dah lia", - "can tore", - "opp o", - "how ling", - "cyber crime", - "sur realism", - "sc ran", - "fa iz", - "thre n", - "rac ists", - "r out", - "pk not", - "se mana", - "sin i", - "mc cull", - "ma chi", - "alfon so", - "y b", - "sar dar", - "kend rick", - "den g", - "reci pro", - "on f", - "doom sday", - "bri bery", - "custom iz", - "art is", - "c pi", - "ðŁĻĪ ðŁĻĪ", - "sla va", - "let te", - "en s", - "âĿ¤ï¸ı ðŁĺĺ", - "cra yon", - "ad an", - "tr c", - "migr ate", - "simp son", - "row ers", - "king sley", - "farmers market", - "shee han", - "ne phe", - "bor non", - "car ton", - "mic key", - "all ure", - "u lu", - "sli pknot", - "heb do", - "gui do", - "dog celebration", - "online marketing", - "acceler ating", - ") ..", - "origin ated", - "macar oni", - "ed tech", - "out field", - "mit z", - "disc us", - "adverti ser", - "man or", - "ha shi", - "descri p", - "cap ita", - "ful bright", - "recep tor", - "con n", - "con ey", - "spion age", - "r attle", - "pre st", - "u li", - "blog post", - "acker ay", - ") âĢ¦", - "red velvet", - "mat th", - "inspir ing", - "b sd", - "ker ri", - "po con", - "mil lar", - "re pur", - "accent ure", - "ä ¹", - "ram bo", - "ragnar ok", - "dele ting", - "british museum", - "pat ory", - "leip zig", - "flori an", - "sci fi", - "in ers", - "br ate", - "yo y", - "melis sa", - "ab er", - "ma sa", - "po te", - "mosquit oes", - "transpl ant", - "r pa", - "; ))", - "bast ille", - "yl an", - "joye ux", - "melo dic", - "cap tions", - "atri st", - "roch dale", - "gott i", - "pew die", - "cuties aturday", - "who is", - "aqu aculture", - "tiv a", - "sp el", - "he ss", - "ha ji", - "fred die", - "co per", - "brand o", - "v k", - "photo book", - "* ,", - "my dayin", - "micha ela", - "brune i", - "sr ini", - "in te", - "Ä ±", - "de ol", - "d fc", - "separ ately", - "bun d", - "ve sts", - "to c", - "me ck", - "rein forced", - "constra ints", - "car roll", - "sq ft", - "re ver", - "cam per", - "bird man", - "in action", - "gener ators", - "triumph ant", - "pe sts", - "o vo", - "gy pt", - "al amo", - "sc aled", - "suresh pp", - "sd n", - "is mo", - "gi os", - ") @", - "justic eleague", - "restaur ant", - "gab i", - "den gue", - "next gen", - "exemp li", - "ap ex", - "inspir ational", - "down side", - "kid z", - "u pl", - "et na", - "alvar o", - "fel dman", - "bar net", - "m ha", - "es ch", - "bloo ded", - ">>>> >>>>", - "kan i", - "ho fficial", - "casablanc a", - "bir ds", - "ty ga", - "sw amp", - "o day", - "new castle", - "nb ap", - "ci sion", - "cho ols", - "af lo", - "ne p", - "mon ton", - "ak b", - "super model", - "down time", - "th os", - "sc wx", - "snoo py", - "ag greg", - "yo ke", - "nor cal", - "we tt", - "prolon ged", - "me tast", - "beat er", - "f ta", - "t lap", - "disgu sted", - "y h", - "voice over", - "itch y", - "ip c", - "ðŁİ ¾", - "phe asant", - "stra its", - "ram pant", - "j g", - "fer til", - "assu res", - "fortun es", - "sal inas", - "liz ards", - "kett le", - "i bs", - "cyn thi", - "he g", - "mc cr", - "soccer oos", - "happen ings", - "cor den", - "ðŁĺĤ ðŁijĮ", - "t ches", - "egre t", - "wolver ines", - "congratul ated", - "ho gg", - "bott ling", - "wr i", - "fer ri", - "bo sch", - "af ire", - "og den", - "s jo", - "j dm", - "sv t", - "con tex", - "tol lywood", - "min k", - "me se", - "super sonic", - "op oulos", - "å ¸", - "âĶ ģ", - "knuck le", - "gu ise", - "gam i", - "chu cky", - "z inger", - "radi al", - "compla ined", - "bo da", - "fe tal", - "discipl ines", - "cor ro", - "ðŁĩ®ðŁĩ ¹", - "op ted", - "filtr ation", - "ad nan", - "em cee", - "mi stre", - "insom ni", - "fer gus", - "tra jec", - "on don", - "med tech", - "tanger ine", - "madra s", - "gru e", - "cab s", - "z hu", - "sureshpp rabhu", - "insul ated", - "day swild", - "pp m", - "band ai", - "v day", - "s ff", - "squ id", - "lo thing", - "not dead", - "expre ssive", - "cu ll", - "ala stair", - "x u", - "up front", - "fish ers", - "en es", - "um d", - "dis missal", - "sti er", - "sel s", - "lu st", - "re active", - "prote ster", - "eyel ashes", - "al im", - "goo de", - "gre eng", - "da ir", - "com pen", - "anush ka", - "proto typing", - "ma pu", - "bear ings", - "ðŁIJ Ł", - "for me", - "bsbi botany", - "timo thy", - "out skirts", - "am bed", - "are tha", - "wend ell", - "stre aks", - "ni m", - "k pk", - "sne e", - "fit ter", - "quo ta", - "p ate", - "win ning", - "ðŁį Ń", - "sho pping", - "ma inst", - "cul ver", - "ste vie", - "mcfad den", - "counter parts", - "gren fell", - "fol som", - "dor set", - "tech crunch", - "⬠ħï¸ı", - "tip tuesday", - "us l", - "tre x", - "geor gie", - "ranveer official", - "lic ks", - "se wn", - "k f", - "' âĢ¦", - "jap s", - "p ate", - "orth op", - "fe sta", - "stra s", - "mon tal", - "hammer smith", - "fore most", - "wido ws", - "mad re", - "ite z", - "mito chondri", - "lig ans", - "z ona", - "cari bou", - "m ss", - "andre i", - "weather channel", - "gh c", - ": ...", - "ta ft", - "awe ather", - "al isation", - "bru tal", - "bliss ful", - "nik ola", - "mal icious", - "q m", - "mpg vip", - "bro die", - "bl itz", - "applau d", - "dri bb", - "v ague", - "dog go", - "transl ating", - "interpre ted", - "hat ched", - "ge tyour", - "benefici aries", - "spar ring", - "caes ars", - "aw illiams", - "la hat", - "bro ke", - "ti mp", - "virtu es", - "rel ying", - "pie tro", - "k tn", - "ici sts", - "pab lo", - "lou i", - "a ag", - "pn pp", - "cha st", - "pul ses", - "fini sh", - "usair force", - "type writer", - "thomp son", - "dog s", - "ut to", - "ãģ į", - "sand al", - "new ly", - "do ge", - "z w", - "wan kers", - "ne gr", - "mu cha", - "determin es", - "black fish", - "sk unk", - "mu ps", - "instru ment", - "phy to", - "daysto go", - "skin ned", - "hai der", - "con ten", - "ðŁIJ¾ ðŁIJ¾", - "we iler", - "undoub tedly", - "chair ing", - "wall is", - "sh ard", - "zind abad", - "adul t", - "absor ption", - "pre sto", - "deplo ying", - "drum mond", - "battle front", - "seag ulls", - "how dy", - "juda ism", - "des de", - "part ition", - "âľ Ŀ", - "no logy", - "national bestfriend", - "lesn ar", - "film fare", - "co asts", - "christen sen", - "ac an", - "mb u", - "co pped", - "ru bble", - "sw c", - "fun nier", - "far ther", - "where as", - "nano technology", - "with stand", - "pil low", - "bow ers", - "to pe", - "it ly", - "con fit", - "ma kar", - "comfor ts", - "bo sh", - "cli pper", - "bal la", - "sti k", - "mil b", - "safe guard", - "musi que", - "eas port", - "ya z", - "pad ded", - "bad er", - "fore ign", - "chop in", - "archi ve", - "o ka", - "tran sporting", - "tml talk", - "aj it", - "consequ ence", - "sc roo", - "ff o", - "collabor ated", - "pug chat", - "ye mi", - "jav ed", - "au burn", - "o of", - "ma w", - "sau cer", - "miti gate", - "i les", - "evangeli st", - "ter ie", - "re cl", - "indic tment", - "cat a", - "bright ness", - "may the", - "whim sical", - "un lv", - "key word", - "cu min", - "med way", - "west world", - "tra w", - "im posing", - "form ity", - "coul ter", - "ab z", - "ny pd", - "grass i", - "kel sey", - "qld pol", - "clock work", - "f dr", - "di anne", - "âĺ ij", - "ad h", - "p ann", - "bra vely", - "ae ge", - "un lawful", - "ver di", - "pocaly pse", - "phar o", - "kar la", - "reson ance", - "ma stiff", - "la dak", - "bu u", - "ma iled", - "hi i", - "craw ley", - "tor rent", - "mach ado", - "liby an", - "effort lessly", - "fal sely", - "q vist", - "ke ef", - "craf thour", - "cheri shed", - "val kyrie", - "s ari", - "kal amaz", - "be he", - "ðŁĮ Ļ", - "th im", - "ro ddy", - "col trane", - "but chers", - "ach im", - "wk end", - "awk ward", - "cab rera", - ":) )))", - "fran c", - "decl an", - "con dos", - "a ja", - "pandor amusic", - "char ter", - "ph ill", - "mon trose", - "hatch back", - "handic app", - "gre aves", - "eucalyp tus", - "ut most", - "t son", - "bur ton", - "mid wives", - "in cur", - "ðŁĺį #", - "moo d", - "compre ssed", - "tom a", - "must ang", - "mo g", - "as ana", - "te stic", - "sho tel", - "in sol", - "cor sair", - "nh q", - "ben ny", - "sm ma", - "kap ur", - "in con", - "jon as", - "ener gies", - "don al", - "as ad", - "se z", - "n pa", - "archi ved", - "stimul ate", - "do p", - "hy d", - "gri eving", - "ãĥ Ī", - "ron a", - "why te", - "tree house", - "ss ell", - "sand ro", - "ko bo", - "ther most", - "se clu", - "hi ya", - "ge ez", - "mam as", - "prisc illa", - "flav oured", - "fas s", - "w old", - "maker space", - "cospla y", - "p tv", - "happy valentinesday", - "sequo ia", - "love craft", - "gu an", - "d tm", - "ci i", - "yoko hama", - "pos thum", - "re q", - "ðŁĶµ âļªï¸ı", - "galat asar", - "dol by", - "hamp tons", - "disturb ance", - "stone henge", - "ok c", - "disrup ting", - "month sary", - "jun gle", - "head lights", - "du stin", - "micro sof", - "happy mothersday", - "ko ko", - "gra zi", - "te sto", - "na idu", - "mal ay", - "ari al", - "ru mb", - "ab oo", - "har man", - "tra pe", - "spo ils", - "je ho", - "go dly", - "lock screen", - "z un", - "pi ous", - "ma gento", - "l enders", - "prob able", - "corpor al", - "m our", - "aw al", - "su a", - "call me", - "ton ne", - "go vin", - "devast ation", - "x j", - "gear box", - "war lock", - "per me", - "it ate", - "gaza underattack", - "du val", - "paras ite", - "clement e", - "le th", - "i va", - "fro zen", - "tho les", - "to bin", - "cair n", - "s ill", - "luc kiest", - "conver ts", - "st ale", - "pan cra", - "euro pale", - "wis dom", - "sch ur", - "ì ¶", - "verti go", - "bi j", - "u bc", - "nu re", - "righte ousness", - "mt c", - "factor y", - "ver st", - "revers ed", - "hur i", - "hee chul", - "fab er", - "ar r", - "ul ous", - "ven om", - "ph at", - "green ery", - "bra dy", - "à ¦", - ": ((", - "never giveup", - "di sha", - "mo ta", - "health care", - "dun ham", - "dex po", - "den zel", - "bb ins", - "f ics", - "wh am", - "mc g", - "eli an", - "wat a", - "str alia", - "tel lu", - "pe sky", - "spin off", - "ar moured", - "re acted", - "do fficial", - "te du", - "sag ar", - "mor ally", - "paralle led", - "fi os", - "dow ner", - "dau gh", - "re do", - "world cup", - "tari q", - "bar ne", - "glaci ers", - "oc cult", - "barbar ian", - "her mosa", - "!! !)", - "y ur", - "inter nation", - "p ss", - "sit u", - "p int", - "american air", - "sw am", - "dopp ler", - "ðŁĴĻ ðŁĴľ", - "cincode mayo", - "le van", - "hell enic", - "mc ne", - "ju di", - "yu h", - "st x", - "qu are", - "ðŁĺĤ .", - "sti g", - "g els", - "mot ley", - "hard work", - "euro zone", - "e ad", - "ç¥ Ń", - "seab ir", - "ci us", - "la id", - "alpac a", - "presu mably", - "pewdie pie", - "boo ted", - "am ari", - "tam ine", - "sol ace", - "bar row", - "acade mies", - "x ian", - "om ination", - "dun geons", - "b ma", - "de ity", - "ai k", - "stab il", - "hir a", - "affection ate", - "ving ne", - "new port", - "ãħĭ ãħĭ", - "thir ds", - "re tains", - "aroma therapy", - "ski er", - "ni ma", - "do pe", - "cr inge", - "con domin", - "to or", - "anim ator", - "sar aj", - "seas cape", - "minim alism", - "lake shore", - "calla way", - "berg man", - "ठĹ", - "whisp ering", - "stupi d", - "ri ghtful", - "requ is", - "ir n", - "se va", - "ut pol", - "tuber culo", - "squ ish", - "de but", - "govern mental", - "christ ine", - "all man", - "weap on", - "s ito", - "bur i", - "lo lita", - "leaf y", - "fu ch", - "tin ted", - "mck en", - "a hahaha", - "ðŁĩµðŁĩ ¹", - "repe al", - "ne gan", - "ðŁķ Ĭ", - "tail gating", - "game insight", - "ðŁıŁ ï¸ı", - "yaku za", - "z t", - "ti ring", - "pro posing", - "bow lers", - "tra itors", - "ak shi", - "cler gy", - "cit o", - "up sets", - "tu scal", - "symph onic", - "sil ently", - "shu ff", - "black well", - "ðŁĺĤ )", - "ko be", - "rober to", - "ri dg", - "dc u", - "mer ino", - "ft p", - "east side", - ". ~", - "nb l", - "mn leg", - "ts for", - "frau dul", - "ca pping", - "in my", - "gymna st", - "ston es", - "ss in", - "twe aks", - "shag gy", - "oak land", - "dem sin", - "sang ria", - "mm va", - "hen nessy", - "down ton", - "ri ghtly", - "in it", - "aga ve", - "ob last", - "northe ast", - "friend ship", - "dal a", - "tro phy", - "ðŁij ½", - "mag in", - "margar itas", - "ê ·", - "ww fc", - "fa sh", - "di ke", - "cu d", - "char t", - "ðŁij ®", - "refuge es", - "jop lin", - "n cs", - "imp y", - "firm ware", - "pas cu", - "flam in", - "health tech", - "bell letstalk", - "w aka", - "ol ls", - "la go", - "co wan", - "bombar dier", - "sh ome", - "ðŁĻ ħ", - "mc master", - "na ve", - "well s", - "u ta", - "tell ers", - "mis fits", - "kap il", - "face off", - "af firm", - "a pro", - "whit epaper", - "super yacht", - "speci mens", - "al located", - "... ,", - "- __", - "ka w", - "dachsh und", - "djo ker", - "s work", - "qui ere", - "or um", - "ðŁIJ ł", - "som m", - "c mt", - "ingh our", - "skin ny", - "lgb ti", - "gi ggles", - "break away", - "resear ched", - "par ity", - "my al", - "ms l", - "re tained", - "si vity", - "make inindia", - "sol ves", - "defam ation", - "wal tham", - "sri racha", - "road way", - "concep tu", - "al in", - "iw ant", - "å Ī", - "del ft", - "tender loin", - "ga ins", - "faul ts", - "sw ire", - "st ellen", - "pol lo", - "dy ne", - "bornon thisday", - "asdf ghj", - "sq l", - "sali m", - "advis es", - "vo ip", - "ìĹij ìĨ", - "un touched", - "she il", - "ontari o", - "uph ill", - "so bre", - "de shi", - "nov ella", - "du tton", - "craw fish", - "ا٠Ĩ", - "ma a", - "tw ine", - "kal in", - "ðŁĩµðŁĩ Ń", - "ye ss", - "brook s", - "hoo siers", - "ton ka", - "umbrel las", - "ay ers", - "ate am", - "acqu iring", - "su ction", - "ä n", - "wi es", - "tari ans", - "soci o", - "mat tb", - "shepher ds", - "o so", - "charity tuesday", - "s logans", - "ninj as", - "al bat", - "by te", - "bash ir", - "trampol ine", - "mydayin la", - "i ja", - "bas el", - "ror y", - "gol die", - "fi rec", - "un noticed", - "pecu liar", - "sch a", - "ker son", - "mour ns", - "liquid ity", - "qu ipment", - "hi bs", - "ar s", - "aeron au", - "slide show", - "sla bs", - "delici ousness", - "sk itchen", - "hta fc", - "full erton", - "cre ighton", - "aer ob", - "procrastin ation", - "az ores", - "white hall", - "uss occer", - "medi ation", - "djoker nole", - "and me", - "um en", - "noxi ous", - "jo ss", - "ili fe", - "anni vers", - "sudan ese", - "et res", - "under mine", - "whole foods", - "diso be", - "kor i", - "ade le", - "eli z", - "can ti", - "al on", - "gymna sium", - "sarko die", - "meteoro logist", - "yl de", - "ste en", - "stamp collecting", - "nas al", - "lo tt", - "fran ks", - "ex ol", - "ack i", - "good year", - "animal rights", - "y les", - "vio lets", - "mm es", - "s thel", - "ra pping", - "tu scan", - "wai ver", - "tur ner", - "eat local", - "northe asthour", - "anim ations", - "tom morow", - "t sh", - "ff ame", - "bra e", - "pe tron", - "glam our", - "br yn", - "d cs", - "bal es", - "ðŁĶ ¶", - "bro v", - "bre v", - "b ons", - "physi que", - "car ne", - "x e", - "elix ir", - "vol ved", - "l oma", - "ìľ ł", - "æ ĺ", - "van u", - "ri gs", - "bal ance", - "va res", - "bon ita", - "sprink le", - "perfec to", - "di on", - "le ak", - "calcu tta", - "o ba", - "d ma", - "c mon", - "tun er", - "pneu monia", - "bo gus", - "apolo ge", - "cl ough", - "bor ne", - ")) ))", - "revi ved", - "o varian", - "ner f", - "c legg", - "fan fest", - "cho u", - "reali zes", - "mc n", - "li gu", - "leg alize", - "just saying", - "for ster", - "bo sni", - "k hi", - "in dom", - "hei del", - "en cryp", - "si ss", - "ed di", - "mar bles", - "brisban e", - "y ing", - "pre paid", - "wal sall", - "cooper ate", - "orche str", - "mar isa", - "ho wie", - "che wy", - "bren ner", - "andro meda", - "e gan", - "sto cki", - "cav endish", - "ag an", - "ban o", - "de ir", - "go g", - "bl k", - "re thinking", - "ch ig", - "rhe u", - "sni p", - "p eng", - "semin ole", - "m swx", - "an nex", - "lyn da", - "lewisham ilton", - "cu mul", - "tb l", - "dolph in", - "agu ero", - "........ ....", - "pre lude", - "at our", - "gr anger", - "too ting", - "ro tun", - "dis ar", - "home items", - "da res", - "**** ****", - "ðŁij Ĩ", - "compre h", - "jin x", - "as well", - "iri e", - "circul ating", - "ðŁIJ ¥", - "over board", - "cultiv ate", - "rhe tt", - "oriente ering", - "ca k", - "bal kans", - "s itt", - "jas min", - "britney spears", - "ro tor", - "se aling", - "g bc", - "oc ci", - "f as", - "eman cip", - "com er", - "war time", - "tic kle", - "son ny", - "pac es", - "log g", - "at rix", - "sr p", - "g win", - "do bbs", - "uz be", - "the wanted", - "dru sh", - "ex tru", - "m icky", - "honore es", - "dar win", - "re dux", - "mm j", - "ram i", - "jalape ño", - "io c", - "do ver", - "ju ju", - "whit ney", - "s eng", - "en ly", - "au ch", - "archipel ago", - "vigil ant", - "man gal", - "wil dest", - "parano id", - "hal i", - "bb ly", - "sanc tioned", - "real ms", - "con co", - "u ddin", - "c sk", - "play time", - "libr a", - "sav ag", - "oc tane", - "rec tan", - "re turn", - "par rish", - "mor rha", - "cc p", - "c mu", - "sa iled", - "se vent", - "ro sie", - "pil ing", - "he w", - "boar ded", - "seg ments", - "neph ro", - "( .", - "cr ats", - "bak es", - "ðŁį ¸", - "back tothe", - "sibl ing", - "kirk land", - "ke o", - "gu wa", - "bre ads", - "ðŁĺľ ðŁĺľ", - "t q", - "haras sed", - "ga u", - "wil bur", - "j isoo", - "ep er", - "li sam", - "tri ppin", - "sh ino", - "ru kh", - "beast mode", - "cho a", - "inst aweather", - "rich land", - "gar i", - "fe z", - "cowboy snation", - "fur suit", - "k run", - "a en", - "sycam ore", - "se gun", - "ent ennial", - "di h", - "o ax", - "demsin philly", - "ðŁĻ Ģ", - "sn hl", - "pen nies", - "pass words", - "ma kin", - "ty e", - "d eng", - "kni gh", - "jeep life", - "hel pline", - "a for", - "zz zz", - "ste amy", - "pic ker", - "iter ate", - "happen ingnow", - "ki b", - "bloom berg", - "martyr dom", - "bul ly", - "assor tment", - "a hora", - "zo e", - "no i", - "illu stri", - "agar wal", - "p sc", - "electr onica", - "recruit er", - "gar diner", - "rad ha", - "naf ta", - "dot net", - "pi ero", - "geor g", - "bel s", - "ðŁĺĤ ðŁĺį", - "tuberculo sis", - "run nin", - "mor is", - "haul ing", - "ev oc", - "bre thren", - "sha ir", - "frame works", - "a stu", - "ri gid", - "ku ma", - "kre me", - "jin nah", - "insu rers", - "ny u", - "f ere", - "nol lywood", - "good vibes", - "- ...", - "toi le", - "sk ril", - "instaweather pro", - "cze ch", - "pa vel", - "one piece", - "nike plus", - "fi let", - "cav ity", - "ðŁı½ âĢįâĻĤï¸ı", - "ðŁİ £", - "dra stic", - "dail ys", - "siam ese", - "re bu", - "oste o", - "lar k", - "f re", - "sh elling", - "p é", - "glad ys", - "ðŁıĢ ðŁıĢ", - "gusta ve", - "submer ged", - "grand stand", - "att u", - "won t", - "f pv", - "b ley", - "jon i", - "ang ames", - "weigh ted", - "al ou", - "ठ¶", - "les bians", - "f j", - "anni es", - "am l", - "dor ia", - "dav in", - "be ta", - "can c", - "madewith unity", - "ha j", - "bad lands", - "mu l", - "blu ec", - "pa wn", - "cov ington", - "neuro logy", - "htt weets", - "dysle xia", - "thel ove", - "ne at", - "fork lift", - "autom ate", - "une ven", - "monte ss", - "he in", - "ha g", - "rel ics", - "competiti veness", - "can elo", - "mar tens", - "bullet proof", - "sk ittles", - "g ya", - "pri mo", - "americ afirst", - "woo o", - "abor tions", - "?? !!", - "ma che", - "ld ers", - "rl ly", - "preli ms", - "direc t", - "cour se", - "swa in", - "super cell", - "ec centric", - "sting ray", - "ple ts", - "wil cox", - "west in", - "okan agan", - "kir an", - "car bo", - "bomb ings", - "ra rest", - "bo h", - "gaw d", - "di gg", - "mo ana", - "enti rety", - "en closed", - "dodge ball", - "par ton", - "milky way", - "at r", - "thorough bred", - "re ally", - "qant as", - "epiph any", - "ine e", - "aero smith", - "spi eth", - "ar thro", - "ell ini", - "du bu", - "bra ving", - "âļ½ âļ½", - "re structuring", - "illumin ate", - "equ ili", - "mp i", - "ash ton", - "pony tail", - "ma scots", - "flat tering", - "cru m", - "ast a", - "à® °", - "stranger things", - "bar nab", - "ر ÙĬ", - "make shift", - "got cha", - "will am", - "cho irs", - "kilom etres", - "gho sh", - "eu than", - "dol ly", - "un ning", - "the ar", - "cre we", - "w sw", - "j ace", - "dis miss", - "ke an", - "ho ta", - "kh at", - "~ >", - "thir u", - "ren dez", - "hart man", - "tee ssi", - "cas ca", - "z ah", - "hydr ange", - "fo d", - "aw p", - "mzan si", - "thick er", - "nago ya", - "ne va", - "sti que", - "cast el", - "dam ian", - "there by", - "ji ang", - "ale k", - "music islife", - "ra q", - "calla han", - "gou ache", - "somal iland", - "sean hannity", - "ra heem", - "lo se", - "elo ve", - "whar ton", - "rectan gular", - "illustr ating", - "har ne", - "auti sma", - "scra pped", - "ell and", - "decre e", - "nag pur", - "ki pp", - "so re", - "n md", - "ma as", - "gun a", - "gart ner", - "bel li", - "then ight", - "je on", - "gendere quality", - "gi ver", - "a el", - "gar ments", - "ne u", - "mardi gras", - "mar sden", - "ro wer", - "pollu ted", - "camer aman", - "vin od", - "be asley", - "cro c", - "ji u", - "hollyo aks", - "anesthe sia", - "al les", - "ste ward", - "lati mes", - "ðŁĩºðŁĩ¸ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸", - "tic ian", - "gor ia", - "come dic", - "ðŁ¤Ķ ðŁ¤ĶðŁ¤Ķ", - "nai ve", - "sli ons", - "ł Ī", - "bur glar", - "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃðŁĺŃ", - "york shi", - "se ñ", - "fan boy", - "lau rel", - "inci dence", - "potom ac", - "rober ta", - "presi den", - "pr yor", - "os bourne", - "w ku", - "te me", - "pal ae", - "ðŁ¥ º", - "re boun", - "itu de", - "red dish", - "k hand", - "coloni alism", - "north carolina", - "ðĿ Ĵ", - "manne quin", - "lady bird", - "ta sty", - "knowledge able", - "g shore", - "ðŁĮ Į", - "à® ©", - "qu aker", - "salz burg", - "med alists", - "chy na", - "bridesma id", - "ma ori", - "ro p", - "outra ged", - "in adequate", - "truck ers", - "al ana", - "ìĿ ¼", - "ri x", - "oooo oooo", - "command ments", - "lam beth", - "aa j", - "eco friendly", - "bla z", - "morecam be", - "boun cy", - "rou x", - "rai ded", - "mi zed", - "sh c", - "gaw x", - "labor atories", - "ru bs", - "rest room", - "consult ations", - "ca jun", - "virgin i", - "so ir", - "rev ue", - "ple in", - "wag er", - "ç ¹", - "we do", - "growing up", - "! ðŁĺĬ", - "face ted", - "sin ners", - "ho vering", - "ti ene", - "seas oning", - "an ja", - "leg go", - "il is", - "fla x", - "dev o", - "ash ram", - "mati sse", - "ker i", - "go wer", - "bo tox", - "mar shes", - "unh cr", - "ts m", - "opti mus", - "dun i", - "stu ffs", - "so k", - "order ly", - "n bad", - "islam ophobia", - "raviol i", - "fab er", - "cre ds", - "won ka", - "in fusion", - "over weight", - "daily news", - "assi mil", - "acol lege", - "medalli on", - "kili manjaro", - "sti ff", - "tham es", - "sun ken", - "th ard", - "my dubai", - "hilari ously", - "han nel", - "plu mber", - "fair view", - "separ ating", - "rasc al", - "qui en", - "necess ities", - "confeder ation", - "ll ll", - ": ]", - "weak nesses", - "bron co", - "ra ffles", - "el ot", - "ãĤ¸ ãĥ", - "advent calendar", - "ðŁİ ¹", - "stra vel", - "tun ic", - "k su", - "im peach", - "e spionage", - "! -", - "di ment", - "cur rant", - "bio de", - "commu ting", - "by ron", - "ðŁĴĵ ðŁĴĵ", - "shad ed", - "tr uro", - "cray ons", - "ar ne", - "h sc", - "fre aked", - "dram ati", - "fle ek", - "u cd", - "marl borough", - "^ -", - "cross ings", - "mal o", - "black ops", - "bin ance", - "cho ked", - "chen ey", - "pl o", - "ge stures", - "val edic", - "ryan air", - "rem ington", - "v cs", - "mc kee", - "ec z", - "be gs", - "nail art", - "mayor of", - "happy fathersday", - "war t", - "pet itions", - "n ingly", - "clean energy", - "bro x", - "sl alom", - "exist ent", - "ab ay", - "ug liest", - "tom p", - "stom a", - "sel by", - "goal scorer", - "ben ji", - "overwhel mingly", - "lan s", - "semiconduc tor", - "south korea", - "re scheduled", - "sk yl", - "en listed", - "dow ski", - "si del", - "rosen berg", - "nas ser", - "white head", - "pri us", - "har are", - "en n", - "ry der", - "í Ĥ", - "mon g", - "clas ico", - "transpor ter", - "po tty", - "is me", - "** ***", - "vic e", - "sk it", - "ode ssa", - "l mp", - "her n", - "raci ally", - "pin oy", - "paragu ay", - "obitu ary", - "go es", - "bu cha", - "side walks", - "angu lar", - "un constitutional", - "transiti oning", - "i bu", - "gu ys", - "un packing", - "oooo oo", - "black girl", - "ber gs", - " ¯", - "wordof theday", - "trump train", - "thunder bolt", - "m si", - "fasci sts", - "ठ¬", - "t sk", - "collap ses", - "raje sh", - "loveis love", - "migr ating", - "set back", - "ðŁĺĬ âĿ¤ï¸ı", - "t els", - "safety first", - "nar rated", - "jae joong", - "un answered", - "lique ur", - "en nes", - "dal go", - "bill ings", - "salt water", - "mer maids", - "lon gs", - "clap ham", - "we arec", - "pic collage", - "n ach", - "h ace", - "pois oned", - "lo th", - "ag na", - "adel rey", - "guar dia", - "poli shing", - "peace keeping", - "d all", - "p isa", - "la pland", - "process ors", - "de andre", - "so bs", - "p once", - "dra ins", - "c be", - "ðŁİ¥ :", - "spla sh", - "meat ball", - "fon tana", - "worcester shirehour", - "ne v", - "bri sk", - "b int", - "ac r", - "po x", - "cay enne", - "skril lex", - "j fc", - "hahahaha hahaha", - "gla s", - "en gul", - "tempor al", - "oni zed", - "con cre", - "com pose", - "vibr ations", - "plant ers", - "fer t", - "criticalrole fanart", - "t bli", - "sch allenge", - "huck abee", - "munici pal", - "iam bic", - "radi os", - "ne vis", - "dura bility", - "mc cla", - "horse back", - "inst itutes", - "ful fill", - "atta ch", - "ate ur", - "ak an", - "resi sting", - "illumin ation", - "hand le", - "hair care", - "om ent", - "macle od", - "ka iser", - "g no", - "bear down", - "ly f", - "gl omer", - "distor tion", - "z m", - "san k", - "roo sters", - "is now", - "as ports", - "ag en", - "wo ken", - "st george", - "ro mper", - "my le", - "econom ists", - "ru to", - "t will", - "health and", - "d ito", - "ws l", - "tair p", - "pra kash", - "mic heal", - "h ts", - "w rights", - "kat su", - "fioren tina", - "defen seman", - "d itch", - "var sity", - "texan scheer", - "ba ham", - "sc anned", - "we il", - "seduc tive", - "ðŁijį ðŁı½", - "fu e", - "er win", - "dav ison", - "ter ran", - "moo ds", - "wool f", - "re source", - "@ .", - "cu sh", - "ðŁį °", - "regre ssion", - "cur led", - "la zer", - "jo anne", - "ab bott", - "mo z", - "down ers", - "mm mmmm", - "valent ina", - "k hair", - "dream t", - "cro ok", - "che k", - "ste aming", - "nephe ws", - "cl eric", - "as ober", - "indefin itely", - "w ye", - "us news", - "joy ce", - "flu shing", - "wynonna earp", - "ron do", - "kis s", - "hot dog", - "bar ns", - "sax ophon", - "far ley", - "gas p", - "decre asing", - "al way", - "pe x", - "l sd", - "shi ft", - "p outine", - "ra zz", - "rescu ing", - "ni ko", - "ho ch", - "cc l", - "u aap", - "n ts", - "m car", - "il wx", - "conqu ering", - "ket tering", - "stur dy", - "delay ing", - "sto k", - "vani shed", - "cath ar", - "bin gham", - "in v", - "ic hiro", - "he mo", - "budge ting", - "[... ]", - "be ss", - "sebasti an", - "slow ed", - "ðĿ ij", - "musli m", - "stun s", - "acton climate", - "ve a", - "se ton", - "rose tta", - "oun t", - "hard in", - "flu id", - "ca w", - "ðŁ¥ Ĥ", - "yach t", - "un l", - "sp hy", - "provoc ative", - "or ic", - "is back", - "__ _", - "nicol as", - "gy an", - "loo se", - "fl in", - "reb ate", - ": ::", - "! \"@", - "com icon", - "she ff", - "down stream", - "chic hester", - "beach life", - "mom life", - "diabe te", - "ar ra", - "van e", - "ok u", - "ye o", - "man go", - "try out", - "app ell", - "he irs", - "arjun a", - "dd u", - "na veen", - "movi c", - "soci alists", - "s back", - "criteri on", - "soyu z", - "k her", - "da z", - "yol anda", - "wine oclock", - "re ina", - "one w", - "leon ard", - "en dez", - "u bs", - "support local", - "facilit ated", - "carameli zed", - "b pa", - "vuel ta", - "my tho", - "m ami", - "spe are", - "nbap layoffs", - "fe vre", - "nick jonas", - "im print", - "c so", - "craig slist", - "la salle", - "gi deon", - "ha doop", - "dis regard", - "w ud", - "tu c", - "ma gee", - "acou stics", - "ta a", - "qui e", - "pol a", - "cr t", - "dw yer", - "dis sec", - "capit ol", - "men tion", - "kn oll", - "he igh", - "fin ders", - "plac ements", - "l se", - "indi ra", - "gur i", - "madhuri dixit", - "kingdom s", - "iambic pent", - "geor gina", - "je ky", - "conflic ting", - "bay an", - "aga tha", - "uph old", - "dr on", - "vic ar", - "ex pat", - "periph eral", - "pe ssi", - "fa f", - "ance stor", - "? ..", - "wid get", - "pun c", - "comm enced", - "beav s", - "air waves", - "ad dis", - "po a", - "de sses", - "co den", - "vu e", - "ru pee", - "kar in", - "spo ck", - "m sy", - "ภ°", - "pr ick", - "fill more", - "ti fication", - "thing sto", - "sar de", - "em ile", - "pere ira", - "n ad", - "bright ening", - "arre sting", - "wo king", - "usc g", - "sp ill", - "raspberry pi", - "hu go", - "ite c", - "is ma", - "cuff links", - "optimi zed", - "oc c", - "mi wx", - "en ka", - "el ited", - "afford able", - "sa kh", - "coron ado", - "ho h", - "at ul", - "ai oli", - "jim cantore", - "accoun ted", - "vin ay", - "her mit", - "groo ves", - "ran ch", - "r illa", - "we tter", - "ou tof", - "veter in", - "ni kov", - "ki an", - "fair banks", - "ram apho", - "n iti", - "k ko", - "ru sty", - "ne stle", - "tv xq", - "shahe er", - "âĿ¤âĿ¤ âĿ¤âĿ¤", - "penn ant", - "gem stones", - "dem debate", - "ðŁIJ Ĭ", - "auton ews", - "support indiefilm", - "mach o", - "ve x", - "new sat", - "ne ti", - "conce ssions", - "can died", - "yof the", - "mac au", - "den ds", - "cricke ters", - "san iti", - "mari ano", - "gh at", - "ar toftheday", - "¡ ľ", - "e gos", - "gen oa", - "chat bots", - "bri er", - "al labout", - "mon ty", - "spi ed", - "r tr", - "comfor t", - "sni ppets", - "real time", - "gra in", - "exam ined", - "en lightening", - "tt u", - "god bless", - "release the", - "sing ular", - "ki ans", - "ha ka", - "sor ren", - "defe ct", - "mar g", - "equ ities", - "d orian", - "su ka", - "per l", - "aishwar ya", - "pul lover", - "preci sion", - "fair way", - "ne ve", - "rive ting", - "vill anova", - "en com", - "ak o", - "passion ately", - "europale ague", - "siem pre", - "x vi", - "enligh tened", - "c fr", - "âĺħâĺħ âĺħâĺħ", - "wast eland", - "is f", - "new comers", - "emergen cy", - "amphi theatre", - "- .", - "text books", - "figur ative", - "tre mb", - "pe sc", - "ab hin", - "ab bot", - "ac acia", - "har ds", - "por sche", - "kau ai", - "el isa", - "car rick", - "abo u", - "elli er", - "be ch", - "neu tron", - "galap agos", - "ru ben", - "in nis", - "how to", - "nun s", - "sab ine", - "i ac", - "clin ched", - "no tori", - "fi ves", - "cairn gor", - "per i", - "gr c", - "ðŁĴ¯ ðŁĴ¯", - "mal m", - "twelf th", - "di ff", - "rout ines", - "marty n", - "lin den", - "synthesi zer", - "nu mber", - "game cube", - "fal kirk", - "byz antine", - "queu ing", - "gr ill", - "scal able", - "char red", - "rou ting", - "her bali", - "gri zz", - "ðŁĺŃðŁĺŃ ðŁĺŃ", - "tol l", - "termin als", - "l pc", - "ab d", - "war mups", - "remo vable", - "¯ \\", - "vi go", - "pap aya", - "ne ve", - "lov ingly", - "jo kers", - "ib les", - "sse tt", - "poten ti", - "pel e", - "gi gi", - "sadi q", - "leg acy", - "son o", - "ru pees", - "retar ded", - "ele e", - "par r", - "fi ance", - "ey re", - "say ers", - "pend ants", - "mak nae", - "al bans", - "adap ting", - "p ff", - "pu berty", - "ji u", - "ing rad", - "hypocr ite", - "diplom ats", - "phys ical", - "rob by", - "bon sai", - "ãģ ·", - "f att", - "catal unya", - "âľ ĸï¸ı", - "ro ma", - "more land", - "so e", - "conver sions", - "stl blues", - "shol m", - "gra ssy", - "pra do", - "on u", - "assaul ting", - "> _", - "sett es", - "dis graceful", - "aph ra", - "âļ½ï¸ı âļ½ï¸ı", - "ठª", - "kil n", - "goal tender", - "s ru", - "philanthro pist", - "b als", - "th n", - "stu den", - "sando val", - "dogre scue", - "eli ons", - "asse ssed", - "lar go", - "hec tares", - "sh rm", - "sa if", - "cle avage", - "no ches", - "n ene", - "fat alities", - "cur ing", - "clean ser", - "al es", - "p vp", - "south bank", - "pizz eria", - "marsh als", - "kni fe", - "an dover", - "tbli ghtning", - "sr sly", - "ou te", - "digi mon", - "timesof india", - "prome the", - "le bo", - "f su", - "wit z", - "rever e", - "man as", - "mam ba", - "ch ica", - "gu an", - "exhibit or", - "csr racing", - "d ere", - "xx xxx", - "gu sta", - "story time", - "ston ey", - "organ ics", - "and u", - "se am", - "min ogue", - "anushka sharma", - "ab a", - "ðŁİĻ ï¸ı", - "ugand an", - "chro matic", - "as sn", - "document aries", - "sh t", - "ru paul", - "loy d", - "k ats", - "e us", - "ite ch", - "me dusa", - "pan ty", - "kel logg", - "et to", - "talla de", - "sha a", - "do st", - "p ms", - "mari ana", - "je ster", - "croo ks", - "ðŁĶ ¬", - "min danao", - "ind hoven", - "ðŁ¤ ª", - "le xi", - "tv n", - "jan is", - "co te", - "ãģ Ĩ", - "ser rano", - "iw m", - "ðŁIJ ¬", - "k ke", - "distribu tors", - "cap u", - "counterfe it", - "camp site", - "ag gie", - "ðŁĺ ¼", - "chhat tisgarh", - "~ @", - "state u", - "san di", - "prevent able", - "cl s", - "can ne", - "mm c", - "i ver", - "sa haran", - "pal is", - "night out", - "do s", - "ap ia", - "absc bn", - "manag erial", - "aro se", - "mo wx", - "aro sa", - "ðŁĮ ³", - "under dog", - "remo ver", - "astronom ers", - "lent ils", - "su scep", - "smoo ther", - "pend leton", - "fau cet", - "e mory", - "dal mati", - "af cb", - "tic us", - "exem pt", - "en rol", - "d heim", - "ðŁIJ º", - "restric tion", - "star fish", - "sto w", - "snor kel", - "thunder birds", - "she ad", - "homo sexual", - "dy n", - "as li", - "andre tti", - "dou che", - "dom o", - "tar mac", - "slu mber", - "pr onto", - "first dayof", - "mini ature", - "mari achi", - "argu s", - "recomm ending", - "mobi les", - "in ce", - "illustri ous", - "or c", - "adver ts", - "gr its", - "wea sel", - "pag oda", - "over pass", - "gre ys", - "maxi mus", - "arma gh", - "wood land", - "sun ni", - "ðŁĴ ī", - "ë Ŀ", - "ti one", - "soci o", - "ho s", - "ðŁ¤Ĺ ðŁ¤Ĺ", - "wind sor", - "subsequ ent", - "munch ies", - "id h", - "exclu ding", - "e mi", - "cu th", - "z ai", - "week days", - "law suits", - "barn ard", - "Ø ª", - "pe tting", - "net es", - "mul ligan", - "pharmac ists", - "ra quel", - "e ton", - "cran ston", - "gil ded", - "cle ary", - "ce ph", - "ra a", - "pam per", - "lombar di", - "as in", - "sher ry", - "pro d", - "for te", - "ari anism", - "buffalob ills", - "æľ ¬", - "ðŁĶ¥ #", - "uu u", - "just ices", - "car ina", - "nat in", - "mas low", - "dro oling", - "cog nac", - "cam ber", - "el ong", - "r dr", - "in en", - "convic tions", - "am use", - "tro ck", - "harm less", - "visit ation", - "gen omic", - "bl and", - "beno it", - "chim p", - "tuscal oosa", - "gre asy", - "x po", - "gil t", - "se q", - "per mitted", - "christma seve", - "book s", - "mu e", - "old school", - "human right", - "be ati", - "ðŁĶ Ŀ", - "sh at", - "sculp ting", - "h wan", - "fern andes", - "sci utto", - "fu entes", - "endeav ors", - "maid stone", - "un paralleled", - "shou ted", - "queen of", - "mer c", - "band ic", - "ve da", - "sel angor", - "pi le", - "ja han", - "intimid ating", - "disapp ears", - "cl ich", - "za ha", - "w urst", - "hi v", - "fod ils", - "cor dless", - "aaaa aa", - "hy dra", - "bel inda", - "e els", - "bu f", - "su staining", - "rugby league", - "no c", - "brig itte", - "( ðŁĵ¸:", - "tromb one", - "soo the", - "smo g", - "ad p", - "stab le", - "ing ley", - "diagno se", - "ms g", - "we ss", - "tic keting", - "one e", - "nsw pol", - "e up", - "auto psy", - "adity anath", - "sun down", - "river front", - "si ya", - "p is", - "hier archy", - "dur ango", - "di jk", - "ren shaw", - "he aps", - "epide mi", - "david bowie", - "interne tof", - "dd i", - "nation ality", - "mb ar", - "air y", - "win der", - "w alia", - "elli ott", - "c x", - "bav arian", - "pl att", - "an tw", - "wi wx", - "sof ter", - "ne ha", - "h eller", - "th and", - "dani ela", - "bo ast", - "degra dation", - "ðŁĴ¦ ðŁĴ¦", - "transform ing", - "man e", - "av ut", - "ðŁĺĪ ðŁĺĪ", - "vo ter", - "the e", - "t ate", - "pu ff", - "in door", - "sop roud", - "boy ce", - "boris johnson", - "wait in", - "immun ology", - "ðŁıĨðŁıĨ ðŁıĨ", - "âĿ Į", - "street food", - "liz asober", - "cavali er", - "c elia", - "need le", - "motor ing", - "g ato", - ", )", - "ra de", - "harve st", - "t ms", - "jar pad", - "on ey", - "air men", - "v re", - "impair ment", - "abhi shek", - "snoo p", - "l ant", - "fam ously", - "bl ou", - "s ze", - "g ander", - "un touch", - "tu f", - "dee jay", - "col lateral", - "b ind", - "ðŁļ ©", - "pin ning", - "ic n", - "' ;", - "the economist", - "ul tram", - "worldwater day", - "ti poff", - "the i", - "feed ers", - "campa ign", - "sc umb", - "day weekend", - "yo m", - "pe dic", - "h ough", - "ps v", - "pl in", - "on de", - "boston marathon", - "az zy", - "* _*", - "con ley", - "thi ago", - "hoo o", - "gal erie", - "luci d", - "je tt", - "gl itz", - "final fantasy", - "achiev ers", - "y ung", - "peregr ine", - "op hi", - "dam es", - "biom ar", - "âĺĢï¸ı âĺĢï¸ı", - "sk c", - "l ics", - "fl ank", - "ar rahman", - "ho of", - "uphol stery", - "t ats", - "wo z", - " ¿", - "snor ing", - "ra er", - "l ju", - "ap d", - "pl ating", - "kan u", - "im ation", - "fragr ances", - "m ra", - "mor ay", - "mo tt", - "im muni", - "hearti es", - "bho pal", - "tim ers", - "g ata", - "color way", - "car nation", - "win get", - "si ghs", - "s ville", - "optimi st", - "chate au", - "olympi ans", - "ci o", - "singer songwriter", - "ny o", - "fi bers", - "bur ch", - "ag ro", - "mil ne", - "ig bo", - "cr amer", - "ation als", - "dan ube", - "pad ma", - "nor mani", - "en forced", - "bre ck", - "boeh ner", - "ar den", - "sur rendered", - "pros thetic", - "om a", - "ha iled", - "calcul ations", - "w fa", - "bi b", - "fcb live", - "fon da", - "west coast", - "que sts", - "friend ly", - "to wie", - "fit ch", - "bal ot", - "star dom", - "scrat ching", - "ho sa", - "thi ka", - "o ven", - "stro ke", - "out post", - "pharmaceu ticals", - "hi kari", - "mu y", - "af d", - "fallon tonight", - "squ at", - "or u", - "dra ined", - "chocol at", - "ë¯ ¼", - "wor ths", - "ri b", - "mu j", - "that s", - "residen te", - "it el", - "boo st", - "mi gos", - "mul led", - "la a", - "etsy shop", - "don keys", - "me k", - "p tc", - "flin ders", - "e hs", - "ro hit", - "mu ir", - "g ad", - "compos itions", - "åĨ Ļ", - "combu stion", - "i kh", - "yemen i", - "wav ed", - "gar ci", - "ak os", - "oo ds", - "fu sion", - "se que", - "s lan", - "pl ur", - "kic chasu", - "shenan do", - "s ams", - "worl den", - "horo witz", - "with me", - "mic robes", - "k ki", - "ðŁĴĶ ðŁĴĶ", - "w su", - "patch work", - "fre er", - "y aki", - "the art", - "symboli sm", - "mil er", - "bt n", - "ma bu", - "side kick", - "motiv ates", - "sag itt", - "natur als", - "serv iced", - "ps ori", - "pa ola", - "qu ig", - "i badan", - "gi ggs", - "ë ³", - "sciento logy", - "si oux", - "salam at", - "d res", - "cad bury", - "d hawan", - "ci ón", - "_ '", - "swa pping", - "maris ka", - "james bond", - "explo sives", - "ay les", - "af er", - "s agu", - "cen sor", - "tom a", - "jeff erson", - "ring ed", - "par tist", - "ir responsible", - "aguil ar", - "vac ay", - "equ itable", - "altrin cham", - "ac ur", - "man ish", - "ger min", - "schoo led", - "pu tter", - "ed ad", - "nav al", - "toast y", - "sol areclipse", - "dish u", - "coy ne", - "ac co", - "mu ck", - "mar an", - "el os", - "len der", - "cro ix", - "worth less", - "ha ber", - "gun men", - "ðŁį ĵ", - "zen ith", - "t enders", - "hur st", - "hol tz", - "itali ans", - "car low", - "u cd", - "characteri stic", - "bun g", - "av l", - "u th", - "sa sia", - "rs l", - "red man", - "neighbor ing", - "green peace", - "sti ps", - "follow party", - "y gk", - "en os", - "omni bus", - "na issance", - "chri ssy", - "secu re", - "call back", - "ji hoon", - "memor y", - "block er", - "l anta", - "daf fodils", - "bil t", - "ffer ty", - "fau st", - "ie c", - "nipp les", - "so g", - "m nd", - "jagu ar", - "bol dly", - "ab poli", - "pro position", - "gun sense", - "evan sville", - "cu tters", - "we go", - "dou n", - "do x", - "stal lions", - "ka j", - "shi ppers", - "j awa", - "vol o", - "le ven", - "pap rika", - "kov ich", - "jor di", - "induc tees", - "app alling", - "dial ysis", - "allevi ate", - "âĢĶ âĢĶ", - "pie ter", - "mid wi", - "q tr", - "juli ette", - "inter mission", - "haw ks", - "act ment", - "one ill", - "k lin", - "vam ps", - "fam ous", - "cou ld", - "autom obi", - "da an", - "west end", - "elli p", - "nh c", - "mel anch", - "web series", - "ton gue", - "snat ched", - "smy th", - "tan gible", - "sl i", - "e asing", - "bar stool", - "over lay", - "afford ability", - "ting ed", - "ter as", - "ay ush", - "wanna one", - "rh ine", - "dan a", - "sh ana", - "kend al", - "fer tile", - "w ir", - "repl eni", - "lar vae", - "is ro", - "con vos", - "ab brevi", - "u cc", - "hun gry", - "bur rows", - "ag er", - "nav i", - "mat in", - "du per", - "cer n", - "ma don", - "ķ ï¸ı", - "é ģ", - "tu ps", - "hy att", - "sh ep", - "friday night", - "wis er", - "hei di", - "hat ton", - "p gh", - "foun tain", - "wrist bands", - "ahmadi yya", - "aeri al", - "subscri bed", - "so los", - "m ace", - "sla yed", - "for fe", - "dul ce", - "christ mass", - "arun jaitley", - "viol ate", - "ob stru", - "ni eces", - "w vu", - "idy l", - "fa ze", - "pre serves", - "infr inge", - "premi ers", - "inter vals", - "agen cy", - "( ©", - "stand alone", - "di mes", - "bo er", - "param eters", - "ge tit", - "ðŁĺĺðŁĺĺ ðŁĺĺðŁĺĺ", - "tu lane", - "for given", - "scol l", - "mb ps", - "smash bros", - "rob bi", - "prima vera", - "ali st", - "ghost ly", - "ay at", - "ye ats", - "impre ssionist", - "ear phones", - "caul field", - "wai kiki", - "sal ute", - "sc ou", - "mu ay", - "louis vuitton", - "bak hta", - "ado g", - "inven tions", - "hur d", - "forec lo", - "stream line", - "thalai var", - "ch snews", - "will ard", - "t sn", - "euro parl", - "cru sher", - "my sore", - "gro wer", - "ra ping", - "pat ti", - "g den", - "sm w", - "muf ti", - "kid man", - "ab r", - "soun ders", - "skep tical", - "ðŁĶ İ", - "sun dar", - "i me", - "fer g", - "feather weight", - "ar lington", - "pas qu", - "ag azine", - "wearab le", - "nati c", - "mccl ure", - "inter mitt", - "hor de", - "six ties", - "car te", - "bha v", - "ze al", - "experi ential", - "ador ned", - "som mer", - "eno te", - "hypo thesis", - "stin ky", - "pro to", - "dead lines", - "vo gel", - "mus ings", - "monc ton", - "gu ter", - "f le", - "aci on", - "voice of", - "ta sha", - "inhabit ants", - "type face", - "s ba", - "bts x", - "ðŁĶ Ĵ", - "wor x", - "u hc", - "jo ko", - "cell ars", - "gor o", - "continu um", - "... &", - "weather cee", - "ha p", - "sr k", - "ris ers", - "lonely planet", - "un named", - "co eur", - "ðŁį Į", - "the world", - "ili ke", - "fa sten", - "ami go", - "ri ba", - "ramapho sa", - "staf fers", - "had ley", - "? ?\"", - "fi ore", - "sal ut", - "hu ff", - "bez os", - "Ñ ĭ", - "ra der", - "kam ala", - "in line", - "fill ers", - "um atic", - "all in", - "shat ter", - "re in", - "o ku", - "ch ases", - "fla gged", - "baby metal", - "water stones", - "ts b", - "cut out", - "op hel", - "aam a", - "rockab illy", - "sto lic", - "jet blue", - "ich ick", - "down ton", - "uzbe kistan", - "pat na", - "la q", - "gr ange", - ") _/", - "subsi di", - "sc p", - "newsc ast", - "it sa", - "twee tyour", - "e mor", - "archae ologists", - "uni fication", - "por ta", - "q x", - "protec tors", - "pro hib", - "charis ma", - "car tag", - "ren fre", - "scul pt", - "guwa hati", - "de ma", - "boo p", - "unf pa", - "dex ter", - "lay la", - "alleg es", - "sou ps", - "never again", - "l ys", - "cal c", - "bar oness", - "visu alize", - "ger ber", - "absor bed", - "i ers", - "a han", - "fon tein", - "detec tors", - "verst appen", - "sv c", - "formul ated", - "ac dc", - "li x", - "in competent", - "bh k", - "lour des", - "water house", - "snow ed", - "appreci ative", - "sig ma", - "lizasober ano", - "pen ned", - "pay check", - "tall inn", - "fanc afe", - "par isi", - "av alley", - "vi g", - "ru fc", - "hard ship", - "so cute", - "po ise", - "ì ¹", - "roth schild", - "k ly", - "???? ????", - "l hp", - "il ay", - "f hs", - "am ad", - "ide als", - "brad bury", - "bal boa", - "nic ot", - "kid nap", - "wol ve", - "tas manian", - "op t", - "matthi as", - "ãĥ³ ãĤ", - "super markets", - "mylittle pony", - "me lee", - "li ster", - "gr oun", - "fe dora", - "kind ness", - "en en", - "bra hms", - "¯\\ _(", - "ros well", - "mar lene", - "ic u", - "re formation", - "or ail", - "he brides", - "dispar ities", - "terrac otta", - "swal lows", - "re id", - "influ encing", - "flu or", - "den e", - "tum our", - "blon des", - "thunder bird", - "sh eva", - "moga dishu", - "ka b", - "cre eps", - "i ving", - "ene ed", - "anno y", - "âĶ Ģ", - "intri gue", - "enqu iry", - "ar aj", - "tur al", - "kuber netes", - "end lessly", - "divi dends", - "tor a", - "ti sh", - "commemor ates", - "un ra", - "tri b", - "pon ty", - "ne m", - "diss ent", - "brew ingco", - "ðŁĺ ½", - "nor mali", - "bi of", - "( ...", - "chil len", - "ì£ ¼", - "mell on", - "av is", - "mccor mack", - "ing ra", - "enrich ed", - "custome rexperience", - "testo sterone", - "snu g", - "sett i", - "ger onimo", - "inqui rer", - "bre aches", - "very thing", - "bloom ing", - "mu ra", - "dispo s", - "bi de", - "de va", - "shade sof", - "in trin", - "sh ev", - "s ven", - "nayanth ara", - "gan esha", - "c ws", - "ber ta", - "label led", - "use um", - "nick named", - "ma han", - "car uso", - "ap ur", - "ðŁij Ĩ", - "w q", - "orphan age", - "discar ded", - "mag nu", - "lu e", - "je on", - "bridge port", - "pac ing", - "mercur y", - "( ðŁĵ¸", - "marx ist", - "amphi bious", - "transplant ation", - "stit ching", - "then burg", - "gradu al", - "ãĤ Į", - "ro ft", - "ma ils", - "ine c", - "guy ana", - "dopp elg", - "ver o", - "re write", - "head less", - "harb augh", - "gate way", - "car sforsale", - "sw i", - "st is", - "mach t", - "un de", - "sura baya", - "stap leton", - "nur turing", - "mil ner", - "ya o", - "lma oooo", - "ko sh", - "arsen al", - "k ame", - "er ry", - "ar royo", - "dis misses", - "ru bbed", - "rc b", - "lew d", - "dil u", - "and or", - "vi de", - "ur in", - "inter sec", - "ha ar", - "al b", - "year swith", - "app leton", - "é al", - "ul livan", - "suc cu", - "monter rey", - "d mx", - "artem is", - "ron nie", - "farm land", - "s football", - "gro tto", - "anth i", - "ãĢ ģ", - "à® Ł", - "vid ya", - "jimmy fallon", - "ൠį", - "t zer", - "gravit ational", - "w thr", - "u hhh", - "e hr", - "tin ker", - "ti juana", - "scran ton", - "ram charan", - "bar clay", - "re van", - "m si", - "ka p", - "wr s", - "we thenorth", - "tor al", - "sat u", - "gro m", - "fac ep", - "erick son", - "z yn", - "se dge", - "oo dle", - "spur sofficial", - "ds p", - "sic ilian", - "soli hull", - "recei vers", - "ladak h", - "hend rick", - "ther i", - "presi ding", - "mc guinness", - "litt ers", - "gun nar", - "gh oul", - "wi b", - "n tv", - "kar o", - "fro ck", - "b lau", - "ampli fy", - "all is", - "ul lah", - "memo irs", - "kh loe", - "intercep tions", - "pet day", - "lo oney", - "con fin", - "ch ay", - "piyush goyal", - "frequ encies", - "ut z", - "event ual", - "warm ly", - "obli vion", - "an ka", - "ta it", - "âĿ¤ï¸ı .", - "director ial", - "ru lers", - "prince s", - "mu ck", - "stur ridge", - "deu ce", - "abri dged", - "bagu ette", - "un cles", - "pen du", - "min ding", - "forre ster", - "av ila", - "wall er", - "wall street", - "ment or", - "hin o", - "high way", - "crom well", - "fanart friday", - "mb i", - "co yle", - "a hi", - "tro ve", - "spie gel", - "pay tm", - "mcin tosh", - "jan sen", - "nit i", - "nash ville", - "len o", - "leicester shire", - "le gos", - "dic t", - "ðŁĵ ½", - "sp ad", - "beverly hills", - "sy rah", - "separ ates", - "z ain", - "un fit", - "dra gs", - "tan ia", - "over flowing", - "hri thik", - "haw thorn", - "z ani", - "mac far", - "fi de", - "to tem", - "pe ds", - "fundament ally", - "cal ico", - "sin ner", - "j ä", - "hil de", - "ds d", - "ten ay", - "ta hit", - "mil f", - "lie b", - "inform ing", - "up lift", - "ra el", - "mortg ages", - "lec t", - "ii ii", - "guillau me", - "compos ites", - "old smobile", - "l end", - "gar th", - "com mish", - "bapti zed", - "scorpi ons", - "ru cker", - "bringback our", - "alli ance", - "thalap athy", - "tal i", - "sp ans", - "eri dge", - "wither spoon", - "lin da", - "sky lar", - "kor n", - "hom s", - "Ä į", - "sil enced", - "caf fe", - "ar ty", - "dist inguish", - "to wed", - "pun g", - "jessic a", - "ear nest", - "beau fort", - "t ama", - "study abroad", - "si khs", - "new bie", - "nav ratri", - "mar ble", - "loun ging", - "lit ter", - "dal it", - "so sa", - "iz es", - "gra de", - "com promising", - "tr iton", - "de tta", - "v j", - "chau ffe", - "spec tral", - "powe red", - "montess ori", - "artic ulate", - "hal ton", - "al co", - "ye y", - "mn twins", - "acoun ty", - "ðŁijı ðŁı¾", - "âī Ī", - "mad men", - "kal a", - "gru m", - "chi k", - "ati s", - "su me", - "akh tar", - "job search", - "high lighter", - "bo ath", - "âĦ ¹", - "tar zan", - "lam bo", - "âĽĦ ï¸ı", - "ox fam", - "dump ster", - "pretz els", - "mac os", - "incl ined", - "fac tual", - "adverti sers", - "shu i", - "pu ree", - "ml pfi", - "anti dote", - "cap o", - "pa str", - "merc ado", - "but ton", - "ar min", - "ag g", - "lol la", - "horri bly", - "er rands", - "christop he", - "time snow", - "monday motiv", - "li ss", - "scand als", - "mc i", - "dispropor tion", - "âĺ İ", - "sur pass", - "samar itan", - "so tho", - "pu rest", - "fl att", - "trivi atuesday", - "delec table", - "leop old", - "hermi one", - "chou dhary", - "en rich", - "¡ ¡", - "subsi diary", - "ine qualities", - "bachel or", - "auto immune", - "la kota", - "i hop", - "ad jec", - "the simpsons", - "sh es", - "se k", - "gret chen", - "up stream", - "hin akhan", - "coper nic", - "x tina", - "lu g", - "tough ness", - "e ad", - "cli pped", - "bi us", - "sl v", - "fah ren", - "dee pak", - "ca u", - "x an", - "im mature", - "dig ni", - "bo bs", - "shred ding", - "but tery", - "accommod ations", - "de ven", - "chun ks", - "super league", - "sky bet", - "kil dare", - "je et", - "ë į", - "ce k", - "wrec ks", - "pro pane", - "oh l", - "tb d", - "quo i", - "trum pp", - "mi mo", - "reluct ant", - "ver ne", - "o ic", - "ma gh", - "ar nau", - "se ver", - "li dge", - "stair way", - "kicchasu deep", - "ðŁĶ º", - "mach ining", - "aama admi", - "ot i", - "c da", - "al it", - "pan y", - "inst alls", - "ac ct", - "e shop", - "di em", - "hard well", - "fulfill ment", - "sc afe", - "qu ack", - "extrac ts", - "swee tened", - "fi ghton", - "f di", - "d inger", - "wal tham", - "us ur", - "refe rees", - "seok jin", - "gran n", - "af rin", - "th n", - "sch af", - "par cels", - "bet is", - "amar ine", - "nom an", - "kh tar", - "mor itz", - "cou pling", - "bar ons", - "ðŁIJ ¸", - "à ¸", - "sl p", - "sad ler", - "x ander", - "tri ad", - "mc millan", - "kh z", - "divi ding", - "ìĹijìĨ Į", - "dar yl", - "zed d", - "le ys", - "pla ques", - "flu ori", - "tipper ary", - "on nell", - "di dier", - "lang ford", - "im c", - "the sun", - "bir dies", - "ar cha", - "ye ssss", - "t di", - "dar ia", - "cand ace", - "al tam", - "pal aces", - "ch it", - "sant am", - "event ful", - "book of", - "ad b", - "mon stax", - "cre ole", - "co el", - "âĸ ½", - "we aren", - "sten nis", - "she ath", - "ati sm", - "gron ingen", - "mlpfi m", - "le pre", - "wrong ly", - "rsp ca", - "rendez vous", - "acknowle dging", - "pel vic", - "solic itor", - "sla ys", - "nue stra", - "lo d", - "is lander", - "fer oci", - "fashion show", - "ra ss", - "dge on", - "adole scents", - "sma shes", - "negli gence", - "grate ful", - "ved ere", - "sw oop", - "ing l", - "apol ice", - "vand alism", - "gan n", - "jo ao", - "di supdates", - "zimbab we", - "under age", - "radi ance", - "w of", - "bour geo", - "pla s", - "cr ani", - "gh ue", - "wrec kem", - "warran ts", - "re form", - "jim mie", - "at wood", - "ys l", - "neil himself", - "l bj", - "i man", - "tan to", - "nois se", - "ver bs", - "equip o", - "al together", - "mam ent", - "l ice", - "dou glass", - "tier ney", - "pri med", - "j hal", - "furn itu", - "braz ili", - "v ill", - "past els", - "n ison", - "u ff", - "paral ysis", - "jay e", - "im po", - "ðŁij ģ", - "strate gically", - "pakistan is", - "was sup", - "super bike", - "thank u", - "tru elove", - "sha ikh", - "israel is", - "vi p", - "to g", - "li en", - "la ker", - "grey hounds", - "cul ars", - "bian chi", - "balot elli", - "ar ran", - "loo s", - "str ates", - "he bron", - "ar vo", - "sunder land", - "the al", - "tomb stone", - "sand man", - "c pac", - "thanks giving", - "love him", - "lat ino", - "an in", - "aka if", - "ĭ ãĤ", - "tor quay", - "di est", - "alli anz", - "ðŁĺ ķ", - "golf club", - "cl lr", - "wal cott", - "sch nau", - "promp ted", - "nomin ating", - "len nox", - "val et", - "mon ro", - "may ward", - "e ph", - "ðŁĶ Ķ", - "inter oper", - "r da", - "re flex", - "arm chair", - "ê° ķ", - "stri pper", - "por ti", - "ph arm", - "ham za", - "ni reland", - "ne ue", - "h pv", - "port foli", - "sun burn", - "fris bee", - "be al", - "bapti ste", - "x h", - "ty m", - "pr ati", - "o vers", - "haz rat", - "deser t", - "der ry", - "us ky", - "em mett", - "ach arya", - ")_/ ¯", - "shu d", - "may a", - "ham ill", - "ra im", - "nr c", - "fitt ings", - "cur vy", - "ðŁı ĩ", - "ster ling", - "ॠĢ", - "wal kin", - "short cuts", - "mil ly", - "ast ur", - "alpha be", - "pl i", - "pe z", - "miss you", - "rad ford", - "ml g", - "ta eyang", - "notjust lakes", - "du mps", - "seren dip", - "le ur", - "ra ving", - "e ster", - "de priv", - "absc bn", - "ðŁijĩ ðŁı»", - "scar city", - "o cr", - "mean ings", - "cap t", - "da hl", - "fer mentation", - "bri oche", - "to win", - "out lander", - "massi mo", - "en cro", - "ðŁ¥ ³", - "buil t", - "po tam", - "kir i", - "tm w", - "monit ored", - "k ites", - "peoples vote", - "gray son", - "íģ ¬", - "afri ka", - "a dies", - "i vote", - "gy ne", - "g annon", - "di x", - "c mc", - "ou ral", - "fox andfriends", - "bel i", - "ig ne", - "gl an", - "katrin akaif", - "co politics", - "qual itative", - "p si", - "lu cci", - "disc oura", - "âĺ ®", - "kel li", - "gau tam", - "carac as", - "reale st", - "pu la", - "in us", - "hill top", - "make aw", - "atten borough", - "tw y", - "r arity", - "peck ham", - "ma hon", - "corn elius", - "clin icians", - "ton line", - "tb i", - "paradi se", - "ka si", - "inev it", - "fresh ness", - "colling wood", - "lun atic", - "defen se", - "cop d", - "in fra", - "wain wright", - "sains bury", - "alab am", - "te ma", - "lac o", - "chec ker", - "releg ated", - "tren t", - "stal ks", - "huff post", - "bhubanes war", - "ast ral", - "share your", - "prim rose", - "hi me", - "cat an", - "end ment", - "en dow", - "cle mens", - "mal oney", - "hil ary", - "game time", - "den ise", - "collabor ators", - "b wo", - "radic als", - "gue tta", - "ici on", - "au a", - "snap matic", - "sat chel", - "excav ation", - "base man", - "s ão", - "gn ation", - "fel d", - "surve y", - "shah zad", - "ma st", - "anirud hofficial", - "tru cker", - "ot ago", - "geo graph", - "ethe l", - "âļ¡ï¸ı âļ¡ï¸ı", - "s ver", - "mu tt", - "internetof things", - "ancho red", - "wh ouse", - "bang la", - "bal main", - "ç¹ ĭãģ", - "break fa", - "á Ģ", - "twi ster", - "te tris", - "ca v", - "stag s", - "g z", - "au b", - "stor med", - "hel ens", - "yar mouth", - "st asy", - "gustav o", - "co sc", - "vin son", - "up p", - "sc ricket", - "assump tions", - "app e", - "nu h", - "u er", - "pre mise", - "n aga", - "e amon", - "coron ary", - "na f", - "north side", - "el mer", - "ro tar", - "out lining", - "el f", - "re surg", - "kat elyn", - "in can", - "hyster ia", - "ce e", - "am bani", - "pro lly", - "Į ãĤĬãģ", - "ax es", - "san jose", - "rem brandt", - "mag pie", - "even ly", - "scor sese", - "qu aint", - "f g", - "b buk", - "indian football", - "weare all", - "spd wy", - "pis ces", - "ec g", - "âĺħâĺħâĺħâĺħ âĺħ", - "pre orders", - ": |", - "ni pple", - "sal azar", - "ju me", - "jail break", - "min n", - "bas sett", - "ze tta", - "jef free", - "ad jun", - "tic on", - "san diego", - "drink local", - "chol era", - "solic itors", - "o bo", - "com post", - "ni an", - "wr a", - "tre ach", - "ic ic", - "profession al", - "del ve", - "leg ate", - "histor ia", - "cro issant", - "con noisse", - "nam o", - "palli ative", - "chem trails", - "i ority", - "global warming", - "comic art", - "behavi oural", - "re sted", - "li as", - "cli mates", - "Ł ãģĦ", - "rut land", - "nou rish", - "menopau se", - "hot ties", - "demen ti", - "ve spa", - "mel ville", - "anal ogue", - "tz man", - "str ung", - "im perfect", - "gl are", - "cir cling", - "ros berg", - "rec o", - "oc ity", - "lo ire", - "em be", - "do ssier", - "ne el", - "nan do", - "me a", - "gal vani", - "fin esse", - "ag p", - "berke ley", - "asi m", - "âĺº âĺº", - "quil ted", - "ish ere", - "un matched", - "po tion", - "for z", - "at re", - "selfi es", - "juli ana", - "ðŁļ ¶", - "âĸ º", - "mel ton", - "âłĢâłĢâłĢâłĢ âłĢâłĢâłĢâłĢ", - "spin rilla", - "pur cell", - "ed p", - "at leti", - "tony awards", - "ra ja", - "pro gno", - "mol ten", - "stu ff", - "p ally", - "nobel prize", - "âĻ» ï¸ı", - "spiritu al", - "spe ake", - "sa sha", - "bri um", - "tru ss", - "critici ze", - "assassinscre ed", - "yor uba", - "u lo", - "fire man", - "workin progress", - "ef cc", - "fla res", - "ro bot", - "hi kers", - "cl l", - "shado wing", - "pat sy", - "leh man", - "c ns", - "å ±", - "guad al", - "à± į", - "ra pe", - "r honda", - "paralle ls", - "son ja", - "langu age", - "land ings", - "z ola", - "cr amps", - "bur ning", - "apprais al", - "jol la", - "ham m", - "kas a", - "gul ly", - "f go", - "uly sses", - "ri be", - "ðŁĴ Ħ", - "ib u", - "eti enne", - "bri ar", - "fin ely", - "comb ating", - "y ql", - "go tham", - "we chat", - "to paz", - "primar ies", - "l se", - "iz z", - "hel e", - "dispon ible", - "cy stic", - "bel ichick", - "th rush", - "kansas city", - "ge om", - "soli di", - "red bubble", - "by stand", - "cambridge shire", - "par fait", - "ast le", - "ow o", - "ind ore", - "stom ping", - "sm elly", - "ðŁ¤ ĸ", - "locom o", - "adm itting", - "hol me", - "clock wise", - "min sk", - "mc co", - "for get", - "ev p", - "cam ra", - "ab ella", - "yo tes", - "universit yof", - "mé xico", - "silver ado", - "ric ket", - "crom bie", - "pu j", - "eradic ate", - "deli ght", - "y go", - "glam ping", - "vic a", - "du ggan", - "coun ters", - "cf d", - "sc our", - "react js", - "pu ram", - "paras ites", - "in ki", - "vill en", - "stel la", - "li mbo", - "ang as", - "k cr", - "ðŁĴļðŁĴļ ðŁĴļ", - "vap ori", - "mum ford", - "oli gar", - "à ¼", - "al oo", - "boo ties", - "ad r", - "k elli", - "dru mmers", - "av ici", - "nature uk", - "ron al", - "in trac", - "un splash", - "le che", - "g oma", - "el ine", - "envir o", - "bi onic", - "bu eno", - "mi k", - "av in", - "star ling", - "em powers", - "cake day", - "boy cot", - "ðŁĴļ ðŁĴļ", - "ðŁĮ¸ ðŁĮ¸", - "v ach", - "m ci", - "fractu res", - "ger i", - "sk ing", - "exclu ded", - "lu ce", - "ja ve", - "ig gy", - "evi den", - "aki stan", - "a wn", - "mor als", - "luci fer", - "ha ban", - "tumb ling", - "sunday motivation", - "mo sley", - "captain america", - "sch icago", - "the one", - "mo td", - "d ts", - "ðŁIJ ¼", - "rep ell", - "ii i", - "locu st", - "geo spatial", - "mer sey", - "immer se", - "desc end", - "ber nade", - "j s", - "boat sales", - "win der", - "cran k", - "sing leton", - "candid acy", - "ben a", - "ðŁı» âĢį", - "high lander", - "ol t", - "k prs", - "healthy lifestyle", - "four teen", - "end the", - "ith aca", - "circul ated", - "r ans", - "pre valent", - "ha vas", - "splend or", - "roo ster", - "kalamaz oo", - "jewell ers", - "enne dy", - "rou sey", - "es y", - "cann ons", - "ornam ental", - "// //", - "ren don", - "win ne", - "mol ding", - "eid mubarak", - "coun tess", - "simon a", - "ha wa", - "fo es", - "du ster", - "sb u", - "por tray", - "mar ries", - "goo dday", - "cho co", - "achi ever", - "ðŁĺ¹ ðŁĺ¹", - "pre neur", - "tr amp", - "tom i", - "n bat", - "garden chat", - "farra khan", - "ever glades", - "ab ru", - "sou sa", - "se ce", - "homes wee", - "terre strial", - "bar it", - "sri devi", - "ol u", - "mel inda", - "f rick", - "can dies", - "ðŁĺŃ ðŁĴķ", - "qu reshi", - "family fun", - "exor cist", - "cardin al", - "ny t", - "dies el", - "cu mulus", - "capric orn", - "si ology", - "lor na", - "dou gie", - "an die", - "super sport", - "c fl", - "п ÑĢи", - "say ang", - "pe ek", - "ภĬ", - "lo be", - "j em", - "ing lis", - "gg led", - "c sn", - "amne sty", - "chu ps", - "ba es", - "sau er", - "ðŁı IJ", - "mongo lian", - "en et", - "back street", - "dr illed", - "acce ssing", - "ce o", - "b se", - "ai ken", - "pur r", - "wor sen", - "whe res", - "war k", - "testi fying", - "bu ri", - "bla st", - "aw g", - "ðŁĵ ĭ", - "re defining", - "hear ing", - "u ci", - "c mp", - "bon i", - "tail oring", - "ta ji", - "noc chi", - "em t", - "stephen king", - "ne et", - "compla ins", - "campaig ner", - "luci ano", - "twili ght", - "ti esto", - "pas sports", - "flo yd", - "cathe dr", - "na ked", - "caregi ver", - "b coz", - "ade cides", - "ku ri", - "ly k", - "br aries", - "dren ched", - "disc lose", - "ðŁĴª ðŁı½", - "le blanc", - "je tty", - "gar ty", - "chip mun", - "b su", - "rhyth mic", - "ic z", - "fri d", - "anne x", - "ame x", - "solo ist", - "lanc ers", - "arro whead", - "speci fication", - "simul ated", - "na is", - "inver te", - "bo wing", - "wor ship", - "f z", - "abo ss", - "sha q", - "ì¶ ķ", - "challeng ers", - "an arch", - "aamaadmi party", - "ãħĭãħĭ ãħĭ", - "suffol k", - "so corro", - "sn ell", - "cla dding", - "absor bing", - "shaw a", - "particip ates", - "ðŁį Ķ", - "book stores", - "bak u", - "seap ort", - "ko jima", - "gab y", - "pack ard", - "electr ician", - "let it", - "mo wing", - "fa wad", - "young jae", - "hot mail", - "men ing", - "u rie", - "intim acy", - "con ti", - ": \")", - "lifeis good", - "in ciner", - "i dri", - "craz iness", - "jour nos", - "fran chi", - "bott len", - "al da", - "ff es", - "k x", - "south we", - "air a", - "clay ton", - "sco ti", - "f j", - "bri ga", - "ðŁ¤ĺ ðŁı»", - "demonstr ators", - "y z", - "stor k", - "na q", - "casc ades", - "travel chat", - "plat a", - "pad ma", - "fran ci", - "at tain", - "bat girl", - "lom bard", - "hoo s", - "d dos", - "neon atal", - "discla imer", - "r ss", - "r ant", - "di sen", - "tex aste", - "so cal", - "frac tal", - "cam ry", - "stri fe", - "sn acking", - "mu h", - "sant ander", - "mor ons", - "gra f", - "par ades", - "hu ston", - "dru pal", - "mi ento", - "kir stel", - "hy de", - "vom it", - "forti fied", - "sphin x", - "da v", - "bir yani", - "win nings", - "s baseball", - "mer ged", - "lovel ondon", - "ling ering", - "dream big", - "car leton", - "liveli hood", - "djan go", - "astri d", - "gri ds", - "down e", - "bru ised", - "s ne", - "scarec row", - "hel ium", - "f nc", - "bi ggs", - "an ter", - "restor ative", - "em pires", - "ab del", - "life style", - "kiwan is", - "colloqui um", - "me en", - "pr ick", - "anti que", - "ze b", - "mi mic", - "edmon ds", - "ðŁijĬ ðŁijĬ", - "q ing", - "pp el", - "mc gill", - "interpre ting", - "âŀ ķ", - "rash ad", - "do ka", - "narr ator", - "electro magnetic", - "ash by", - "sau ra", - "iran deal", - "âģ īï¸ı", - "krish nan", - "in di", - "ff en", - "bre a", - "os man", - "multin ational", - "chi ppe", - "recruit ers", - "aus biz", - "p ounding", - "re gen", - "cur sor", - "refu sal", - "mac s", - "in ak", - "ax ial", - "wa ifu", - "up cycled", - "hindu stan", - "cas sini", - "carly le", - "scrat ches", - "re ef", - "man atee", - "eat ery", - "ðŁĵ ¢", - "un condition", - "sen pai", - "on ther", - "comic book", - "pro sciutto", - "de mar", - "mi se", - "ma ge", - "fre ec", - "aye sha", - "al der", - "android games", - "ley ton", - "ho ck", - "door way", - "chicagof ire", - "aali yah", - "sw elling", - "bi x", - ". ðŁĺĤ", - "evan kirstel", - "torpe do", - "kon stant", - "genevie ve", - "ma ia", - "ha user", - "do torg", - "hide ous", - "fi k", - "sp raw", - "e ek", - "z appa", - "wan dered", - "' '", - "ra jan", - "bam bi", - "( $)", - "wid ening", - "tool box", - "sa ir", - "illumin ating", - "pra ys", - "out patient", - "i w", - "day o", - "lo b", - "sw fl", - "sha des", - "gu ms", - "coo kin", - "ko di", - "gri ffin", - "traum ati", - "ste a", - "slaugh tered", - "god bless", - "air time", - "pseu do", - "b sa", - "hau led", - "ar if", - "à¸Ńภĩ", - "le l", - "wc po", - "mil iti", - "char ters", - "worl da", - "ru k", - "k gs", - "digital india", - "is able", - "idyl lic", - "esp ino", - "marie tta", - "e bo", - "team canada", - "ab our", - "wil ton", - "rock stars", - "fav ored", - "phys ic", - "wrink le", - "tb r", - "d print", - "ball arat", - "ad al", - "z ey", - "ðŁĺį ðŁĶ¥", - "tom lin", - "mt r", - "pal sy", - "fener bah", - "tight en", - "phil ia", - "ir oning", - "ry u", - "b ant", - "enqu ire", - "ca ir", - "abur ger", - "tru n", - "green berg", - "chau han", - "ir ina", - "sh ani", - "trend setter", - "pre tt", - "zaf ar", - "alo ve", - "v ici", - "pan ic", - "no o", - "lu stre", - "disrup ted", - "bal lis", - "son sof", - "mon si", - "inst ac", - "ake st", - "ëĭ ¤", - "kw ame", - "horror movies", - "distric t", - "sau cy", - "mb an", - "ar mies", - "with drawn", - "med ics", - "loft us", - "er oom", - "be kind", - "ar ns", - "all on", - "un ison", - "davi ds", - "cr at", - "nicot ine", - "so or", - "sm x", - "on co", - "cospla ying", - "zombi es", - "har ms", - "e ger", - "ro sy", - "moon shine", - "fe in", - "ce tt", - "du brov", - "reg ents", - "ben itez", - "ðŁijıðŁı¼ ðŁijıðŁı¼", - "ste c", - "m alia", - "prioriti ze", - "ic eland", - "ft se", - "v amo", - "lam ont", - "homo sexuality", - "bre es", - "regu i", - "cb p", - "te j", - "sky sports", - "deter gent", - "sha sta", - "de rel", - "conserv ancy", - "colori zed", - "accol ades", - "vis o", - "show your", - "nan ow", - "bice ps", - "us ability", - "bi m", - "dailys ketch", - "pearl jam", - "stran gest", - "mega deth", - "broad casts", - "bar ren", - "ar ton", - "chri ss", - "confi gu", - "lu res", - "is the", - "e ul", - "railway ana", - "global health", - "gi anni", - "u aap", - "s lum", - "consci ously", - "ab re", - "n up", - "bud get", - "v ada", - "e sch", - "real ness", - "er ased", - "th unt", - "be z", - "armist ice", - "ðŁij ¹", - "sh run", - "o led", - "driver less", - "ðŁ¤· ðŁı»âĢįâĻĢï¸ı", - "won dr", - "sk an", - "sal aam", - "mother land", - "h wang", - "gen o", - "gang nam", - "tw right", - "endor sing", - "en ic", - "ador ation", - "pau sed", - "patric ks", - "do cked", - "plat te", - "ff xv", - "ethnic ity", - "auto show", - "side show", - "after life", - "re located", - "orphan ed", - "food network", - "dare to", - "and ra", - "sla ps", - "v live", - "swim s", - "re imagined", - "mist le", - "re vise", - "real ity", - "bhar ti", - "ðŁĴĻ ðŁĴĽ", - "late st", - "prou dest", - "gra sses", - "lan yard", - "fresh est", - "carcin oma", - "anom aly", - "zieg ler", - "sum ner", - "ly rix", - "gor g", - "is d", - "av el", - "swild life", - "me squ", - "john cena", - "euro league", - "sab er", - "master ful", - "yar ra", - "cogn ition", - "jacob son", - "abo lic", - "sir loin", - "shuk la", - "moj ito", - "su pere", - "st weet", - "me z", - "e sa", - "rudol f", - "gur a", - "where you", - "tt m", - "win s", - "trust worthy", - "ny k", - "bra den", - "table top", - "good food", - "es on", - "be k", - "lingui stic", - "gra ys", - "ch ath", - "h cs", - "mon i", - "de ans", - "cu ssions", - "ch ell", - "slo ws", - "he mi", - "d app", - "shar pie", - "boo sters", - "a os", - "str ack", - "se dona", - "mu eller", - "hard wick", - "or nate", - "thor a", - "sal ud", - "o twol", - "ch um", - "mi ho", - "for age", - "thel ittle", - "tear ful", - "ones elf", - "min dy", - "sm g", - "gmb h", - "emer ald", - "ðŁĶ´ âļªï¸ı", - "tu tti", - "recep tions", - "re vising", - "i brox", - "tope ka", - "sal ami", - "expan se", - "i books", - "dob son", - "cli o", - "at s", - "ðŁļ Į", - "mo ha", - "is ance", - "shu tters", - "moo t", - "jan ine", - "marvel comics", - "jor dani", - "pos er", - "kenne th", - "hy ung", - "de ja", - "ase ball", - "speci ality", - "eu ston", - "classic car", - "had ith", - "ðŁIJ ī", - "chas ing", - "iz o", - "gros ven", - "ag lia", - "thisdayin history", - "t row", - "om ile", - "hu ar", - "by n", - "sal ine", - "div ine", - "demon ic", - "ty ran", - "han dover", - "revit alization", - "pa ella", - "cryp tic", - "se dg", - "m end", - "dun kirk", - "bre d", - "wal d", - "sport scar", - "a ard", - "whe aton", - "da ener", - "k lan", - "br t", - "bakhta war", - "spi res", - "schu bert", - "ro ti", - "poli sh", - "o se", - "ag ame", - "wonder con", - "prote stant", - "bo sa", - "ðŁĺ Ł", - "d ü", - "joy ride", - "ger trude", - "âĿ Ŀ", - "gil a", - "v h", - "tw a", - "tra v", - "swal lowed", - "star ve", - "la in", - "ent ren", - "rei ki", - "su kh", - "cra ic", - "az u", - "web page", - "kee fe", - "hypo the", - "hir sch", - "hel le", - "camp ground", - "w amy", - "tra vi", - "sha hi", - "san deep", - "ru i", - "han uman", - "dw p", - "reposit ory", - "no or", - "no ff", - "un real", - "p ell", - "black history", - "har vick", - "ma scar", - "pay ee", - "pa sha", - "gastron omy", - "d ÃŃ", - "ai g", - "rosen thal", - "open day", - "embelli shed", - "t tip", - "sun bathing", - "go pack", - "end ome", - "ï¸ı #", - "invali d", - "final four", - "st fu", - "squish y", - "ra sta", - "mo sch", - "jam esc", - "die trich", - "sel a", - "mel b", - "el vi", - "t dp", - "sun i", - "sli t", - "j ha", - "bi za", - "spi ked", - "l li", - "l illard", - "vam pi", - "syno psis", - "az har", - "kendrick lamar", - "ĮãĤĬãģ ŁãģĦ", - "heart less", - "country file", - "air play", - "arrog ance", - "pre e", - "virtu oso", - "ãħłãħł ãħłãħł", - "raj u", - "le bu", - "for ward", - "tu g", - "dro s", - "mondaymotiv aton", - "concep cion", - "thel o", - "pad i", - "looo ol", - "ÑĢ од", - "it ss", - "eth ical", - "end uro", - "__ :", - "expend iture", - "mon ste", - "mas king", - "terri ers", - "ib is", - "e mber", - "cu mple", - "punctu ation", - "pi per", - "ir vin", - "ade e", - "yy yyyy", - "flash backs", - "cel sius", - "don nie", - "bo gota", - "ben evol", - "the script", - "shil pa", - "pro se", - "fin dia", - "ze ke", - "ne ko", - "do ves", - "blues lyrix", - "fro sh", - "sowe to", - "mp lo", - "al ai", - "sab i", - "raq qa", - "wf tv", - "stro ller", - "ian somerhalder", - "ðŁĶ ª", - "an on", - "mo seley", - "! ?!?", - "sta king", - "mol y", - "car tri", - "c sg", - "ast or", - "transc end", - "ma er", - "de ux", - "cow girl", - "sas k", - "pun ter", - "ma ken", - "o ates", - "love tt", - "grow ler", - "sag in", - "v n", - "ssi ble", - "officeof rg", - "y mc", - "sab ar", - "faul ty", - "ap ha", - "ak on", - "ðŁij «", - "snow don", - "ae w", - "raise the", - "ðĿ ĵ", - "grue some", - "clement ine", - "sp ing", - "lat a", - "worlden viron", - "mi mic", - "can aria", - "bakhtawar bz", - "ao a", - "fal a", - "ãĤ Ń", - "avi va", - "you uuu", - "thi gh", - "la dders", - "gu mbo", - "tz ky", - "fu zz", - "plastic pollution", - "est ate", - "strength ened", - "k ant", - "dr in", - "cal vert", - "transform ational", - "frigh tened", - "mac lean", - "elited angerous", - "ear thy", - "t son", - "to da", - "j nu", - ".. ,", - "mic hal", - "i ban", - "je ong", - "is real", - "sim coe", - "exclu sives", - "blue bells", - "ben e", - "te u", - "pil sner", - "pens ke", - "athe ists", - "m pu", - "cartag ena", - "ðŁĴĹ ðŁĴĹ", - "million aires", - "kk kk", - "it ar", - "subscri ptions", - "remo te", - "ma fi", - "hin ton", - "w cc", - "ho k", - "ds b", - "ab leton", - "sevent y", - "pun ks", - "e indhoven", - "sh one", - "mcfar lane", - "lim popo", - "empha si", - "à ¼", - "sin fo", - "pe tre", - "man grove", - "ch ino", - "ber tie", - "play lists", - "push awards", - "p af", - "deb bie", - "c do", - "r ino", - "ðŁı¾ âĢįâĻĤï¸ı", - "fol ke", - "bon nar", - "th ine", - "sl an", - "hal ter", - "evi e", - "aw some", - "vul tures", - "spar ky", - "seiz ures", - "âľ Ķ", - "ram one", - "ine ffe", - "al n", - "pro ctor", - "ast ra", - "the voice", - "gro te", - "sci on", - "dead line", - "am aya", - "tain ted", - "patter ned", - "exce eding", - "cross fit", - "kay lee", - "drop box", - "ru shes", - "tack led", - "mo by", - "retro gamer", - "n cbd", - "benef itting", - "shay kh", - "guild hall", - "gen try", - "dream cast", - "dread ed", - "bun dled", - "th aw", - "revol ving", - "n pt", - "kylie jenner", - "imagin ative", - "ron i", - "over came", - "family time", - "ds burg", - "car naval", - "relation ship", - "recogni zable", - "cor oner", - "ho le", - "fan fic", - "emir ates", - "bur ritos", - "analy se", - "thin ner", - "ne es", - "galli poli", - "bl r", - "cat woman", - "-- >>", - "au lt", - "ada ily", - "nau ghty", - "ili o", - "solit aire", - "mtv br", - "jocel yn", - "arun ach", - "rep ent", - "south gate", - "hy acin", - "essenti al", - "fent on", - "and um", - "it or", - "go pal", - "sl inger", - "po sei", - "aw il", - "wi elding", - "ra ila", - "eli as", - "a sto", - "à ¤", - "tend ency", - "str ata", - "ker t", - "< -", - "im acele", - "da es", - "sti mulus", - "han ley", - "fit nes", - "ec stasy", - "lim ous", - "ha iling", - "ðŁ¤ Ń", - "chis wick", - "tar ies", - "sla v", - "pul i", - "moderni zation", - "black mail", - "b ingham", - "h fx", - "+ +", - "ðŁĩ®ðŁĩ ³", - "ni v", - "we a", - "profess or", - "k off", - "bol ster", - "su ave", - "sequ ences", - "pepper oni", - "not te", - "dre n", - "ãģ¨ ç¹ĭãģ", - "hs v", - "o ga", - "ap tly", - "z ad", - "excel si", - "rin ka", - "mol dova", - "min n", - "ma bel", - "conferen cing", - "bas ing", - "of er", - "ob si", - "hamill himself", - "care less", - "brief ed", - "inhe rent", - "par ish", - "dub nation", - "town sville", - "sar awak", - "gee ky", - "doncaster isgreat", - "was abi", - "gu p", - "phen o", - "dra inthe", - "carrie underwood", - "ble eds", - "bbc world", - "ane w", - "alta f", - "dul wich", - "ani ston", - "w ti", - "sumat ra", - "gra fton", - "bl n", - "me ster", - "bode ga", - "re go", - "es q", - "an jo", - "sump tuous", - "mai sie", - "ï¿ ½", - "wil t", - "jak ob", - "el vis", - "se pul", - "mu ster", - "air pollution", - "president e", - "happy monday", - "exten sively", - "fl ondon", - "t ls", - "play ing", - "pe ed", - "din ho", - "var dy", - "pi ka", - "n iro", - "au cus", - "ðŁį ¦", - "nu ll", - "el ondon", - "juvent us", - "imag ines", - "dis ab", - "lit o", - "d ura", - "work places", - "promo te", - "mc caf", - "wood work", - "waw x", - "à® ª", - "tt ino", - "shar i", - "sem per", - "better together", - "ðŁijĬ ðŁı»", - "ze bra", - "pon dering", - "en chil", - "ho m", - "cosm ic", - "tan z", - "mo cked", - "ec cc", - "ath ed", - "abo lish", - "prop eller", - "paris agreement", - "assemb lies", - "indu stry", - "fraudul ent", - "pe sa", - "chang min", - "ax x", - "ðŁĴ µ", - "irr ational", - "cu sa", - "ramad han", - "octa via", - "on elove", - "jac ki", - "bar ak", - "taxi der", - "seri ous", - "nathan fillion", - "mc en", - "ch k", - "po part", - "grav ity", - "copp ola", - "reading fc", - "illu sions", - "j ig", - "ww x", - "re sh", - "ex porting", - "buzz ard", - "âĻ ¤", - "p cm", - "lan apar", - "ko s", - "arom as", - "antal ya", - "ww dc", - "ven a", - "phil a", - "ball in", - "ðŁij Ħ", - "quin ta", - "ma o", - "f ery", - "eigh ty", - "sentim ents", - "safe guarding", - "r wa", - "pu ffs", - "luc ille", - "de cath", - "sl u", - "nu gent", - "de ter", - "braz il", - "ze iss", - "super bowl", - "subsi dy", - "alter n", - "hi dalgo", - "enz ymes", - "ä ½", - "tag ne", - "hair dresser", - "adri en", - "walk out", - "oppo ses", - "can tina", - "bed side", - "af an", - "ðŁĶ Ĺ", - "prophe tic", - "dan es", - "un successful", - "super charged", - "pk k", - "exem ption", - "hart le", - "secu lar", - "cli pping", - "br s", - "united way", - "c net", - "pat chy", - "ha gan", - "e en", - "âļ ľ", - "var a", - "sym pathi", - "never trump", - "affir mation", - "om f", - "ny cfc", - "ma ja", - "sur ro", - "keer th", - "up scale", - "sandal wood", - "mon archy", - "kno bs", - "å ĭ", - "po tholes", - "hunger games", - "ter races", - "na sir", - "coun sell", - "welcome to", - "wa q", - "se aman", - "m ita", - "stun ningly", - "on theroad", - "in ability", - ") !!", - "bon go", - "ant v", - "sp ut", - "worldenviron mentday", - "resu sc", - "y td", - "fi m", - "eun hyuk", - "sa chin", - "rose anne", - "cler mont", - "ape c", - "am ina", - "v ening", - "n antes", - "al most", - "sin us", - "ex as", - "ty l", - "ti en", - "ple ad", - "lanc s", - "bur naby", - "re k", - "jo om", - "observ ers", - "disco graphy", - "cl g", - "âĻ ¦", - "sn ack", - "r ti", - "o ily", - "crystal li", - "bru te", - "web development", - "topp ings", - "la f", - "an is", - "ad der", - "reli ving", - "car lin", - "battle of", - "we g", - "syri an", - "pon t", - "n dc", - "lagh ate", - "yu ma", - "sp p", - "p iti", - "ro bbing", - "mart ing", - "rey kja", - "raj put", - "nc ds", - "kie wicz", - "âĢ¢ âĢ¢", - "vam pire", - "substan tially", - "opio ids", - "nepal i", - "k line", - "ar oo", - "under stand", - "lit t", - "u it", - "thro mbo", - "sar ies", - "qu ot", - "b alling", - "t tr", - "s gh", - "philip p", - "br ant", - "ac l", - "m ello", - "whit taker", - ". ;", - "defi ant", - "b gc", - "repl ying", - "mir ren", - "metamor pho", - "sch wab", - "bul ge", - "utili zed", - "pick ering", - "par don", - "d sa", - "ภĪ", - "doo ley", - "cumul ative", - "Ð »", - "ur gency", - "e mir", - "+ /-", - "¦ Ī", - "ot as", - "âı ³", - "station ed", - "grape vine", - "ar ac", - "karan johar", - "f ancy", - "sau l", - "coo gs", - "lgbt q", - "ا٠ħ", - "jav i", - "u mmer", - "pl l", - "den is", - "dai pur", - "pu ffin", - "lewi sham", - "fand om", - "co pe", - "ves matter", - "s ve", - "hel pless", - "deo dor", - "ostr ich", - "kaz an", - "friday the", - "con dor", - "v x", - "sophom ores", - "rob les", - "cu tt", - "cli mbers", - "ë¦ ¬", - "sle g", - "sn f", - "mac ys", - "hydr ating", - "grou pe", - "po yn", - "mou lin", - "hg tv", - "lmfa ooo", - "sulph ur", - "asdfghj kl", - "annab elle", - "hump back", - "bra ved", - "viswas am", - "multi purpose", - "hu midi", - "escor ted", - "barb ican", - "f ad", - "cor sa", - "ðŁ¤ «", - "pi ppa", - "here to", - "can y", - "ser gi", - "or cas", - "o vie", - "ed ou", - "s any", - "glob alization", - "man cini", - "food truck", - "f is", - "defi brill", - "sch re", - "sma fia", - "love wins", - "la ut", - "k aka", - "hol lande", - "game on", - "resurg ence", - "out side", - "olympi ad", - "int an", - "abstr action", - "rapi d", - "pal om", - "cal le", - "jas min", - "attack ers", - "swag g", - "mit ra", - "ky lo", - "à® ²", - "her mitage", - "gor do", - "e ira", - "so sfam", - "roll out", - "exc ite", - "sy nod", - "mer rill", - "c als", - "as sa", - "liveli hoods", - "ju ve", - "the black", - "gopack go", - "ant lers", - "alban ian", - "wool ly", - "qu iche", - "puri fication", - "are th", - "smar thome", - "ne k", - "all blacks", - "mex icans", - "is m", - "ger ms", - "comple xion", - "mar ck", - "u shi", - "ðŁIJ IJ", - "char l", - "ca stic", - "till erson", - "giuli ani", - "biode gradable", - "mal bec", - "bo is", - "ju bil", - "im es", - "r ame", - "gene tic", - "esp nu", - "ch ley", - "so ho", - "go pher", - "g sc", - "buu ren", - "cu be", - "bridesma ids", - "webin ars", - "to e", - "mani pur", - "viol ently", - "notic ias", - "ex changing", - "chi ev", - "replac eable", - "muay thai", - "bu ss", - "sp il", - "instal ment", - "div ya", - "cait lin", - "o lim", - "fil tering", - "whirl wind", - "sta red", - "prior it", - "pr am", - "pompe ii", - "mono logue", - "k ite", - "bu ka", - "âĢ¦ ..", - "vac cine", - "bre ro", - "woz ni", - "sol ent", - "re ferr", - "my rt", - "gridi ron", - "galatasar ay", - "fro ze", - "clare mont", - "ðŁ¥ ĥ", - "victori as", - "ssel dorf", - "pa stures", - "net neutrality", - "ch or", - "ðŁij ģ", - "ಠ¿", - "we ho", - "symp tom", - "jo sel", - "in ous", - "dragon con", - "power ball", - "p te", - "four thofjuly", - "ec la", - "ear buds", - "where abouts", - "salt life", - "depriv ation", - "ch ter", - "wi ggle", - "syste m", - "ps st", - "ch az", - "d any", - "ri mo", - "oax aca", - "lanapar rilla", - "barcel on", - "melanch oly", - "way back", - "ho tro", - "n si", - "l illy", - "kur o", - "ja han", - "intellec t", - "board game", - "ðŁı Ĭ", - "sneak peek", - "k prc", - "jail s", - "cand el", - "zan zi", - "mor timer", - "star ch", - "ra gs", - "p fa", - "long live", - "k art", - "gir ona", - "cro cker", - "christop h", - "precau tions", - "war ship", - "per m", - "paren t", - "van gogh", - "gif ford", - "allegh eny", - "ra yn", - "ut m", - "sten cil", - "rec alling", - "pen ney", - "z azzle", - "ìĥ Ŀ", - "hin ds", - "aren as", - "nu ev", - "law ler", - "gu in", - "do this", - "ðŁij ķ", - "ì¶ķ íķĺ", - "we g", - "ti b", - "ri din", - "complex es", - "turbul ent", - "pe sos", - "de marcus", - "vall arta", - "sam sun", - "kis ses", - "hein rich", - "deport es", - "wil ms", - "ur d", - "then ext", - "inki gayo", - "ho wi", - "fir sts", - "carri age", - "clean liness", - "mas war", - "is ch", - "ax el", - "si zzle", - "road house", - "fr ans", - "ent ourage", - "co bble", - "boo th", - "benedic t", - "tal on", - "fc u", - "year ofthe", - "ray on", - "raider nation", - "fo yle", - "ko val", - "pi anos", - "l pg", - "bur mese", - "man ure", - "geo caching", - "cosc ino", - "b np", - "fer ra", - "stro phy", - "mar ais", - "ce es", - "legen dof", - "kat niss", - "eno ch", - "av ed", - "you know", - "d prk", - "ðŁĺ¢ ðŁĺ¢", - "sp un", - "pro st", - "sor rows", - "cent red", - "ke a", - "gal icia", - "? ðŁ¤Ķ", - "ÑĢод а", - "bou chard", - "ðŁĴĻ ðŁĴľ", - "yu i", - "seed lings", - "jon ah", - "reco vers", - "ny rd", - "board room", - "su ma", - "my japs", - "tun g", - "sha i", - "ir gc", - "eli o", - "wag ons", - "ka shi", - "polic emen", - "john nie", - "ale coscino", - "shop ify", - "dot ted", - "de tri", - "va w", - "to fficial", - "in your", - "chal mers", - "trac ed", - "no vi", - "by es", - "ari el", - "nipp on", - "la pel", - "gri ez", - "b gs", - "fool ing", - "d ita", - "vijay sethu", - "nm wx", - "as ot", - "kr anti", - "hel m", - "ve di", - "sic kest", - "mo chi", - "k abo", - "shru bs", - "he red", - "b sp", - "sq m", - "ham r", - "dul kar", - "anth a", - "nr f", - "avoid ance", - "at en", - "publi x", - "be arers", - "nas i", - "ha p", - "h ells", - "ðŁĸ ¥", - "ภ·", - "thelast jedi", - "oh wx", - "ðŁį «", - "wa hoo", - "there se", - "rec aps", - "ss nhq", - "bird photography", - "v ay", - "pet ti", - "pau lo", - "bel vedere", - "( *", - "gr l", - "du vet", - "c pec", - "sa it", - "por sch", - "meas urable", - "avi ators", - "fre mantle", - "bre en", - "on om", - "me and", - "life saving", - "eu ref", - "en don", - "embar as", - "aira sia", - "el is", - "dun kin", - "star magic", - "s ill", - "porto bello", - "ki efer", - "ex e", - "mu ted", - "ãģ ¦", - "we thepeople", - "logi a", - "liber al", - "theforce awakens", - "min ed", - "haun ts", - "freck les", - "care taker", - "s india", - "âķ IJ", - "dev lin", - "list on", - "direction er", - "oh n", - "fi garo", - "em manuel", - "du bois", - "cl ones", - "bru ise", - "ðŁİĪ ðŁİī", - "disin fe", - "der matology", - "as r", - "s watch", - "dis comfort", - "tam anna", - "pi day", - "mack en", - "k atic", - "delu sional", - "shaw nee", - "gu d", - "al bino", - "p ali", - "din gh", - "cucu mbers", - "coffe y", - "anticip ating", - "treas ured", - "web summit", - "shel tered", - "sav or", - "pedago gy", - "m gs", - "sh ma", - "s bu", - "den ali", - "cam pos", - "bubble gum", - "o ir", - "le aps", - "y ler", - "r one", - "sansk rit", - "min t", - "meat less", - "futuri st", - "du de", - "a vel", - "prote sted", - "squ ire", - "z aki", - "sz n", - "har court", - "cycl one", - "bour dain", - "gather ings", - "d ant", - "advent urer", - "parag on", - "alt man", - "dd ing", - "ban erjee", - "snorkel ing", - "mother well", - "mis sy", - "en der", - "glo ws", - "ki wis", - "chick pea", - "por o", - "e fron", - "app t", - "u y", - "speci fied", - "gab by", - "e strada", - "com bos", - "bour bon", - "vin i", - "var un", - "steph ani", - "key words", - "car vings", - "amit abh", - "wr ought", - "tw al", - "re els", - "clu bbing", - "ubi quit", - "cri t", - "ambed kar", - "æ Ļ", - "prun ing", - "vaccin ated", - "boe ing", - "s ks", - "lo ona", - "hypno sis", - "edel man", - "pho l", - "he w", - "colo sse", - "mckin sey", - "u on", - "to te", - "sacrific ing", - "ox i", - "n ang", - "e mu", - "пÑĢи ÑĢода", - "m th", - "kers wednesday", - "argu ed", - "timel apse", - "ris king", - "regul ating", - "ni gh", - "likeli hood", - "cu bic", - "au ction", - "rein for", - "pi stor", - "no ses", - "ye l", - "snu ggles", - "pe i", - "jean ette", - "ta ku", - "ri th", - "guy z", - "ภŀ", - "y te", - "ver ted", - "pay soff", - "jau regui", - "hoo ligans", - "procedu ral", - "mi b", - "har dy", - "el eng", - "chec kers", - "all ine", - "the met", - "prou dof", - "keerth yofficial", - "collabor ator", - "ni u", - "infl icted", - "adv ani", - "re twee", - "memor iam", - "f icial", - "ti ghter", - "sal em", - "re viewers", - "br ics", - "ben digo", - "am ell", - "tur kish", - "sush maswar", - "paul son", - "pal awan", - "mol lie", - "stitch er", - "s burgh", - "ir u", - "hay dn", - "en ers", - "aro a", - "u zzi", - "saraj evo", - "hel a", - "apol lo", - "nine ty", - "vac a", - "sp on", - "vent u", - "jel ena", - "hei fer", - "avo ids", - "sp ine", - "pri ze", - "mar ist", - "re creating", - "me de", - "woo den", - "find lay", - "ro fl", - "n di", - "compreh end", - "yu go", - "y ü", - "to work", - "u fos", - "son ar", - "pi ston", - "recor ding", - "tent ative", - "art forsale", - "pel lets", - "fre do", - "ÙĪ ر", - "mu ses", - "custom ization", - "pro found", - "is ner", - "ide ally", - "si am", - "plan kton", - "cm dr", - "man ger", - "fran ken", - "customiz able", - "ठ®", - "walk away", - "swi vel", - "vast ly", - "no ton", - "lex a", - "ex moor", - "z as", - "tan te", - "reduc tions", - "lol ly", - "hip sters", - "benef ited", - "ë ²", - "ww www", - "mascul ine", - "fi ji", - "dre y", - "ph ill", - "ane ous", - "nic ol", - "men dez", - "disapp ro", - "ch ner", - "through s", - "shen mue", - "east man", - "ðŁIJ İ", - "yu ck", - "under tale", - "re ys", - "go beavs", - "eng en", - "c na", - "mer r", - "bir k", - "ãģ¨ç¹ĭãģ ĮãĤĬãģŁãģĦ", - "âĥ£ @", - "yn na", - "ste ed", - "offen der", - "at um", - "vani shing", - "presi denti", - "love them", - "g nocchi", - "fri ggin", - "per il", - "mad hya", - "ag ne", - "dee jay", - "mar nock", - "m tb", - "fold able", - "@ ___", - "stand re", - "bron x", - "bow ski", - "fin ite", - "cro ckett", - "b sf", - "ge tit", - "seren awilliams", - "mir o", - "ignati us", - "sla y", - "rin se", - "fon due", - "sel dom", - "s more", - "gan i", - "dy ce", - "dmit ry", - "cru mb", - "late post", - "pri mark", - "oh ana", - "flor als", - "do a", - "remembrance day", - "d ds", - "azi one", - "toon ami", - "air port", - "æĿ ±", - "th ad", - "fi st", - "dine sh", - "dr who", - "ad words", - "admi rer", - "pro je", - "kyrgy z", - "à «", - "manife station", - "le wan", - "j ic", - "thi bau", - "le ased", - "van ity", - "nouri shed", - "never theless", - "aug mente", - "fu elled", - "che ad", - "wil shere", - "ru di", - "p z", - "my co", - "mor ro", - "herbali fe", - "hardro ck", - "de man", - "dre ality", - "sp ades", - "ce vic", - "bha i", - "bar on", - "ultimat efan", - "hou news", - "to bi", - "stru t", - "ke el", - "affili ation", - "the masters", - "sm al", - "hu e", - "este ban", - "con v", - "om nic", - "datab ases", - "co v", - "ter ti", - "st g", - "snoop dogg", - "metab ol", - "leth bridge", - "ðŁı» âĢįâĻĢï¸ı", - "year ling", - "residente vil", - "nws l", - "iy aki", - "griez mann", - "c ous", - "ðŁĵĿ :", - "tor ian", - "sam i", - "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥ðŁĶ¥", - "g are", - "alli ances", - "whit field", - "we ther", - "refin ing", - "coy i", - "kra ken", - "ðŁĺĺ âĿ¤", - "singul arity", - "lil i", - "h ns", - "bol dand", - "waw rinka", - "misogy ny", - "lo vers", - "c q", - "b dg", - "ad ona", - "gar ter", - "women of", - "sc d", - "recogn ising", - "mun a", - "str ou", - "sign alling", - "lare do", - "hell boy", - "alek sand", - "un available", - "pedi atric", - "as in", - "mer ia", - "ri shi", - "futuri sm", - "w ye", - "polari zed", - "e we", - "pro pel", - "in forms", - "cre ase", - "~ \"", - "arti ston", - "like for", - "heidel berg", - "er ra", - "life in", - "len ny", - "inter rupt", - "cohe rent", - "ca z", - "vick ers", - "le veled", - "f bs", - "cab ins", - "bu mmed", - "apost les", - "we h", - "ten don", - "souven irs", - "infu ri", - "pier ce", - "asse t", - "m las", - "go th", - "di ggin", - "ann as", - "yl or", - "th waite", - "sw el", - "pan era", - "mur derers", - "croo ked", - "bs go", - "ac u", - "a on", - "re an", - "one of", - "ko hl", - "bloo dh", - "pest icide", - "lost dog", - "fle xing", - "ëĤ ĺ", - "su pra", - "eter nally", - "ðŁļ Ļ", - "pa olo", - "ol an", - "mom o", - "is elle", - "captain marvel", - "s lou", - "mistak enly", - "akhi lesh", - "mer t", - "il inan", - "bu on", - "bal kan", - "mir ro", - "mill en", - "der ail", - "dam on", - "tit i", - "bi os", - "re don", - "pic ard", - "par te", - "ðŁ¤ Ł", - "Ø º", - "son ics", - "fir sth", - "dd c", - "veg ans", - "tur ban", - "ni gan", - "lot tie", - "lyn don", - "star buck", - "pink floyd", - "life styles", - "am ara", - "a she", - "r sc", - "val a", - "sm er", - "cw gc", - "cli ent", - "buen as", - "jag an", - "coo ps", - "ðŁijij ðŁijij", - "speci alizes", - "snag ged", - "g lar", - "ben net", - "wildlife wednesday", - "bow den", - "pi k", - "art in", - "empor ium", - "ar l", - "re ba", - "pas ser", - "disappo ints", - "additi ve", - "âľĬ ðŁı½", - "bay er", - "missou la", - "ha skell", - "comm ences", - "ni x", - "ne man", - "explo ited", - "plastic surgery", - "cc d", - "aso cial", - "vo t", - "sie gel", - "fro ome", - "kap am", - "far a", - "e ha", - "pro bes", - "mw f", - "meet ing", - "p bb", - "ak ins", - "mistle toe", - "kingdom hearts", - "for kids", - "ec r", - "bal e", - "escor ts", - "adidas originals", - "k wa", - "k ts", - "hallo ffame", - "ðŁĺį .", - "wag s", - "pot ted", - "o wing", - "honey comb", - "he fty", - "uro logy", - "mer le", - "b pd", - "stri pping", - "re ich", - "k state", - "gu ay", - "yon ge", - "shak ti", - "g loom", - "bat t", - "son om", - "n ery", - "el ba", - "blan ks", - "hel le", - "triple ts", - "bom bay", - "ak arta", - "ab ia", - "transm itted", - "rol f", - "ja is", - "angular js", - "fi erc", - "m ss", - "trac e", - "ॠĩ", - "tom bs", - "old man", - "kom bucha", - "fo l", - "e health", - "cere als", - "are lli", - "in ari", - "ðŁĴ ©", - "wo l", - "liber ties", - "fa wn", - "af firm", - "nun avut", - "hyster ical", - "k drama", - "art es", - "âĢ¢âĢ¢âĢ¢âĢ¢ âĢ¢âĢ¢âĢ¢âĢ¢", - "valent in", - "man slaughter", - "gal es", - "eo in", - "energi zed", - "del s", - "with draws", - "st les", - "sar castic", - "ram esh", - "incredi bles", - "lock hart", - "ya wn", - "ultimatefan live", - "oooooooo oooooooo", - "mu en", - "guru dev", - "te er", - "pe eling", - "new snow", - "lingui stics", - "direc tv", - "ag end", - "uni lever", - "ru ger", - "han dedly", - "ero se", - "li mel", - "the c", - "royal ties", - "fini shers", - "nr g", - "m gt", - "fid get", - "com ps", - "bac on", - "aggre ssively", - "ab it", - "ch â", - "tar de", - "slu gger", - "q anda", - "gre ening", - "d ats", - "ensla ved", - "spec tor", - "o ye", - "fre ef", - "b hand", - "stop brexit", - "mis conceptions", - "cav a", - "ðŁĺįðŁĺįðŁĺįðŁĺį ðŁĺįðŁĺįðŁĺįðŁĺį", - "multit asking", - "hou sel", - "ferre ira", - "cen time", - "ank les", - "jo dh", - "hel ly", - "fro me", - "out tuesday", - "nar nia", - "bal aji", - "l bloggers", - "jyo ti", - "ðŁį ĩ", - "lan cia", - "cap ri", - "y ap", - "nat ash", - "down fall", - ".\" âĢĶ", - "à ®", - "ligam ent", - "coat ings", - "ai ded", - "hi ko", - "fall ing", - "encryp ted", - "yeg food", - "infringe ment", - "cu di", - "ce p", - "ðŁĺį ðŁĺĤ", - "tra d", - "super rugby", - "ed win", - "wh iche", - "vi meo", - "lay ne", - "in vigor", - "he he", - "dubrov nik", - "bie ber", - "u tr", - "sham an", - "op ers", - "ham ill", - "en ig", - "di f", - "ar um", - "scrap book", - "min h", - "diver gence", - "mckin non", - "life time", - "guter res", - "wil le", - "ple as", - "patt y", - "mic ron", - "k z", - "dom aine", - "ru sher", - "m ds", - "ches ney", - "screw driver", - "âģ© ,", - "sle dge", - "hau er", - "chan a", - "stam ina", - "sprink ler", - "pl n", - "he ff", - "bol ton", - "om on", - "car rington", - "accor dion", - "jor ge", - "inter ception", - "in puts", - "gu ll", - "tran scription", - "vanu atu", - "it ical", - "eth os", - "tic h", - "spac ey", - "pee king", - "u mi", - "ha ger", - "psycho tic", - "illi an", - "illi a", - "bonnar oo", - "an ese", - "pu c", - "laghate parth", - "en hall", - "econom ical", - "dre dge", - "% -", - "u we", - "tu bular", - "scoun cil", - "pe asants", - "fl er", - "tumb ler", - "he p", - "ford ham", - "row ley", - "initi als", - "ev asion", - "er nation", - "plu gins", - "coch ran", - "c attle", - "acid ity", - "ðŁİĬ ðŁİī", - "re grann", - "jump man", - "ef ace", - "x ma", - "patri archy", - "esco bar", - "cristi an", - "tip ton", - "nu eva", - "hack ney", - "back seat", - "kill arney", - "aid an", - "sta dion", - "simul taneous", - "ida ho", - "a je", - "u th", - "figu re", - "clo s", - "bur k", - "volun tar", - "rec ite", - "macfar lane", - "cur few", - "bou do", - "w gn", - "sti x", - "sla p", - "scrat ched", - "philli p", - "jour ne", - "ex pelled", - "wa z", - "u ke", - "tati ana", - "ou e", - "ho pp", - "dimit ri", - "ðŁĵ £", - "mato logist", - "electri fying", - "blu ffs", - "bill smafia", - "az cardinals", - "y aa", - "x mas", - "shar a", - "r ith", - "g ills", - "dre s", - "bar ton", - "authori zation", - "imperi alism", - "home of", - "to do", - "foot path", - "band width", - "visit spain", - "moh sin", - "erup ted", - "mi ki", - "insig nia", - "mike l", - "ss h", - "ger a", - "bank holiday", - "aw an", - "t weak", - "star craft", - "e al", - "construc tion", - "skelet ons", - "le ep", - "ine m", - "bar clay", - "ship wreck", - "monsi eur", - "yo h", - "ron t", - "form ative", - "ser o", - "le p", - "horse man", - "hoo sier", - "haz mat", - "cylin ders", - "cen ti", - "ðŁĴ¥ðŁĴ¥ ðŁĴ¥", - "re em", - "na ire", - "mus ically", - "gras shopper", - "est onian", - "termin ology", - "ro main", - "blogger rt", - "tox in", - "stan ce", - "cultiv ated", - "an ast", - "ðŁIJ į", - "shi mano", - "go pher", - "ene i", - "recycla ble", - "gam ification", - "fight for", - "c q", - "avoc ados", - "ke ys", - "eli ke", - "gly cer", - "shak ur", - "mobili zation", - "gal ley", - "expla in", - "ex changed", - "pe th", - "obe dience", - "illa ge", - "en nis", - "ãĥ ŀ", - "wi v", - "walla bies", - "ma ar", - "ig ers", - "fin tech", - "fin alized", - "wo j", - "meaning less", - "in field", - "onna ise", - "e et", - "bron te", - "pass ages", - "ðŁij §", - "strick land", - "northern lights", - "lom ond", - "h tc", - "wr ay", - "shi fter", - "di alog", - "ðŁį į", - ">> >>>>", - "te atime", - "ste ch", - "sic huan", - "qu ill", - "fran ca", - "comple mentary", - "bar rington", - "marcu s", - "mal am", - "goo oo", - "for sa", - "elec tra", - "af s", - "âĹ Ĩ", - "tri fe", - "sn azzy", - "fo lia", - "and olan", - "after dark", - "wood son", - "stra de", - "litt lest", - "o gun", - "con wy", - "co wards", - "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤ", - "íĬ ¸", - "se ul", - "mur phy", - "dun ks", - "kapil shar", - "jo achim", - "wom ack", - "equal ity", - "aver ages", - "a ine", - "ðŁ¦ Ī", - "tac ular", - "dis ability", - "u ked", - "mid century", - "bar thol", - "teas ers", - "tab ern", - "nj caa", - "sp out", - "op i", - "ku bball", - "bl om", - "so ar", - "popu lism", - "meth yl", - "ðŁijĬ ðŁı¼", - "o spre", - "alo ils", - "ðŁĵ ĸ", - "ðŁĮ ļ", - "x er", - "sp illing", - "publ ica", - "car dam", - "adi sh", - "sa cha", - "p kg", - "bu da", - "lyric ist", - "i bc", - "gru mp", - "ho ver", - "hal ep", - "anti body", - "anem one", - "âĻ¥âĻ¥ âĻ¥âĻ¥", - "m cl", - "litho graph", - "cc u", - "s fest", - "path ic", - "calli ster", - "otta wa", - "gun sn", - "rut ger", - "hali but", - "en vision", - "differenti ate", - "ðŁļĢ ðŁļĢ", - "pir an", - "lat el", - "uc n", - "trou bad", - "ra ine", - "fierc ely", - "learn english", - "lea se", - "wex mondays", - "em it", - "dray ton", - "bur rell", - "scuba diving", - "hol ler", - "dr u", - "clo cked", - "w ral", - "ap ro", - "trans lucent", - "w bo", - "patri arch", - "mo ja", - "lan nister", - "fish ery", - "ne derland", - "mil dly", - "mi rai", - "ma ko", - "ja p", - "ðŁĺ©ðŁĺ© ðŁĺ©", - "pro statec", - "p anna", - "ar ama", - "under taking", - "tomp kins", - "ne op", - "soli ds", - "sav oury", - "e ames", - "cut lery", - "wood bridge", - "steam er", - "ri zzo", - "wild cat", - "rat na", - "lamin ated", - "kin eni", - "jal ap", - "ai des", - "acknowle dges", - "?! ?!?!", - "! ðŁİī", - "w afc", - "mag gio", - "ha ves", - "dar je", - "of i", - "gr il", - "v asi", - "bru x", - "mo hd", - "fake speare", - "arn old", - "r mb", - "for be", - "wal leye", - "ro di", - "therapeu tics", - "strate gi", - "ob ste", - "mu dder", - "download able", - "dd ings", - "d ca", - "asi angames", - "campe on", - "appropri ation", - "th century", - "ram atta", - "dra ped", - "bul lion", - "mu c", - "one x", - "se greg", - "ophel ia", - "bod ily", - "âĿ¤ ðŁĺį", - "wi zar", - "te ased", - "ade my", - "to id", - "sur a", - "lazar us", - "sn ickers", - "ma se", - "lo h", - "bow ed", - "bibli o", - "x change", - "har lan", - "gho shal", - "flavor ful", - "bha gat", - "alle z", - "whiche ver", - "ten stein", - "disc er", - "organ iser", - "mt g", - "dream liner", - "t se", - "hok kaido", - "mo k", - "indulg ent", - "hick man", - "blin ded", - "al yn", - "aaa ah", - "sp ool", - "lough borough", - "inter pret", - "et v", - "aristo tle", - "optimi zing", - "avici i", - "madu rai", - "ju li", - "naw az", - "mat chups", - "ab ide", - "paint ing", - "w elling", - "vel i", - "octag on", - "in scribed", - "po king", - "plac er", - "life cycle", - "kili g", - "g sp", - "eli ves", - "cle ments", - "na sheed", - "me sut", - "incarcer ated", - "dist illed", - "wal ang", - "delic acy", - "del gado", - "che z", - "ch ita", - "ad ero", - "tu x", - "pati l", - "o do", - "abh cosmetics", - "tv c", - "p bc", - "in accurate", - "hardwork paysoff", - "ball er", - "quot ation", - "merchandi sing", - "ga stri", - "defen ses", - "dro gba", - "bex hill", - "ban kno", - "win ona", - "si eg", - "p gs", - "hahah ha", - "agu chi", - "su bram", - "mirac le", - "de sch", - "li bre", - "ba cher", - "ent ine", - "bbcra di", - "lou dest", - "r ps", - "pi erc", - "fr yer", - "storm trooper", - "rafael nadal", - "pas co", - "exhau stion", - "epic onetsy", - "rc tid", - "kel lie", - "ga ines", - "d bz", - "sm riti", - "s bridge", - "lim ited", - "cla w", - "technic al", - "bio graphical", - "ado red", - "ภ°", - "exclu de", - "ac adia", - "key boards", - "fur man", - "so ca", - "sur u", - "ni ps", - "sw aps", - "server less", - "run e", - "pu ffy", - "north ampton", - "nish ings", - "hen der", - "cartri dges", - "gun shot", - "ðŁĵ ¹", - "fil ament", - "respon dents", - "pey ton", - "mountaine er", - "mer ging", - "life span", - "intimid ation", - "p afc", - "nl wx", - "expan sive", - "pur r", - "f ck", - "ca e", - "at ti", - "tele thon", - "so hn", - "mend el", - "lo pes", - "dor i", - "un broken", - "te red", - "tast ings", - "in active", - "disin tegr", - "t assel", - "share the", - "pi ano", - "is lay", - "air space", - "z awa", - "ricci ardo", - "ming ton", - "fresh er", - "cur ry", - "re vs", - "pharo ah", - "h mv", - "exhilar ating", - "wh oo", - "lin kin", - "kri spy", - "competen cy", - "ste wards", - "ne bu", - "kat su", - "ad mins", - "baz ar", - "as ar", - "giving back", - "s summit", - "song z", - "lin us", - "raj kumar", - "farm ington", - "fanta sia", - "ðŁĺ´ ðŁĺ´", - "so bri", - "lis se", - "barry more", - "pri sm", - "blo b", - "sen ew", - "mono xide", - "exp ire", - "eigh teen", - "di pper", - "xi ao", - "kil t", - "hin ch", - "bbc sport", - "bam boo", - "p ter", - "ex al", - "ðŁ¦ ĭ", - "ham lin", - "expe ditions", - "star gazing", - 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16039, "novels": 16040, "pulls": 16041, "sony": 16042, "lunar": 16043, "mane": 16044, "ivy": 16045, "frustr": 16046, "dorset": 16047, "sai": 16048, "torres": 16049, "ssion": 16050, "shutdown": 16051, "suggestions": 16052, "writing": 16053, "eo": 16054, "battlefield": 16055, "uga": 16056, "ðŁIJ¾": 16057, "vacu": 16058, "splac": 16059, "git": 16060, "ug": 16061, "highland": 16062, "%)": 16063, "mermaid": 16064, "sacramento": 16065, "tails": 16066, "pw": 16067, "kah": 16068, "tell": 16069, "enhanced": 16070, "ìķ": 16071, "auckland": 16072, "cruel": 16073, "ðŁ¤©": 16074, "audre": 16075, "sailor": 16076, "grammar": 16077, "glove": 16078, "deon": 16079, "inflam": 16080, "freshly": 16081, "kell": 16082, "zip": 16083, "christie": 16084, "mild": 16085, "dixon": 16086, "instructor": 16087, "gence": 16088, "ãħł": 16089, "subjec": 16090, "constitutional": 16091, "crowds": 16092, "invisible": 16093, "ruins": 16094, "dak": 16095, "sip": 16096, "plaque": 16097, "pouring": 16098, "complex": 16099, 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"lightweight": 16278, "ì§": 16279, "mandela": 16280, "joey": 16281, "ancy": 16282, "hum": 16283, "bir": 16284, "memorial": 16285, "jimin": 16286, "ginger": 16287, "vak": 16288, "javascri": 16289, "crops": 16290, "origins": 16291, "dari": 16292, "piper": 16293, "import": 16294, "aggressive": 16295, "prediction": 16296, "repairs": 16297, "cracker": 16298, "voyage": 16299, "nike": 16300, "mummy": 16301, "linkedin": 16302, "countryside": 16303, "border": 16304, "glass": 16305, "pert": 16306, "sals": 16307, "shoe": 16308, "autographed": 16309, "walnut": 16310, "collegi": 16311, "salary": 16312, "pairing": 16313, "ðŁĮ¸": 16314, "cathol": 16315, "sweethe": 16316, "defeats": 16317, "strengthen": 16318, "rooftop": 16319, "improvements": 16320, "barriers": 16321, "uru": 16322, "tally": 16323, "ruled": 16324, "ðŁĨļ": 16325, "naija": 16326, "emoji": 16327, "percent": 16328, "gio": 16329, "probs": 16330, "once": 16331, "admits": 16332, "paths": 16333, "liar": 16334, "daytona": 16335, "peters": 16336, "cali": 16337, "calli": 16338, "mug": 16339, "osa": 16340, "aph": 16341, "aby": 16342, "hyde": 16343, "ethnic": 16344, "plains": 16345, "olf": 16346, "hahahahaha": 16347, "holic": 16348, "?!?!": 16349, "subli": 16350, "blacks": 16351, "mot": 16352, "ghton": 16353, "lovin": 16354, "brent": 16355, "baru": 16356, "lati": 16357, "dew": 16358, "ateau": 16359, "qa": 16360, "painful": 16361, "busters": 16362, "static": 16363, "ðŁĩ¨ðŁĩ¦": 16364, "notebook": 16365, "outfits": 16366, "sies": 16367, "rf": 16368, "floods": 16369, "ÑĢ": 16370, "throat": 16371, "suici": 16372, "rovers": 16373, "bengal": 16374, "prepares": 16375, "blog": 16376, "miniature": 16377, "ب": 16378, "amphi": 16379, "comb": 16380, "rsp": 16381, "intimate": 16382, "greene": 16383, "Ìĩ": 16384, "altar": 16385, "surgical": 16386, "vessel": 16387, "...?": 16388, "gavin": 16389, "gator": 16390, "threatened": 16391, "zar": 16392, "robbery": 16393, "dier": 16394, "promoted": 16395, "yg": 16396, "xs": 16397, "subs": 16398, 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16513, "felix": 16514, "ahu": 16515, "recommendations": 16516, "zombies": 16517, "hitler": 16518, "triple": 16519, "collapse": 16520, "motivated": 16521, "ultimat": 16522, "ggling": 16523, "soy": 16524, "cigar": 16525, "foren": 16526, "vineyard": 16527, "glitter": 16528, "findings": 16529, "colonial": 16530, "hunter": 16531, "erik": 16532, "dens": 16533, "beetle": 16534, "lotte": 16535, "subtle": 16536, "smatter": 16537, "trusted": 16538, "experimental": 16539, "naments": 16540, "ðŁĺĨ": 16541, "region": 16542, "acquisition": 16543, "breeding": 16544, "quarterback": 16545, "amreading": 16546, "ootd": 16547, "rude": 16548, "initiatives": 16549, "stout": 16550, "hyung": 16551, "outcome": 16552, "alfred": 16553, "mics": 16554, "expertise": 16555, "bacteria": 16556, "penguins": 16557, "jumper": 16558, "valencia": 16559, "bark": 16560, "ingday": 16561, "sellers": 16562, "contracts": 16563, "houston": 16564, "commissioned": 16565, "adaptation": 16566, "swansea": 16567, "santiago": 16568, "commonwealth": 16569, "judging": 16570, "submission": 16571, "scorer": 16572, "tommy": 16573, "ño": 16574, "exquis": 16575, "filing": 16576, "explanation": 16577, "allison": 16578, "wembley": 16579, "ridge": 16580, "chevy": 16581, "santos": 16582, "ownership": 16583, "cognitive": 16584, "favourites": 16585, "shed": 16586, "philanthro": 16587, "deleted": 16588, "godd": 16589, "snor": 16590, "guidelines": 16591, "ffing": 16592, "jeep": 16593, "clips": 16594, "swamp": 16595, "anor": 16596, "guild": 16597, "bolton": 16598, "springfield": 16599, "municipal": 16600, "goalkeeper": 16601, "yeon": 16602, "ðŁĺįðŁĺįðŁĺįðŁĺį": 16603, "ãħĭãħĭ": 16604, "waterfront": 16605, "grave": 16606, "contemporary": 16607, "arity": 16608, "ÃŃa": 16609, "sleeps": 16610, "syrup": 16611, "alam": 16612, "pire": 16613, "coyo": 16614, "motogp": 16615, "tyson": 16616, "kejri": 16617, "circul": 16618, "singly": 16619, "crunch": 16620, "complicated": 16621, "nostalgia": 16622, "kop": 16623, "move": 16624, "kale": 16625, "macro": 16626, "midwest": 16627, "hans": 16628, "tribal": 16629, "nude": 16630, "à¯į": 16631, "beyonce": 16632, "congratulate": 16633, "cater": 16634, "league": 16635, "ðŁĻĬ": 16636, "ladder": 16637, "crashed": 16638, "technic": 16639, "karaoke": 16640, "harassment": 16641, "rots": 16642, "experiencing": 16643, "kristen": 16644, "ðŁĩ³": 16645, "ðŁ¤Ĺ": 16646, "reflections": 16647, "guinness": 16648, "illustrator": 16649, "ðŁĻıðŁı»": 16650, "center": 16651, "narrow": 16652, "commons": 16653, "regulations": 16654, "ÙĨ": 16655, "harm": 16656, "croft": 16657, "cussion": 16658, "hongkong": 16659, "stical": 16660, "internship": 16661, "zoe": 16662, "chop": 16663, "hoods": 16664, "estimated": 16665, "batteries": 16666, "berkeley": 16667, "smoothie": 16668, "shaun": 16669, "cros": 16670, "~~": 16671, "campe": 16672, "hump": 16673, "bg": 16674, "prototype": 16675, "click": 16676, "shawn": 16677, "reviewed": 16678, "templ": 16679, "pf": 16680, "jedi": 16681, "blogs": 16682, "raymond": 16683, "asth": 16684, "bah": 16685, "avail": 16686, "scotch": 16687, "leafs": 16688, "nikki": 16689, "tok": 16690, "hollow": 16691, "urges": 16692, "oft": 16693, "unlike": 16694, "latin": 16695, "ue": 16696, "catering": 16697, "mili": 16698, "alternati": 16699, "maver": 16700, "и": 16701, "agle": 16702, "preorder": 16703, "lux": 16704, "cucu": 16705, "ðŁijıðŁijı": 16706, "tart": 16707, "âĿ¤âĿ¤âĿ¤": 16708, "arabic": 16709, "rapidly": 16710, "arrang": 16711, "allen": 16712, "traveltuesday": 16713, "paws": 16714, "flows": 16715, "stability": 16716, "fluid": 16717, "capp": 16718, "canberra": 16719, "uuuu": 16720, "spani": 16721, "demonstration": 16722, "mla": 16723, "placement": 16724, "mw": 16725, "presidents": 16726, "awesom": 16727, "beverly": 16728, "anist": 16729, "neal": 16730, "fathersday": 16731, "referendum": 16732, "lahore": 16733, "oaks": 16734, "debbie": 16735, "halfway": 16736, "ghosts": 16737, "debor": 16738, "matthews": 16739, "fiat": 16740, "tfw": 16741, "presen": 16742, "robi": 16743, "ded": 16744, "brock": 16745, "laughed": 16746, "amounts": 16747, "bamboo": 16748, "kindergarten": 16749, "eaten": 16750, "mtvhottest": 16751, "breakout": 16752, "usic": 16753, "fraser": 16754, "legislative": 16755, "pang": 16756, "module": 16757, "sammy": 16758, "gover": 16759, "earns": 16760, "expedition": 16761, "garh": 16762, "concepts": 16763, "charlie": 16764, "lava": 16765, "bachelor": 16766, "veggies": 16767, "determine": 16768, "ellie": 16769, "unlocked": 16770, "fruit": 16771, "dalla": 16772, "coupe": 16773, "washington": 16774, "deposit": 16775, "ivory": 16776, "paula": 16777, "chicag": 16778, "gucci": 16779, "ðŁİĥ": 16780, "cultiv": 16781, "pierce": 16782, "lifted": 16783, "stumb": 16784, "recover": 16785, "muscles": 16786, "conducting": 16787, "cbs": 16788, "mclaren": 16789, "sophia": 16790, "cellu": 16791, "oceans": 16792, "uploaded": 16793, "gameplay": 16794, "maldives": 16795, "kimber": 16796, "avoi": 16797, "racer": 16798, "caine": 16799, "cavs": 16800, "hana": 16801, "liga": 16802, "raven": 16803, "intervention": 16804, "inauguration": 16805, "ooh": 16806, "attraction": 16807, "merchandise": 16808, "tunein": 16809, "liking": 16810, "juniors": 16811, "intended": 16812, "attacking": 16813, "aquarium": 16814, "iwd": 16815, "components": 16816, "suring": 16817, "centu": 16818, "yogurt": 16819, "ðŁıĥ": 16820, "showroom": 16821, "optical": 16822, "tyour": 16823, "judge": 16824, "yield": 16825, "anto": 16826, "plc": 16827, "transparency": 16828, "recycled": 16829, "chief": 16830, "arom": 16831, "ambassadors": 16832, "planet": 16833, "âĿĦï¸ı": 16834, "omed": 16835, "vanessa": 16836, "court": 16837, "margar": 16838, "haley": 16839, "vr": 16840, "regina": 16841, "pdates": 16842, "hispan": 16843, "livestream": 16844, "âģ£": 16845, "yahoo": 16846, "galla": 16847, "secured": 16848, "wir": 16849, "beneath": 16850, "offl": 16851, "nil": 16852, "amb": 16853, "yeg": 16854, "outlet": 16855, "ute": 16856, "peep": 16857, "lindsay": 16858, "bentley": 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"auberg": 49382, "hertz": 49383, "hta": 49384, "udaipur": 49385, "serendipity": 49386, "aztecs": 49387, "alsace": 49388, "ðŁIJij": 49389, "lun": 49390, "shoes": 49391, "charli": 49392, "garza": 49393, "ðŁĴŁ": 49394, "probiotics": 49395, "foxtv": 49396, "olis": 49397, "miff": 49398, "localized": 49399, "diffuser": 49400, "sigue": 49401, "funko": 49402, "rendous": 49403, "ðŁĴij": 49404, "jekyll": 49405, "<|startoftext|>": 49406, "<|endoftext|>": 49407} \ No newline at end of file diff --git a/entry.py b/entry.py deleted file mode 100644 index 09469e8..0000000 --- a/entry.py +++ /dev/null @@ -1,168 +0,0 @@ -import os -import math - -import einops -import numpy as np -import torch -import gc -import safetensors.torch - -from omegaconf import OmegaConf -from sgm.util import instantiate_from_config - -from sgm.modules.diffusionmodules.sampling import EulerAncestralSampler - - -def get_unique_embedder_keys_from_conditioner(conditioner): - return list(set([x.input_key for x in conditioner.embedders])) - - -def get_batch(keys, value_dict, N, device="cuda"): - # Hardcoded demo setups; might undergo some changes in the future - - batch = {} - batch_uc = {} - - for key in keys: - if key == "txt": - batch["txt"] = ( - np.repeat([value_dict["prompt"]], repeats=math.prod(N)) - .reshape(N) - .tolist() - ) - batch_uc["txt"] = ( - np.repeat([value_dict["negative_prompt"]], repeats=math.prod(N)) - .reshape(N) - .tolist() - ) - elif key == "original_size_as_tuple": - batch["original_size_as_tuple"] = ( - torch.tensor([value_dict["orig_height"], value_dict["orig_width"]]) - .to(device) - .repeat(*N, 1) - ) - # batch_uc["original_size_as_tuple"] = ( - # torch.tensor([value_dict["orig_height"], value_dict["orig_width"]]) - # .to(device) - # .repeat(*N, 1) / 2 - # ) - elif key == "crop_coords_top_left": - batch["crop_coords_top_left"] = ( - torch.tensor( - [value_dict["crop_coords_top"], value_dict["crop_coords_left"]] - ) - .to(device) - .repeat(*N, 1) - ) - elif key == "aesthetic_score": - batch["aesthetic_score"] = ( - torch.tensor([value_dict["aesthetic_score"]]).to(device).repeat(*N, 1) - ) - batch_uc["aesthetic_score"] = ( - torch.tensor([value_dict["negative_aesthetic_score"]]) - .to(device) - .repeat(*N, 1) - ) - - elif key == "target_size_as_tuple": - batch["target_size_as_tuple"] = ( - torch.tensor([value_dict["target_height"], value_dict["target_width"]]) - .to(device) - .repeat(*N, 1) - ) - # batch_uc["target_size_as_tuple"] = ( - # torch.tensor([value_dict["target_height"], value_dict["target_width"]]) - # .to(device) - # .repeat(*N, 1) / 2.0 - # ) - else: - batch[key] = value_dict[key] - - for key in batch.keys(): - if key not in batch_uc and isinstance(batch[key], torch.Tensor): - batch_uc[key] = torch.clone(batch[key]) - return batch, batch_uc - - -sampler = EulerAncestralSampler( - num_steps=40, - discretization_config={ - "target": "sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization", - }, - guider_config={ - "target": "sgm.modules.diffusionmodules.guiders.VanillaCFG", - "params": {"scale": 9.0, "dyn_thresh_config": { - "target": "sgm.modules.diffusionmodules.sampling_utils.NoDynamicThresholding" - }}, - }, - eta=1.0, - s_noise=1.0, - verbose=True, -) - -torch.manual_seed(12345) - -config_path = './sd_xl_base.yaml' -config = OmegaConf.load(config_path) -model = instantiate_from_config(config.model).cpu() -model.eval() -model.load_state_dict(safetensors.torch.load_file('./sd_xl_base_1.0.safetensors'), strict=False) - -# model.conditioner.cuda() - -with torch.no_grad(): - - model.conditioner.embedders[0].device = 'cpu' - model.conditioner.embedders[1].device = 'cpu' - - value_dict = { - "prompt": "a handsome in forest", "negative_prompt": "ugly, bad", "orig_height": 1024, "orig_width": 1024, - "crop_coords_top": 0, "crop_coords_left": 0, "target_height": 1024, "target_width": 1024, "aesthetic_score": 7.5, - "negative_aesthetic_score": 2.0, - } - - batch, batch_uc = get_batch( - get_unique_embedder_keys_from_conditioner(model.conditioner), - value_dict, - [1], - ) - - c, uc = model.conditioner.get_unconditional_conditioning( - batch, - batch_uc=batch_uc) - # model.conditioner.cpu() - - c = {a: b.to(torch.float16) for a, b in c.items()} - uc = {a: b.to(torch.float16) for a, b in uc.items()} - - torch.cuda.empty_cache() - torch.cuda.ipc_collect() - - shape = (1, 4, 128, 128) - randn = torch.randn(shape).to(torch.float16).cuda() - - - def denoiser(input, sigma, c): - return model.denoiser(model.model, input, sigma, c) - - - with torch.no_grad(): - model.model.to(torch.float16).cuda() - model.denoiser.to(torch.float16).cuda() - samples_z = sampler(denoiser, randn, cond=c, uc=uc) - model.model.cpu() - model.denoiser.cpu() - - torch.cuda.empty_cache() - torch.cuda.ipc_collect() - - with torch.no_grad(): - model.first_stage_model.cuda() - samples_x = model.decode_first_stage(samples_z.float()) - samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) - model.first_stage_model.cpu() - - import cv2 - samples = einops.rearrange(samples, 'b c h w -> b h w c')[0] * 255.0 - samples = samples.cpu().numpy().clip(0, 255).astype(np.uint8)[:, :, ::-1] - cv2.imwrite('img.png', samples) diff --git a/img.png b/img.png deleted file mode 100644 index 2ed0f096999bf12cc9aebb2c2b616b0221c85e50..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728679 zcmXtm2{k6yAv-kURU9Z>cdR{Lr&2ODLA$bA-0Gu*L8(;tc zAonW}0OI9-{ElcI0stTYV*_35Kpv&f#x<^Endkqz%D(Th8kP`38C|*4cBxv_BA0%5`PYF;d(Ai^7wMFs*_p|w}OW;kc<8E$#{S)To> zX~pdIyEO^B4WFLYNQCeudd3Ntkt(K^abGY+g*pah{ONpvDyB#Qv<<*g#zt! zuLJ6DSv(D(WggO2TYDM7oV~5XWsBldc>l>HmDbR;@_TK&2k&t*IxUl@SXjha0$hOY z_ypDw?7=JlcDqh$r2V<3^l8EM!$T&1_nA#?Meon5{1o!wVPpNURR4Ihf6+FT1Xe>u z0-_-9E3S&X{3BJL48B~hx#-%m`T71oHrKt5rkMc|hucb2YHLN0Jh*#w^ejL!LhkwNSS_6ZqVbyJ8o(ukxUEbm?8Yo@93u%}g_^X2BV`k5 z#*q*d5pxNC#?!MuBt^R*OS*D9vuNld)T&H0Ig${W#v2cW8%7Da^TP~KP+es9IdpN* 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"https://download.pytorch.org/whl/cu118") + torch_command = os.environ.get('TORCH_COMMAND', f"pip install torch==2.0.1 torchvision==0.15.2 --extra-index-url {torch_index_url}") + requirements_file = os.environ.get('REQS_FILE', "requirements_versions.txt") + + xformers_package = os.environ.get('XFORMERS_PACKAGE', 'xformers==0.0.20') + + comfy_repo = os.environ.get('COMFY_REPO', "https://github.com/comfyanonymous/ComfyUI.git") + comfy_commit_hash = os.environ.get('COMFY_COMMIT_HASH', "5ac96897e9782805cd5e8fe85bd98ad03eae2b6f") + + print(f"Python {sys.version}") + + +prepare_environment() + diff --git a/sd_xl_base.yaml b/sd_xl_base.yaml deleted file mode 100644 index 8aaf5b6..0000000 --- a/sd_xl_base.yaml +++ /dev/null @@ -1,98 +0,0 @@ -model: - target: sgm.models.diffusion.DiffusionEngine - params: - scale_factor: 0.13025 - disable_first_stage_autocast: True - - denoiser_config: - target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser - params: - num_idx: 1000 - - weighting_config: - target: sgm.modules.diffusionmodules.denoiser_weighting.EpsWeighting - scaling_config: - target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling - discretization_config: - target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization - - network_config: - target: sgm.modules.diffusionmodules.openaimodel.UNetModel - params: - adm_in_channels: 2816 - num_classes: sequential - use_checkpoint: True - in_channels: 4 - out_channels: 4 - model_channels: 320 - attention_resolutions: [4, 2] - num_res_blocks: 2 - channel_mult: [1, 2, 4] - num_head_channels: 64 - use_spatial_transformer: True - use_linear_in_transformer: True - transformer_depth: [1, 2, 10] # note: the first is unused (due to attn_res starting at 2) 32, 16, 8 --> 64, 32, 16 - context_dim: 2048 - spatial_transformer_attn_type: softmax-xformers - legacy: False - - conditioner_config: - target: sgm.modules.GeneralConditioner - params: - emb_models: - # crossattn cond - - is_trainable: False - input_key: txt - target: sgm.modules.encoders.modules.FrozenCLIPEmbedder - params: - layer: hidden - layer_idx: 11 - # crossattn and vector cond - - is_trainable: False - input_key: txt - target: sgm.modules.encoders.modules.FrozenOpenCLIPEmbedder2 - params: - arch: ViT-bigG-14 - version: laion2b_s39b_b160k - freeze: True - layer: penultimate - always_return_pooled: True - legacy: False - # vector cond - - is_trainable: False - input_key: original_size_as_tuple - target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND - params: - outdim: 256 # multiplied by two - # vector cond - - is_trainable: False - input_key: crop_coords_top_left - target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND - params: - outdim: 256 # multiplied by two - # vector cond - - is_trainable: False - input_key: target_size_as_tuple - target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND - params: - outdim: 256 # multiplied by two - - first_stage_config: - target: sgm.models.autoencoder.AutoencoderKLInferenceWrapper - params: - embed_dim: 4 - monitor: val/rec_loss - ddconfig: - attn_type: vanilla-xformers - double_z: true - z_channels: 4 - resolution: 256 - in_channels: 3 - out_ch: 3 - ch: 128 - ch_mult: [1, 2, 4, 4] - num_res_blocks: 2 - attn_resolutions: [] - dropout: 0.0 - lossconfig: - target: torch.nn.Identity diff --git a/sd_xl_refiner.yaml b/sd_xl_refiner.yaml deleted file mode 100644 index cab5fe2..0000000 --- a/sd_xl_refiner.yaml +++ /dev/null @@ -1,91 +0,0 @@ -model: - target: sgm.models.diffusion.DiffusionEngine - params: - scale_factor: 0.13025 - disable_first_stage_autocast: True - - denoiser_config: - target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser - params: - num_idx: 1000 - - weighting_config: - target: sgm.modules.diffusionmodules.denoiser_weighting.EpsWeighting - scaling_config: - target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling - discretization_config: - target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization - - network_config: - target: sgm.modules.diffusionmodules.openaimodel.UNetModel - params: - adm_in_channels: 2560 - num_classes: sequential - use_checkpoint: True - in_channels: 4 - out_channels: 4 - model_channels: 384 - attention_resolutions: [4, 2] - num_res_blocks: 2 - channel_mult: [1, 2, 4, 4] - num_head_channels: 64 - use_spatial_transformer: True - use_linear_in_transformer: True - transformer_depth: 4 - context_dim: [1280, 1280, 1280, 1280] # 1280 - spatial_transformer_attn_type: softmax-xformers - legacy: False - - conditioner_config: - target: sgm.modules.GeneralConditioner - params: - emb_models: - # crossattn and vector cond - - is_trainable: False - input_key: txt - target: sgm.modules.encoders.modules.FrozenOpenCLIPEmbedder2 - params: - arch: ViT-bigG-14 - version: laion2b_s39b_b160k - legacy: False - freeze: True - layer: penultimate - always_return_pooled: True - # vector cond - - is_trainable: False - input_key: original_size_as_tuple - target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND - params: - outdim: 256 # multiplied by two - # vector cond - - is_trainable: False - input_key: crop_coords_top_left - target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND - params: - outdim: 256 # multiplied by two - # vector cond - - is_trainable: False - input_key: aesthetic_score - target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND - params: - outdim: 256 # multiplied by one - - first_stage_config: - target: sgm.models.autoencoder.AutoencoderKLInferenceWrapper - params: - embed_dim: 4 - monitor: val/rec_loss - ddconfig: - attn_type: vanilla-xformers - double_z: true - z_channels: 4 - resolution: 256 - in_channels: 3 - out_ch: 3 - ch: 128 - ch_mult: [1, 2, 4, 4] - num_res_blocks: 2 - attn_resolutions: [] - dropout: 0.0 - lossconfig: - target: torch.nn.Identity diff --git a/sgm/__init__.py b/sgm/__init__.py deleted file mode 100644 index 24bc84a..0000000 --- a/sgm/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -from .models import AutoencodingEngine, DiffusionEngine -from .util import get_configs_path, instantiate_from_config - -__version__ = "0.1.0" diff --git a/sgm/data/__init__.py b/sgm/data/__init__.py deleted file mode 100644 index 7664a25..0000000 --- a/sgm/data/__init__.py +++ /dev/null @@ -1 +0,0 @@ -from .dataset import StableDataModuleFromConfig diff --git a/sgm/data/cifar10.py b/sgm/data/cifar10.py deleted file mode 100644 index 6083646..0000000 --- a/sgm/data/cifar10.py +++ /dev/null @@ -1,67 +0,0 @@ -import pytorch_lightning as pl -import torchvision -from torch.utils.data import DataLoader, Dataset -from torchvision import transforms - - -class CIFAR10DataDictWrapper(Dataset): - def __init__(self, dset): - super().__init__() - self.dset = dset - - def __getitem__(self, i): - x, y = self.dset[i] - return {"jpg": x, "cls": y} - - def __len__(self): - return len(self.dset) - - -class CIFAR10Loader(pl.LightningDataModule): - def __init__(self, batch_size, num_workers=0, shuffle=True): - super().__init__() - - transform = transforms.Compose( - [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] - ) - - self.batch_size = batch_size - self.num_workers = num_workers - self.shuffle = shuffle - self.train_dataset = CIFAR10DataDictWrapper( - torchvision.datasets.CIFAR10( - root=".data/", train=True, download=True, transform=transform - ) - ) - self.test_dataset = CIFAR10DataDictWrapper( - torchvision.datasets.CIFAR10( - root=".data/", train=False, download=True, transform=transform - ) - ) - - def prepare_data(self): - pass - - def train_dataloader(self): - return DataLoader( - self.train_dataset, - batch_size=self.batch_size, - shuffle=self.shuffle, - num_workers=self.num_workers, - ) - - def test_dataloader(self): - return DataLoader( - self.test_dataset, - batch_size=self.batch_size, - shuffle=self.shuffle, - num_workers=self.num_workers, - ) - - def val_dataloader(self): - return DataLoader( - self.test_dataset, - batch_size=self.batch_size, - shuffle=self.shuffle, - num_workers=self.num_workers, - ) diff --git a/sgm/data/dataset.py b/sgm/data/dataset.py deleted file mode 100644 index b726149..0000000 --- a/sgm/data/dataset.py +++ /dev/null @@ -1,80 +0,0 @@ -from typing import Optional - -import torchdata.datapipes.iter -import webdataset as wds -from omegaconf import DictConfig -from pytorch_lightning import LightningDataModule - -try: - from sdata import create_dataset, create_dummy_dataset, create_loader -except ImportError as e: - print("#" * 100) - print("Datasets not yet available") - print("to enable, we need to add stable-datasets as a submodule") - print("please use ``git submodule update --init --recursive``") - print("and do ``pip install -e stable-datasets/`` from the root of this repo") - print("#" * 100) - exit(1) - - -class StableDataModuleFromConfig(LightningDataModule): - def __init__( - self, - train: DictConfig, - validation: Optional[DictConfig] = None, - test: Optional[DictConfig] = None, - skip_val_loader: bool = False, - dummy: bool = False, - ): - super().__init__() - self.train_config = train - assert ( - "datapipeline" in self.train_config and "loader" in self.train_config - ), "train config requires the fields `datapipeline` and `loader`" - - self.val_config = validation - if not skip_val_loader: - if self.val_config is not None: - assert ( - "datapipeline" in self.val_config and "loader" in self.val_config - ), "validation config requires the fields `datapipeline` and `loader`" - else: - print( - "Warning: No Validation datapipeline defined, using that one from training" - ) - self.val_config = train - - self.test_config = test - if self.test_config is not None: - assert ( - "datapipeline" in self.test_config and "loader" in self.test_config - ), "test config requires the fields `datapipeline` and `loader`" - - self.dummy = dummy - if self.dummy: - print("#" * 100) - print("USING DUMMY DATASET: HOPE YOU'RE DEBUGGING ;)") - print("#" * 100) - - def setup(self, stage: str) -> None: - print("Preparing datasets") - if self.dummy: - data_fn = create_dummy_dataset - else: - data_fn = create_dataset - - self.train_datapipeline = data_fn(**self.train_config.datapipeline) - if self.val_config: - self.val_datapipeline = data_fn(**self.val_config.datapipeline) - if self.test_config: - self.test_datapipeline = data_fn(**self.test_config.datapipeline) - - def train_dataloader(self) -> torchdata.datapipes.iter.IterDataPipe: - loader = create_loader(self.train_datapipeline, **self.train_config.loader) - return loader - - def val_dataloader(self) -> wds.DataPipeline: - return create_loader(self.val_datapipeline, **self.val_config.loader) - - def test_dataloader(self) -> wds.DataPipeline: - return create_loader(self.test_datapipeline, **self.test_config.loader) diff --git a/sgm/data/mnist.py b/sgm/data/mnist.py deleted file mode 100644 index dea4d7e..0000000 --- a/sgm/data/mnist.py +++ /dev/null @@ -1,85 +0,0 @@ -import pytorch_lightning as pl -import torchvision -from torch.utils.data import DataLoader, Dataset -from torchvision import transforms - - -class MNISTDataDictWrapper(Dataset): - def __init__(self, dset): - super().__init__() - self.dset = dset - - def __getitem__(self, i): - x, y = self.dset[i] - return {"jpg": x, "cls": y} - - def __len__(self): - return len(self.dset) - - -class MNISTLoader(pl.LightningDataModule): - def __init__(self, batch_size, num_workers=0, prefetch_factor=2, shuffle=True): - super().__init__() - - transform = transforms.Compose( - [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] - ) - - self.batch_size = batch_size - self.num_workers = num_workers - self.prefetch_factor = prefetch_factor if num_workers > 0 else 0 - self.shuffle = shuffle - self.train_dataset = MNISTDataDictWrapper( - torchvision.datasets.MNIST( - root=".data/", train=True, download=True, transform=transform - ) - ) - self.test_dataset = MNISTDataDictWrapper( - torchvision.datasets.MNIST( - root=".data/", train=False, download=True, transform=transform - ) - ) - - def prepare_data(self): - pass - - def train_dataloader(self): - return DataLoader( - self.train_dataset, - batch_size=self.batch_size, - shuffle=self.shuffle, - num_workers=self.num_workers, - prefetch_factor=self.prefetch_factor, - ) - - def test_dataloader(self): - return DataLoader( - self.test_dataset, - batch_size=self.batch_size, - shuffle=self.shuffle, - num_workers=self.num_workers, - prefetch_factor=self.prefetch_factor, - ) - - def val_dataloader(self): - return DataLoader( - self.test_dataset, - batch_size=self.batch_size, - shuffle=self.shuffle, - num_workers=self.num_workers, - prefetch_factor=self.prefetch_factor, - ) - - -if __name__ == "__main__": - dset = MNISTDataDictWrapper( - torchvision.datasets.MNIST( - root=".data/", - train=False, - download=True, - transform=transforms.Compose( - [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] - ), - ) - ) - ex = dset[0] diff --git a/sgm/inference/api.py b/sgm/inference/api.py deleted file mode 100644 index 4f0c45a..0000000 --- a/sgm/inference/api.py +++ /dev/null @@ -1,388 +0,0 @@ -from dataclasses import dataclass, asdict -from enum import Enum -from omegaconf import OmegaConf -import pathlib -from sgm.inference.helpers import ( - do_sample, - do_img2img, - Img2ImgDiscretizationWrapper, -) -from sgm.modules.diffusionmodules.sampling import ( - EulerEDMSampler, - HeunEDMSampler, - EulerAncestralSampler, - DPMPP2SAncestralSampler, - DPMPP2MSampler, - LinearMultistepSampler, -) -from sgm.util import load_model_from_config -from typing import Optional - - -class ModelArchitecture(str, Enum): - SD_2_1 = "stable-diffusion-v2-1" - SD_2_1_768 = "stable-diffusion-v2-1-768" - SDXL_V0_9_BASE = "stable-diffusion-xl-v0-9-base" - SDXL_V0_9_REFINER = "stable-diffusion-xl-v0-9-refiner" - SDXL_V1_BASE = "stable-diffusion-xl-v1-base" - SDXL_V1_REFINER = "stable-diffusion-xl-v1-refiner" - - -class Sampler(str, Enum): - EULER_EDM = "EulerEDMSampler" - HEUN_EDM = "HeunEDMSampler" - EULER_ANCESTRAL = "EulerAncestralSampler" - DPMPP2S_ANCESTRAL = "DPMPP2SAncestralSampler" - DPMPP2M = "DPMPP2MSampler" - LINEAR_MULTISTEP = "LinearMultistepSampler" - - -class Discretization(str, Enum): - LEGACY_DDPM = "LegacyDDPMDiscretization" - EDM = "EDMDiscretization" - - -class Guider(str, Enum): - VANILLA = "VanillaCFG" - IDENTITY = "IdentityGuider" - - -class Thresholder(str, Enum): - NONE = "None" - - -@dataclass -class SamplingParams: - width: int = 1024 - height: int = 1024 - steps: int = 50 - sampler: Sampler = Sampler.DPMPP2M - discretization: Discretization = Discretization.LEGACY_DDPM - guider: Guider = Guider.VANILLA - thresholder: Thresholder = Thresholder.NONE - scale: float = 6.0 - aesthetic_score: float = 5.0 - negative_aesthetic_score: float = 5.0 - img2img_strength: float = 1.0 - orig_width: int = 1024 - orig_height: int = 1024 - crop_coords_top: int = 0 - crop_coords_left: int = 0 - sigma_min: float = 0.0292 - sigma_max: float = 14.6146 - rho: float = 3.0 - s_churn: float = 0.0 - s_tmin: float = 0.0 - s_tmax: float = 999.0 - s_noise: float = 1.0 - eta: float = 1.0 - order: int = 4 - - -@dataclass -class SamplingSpec: - width: int - height: int - channels: int - factor: int - is_legacy: bool - config: str - ckpt: str - is_guided: bool - - -model_specs = { - ModelArchitecture.SD_2_1: SamplingSpec( - height=512, - width=512, - channels=4, - factor=8, - is_legacy=True, - config="sd_2_1.yaml", - ckpt="v2-1_512-ema-pruned.safetensors", - is_guided=True, - ), - ModelArchitecture.SD_2_1_768: SamplingSpec( - height=768, - width=768, - channels=4, - factor=8, - is_legacy=True, - config="sd_2_1_768.yaml", - ckpt="v2-1_768-ema-pruned.safetensors", - is_guided=True, - ), - ModelArchitecture.SDXL_V0_9_BASE: SamplingSpec( - height=1024, - width=1024, - channels=4, - factor=8, - is_legacy=False, - config="sd_xl_base.yaml", - ckpt="sd_xl_base_0.9.safetensors", - is_guided=True, - ), - ModelArchitecture.SDXL_V0_9_REFINER: SamplingSpec( - height=1024, - width=1024, - channels=4, - factor=8, - is_legacy=True, - config="sd_xl_refiner.yaml", - ckpt="sd_xl_refiner_0.9.safetensors", - is_guided=True, - ), - ModelArchitecture.SDXL_V1_BASE: SamplingSpec( - height=1024, - width=1024, - channels=4, - factor=8, - is_legacy=False, - config="sd_xl_base.yaml", - ckpt="sd_xl_base_1.0.safetensors", - is_guided=True, - ), - ModelArchitecture.SDXL_V1_REFINER: SamplingSpec( - height=1024, - width=1024, - channels=4, - factor=8, - is_legacy=True, - config="sd_xl_refiner.yaml", - ckpt="sd_xl_refiner_1.0.safetensors", - is_guided=True, - ), -} - - -class SamplingPipeline: - def __init__( - self, - model_id: ModelArchitecture, - model_path="checkpoints", - config_path="configs/inference", - device="cuda", - use_fp16=True, - ) -> None: - if model_id not in model_specs: - raise ValueError(f"Model {model_id} not supported") - self.model_id = model_id - self.specs = model_specs[self.model_id] - self.config = str(pathlib.Path(config_path, self.specs.config)) - self.ckpt = str(pathlib.Path(model_path, self.specs.ckpt)) - self.device = device - self.model = self._load_model(device=device, use_fp16=use_fp16) - - def _load_model(self, device="cuda", use_fp16=True): - config = OmegaConf.load(self.config) - model = load_model_from_config(config, self.ckpt) - if model is None: - raise ValueError(f"Model {self.model_id} could not be loaded") - model.to(device) - if use_fp16: - model.conditioner.half() - model.model.half() - return model - - def text_to_image( - self, - params: SamplingParams, - prompt: str, - negative_prompt: str = "", - samples: int = 1, - return_latents: bool = False, - ): - sampler = get_sampler_config(params) - value_dict = asdict(params) - value_dict["prompt"] = prompt - value_dict["negative_prompt"] = negative_prompt - value_dict["target_width"] = params.width - value_dict["target_height"] = params.height - return do_sample( - self.model, - sampler, - value_dict, - samples, - params.height, - params.width, - self.specs.channels, - self.specs.factor, - force_uc_zero_embeddings=["txt"] if not self.specs.is_legacy else [], - return_latents=return_latents, - filter=None, - ) - - def image_to_image( - self, - params: SamplingParams, - image, - prompt: str, - negative_prompt: str = "", - samples: int = 1, - return_latents: bool = False, - ): - sampler = get_sampler_config(params) - - if params.img2img_strength < 1.0: - sampler.discretization = Img2ImgDiscretizationWrapper( - sampler.discretization, - strength=params.img2img_strength, - ) - height, width = image.shape[2], image.shape[3] - value_dict = asdict(params) - value_dict["prompt"] = prompt - value_dict["negative_prompt"] = negative_prompt - value_dict["target_width"] = width - value_dict["target_height"] = height - return do_img2img( - image, - self.model, - sampler, - value_dict, - samples, - force_uc_zero_embeddings=["txt"] if not self.specs.is_legacy else [], - return_latents=return_latents, - filter=None, - ) - - def refiner( - self, - params: SamplingParams, - image, - prompt: str, - negative_prompt: Optional[str] = None, - samples: int = 1, - return_latents: bool = False, - ): - sampler = get_sampler_config(params) - value_dict = { - "orig_width": image.shape[3] * 8, - "orig_height": image.shape[2] * 8, - "target_width": image.shape[3] * 8, - "target_height": image.shape[2] * 8, - "prompt": prompt, - "negative_prompt": negative_prompt, - "crop_coords_top": 0, - "crop_coords_left": 0, - "aesthetic_score": 6.0, - "negative_aesthetic_score": 2.5, - } - - return do_img2img( - image, - self.model, - sampler, - value_dict, - samples, - skip_encode=True, - return_latents=return_latents, - filter=None, - ) - - -def get_guider_config(params: SamplingParams): - if params.guider == Guider.IDENTITY: - guider_config = { - "target": "sgm.modules.diffusionmodules.guiders.IdentityGuider" - } - elif params.guider == Guider.VANILLA: - scale = params.scale - - thresholder = params.thresholder - - if thresholder == Thresholder.NONE: - dyn_thresh_config = { - "target": "sgm.modules.diffusionmodules.sampling_utils.NoDynamicThresholding" - } - else: - raise NotImplementedError - - guider_config = { - "target": "sgm.modules.diffusionmodules.guiders.VanillaCFG", - "params": {"scale": scale, "dyn_thresh_config": dyn_thresh_config}, - } - else: - raise NotImplementedError - return guider_config - - -def get_discretization_config(params: SamplingParams): - if params.discretization == Discretization.LEGACY_DDPM: - discretization_config = { - "target": "sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization", - } - elif params.discretization == Discretization.EDM: - discretization_config = { - "target": "sgm.modules.diffusionmodules.discretizer.EDMDiscretization", - "params": { - "sigma_min": params.sigma_min, - "sigma_max": params.sigma_max, - "rho": params.rho, - }, - } - else: - raise ValueError(f"unknown discretization {params.discretization}") - return discretization_config - - -def get_sampler_config(params: SamplingParams): - discretization_config = get_discretization_config(params) - guider_config = get_guider_config(params) - sampler = None - if params.sampler == Sampler.EULER_EDM: - return EulerEDMSampler( - num_steps=params.steps, - discretization_config=discretization_config, - guider_config=guider_config, - s_churn=params.s_churn, - s_tmin=params.s_tmin, - s_tmax=params.s_tmax, - s_noise=params.s_noise, - verbose=True, - ) - if params.sampler == Sampler.HEUN_EDM: - return HeunEDMSampler( - num_steps=params.steps, - discretization_config=discretization_config, - guider_config=guider_config, - s_churn=params.s_churn, - s_tmin=params.s_tmin, - s_tmax=params.s_tmax, - s_noise=params.s_noise, - verbose=True, - ) - if params.sampler == Sampler.EULER_ANCESTRAL: - return EulerAncestralSampler( - num_steps=params.steps, - discretization_config=discretization_config, - guider_config=guider_config, - eta=params.eta, - s_noise=params.s_noise, - verbose=True, - ) - if params.sampler == Sampler.DPMPP2S_ANCESTRAL: - return DPMPP2SAncestralSampler( - num_steps=params.steps, - discretization_config=discretization_config, - guider_config=guider_config, - eta=params.eta, - s_noise=params.s_noise, - verbose=True, - ) - if params.sampler == Sampler.DPMPP2M: - return DPMPP2MSampler( - num_steps=params.steps, - discretization_config=discretization_config, - guider_config=guider_config, - verbose=True, - ) - if params.sampler == Sampler.LINEAR_MULTISTEP: - return LinearMultistepSampler( - num_steps=params.steps, - discretization_config=discretization_config, - guider_config=guider_config, - order=params.order, - verbose=True, - ) - - raise ValueError(f"unknown sampler {params.sampler}!") diff --git a/sgm/inference/helpers.py b/sgm/inference/helpers.py deleted file mode 100644 index 1c65370..0000000 --- a/sgm/inference/helpers.py +++ /dev/null @@ -1,305 +0,0 @@ -import os -from typing import Union, List, Optional - -import math -import numpy as np -import torch -from PIL import Image -from einops import rearrange -from imwatermark import WatermarkEncoder -from omegaconf import ListConfig -from torch import autocast - -from sgm.util import append_dims - - -class WatermarkEmbedder: - def __init__(self, watermark): - self.watermark = watermark - self.num_bits = len(WATERMARK_BITS) - self.encoder = WatermarkEncoder() - self.encoder.set_watermark("bits", self.watermark) - - def __call__(self, image: torch.Tensor): - """ - Adds a predefined watermark to the input image - - Args: - image: ([N,] B, C, H, W) in range [0, 1] - - Returns: - same as input but watermarked - """ - # watermarking libary expects input as cv2 BGR format - squeeze = len(image.shape) == 4 - if squeeze: - image = image[None, ...] - n = image.shape[0] - image_np = rearrange( - (255 * image).detach().cpu(), "n b c h w -> (n b) h w c" - ).numpy()[:, :, :, ::-1] - # torch (b, c, h, w) in [0, 1] -> numpy (b, h, w, c) [0, 255] - for k in range(image_np.shape[0]): - image_np[k] = self.encoder.encode(image_np[k], "dwtDct") - image = torch.from_numpy( - rearrange(image_np[:, :, :, ::-1], "(n b) h w c -> n b c h w", n=n) - ).to(image.device) - image = torch.clamp(image / 255, min=0.0, max=1.0) - if squeeze: - image = image[0] - return image - - -# A fixed 48-bit message that was choosen at random -# WATERMARK_MESSAGE = 0xB3EC907BB19E -WATERMARK_MESSAGE = 0b101100111110110010010000011110111011000110011110 -# bin(x)[2:] gives bits of x as str, use int to convert them to 0/1 -WATERMARK_BITS = [int(bit) for bit in bin(WATERMARK_MESSAGE)[2:]] -embed_watermark = WatermarkEmbedder(WATERMARK_BITS) - - -def get_unique_embedder_keys_from_conditioner(conditioner): - return list({x.input_key for x in conditioner.embedders}) - - -def perform_save_locally(save_path, samples): - os.makedirs(os.path.join(save_path), exist_ok=True) - base_count = len(os.listdir(os.path.join(save_path))) - samples = embed_watermark(samples) - for sample in samples: - sample = 255.0 * rearrange(sample.cpu().numpy(), "c h w -> h w c") - Image.fromarray(sample.astype(np.uint8)).save( - os.path.join(save_path, f"{base_count:09}.png") - ) - base_count += 1 - - -class Img2ImgDiscretizationWrapper: - """ - wraps a discretizer, and prunes the sigmas - params: - strength: float between 0.0 and 1.0. 1.0 means full sampling (all sigmas are returned) - """ - - def __init__(self, discretization, strength: float = 1.0): - self.discretization = discretization - self.strength = strength - assert 0.0 <= self.strength <= 1.0 - - def __call__(self, *args, **kwargs): - # sigmas start large first, and decrease then - sigmas = self.discretization(*args, **kwargs) - print(f"sigmas after discretization, before pruning img2img: ", sigmas) - sigmas = torch.flip(sigmas, (0,)) - sigmas = sigmas[: max(int(self.strength * len(sigmas)), 1)] - print("prune index:", max(int(self.strength * len(sigmas)), 1)) - sigmas = torch.flip(sigmas, (0,)) - print(f"sigmas after pruning: ", sigmas) - return sigmas - - -def do_sample( - model, - sampler, - value_dict, - num_samples, - H, - W, - C, - F, - force_uc_zero_embeddings: Optional[List] = None, - batch2model_input: Optional[List] = None, - return_latents=False, - filter=None, - device="cuda", -): - if force_uc_zero_embeddings is None: - force_uc_zero_embeddings = [] - if batch2model_input is None: - batch2model_input = [] - - with torch.no_grad(): - with autocast(device) as precision_scope: - with model.ema_scope(): - num_samples = [num_samples] - batch, batch_uc = get_batch( - get_unique_embedder_keys_from_conditioner(model.conditioner), - value_dict, - num_samples, - ) - for key in batch: - if isinstance(batch[key], torch.Tensor): - print(key, batch[key].shape) - elif isinstance(batch[key], list): - print(key, [len(l) for l in batch[key]]) - else: - print(key, batch[key]) - c, uc = model.conditioner.get_unconditional_conditioning( - batch, - batch_uc=batch_uc, - force_uc_zero_embeddings=force_uc_zero_embeddings, - ) - - for k in c: - if not k == "crossattn": - c[k], uc[k] = map( - lambda y: y[k][: math.prod(num_samples)].to(device), (c, uc) - ) - - additional_model_inputs = {} - for k in batch2model_input: - additional_model_inputs[k] = batch[k] - - shape = (math.prod(num_samples), C, H // F, W // F) - randn = torch.randn(shape).to(device) - - def denoiser(input, sigma, c): - return model.denoiser( - model.model, input, sigma, c, **additional_model_inputs - ) - - samples_z = sampler(denoiser, randn, cond=c, uc=uc) - samples_x = model.decode_first_stage(samples_z) - samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) - - if filter is not None: - samples = filter(samples) - - if return_latents: - return samples, samples_z - return samples - - -def get_batch(keys, value_dict, N: Union[List, ListConfig], device="cuda"): - # Hardcoded demo setups; might undergo some changes in the future - - batch = {} - batch_uc = {} - - for key in keys: - if key == "txt": - batch["txt"] = ( - np.repeat([value_dict["prompt"]], repeats=math.prod(N)) - .reshape(N) - .tolist() - ) - batch_uc["txt"] = ( - np.repeat([value_dict["negative_prompt"]], repeats=math.prod(N)) - .reshape(N) - .tolist() - ) - elif key == "original_size_as_tuple": - batch["original_size_as_tuple"] = ( - torch.tensor([value_dict["orig_height"], value_dict["orig_width"]]) - .to(device) - .repeat(*N, 1) - ) - elif key == "crop_coords_top_left": - batch["crop_coords_top_left"] = ( - torch.tensor( - [value_dict["crop_coords_top"], value_dict["crop_coords_left"]] - ) - .to(device) - .repeat(*N, 1) - ) - elif key == "aesthetic_score": - batch["aesthetic_score"] = ( - torch.tensor([value_dict["aesthetic_score"]]).to(device).repeat(*N, 1) - ) - batch_uc["aesthetic_score"] = ( - torch.tensor([value_dict["negative_aesthetic_score"]]) - .to(device) - .repeat(*N, 1) - ) - - elif key == "target_size_as_tuple": - batch["target_size_as_tuple"] = ( - torch.tensor([value_dict["target_height"], value_dict["target_width"]]) - .to(device) - .repeat(*N, 1) - ) - else: - batch[key] = value_dict[key] - - for key in batch.keys(): - if key not in batch_uc and isinstance(batch[key], torch.Tensor): - batch_uc[key] = torch.clone(batch[key]) - return batch, batch_uc - - -def get_input_image_tensor(image: Image.Image, device="cuda"): - w, h = image.size - print(f"loaded input image of size ({w}, {h})") - width, height = map( - lambda x: x - x % 64, (w, h) - ) # resize to integer multiple of 64 - image = image.resize((width, height)) - image_array = np.array(image.convert("RGB")) - image_array = image_array[None].transpose(0, 3, 1, 2) - image_tensor = torch.from_numpy(image_array).to(dtype=torch.float32) / 127.5 - 1.0 - return image_tensor.to(device) - - -def do_img2img( - img, - model, - sampler, - value_dict, - num_samples, - force_uc_zero_embeddings=[], - additional_kwargs={}, - offset_noise_level: float = 0.0, - return_latents=False, - skip_encode=False, - filter=None, - device="cuda", -): - with torch.no_grad(): - with autocast(device) as precision_scope: - with model.ema_scope(): - batch, batch_uc = get_batch( - get_unique_embedder_keys_from_conditioner(model.conditioner), - value_dict, - [num_samples], - ) - c, uc = model.conditioner.get_unconditional_conditioning( - batch, - batch_uc=batch_uc, - force_uc_zero_embeddings=force_uc_zero_embeddings, - ) - - for k in c: - c[k], uc[k] = map(lambda y: y[k][:num_samples].to(device), (c, uc)) - - for k in additional_kwargs: - c[k] = uc[k] = additional_kwargs[k] - if skip_encode: - z = img - else: - z = model.encode_first_stage(img) - noise = torch.randn_like(z) - sigmas = sampler.discretization(sampler.num_steps) - sigma = sigmas[0].to(z.device) - - if offset_noise_level > 0.0: - noise = noise + offset_noise_level * append_dims( - torch.randn(z.shape[0], device=z.device), z.ndim - ) - noised_z = z + noise * append_dims(sigma, z.ndim) - noised_z = noised_z / torch.sqrt( - 1.0 + sigmas[0] ** 2.0 - ) # Note: hardcoded to DDPM-like scaling. need to generalize later. - - def denoiser(x, sigma, c): - return model.denoiser(model.model, x, sigma, c) - - samples_z = sampler(denoiser, noised_z, cond=c, uc=uc) - samples_x = model.decode_first_stage(samples_z) - samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) - - if filter is not None: - samples = filter(samples) - - if return_latents: - return samples, samples_z - return samples diff --git a/sgm/lr_scheduler.py b/sgm/lr_scheduler.py deleted file mode 100644 index b2f4d38..0000000 --- a/sgm/lr_scheduler.py +++ /dev/null @@ -1,135 +0,0 @@ -import numpy as np - - -class LambdaWarmUpCosineScheduler: - """ - note: use with a base_lr of 1.0 - """ - - def __init__( - self, - warm_up_steps, - lr_min, - lr_max, - lr_start, - max_decay_steps, - verbosity_interval=0, - ): - self.lr_warm_up_steps = warm_up_steps - self.lr_start = lr_start - self.lr_min = lr_min - self.lr_max = lr_max - self.lr_max_decay_steps = max_decay_steps - self.last_lr = 0.0 - self.verbosity_interval = verbosity_interval - - def schedule(self, n, **kwargs): - if self.verbosity_interval > 0: - if n % self.verbosity_interval == 0: - print(f"current step: {n}, recent lr-multiplier: {self.last_lr}") - if n < self.lr_warm_up_steps: - lr = ( - self.lr_max - self.lr_start - ) / self.lr_warm_up_steps * n + self.lr_start - self.last_lr = lr - return lr - else: - t = (n - self.lr_warm_up_steps) / ( - self.lr_max_decay_steps - self.lr_warm_up_steps - ) - t = min(t, 1.0) - lr = self.lr_min + 0.5 * (self.lr_max - self.lr_min) * ( - 1 + np.cos(t * np.pi) - ) - self.last_lr = lr - return lr - - def __call__(self, n, **kwargs): - return self.schedule(n, **kwargs) - - -class LambdaWarmUpCosineScheduler2: - """ - supports repeated iterations, configurable via lists - note: use with a base_lr of 1.0. - """ - - def __init__( - self, warm_up_steps, f_min, f_max, f_start, cycle_lengths, verbosity_interval=0 - ): - assert ( - len(warm_up_steps) - == len(f_min) - == len(f_max) - == len(f_start) - == len(cycle_lengths) - ) - self.lr_warm_up_steps = warm_up_steps - self.f_start = f_start - self.f_min = f_min - self.f_max = f_max - self.cycle_lengths = cycle_lengths - self.cum_cycles = np.cumsum([0] + list(self.cycle_lengths)) - self.last_f = 0.0 - self.verbosity_interval = verbosity_interval - - def find_in_interval(self, n): - interval = 0 - for cl in self.cum_cycles[1:]: - if n <= cl: - return interval - interval += 1 - - def schedule(self, n, **kwargs): - cycle = self.find_in_interval(n) - n = n - self.cum_cycles[cycle] - if self.verbosity_interval > 0: - if n % self.verbosity_interval == 0: - print( - f"current step: {n}, recent lr-multiplier: {self.last_f}, " - f"current cycle {cycle}" - ) - if n < self.lr_warm_up_steps[cycle]: - f = (self.f_max[cycle] - self.f_start[cycle]) / self.lr_warm_up_steps[ - cycle - ] * n + self.f_start[cycle] - self.last_f = f - return f - else: - t = (n - self.lr_warm_up_steps[cycle]) / ( - self.cycle_lengths[cycle] - self.lr_warm_up_steps[cycle] - ) - t = min(t, 1.0) - f = self.f_min[cycle] + 0.5 * (self.f_max[cycle] - self.f_min[cycle]) * ( - 1 + np.cos(t * np.pi) - ) - self.last_f = f - return f - - def __call__(self, n, **kwargs): - return self.schedule(n, **kwargs) - - -class LambdaLinearScheduler(LambdaWarmUpCosineScheduler2): - def schedule(self, n, **kwargs): - cycle = self.find_in_interval(n) - n = n - self.cum_cycles[cycle] - if self.verbosity_interval > 0: - if n % self.verbosity_interval == 0: - print( - f"current step: {n}, recent lr-multiplier: {self.last_f}, " - f"current cycle {cycle}" - ) - - if n < self.lr_warm_up_steps[cycle]: - f = (self.f_max[cycle] - self.f_start[cycle]) / self.lr_warm_up_steps[ - cycle - ] * n + self.f_start[cycle] - self.last_f = f - return f - else: - f = self.f_min[cycle] + (self.f_max[cycle] - self.f_min[cycle]) * ( - self.cycle_lengths[cycle] - n - ) / (self.cycle_lengths[cycle]) - self.last_f = f - return f diff --git a/sgm/models/__init__.py b/sgm/models/__init__.py deleted file mode 100644 index c410b37..0000000 --- a/sgm/models/__init__.py +++ /dev/null @@ -1,2 +0,0 @@ -from .autoencoder import AutoencodingEngine -from .diffusion import DiffusionEngine diff --git a/sgm/models/autoencoder.py b/sgm/models/autoencoder.py deleted file mode 100644 index 78fb551..0000000 --- a/sgm/models/autoencoder.py +++ /dev/null @@ -1,335 +0,0 @@ -import re -from abc import abstractmethod -from contextlib import contextmanager -from typing import Any, Dict, Tuple, Union - -import pytorch_lightning as pl -import torch -from omegaconf import ListConfig -from packaging import version -from safetensors.torch import load_file as load_safetensors - -from ..modules.diffusionmodules.model import Decoder, Encoder -from ..modules.distributions.distributions import DiagonalGaussianDistribution -from ..modules.ema import LitEma -from ..util import default, get_obj_from_str, instantiate_from_config - - -class AbstractAutoencoder(pl.LightningModule): - """ - This is the base class for all autoencoders, including image autoencoders, image autoencoders with discriminators, - unCLIP models, etc. Hence, it is fairly general, and specific features - (e.g. discriminator training, encoding, decoding) must be implemented in subclasses. - """ - - def __init__( - self, - ema_decay: Union[None, float] = None, - monitor: Union[None, str] = None, - input_key: str = "jpg", - ckpt_path: Union[None, str] = None, - ignore_keys: Union[Tuple, list, ListConfig] = (), - ): - super().__init__() - self.input_key = input_key - self.use_ema = ema_decay is not None - if monitor is not None: - self.monitor = monitor - - if self.use_ema: - self.model_ema = LitEma(self, decay=ema_decay) - print(f"Keeping EMAs of {len(list(self.model_ema.buffers()))}.") - - if ckpt_path is not None: - self.init_from_ckpt(ckpt_path, ignore_keys=ignore_keys) - - if version.parse(torch.__version__) >= version.parse("2.0.0"): - self.automatic_optimization = False - - def init_from_ckpt( - self, path: str, ignore_keys: Union[Tuple, list, ListConfig] = tuple() - ) -> None: - if path.endswith("ckpt"): - sd = torch.load(path, map_location="cpu")["state_dict"] - elif path.endswith("safetensors"): - sd = load_safetensors(path) - else: - raise NotImplementedError - - keys = list(sd.keys()) - for k in keys: - for ik in ignore_keys: - if re.match(ik, k): - print("Deleting key {} from state_dict.".format(k)) - del sd[k] - missing, unexpected = self.load_state_dict(sd, strict=False) - print( - f"Restored from {path} with {len(missing)} missing and {len(unexpected)} unexpected keys" - ) - if len(missing) > 0: - print(f"Missing Keys: {missing}") - if len(unexpected) > 0: - print(f"Unexpected Keys: {unexpected}") - - @abstractmethod - def get_input(self, batch) -> Any: - raise NotImplementedError() - - def on_train_batch_end(self, *args, **kwargs): - # for EMA computation - if self.use_ema: - self.model_ema(self) - - @contextmanager - def ema_scope(self, context=None): - if self.use_ema: - self.model_ema.store(self.parameters()) - self.model_ema.copy_to(self) - if context is not None: - print(f"{context}: Switched to EMA weights") - try: - yield None - finally: - if self.use_ema: - self.model_ema.restore(self.parameters()) - if context is not None: - print(f"{context}: Restored training weights") - - @abstractmethod - def encode(self, *args, **kwargs) -> torch.Tensor: - raise NotImplementedError("encode()-method of abstract base class called") - - @abstractmethod - def decode(self, *args, **kwargs) -> torch.Tensor: - raise NotImplementedError("decode()-method of abstract base class called") - - def instantiate_optimizer_from_config(self, params, lr, cfg): - print(f"loading >>> {cfg['target']} <<< optimizer from config") - return get_obj_from_str(cfg["target"])( - params, lr=lr, **cfg.get("params", dict()) - ) - - def configure_optimizers(self) -> Any: - raise NotImplementedError() - - -class AutoencodingEngine(AbstractAutoencoder): - """ - Base class for all image autoencoders that we train, like VQGAN or AutoencoderKL - (we also restore them explicitly as special cases for legacy reasons). - Regularizations such as KL or VQ are moved to the regularizer class. - """ - - def __init__( - self, - *args, - encoder_config: Dict, - decoder_config: Dict, - loss_config: Dict, - regularizer_config: Dict, - optimizer_config: Union[Dict, None] = None, - lr_g_factor: float = 1.0, - **kwargs, - ): - super().__init__(*args, **kwargs) - # todo: add options to freeze encoder/decoder - self.encoder = instantiate_from_config(encoder_config) - self.decoder = instantiate_from_config(decoder_config) - self.loss = instantiate_from_config(loss_config) - self.regularization = instantiate_from_config(regularizer_config) - self.optimizer_config = default( - optimizer_config, {"target": "torch.optim.Adam"} - ) - self.lr_g_factor = lr_g_factor - - def get_input(self, batch: Dict) -> torch.Tensor: - # assuming unified data format, dataloader returns a dict. - # image tensors should be scaled to -1 ... 1 and in channels-first format (e.g., bchw instead if bhwc) - return batch[self.input_key] - - def get_autoencoder_params(self) -> list: - params = ( - list(self.encoder.parameters()) - + list(self.decoder.parameters()) - + list(self.regularization.get_trainable_parameters()) - + list(self.loss.get_trainable_autoencoder_parameters()) - ) - return params - - def get_discriminator_params(self) -> list: - params = list(self.loss.get_trainable_parameters()) # e.g., discriminator - return params - - def get_last_layer(self): - return self.decoder.get_last_layer() - - def encode(self, x: Any, return_reg_log: bool = False) -> Any: - z = self.encoder(x) - z, reg_log = self.regularization(z) - if return_reg_log: - return z, reg_log - return z - - def decode(self, z: Any) -> torch.Tensor: - x = self.decoder(z) - return x - - def forward(self, x: Any) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor]: - z, reg_log = self.encode(x, return_reg_log=True) - dec = self.decode(z) - return z, dec, reg_log - - def training_step(self, batch, batch_idx, optimizer_idx) -> Any: - x = self.get_input(batch) - z, xrec, regularization_log = self(x) - - if optimizer_idx == 0: - # autoencode - aeloss, log_dict_ae = self.loss( - regularization_log, - x, - xrec, - optimizer_idx, - self.global_step, - last_layer=self.get_last_layer(), - split="train", - ) - - self.log_dict( - log_dict_ae, prog_bar=False, logger=True, on_step=True, on_epoch=True - ) - return aeloss - - if optimizer_idx == 1: - # discriminator - discloss, log_dict_disc = self.loss( - regularization_log, - x, - xrec, - optimizer_idx, - self.global_step, - last_layer=self.get_last_layer(), - split="train", - ) - self.log_dict( - log_dict_disc, prog_bar=False, logger=True, on_step=True, on_epoch=True - ) - return discloss - - def validation_step(self, batch, batch_idx) -> Dict: - log_dict = self._validation_step(batch, batch_idx) - with self.ema_scope(): - log_dict_ema = self._validation_step(batch, batch_idx, postfix="_ema") - log_dict.update(log_dict_ema) - return log_dict - - def _validation_step(self, batch, batch_idx, postfix="") -> Dict: - x = self.get_input(batch) - - z, xrec, regularization_log = self(x) - aeloss, log_dict_ae = self.loss( - regularization_log, - x, - xrec, - 0, - self.global_step, - last_layer=self.get_last_layer(), - split="val" + postfix, - ) - - discloss, log_dict_disc = self.loss( - regularization_log, - x, - xrec, - 1, - self.global_step, - last_layer=self.get_last_layer(), - split="val" + postfix, - ) - self.log(f"val{postfix}/rec_loss", log_dict_ae[f"val{postfix}/rec_loss"]) - log_dict_ae.update(log_dict_disc) - self.log_dict(log_dict_ae) - return log_dict_ae - - def configure_optimizers(self) -> Any: - ae_params = self.get_autoencoder_params() - disc_params = self.get_discriminator_params() - - opt_ae = self.instantiate_optimizer_from_config( - ae_params, - default(self.lr_g_factor, 1.0) * self.learning_rate, - self.optimizer_config, - ) - opt_disc = self.instantiate_optimizer_from_config( - disc_params, self.learning_rate, self.optimizer_config - ) - - return [opt_ae, opt_disc], [] - - @torch.no_grad() - def log_images(self, batch: Dict, **kwargs) -> Dict: - log = dict() - x = self.get_input(batch) - _, xrec, _ = self(x) - log["inputs"] = x - log["reconstructions"] = xrec - with self.ema_scope(): - _, xrec_ema, _ = self(x) - log["reconstructions_ema"] = xrec_ema - return log - - -class AutoencoderKL(AutoencodingEngine): - def __init__(self, embed_dim: int, **kwargs): - ddconfig = kwargs.pop("ddconfig") - ckpt_path = kwargs.pop("ckpt_path", None) - ignore_keys = kwargs.pop("ignore_keys", ()) - super().__init__( - encoder_config={"target": "torch.nn.Identity"}, - decoder_config={"target": "torch.nn.Identity"}, - regularizer_config={"target": "torch.nn.Identity"}, - loss_config=kwargs.pop("lossconfig"), - **kwargs, - ) - assert ddconfig["double_z"] - self.encoder = Encoder(**ddconfig) - self.decoder = Decoder(**ddconfig) - self.quant_conv = torch.nn.Conv2d(2 * ddconfig["z_channels"], 2 * embed_dim, 1) - self.post_quant_conv = torch.nn.Conv2d(embed_dim, ddconfig["z_channels"], 1) - self.embed_dim = embed_dim - - if ckpt_path is not None: - self.init_from_ckpt(ckpt_path, ignore_keys=ignore_keys) - - def encode(self, x): - assert ( - not self.training - ), f"{self.__class__.__name__} only supports inference currently" - h = self.encoder(x) - moments = self.quant_conv(h) - posterior = DiagonalGaussianDistribution(moments) - return posterior - - def decode(self, z, **decoder_kwargs): - z = self.post_quant_conv(z) - dec = self.decoder(z, **decoder_kwargs) - return dec - - -class AutoencoderKLInferenceWrapper(AutoencoderKL): - def encode(self, x): - return super().encode(x).sample() - - -class IdentityFirstStage(AbstractAutoencoder): - def __init__(self, *args, **kwargs): - super().__init__(*args, **kwargs) - - def get_input(self, x: Any) -> Any: - return x - - def encode(self, x: Any, *args, **kwargs) -> Any: - return x - - def decode(self, x: Any, *args, **kwargs) -> Any: - return x diff --git a/sgm/models/diffusion.py b/sgm/models/diffusion.py deleted file mode 100644 index e1f1397..0000000 --- a/sgm/models/diffusion.py +++ /dev/null @@ -1,320 +0,0 @@ -from contextlib import contextmanager -from typing import Any, Dict, List, Tuple, Union - -import pytorch_lightning as pl -import torch -from omegaconf import ListConfig, OmegaConf -from safetensors.torch import load_file as load_safetensors -from torch.optim.lr_scheduler import LambdaLR - -from ..modules import UNCONDITIONAL_CONFIG -from ..modules.diffusionmodules.wrappers import OPENAIUNETWRAPPER -from ..modules.ema import LitEma -from ..util import ( - default, - disabled_train, - get_obj_from_str, - instantiate_from_config, - log_txt_as_img, -) - - -class DiffusionEngine(pl.LightningModule): - def __init__( - self, - network_config, - denoiser_config, - first_stage_config, - conditioner_config: Union[None, Dict, ListConfig, OmegaConf] = None, - sampler_config: Union[None, Dict, ListConfig, OmegaConf] = None, - optimizer_config: Union[None, Dict, ListConfig, OmegaConf] = None, - scheduler_config: Union[None, Dict, ListConfig, OmegaConf] = None, - loss_fn_config: Union[None, Dict, ListConfig, OmegaConf] = None, - network_wrapper: Union[None, str] = None, - ckpt_path: Union[None, str] = None, - use_ema: bool = False, - ema_decay_rate: float = 0.9999, - scale_factor: float = 1.0, - disable_first_stage_autocast=False, - input_key: str = "jpg", - log_keys: Union[List, None] = None, - no_cond_log: bool = False, - compile_model: bool = False, - ): - super().__init__() - self.log_keys = log_keys - self.input_key = input_key - self.optimizer_config = default( - optimizer_config, {"target": "torch.optim.AdamW"} - ) - model = instantiate_from_config(network_config) - self.model = get_obj_from_str(default(network_wrapper, OPENAIUNETWRAPPER))( - model, compile_model=compile_model - ) - - self.denoiser = instantiate_from_config(denoiser_config) - self.sampler = ( - instantiate_from_config(sampler_config) - if sampler_config is not None - else None - ) - self.conditioner = instantiate_from_config( - default(conditioner_config, UNCONDITIONAL_CONFIG) - ) - self.scheduler_config = scheduler_config - self._init_first_stage(first_stage_config) - - self.loss_fn = ( - instantiate_from_config(loss_fn_config) - if loss_fn_config is not None - else None - ) - - self.use_ema = use_ema - if self.use_ema: - self.model_ema = LitEma(self.model, decay=ema_decay_rate) - print(f"Keeping EMAs of {len(list(self.model_ema.buffers()))}.") - - self.scale_factor = scale_factor - self.disable_first_stage_autocast = disable_first_stage_autocast - self.no_cond_log = no_cond_log - - if ckpt_path is not None: - self.init_from_ckpt(ckpt_path) - - def init_from_ckpt( - self, - path: str, - ) -> None: - if path.endswith("ckpt"): - sd = torch.load(path, map_location="cpu")["state_dict"] - elif path.endswith("safetensors"): - sd = load_safetensors(path) - else: - raise NotImplementedError - - missing, unexpected = self.load_state_dict(sd, strict=False) - print( - f"Restored from {path} with {len(missing)} missing and {len(unexpected)} unexpected keys" - ) - if len(missing) > 0: - print(f"Missing Keys: {missing}") - if len(unexpected) > 0: - print(f"Unexpected Keys: {unexpected}") - - def _init_first_stage(self, config): - model = instantiate_from_config(config).eval() - model.train = disabled_train - for param in model.parameters(): - param.requires_grad = False - self.first_stage_model = model - - def get_input(self, batch): - # assuming unified data format, dataloader returns a dict. - # image tensors should be scaled to -1 ... 1 and in bchw format - return batch[self.input_key] - - @torch.no_grad() - def decode_first_stage(self, z): - z = 1.0 / self.scale_factor * z - with torch.autocast("cuda", enabled=not self.disable_first_stage_autocast): - out = self.first_stage_model.decode(z) - return out - - @torch.no_grad() - def encode_first_stage(self, x): - with torch.autocast("cuda", enabled=not self.disable_first_stage_autocast): - z = self.first_stage_model.encode(x) - z = self.scale_factor * z - return z - - def forward(self, x, batch): - loss = self.loss_fn(self.model, self.denoiser, self.conditioner, x, batch) - loss_mean = loss.mean() - loss_dict = {"loss": loss_mean} - return loss_mean, loss_dict - - def shared_step(self, batch: Dict) -> Any: - x = self.get_input(batch) - x = self.encode_first_stage(x) - batch["global_step"] = self.global_step - loss, loss_dict = self(x, batch) - return loss, loss_dict - - def training_step(self, batch, batch_idx): - loss, loss_dict = self.shared_step(batch) - - self.log_dict( - loss_dict, prog_bar=True, logger=True, on_step=True, on_epoch=False - ) - - self.log( - "global_step", - self.global_step, - prog_bar=True, - logger=True, - on_step=True, - on_epoch=False, - ) - - if self.scheduler_config is not None: - lr = self.optimizers().param_groups[0]["lr"] - self.log( - "lr_abs", lr, prog_bar=True, logger=True, on_step=True, on_epoch=False - ) - - return loss - - def on_train_start(self, *args, **kwargs): - if self.sampler is None or self.loss_fn is None: - raise ValueError("Sampler and loss function need to be set for training.") - - def on_train_batch_end(self, *args, **kwargs): - if self.use_ema: - self.model_ema(self.model) - - @contextmanager - def ema_scope(self, context=None): - if self.use_ema: - self.model_ema.store(self.model.parameters()) - self.model_ema.copy_to(self.model) - if context is not None: - print(f"{context}: Switched to EMA weights") - try: - yield None - finally: - if self.use_ema: - self.model_ema.restore(self.model.parameters()) - if context is not None: - print(f"{context}: Restored training weights") - - def instantiate_optimizer_from_config(self, params, lr, cfg): - return get_obj_from_str(cfg["target"])( - params, lr=lr, **cfg.get("params", dict()) - ) - - def configure_optimizers(self): - lr = self.learning_rate - params = list(self.model.parameters()) - for embedder in self.conditioner.embedders: - if embedder.is_trainable: - params = params + list(embedder.parameters()) - opt = self.instantiate_optimizer_from_config(params, lr, self.optimizer_config) - if self.scheduler_config is not None: - scheduler = instantiate_from_config(self.scheduler_config) - print("Setting up LambdaLR scheduler...") - scheduler = [ - { - "scheduler": LambdaLR(opt, lr_lambda=scheduler.schedule), - "interval": "step", - "frequency": 1, - } - ] - return [opt], scheduler - return opt - - @torch.no_grad() - def sample( - self, - cond: Dict, - uc: Union[Dict, None] = None, - batch_size: int = 16, - shape: Union[None, Tuple, List] = None, - **kwargs, - ): - randn = torch.randn(batch_size, *shape).to(self.device) - - denoiser = lambda input, sigma, c: self.denoiser( - self.model, input, sigma, c, **kwargs - ) - samples = self.sampler(denoiser, randn, cond, uc=uc) - return samples - - @torch.no_grad() - def log_conditionings(self, batch: Dict, n: int) -> Dict: - """ - Defines heuristics to log different conditionings. - These can be lists of strings (text-to-image), tensors, ints, ... - """ - image_h, image_w = batch[self.input_key].shape[2:] - log = dict() - - for embedder in self.conditioner.embedders: - if ( - (self.log_keys is None) or (embedder.input_key in self.log_keys) - ) and not self.no_cond_log: - x = batch[embedder.input_key][:n] - if isinstance(x, torch.Tensor): - if x.dim() == 1: - # class-conditional, convert integer to string - x = [str(x[i].item()) for i in range(x.shape[0])] - xc = log_txt_as_img((image_h, image_w), x, size=image_h // 4) - elif x.dim() == 2: - # size and crop cond and the like - x = [ - "x".join([str(xx) for xx in x[i].tolist()]) - for i in range(x.shape[0]) - ] - xc = log_txt_as_img((image_h, image_w), x, size=image_h // 20) - else: - raise NotImplementedError() - elif isinstance(x, (List, ListConfig)): - if isinstance(x[0], str): - # strings - xc = log_txt_as_img((image_h, image_w), x, size=image_h // 20) - else: - raise NotImplementedError() - else: - raise NotImplementedError() - log[embedder.input_key] = xc - return log - - @torch.no_grad() - def log_images( - self, - batch: Dict, - N: int = 8, - sample: bool = True, - ucg_keys: List[str] = None, - **kwargs, - ) -> Dict: - conditioner_input_keys = [e.input_key for e in self.conditioner.embedders] - if ucg_keys: - assert all(map(lambda x: x in conditioner_input_keys, ucg_keys)), ( - "Each defined ucg key for sampling must be in the provided conditioner input keys," - f"but we have {ucg_keys} vs. {conditioner_input_keys}" - ) - else: - ucg_keys = conditioner_input_keys - log = dict() - - x = self.get_input(batch) - - c, uc = self.conditioner.get_unconditional_conditioning( - batch, - force_uc_zero_embeddings=ucg_keys - if len(self.conditioner.embedders) > 0 - else [], - ) - - sampling_kwargs = {} - - N = min(x.shape[0], N) - x = x.to(self.device)[:N] - log["inputs"] = x - z = self.encode_first_stage(x) - log["reconstructions"] = self.decode_first_stage(z) - log.update(self.log_conditionings(batch, N)) - - for k in c: - if isinstance(c[k], torch.Tensor): - c[k], uc[k] = map(lambda y: y[k][:N].to(self.device), (c, uc)) - - if sample: - with self.ema_scope("Plotting"): - samples = self.sample( - c, shape=z.shape[1:], uc=uc, batch_size=N, **sampling_kwargs - ) - samples = self.decode_first_stage(samples) - log["samples"] = samples - return log diff --git a/sgm/modules/__init__.py b/sgm/modules/__init__.py deleted file mode 100644 index 0db1d77..0000000 --- a/sgm/modules/__init__.py +++ /dev/null @@ -1,6 +0,0 @@ -from .encoders.modules import GeneralConditioner - -UNCONDITIONAL_CONFIG = { - "target": "sgm.modules.GeneralConditioner", - "params": {"emb_models": []}, -} diff --git a/sgm/modules/attention.py b/sgm/modules/attention.py deleted file mode 100644 index f813be2..0000000 --- a/sgm/modules/attention.py +++ /dev/null @@ -1,633 +0,0 @@ -import math -from inspect import isfunction -from typing import Any, Optional - -import torch -import torch.nn.functional as F -from einops import rearrange, repeat -from packaging import version -from torch import nn - -if version.parse(torch.__version__) >= version.parse("2.0.0"): - SDP_IS_AVAILABLE = True - from torch.backends.cuda import SDPBackend, sdp_kernel - - BACKEND_MAP = { - SDPBackend.MATH: { - "enable_math": True, - "enable_flash": False, - "enable_mem_efficient": False, - }, - SDPBackend.FLASH_ATTENTION: { - "enable_math": False, - "enable_flash": True, - "enable_mem_efficient": False, - }, - SDPBackend.EFFICIENT_ATTENTION: { - "enable_math": False, - "enable_flash": False, - "enable_mem_efficient": True, - }, - None: {"enable_math": True, "enable_flash": True, "enable_mem_efficient": True}, - } -else: - from contextlib import nullcontext - - SDP_IS_AVAILABLE = False - sdp_kernel = nullcontext - BACKEND_MAP = {} - print( - f"No SDP backend available, likely because you are running in pytorch versions < 2.0. In fact, " - f"you are using PyTorch {torch.__version__}. You might want to consider upgrading." - ) - -try: - import xformers - import xformers.ops - - XFORMERS_IS_AVAILABLE = True -except: - XFORMERS_IS_AVAILABLE = False - print("no module 'xformers'. Processing without...") - -from .diffusionmodules.util import checkpoint - - -def exists(val): - return val is not None - - -def uniq(arr): - return {el: True for el in arr}.keys() - - -def default(val, d): - if exists(val): - return val - return d() if isfunction(d) else d - - -def max_neg_value(t): - return -torch.finfo(t.dtype).max - - -def init_(tensor): - dim = tensor.shape[-1] - std = 1 / math.sqrt(dim) - tensor.uniform_(-std, std) - return tensor - - -# feedforward -class GEGLU(nn.Module): - def __init__(self, dim_in, dim_out): - super().__init__() - self.proj = nn.Linear(dim_in, dim_out * 2) - - def forward(self, x): - x, gate = self.proj(x).chunk(2, dim=-1) - return x * F.gelu(gate) - - -class FeedForward(nn.Module): - def __init__(self, dim, dim_out=None, mult=4, glu=False, dropout=0.0): - super().__init__() - inner_dim = int(dim * mult) - dim_out = default(dim_out, dim) - project_in = ( - nn.Sequential(nn.Linear(dim, inner_dim), nn.GELU()) - if not glu - else GEGLU(dim, inner_dim) - ) - - self.net = nn.Sequential( - project_in, nn.Dropout(dropout), nn.Linear(inner_dim, dim_out) - ) - - def forward(self, x): - return self.net(x) - - -def zero_module(module): - """ - Zero out the parameters of a module and return it. - """ - for p in module.parameters(): - p.detach().zero_() - return module - - -def Normalize(in_channels): - return torch.nn.GroupNorm( - num_groups=32, num_channels=in_channels, eps=1e-6, affine=True - ) - - -class LinearAttention(nn.Module): - def __init__(self, dim, heads=4, dim_head=32): - super().__init__() - self.heads = heads - hidden_dim = dim_head * heads - self.to_qkv = nn.Conv2d(dim, hidden_dim * 3, 1, bias=False) - self.to_out = nn.Conv2d(hidden_dim, dim, 1) - - def forward(self, x): - b, c, h, w = x.shape - qkv = self.to_qkv(x) - q, k, v = rearrange( - qkv, "b (qkv heads c) h w -> qkv b heads c (h w)", heads=self.heads, qkv=3 - ) - k = k.softmax(dim=-1) - context = torch.einsum("bhdn,bhen->bhde", k, v) - out = torch.einsum("bhde,bhdn->bhen", context, q) - out = rearrange( - out, "b heads c (h w) -> b (heads c) h w", heads=self.heads, h=h, w=w - ) - return self.to_out(out) - - -class SpatialSelfAttention(nn.Module): - def __init__(self, in_channels): - super().__init__() - self.in_channels = in_channels - - self.norm = Normalize(in_channels) - self.q = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.k = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.v = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.proj_out = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - - def forward(self, x): - h_ = x - h_ = self.norm(h_) - q = self.q(h_) - k = self.k(h_) - v = self.v(h_) - - # compute attention - b, c, h, w = q.shape - q = rearrange(q, "b c h w -> b (h w) c") - k = rearrange(k, "b c h w -> b c (h w)") - w_ = torch.einsum("bij,bjk->bik", q, k) - - w_ = w_ * (int(c) ** (-0.5)) - w_ = torch.nn.functional.softmax(w_, dim=2) - - # attend to values - v = rearrange(v, "b c h w -> b c (h w)") - w_ = rearrange(w_, "b i j -> b j i") - h_ = torch.einsum("bij,bjk->bik", v, w_) - h_ = rearrange(h_, "b c (h w) -> b c h w", h=h) - h_ = self.proj_out(h_) - - return x + h_ - - -class CrossAttention(nn.Module): - def __init__( - self, - query_dim, - context_dim=None, - heads=8, - dim_head=64, - dropout=0.0, - backend=None, - ): - super().__init__() - inner_dim = dim_head * heads - context_dim = default(context_dim, query_dim) - - self.scale = dim_head**-0.5 - self.heads = heads - - self.to_q = nn.Linear(query_dim, inner_dim, bias=False) - self.to_k = nn.Linear(context_dim, inner_dim, bias=False) - self.to_v = nn.Linear(context_dim, inner_dim, bias=False) - - self.to_out = nn.Sequential( - nn.Linear(inner_dim, query_dim), nn.Dropout(dropout) - ) - self.backend = backend - - def forward( - self, - x, - context=None, - mask=None, - additional_tokens=None, - n_times_crossframe_attn_in_self=0, - ): - h = self.heads - - if additional_tokens is not None: - # get the number of masked tokens at the beginning of the output sequence - n_tokens_to_mask = additional_tokens.shape[1] - # add additional token - x = torch.cat([additional_tokens, x], dim=1) - - q = self.to_q(x) - context = default(context, x) - k = self.to_k(context) - v = self.to_v(context) - - if n_times_crossframe_attn_in_self: - # reprogramming cross-frame attention as in https://arxiv.org/abs/2303.13439 - assert x.shape[0] % n_times_crossframe_attn_in_self == 0 - n_cp = x.shape[0] // n_times_crossframe_attn_in_self - k = repeat( - k[::n_times_crossframe_attn_in_self], "b ... -> (b n) ...", n=n_cp - ) - v = repeat( - v[::n_times_crossframe_attn_in_self], "b ... -> (b n) ...", n=n_cp - ) - - q, k, v = map(lambda t: rearrange(t, "b n (h d) -> b h n d", h=h), (q, k, v)) - - ## old - """ - sim = einsum('b i d, b j d -> b i j', q, k) * self.scale - del q, k - - if exists(mask): - mask = rearrange(mask, 'b ... -> b (...)') - max_neg_value = -torch.finfo(sim.dtype).max - mask = repeat(mask, 'b j -> (b h) () j', h=h) - sim.masked_fill_(~mask, max_neg_value) - - # attention, what we cannot get enough of - sim = sim.softmax(dim=-1) - - out = einsum('b i j, b j d -> b i d', sim, v) - """ - ## new - with sdp_kernel(**BACKEND_MAP[self.backend]): - # print("dispatching into backend", self.backend, "q/k/v shape: ", q.shape, k.shape, v.shape) - out = F.scaled_dot_product_attention( - q, k, v, attn_mask=mask - ) # scale is dim_head ** -0.5 per default - - del q, k, v - out = rearrange(out, "b h n d -> b n (h d)", h=h) - - if additional_tokens is not None: - # remove additional token - out = out[:, n_tokens_to_mask:] - return self.to_out(out) - - -class MemoryEfficientCrossAttention(nn.Module): - # https://github.com/MatthieuTPHR/diffusers/blob/d80b531ff8060ec1ea982b65a1b8df70f73aa67c/src/diffusers/models/attention.py#L223 - def __init__( - self, query_dim, context_dim=None, heads=8, dim_head=64, dropout=0.0, **kwargs - ): - super().__init__() - print( - f"Setting up {self.__class__.__name__}. Query dim is {query_dim}, context_dim is {context_dim} and using " - f"{heads} heads with a dimension of {dim_head}." - ) - inner_dim = dim_head * heads - context_dim = default(context_dim, query_dim) - - self.heads = heads - self.dim_head = dim_head - - self.to_q = nn.Linear(query_dim, inner_dim, bias=False) - self.to_k = nn.Linear(context_dim, inner_dim, bias=False) - self.to_v = nn.Linear(context_dim, inner_dim, bias=False) - - self.to_out = nn.Sequential( - nn.Linear(inner_dim, query_dim), nn.Dropout(dropout) - ) - self.attention_op: Optional[Any] = None - - def forward( - self, - x, - context=None, - mask=None, - additional_tokens=None, - n_times_crossframe_attn_in_self=0, - ): - if additional_tokens is not None: - # get the number of masked tokens at the beginning of the output sequence - n_tokens_to_mask = additional_tokens.shape[1] - # add additional token - x = torch.cat([additional_tokens, x], dim=1) - q = self.to_q(x) - context = default(context, x) - k = self.to_k(context) - v = self.to_v(context) - - if n_times_crossframe_attn_in_self: - # reprogramming cross-frame attention as in https://arxiv.org/abs/2303.13439 - assert x.shape[0] % n_times_crossframe_attn_in_self == 0 - # n_cp = x.shape[0]//n_times_crossframe_attn_in_self - k = repeat( - k[::n_times_crossframe_attn_in_self], - "b ... -> (b n) ...", - n=n_times_crossframe_attn_in_self, - ) - v = repeat( - v[::n_times_crossframe_attn_in_self], - "b ... -> (b n) ...", - n=n_times_crossframe_attn_in_self, - ) - - b, _, _ = q.shape - q, k, v = map( - lambda t: t.unsqueeze(3) - .reshape(b, t.shape[1], self.heads, self.dim_head) - .permute(0, 2, 1, 3) - .reshape(b * self.heads, t.shape[1], self.dim_head) - .contiguous(), - (q, k, v), - ) - - # actually compute the attention, what we cannot get enough of - out = xformers.ops.memory_efficient_attention( - q, k, v, attn_bias=None, op=self.attention_op - ) - - # TODO: Use this directly in the attention operation, as a bias - if exists(mask): - raise NotImplementedError - out = ( - out.unsqueeze(0) - .reshape(b, self.heads, out.shape[1], self.dim_head) - .permute(0, 2, 1, 3) - .reshape(b, out.shape[1], self.heads * self.dim_head) - ) - if additional_tokens is not None: - # remove additional token - out = out[:, n_tokens_to_mask:] - return self.to_out(out) - - -class BasicTransformerBlock(nn.Module): - ATTENTION_MODES = { - "softmax": CrossAttention, # vanilla attention - "softmax-xformers": MemoryEfficientCrossAttention, # ampere - } - - def __init__( - self, - dim, - n_heads, - d_head, - dropout=0.0, - context_dim=None, - gated_ff=True, - checkpoint=True, - disable_self_attn=False, - attn_mode="softmax", - sdp_backend=None, - ): - super().__init__() - assert attn_mode in self.ATTENTION_MODES - if attn_mode != "softmax" and not XFORMERS_IS_AVAILABLE: - print( - f"Attention mode '{attn_mode}' is not available. Falling back to native attention. " - f"This is not a problem in Pytorch >= 2.0. FYI, you are running with PyTorch version {torch.__version__}" - ) - attn_mode = "softmax" - elif attn_mode == "softmax" and not SDP_IS_AVAILABLE: - print( - "We do not support vanilla attention anymore, as it is too expensive. Sorry." - ) - if not XFORMERS_IS_AVAILABLE: - assert ( - False - ), "Please install xformers via e.g. 'pip install xformers==0.0.16'" - else: - print("Falling back to xformers efficient attention.") - attn_mode = "softmax-xformers" - attn_cls = self.ATTENTION_MODES[attn_mode] - if version.parse(torch.__version__) >= version.parse("2.0.0"): - assert sdp_backend is None or isinstance(sdp_backend, SDPBackend) - else: - assert sdp_backend is None - self.disable_self_attn = disable_self_attn - self.attn1 = attn_cls( - query_dim=dim, - heads=n_heads, - dim_head=d_head, - dropout=dropout, - context_dim=context_dim if self.disable_self_attn else None, - backend=sdp_backend, - ) # is a self-attention if not self.disable_self_attn - self.ff = FeedForward(dim, dropout=dropout, glu=gated_ff) - self.attn2 = attn_cls( - query_dim=dim, - context_dim=context_dim, - heads=n_heads, - dim_head=d_head, - dropout=dropout, - backend=sdp_backend, - ) # is self-attn if context is none - self.norm1 = nn.LayerNorm(dim) - self.norm2 = nn.LayerNorm(dim) - self.norm3 = nn.LayerNorm(dim) - self.checkpoint = checkpoint - if self.checkpoint: - print(f"{self.__class__.__name__} is using checkpointing") - - def forward( - self, x, context=None, additional_tokens=None, n_times_crossframe_attn_in_self=0 - ): - kwargs = {"x": x} - - if context is not None: - kwargs.update({"context": context}) - - if additional_tokens is not None: - kwargs.update({"additional_tokens": additional_tokens}) - - if n_times_crossframe_attn_in_self: - kwargs.update( - {"n_times_crossframe_attn_in_self": n_times_crossframe_attn_in_self} - ) - - # return mixed_checkpoint(self._forward, kwargs, self.parameters(), self.checkpoint) - return checkpoint( - self._forward, (x, context), self.parameters(), self.checkpoint - ) - - def _forward( - self, x, context=None, additional_tokens=None, n_times_crossframe_attn_in_self=0 - ): - x = ( - self.attn1( - self.norm1(x), - context=context if self.disable_self_attn else None, - additional_tokens=additional_tokens, - n_times_crossframe_attn_in_self=n_times_crossframe_attn_in_self - if not self.disable_self_attn - else 0, - ) - + x - ) - x = ( - self.attn2( - self.norm2(x), context=context, additional_tokens=additional_tokens - ) - + x - ) - x = self.ff(self.norm3(x)) + x - return x - - -class BasicTransformerSingleLayerBlock(nn.Module): - ATTENTION_MODES = { - "softmax": CrossAttention, # vanilla attention - "softmax-xformers": MemoryEfficientCrossAttention # on the A100s not quite as fast as the above version - # (todo might depend on head_dim, check, falls back to semi-optimized kernels for dim!=[16,32,64,128]) - } - - def __init__( - self, - dim, - n_heads, - d_head, - dropout=0.0, - context_dim=None, - gated_ff=True, - checkpoint=True, - attn_mode="softmax", - ): - super().__init__() - assert attn_mode in self.ATTENTION_MODES - attn_cls = self.ATTENTION_MODES[attn_mode] - self.attn1 = attn_cls( - query_dim=dim, - heads=n_heads, - dim_head=d_head, - dropout=dropout, - context_dim=context_dim, - ) - self.ff = FeedForward(dim, dropout=dropout, glu=gated_ff) - self.norm1 = nn.LayerNorm(dim) - self.norm2 = nn.LayerNorm(dim) - self.checkpoint = checkpoint - - def forward(self, x, context=None): - return checkpoint( - self._forward, (x, context), self.parameters(), self.checkpoint - ) - - def _forward(self, x, context=None): - x = self.attn1(self.norm1(x), context=context) + x - x = self.ff(self.norm2(x)) + x - return x - - -class SpatialTransformer(nn.Module): - """ - Transformer block for image-like data. - First, project the input (aka embedding) - and reshape to b, t, d. - Then apply standard transformer action. - Finally, reshape to image - NEW: use_linear for more efficiency instead of the 1x1 convs - """ - - def __init__( - self, - in_channels, - n_heads, - d_head, - depth=1, - dropout=0.0, - context_dim=None, - disable_self_attn=False, - use_linear=False, - attn_type="softmax", - use_checkpoint=True, - # sdp_backend=SDPBackend.FLASH_ATTENTION - sdp_backend=None, - ): - super().__init__() - print( - f"constructing {self.__class__.__name__} of depth {depth} w/ {in_channels} channels and {n_heads} heads" - ) - from omegaconf import ListConfig - - if exists(context_dim) and not isinstance(context_dim, (list, ListConfig)): - context_dim = [context_dim] - if exists(context_dim) and isinstance(context_dim, list): - if depth != len(context_dim): - print( - f"WARNING: {self.__class__.__name__}: Found context dims {context_dim} of depth {len(context_dim)}, " - f"which does not match the specified 'depth' of {depth}. Setting context_dim to {depth * [context_dim[0]]} now." - ) - # depth does not match context dims. - assert all( - map(lambda x: x == context_dim[0], context_dim) - ), "need homogenous context_dim to match depth automatically" - context_dim = depth * [context_dim[0]] - elif context_dim is None: - context_dim = [None] * depth - self.in_channels = in_channels - inner_dim = n_heads * d_head - self.norm = Normalize(in_channels) - if not use_linear: - self.proj_in = nn.Conv2d( - in_channels, inner_dim, kernel_size=1, stride=1, padding=0 - ) - else: - self.proj_in = nn.Linear(in_channels, inner_dim) - - self.transformer_blocks = nn.ModuleList( - [ - BasicTransformerBlock( - inner_dim, - n_heads, - d_head, - dropout=dropout, - context_dim=context_dim[d], - disable_self_attn=disable_self_attn, - attn_mode=attn_type, - checkpoint=use_checkpoint, - sdp_backend=sdp_backend, - ) - for d in range(depth) - ] - ) - if not use_linear: - self.proj_out = zero_module( - nn.Conv2d(inner_dim, in_channels, kernel_size=1, stride=1, padding=0) - ) - else: - # self.proj_out = zero_module(nn.Linear(in_channels, inner_dim)) - self.proj_out = zero_module(nn.Linear(inner_dim, in_channels)) - self.use_linear = use_linear - - def forward(self, x, context=None): - # note: if no context is given, cross-attention defaults to self-attention - if not isinstance(context, list): - context = [context] - b, c, h, w = x.shape - x_in = x - x = self.norm(x) - if not self.use_linear: - x = self.proj_in(x) - x = rearrange(x, "b c h w -> b (h w) c").contiguous() - if self.use_linear: - x = self.proj_in(x) - for i, block in enumerate(self.transformer_blocks): - if i > 0 and len(context) == 1: - i = 0 # use same context for each block - x = block(x, context=context[i]) - if self.use_linear: - x = self.proj_out(x) - x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w).contiguous() - if not self.use_linear: - x = self.proj_out(x) - return x + x_in diff --git a/sgm/modules/autoencoding/__init__.py b/sgm/modules/autoencoding/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/sgm/modules/autoencoding/losses/__init__.py b/sgm/modules/autoencoding/losses/__init__.py deleted file mode 100644 index cc1bdb4..0000000 --- a/sgm/modules/autoencoding/losses/__init__.py +++ /dev/null @@ -1,246 +0,0 @@ -from typing import Any, Union - -import torch -import torch.nn as nn -from einops import rearrange - -from ....util import default, instantiate_from_config -from ..lpips.loss.lpips import LPIPS -from ..lpips.model.model import NLayerDiscriminator, weights_init -from ..lpips.vqperceptual import hinge_d_loss, vanilla_d_loss - - -def adopt_weight(weight, global_step, threshold=0, value=0.0): - if global_step < threshold: - weight = value - return weight - - -class LatentLPIPS(nn.Module): - def __init__( - self, - decoder_config, - perceptual_weight=1.0, - latent_weight=1.0, - scale_input_to_tgt_size=False, - scale_tgt_to_input_size=False, - perceptual_weight_on_inputs=0.0, - ): - super().__init__() - self.scale_input_to_tgt_size = scale_input_to_tgt_size - self.scale_tgt_to_input_size = scale_tgt_to_input_size - self.init_decoder(decoder_config) - self.perceptual_loss = LPIPS().eval() - self.perceptual_weight = perceptual_weight - self.latent_weight = latent_weight - self.perceptual_weight_on_inputs = perceptual_weight_on_inputs - - def init_decoder(self, config): - self.decoder = instantiate_from_config(config) - if hasattr(self.decoder, "encoder"): - del self.decoder.encoder - - def forward(self, latent_inputs, latent_predictions, image_inputs, split="train"): - log = dict() - loss = (latent_inputs - latent_predictions) ** 2 - log[f"{split}/latent_l2_loss"] = loss.mean().detach() - image_reconstructions = None - if self.perceptual_weight > 0.0: - image_reconstructions = self.decoder.decode(latent_predictions) - image_targets = self.decoder.decode(latent_inputs) - perceptual_loss = self.perceptual_loss( - image_targets.contiguous(), image_reconstructions.contiguous() - ) - loss = ( - self.latent_weight * loss.mean() - + self.perceptual_weight * perceptual_loss.mean() - ) - log[f"{split}/perceptual_loss"] = perceptual_loss.mean().detach() - - if self.perceptual_weight_on_inputs > 0.0: - image_reconstructions = default( - image_reconstructions, self.decoder.decode(latent_predictions) - ) - if self.scale_input_to_tgt_size: - image_inputs = torch.nn.functional.interpolate( - image_inputs, - image_reconstructions.shape[2:], - mode="bicubic", - antialias=True, - ) - elif self.scale_tgt_to_input_size: - image_reconstructions = torch.nn.functional.interpolate( - image_reconstructions, - image_inputs.shape[2:], - mode="bicubic", - antialias=True, - ) - - perceptual_loss2 = self.perceptual_loss( - image_inputs.contiguous(), image_reconstructions.contiguous() - ) - loss = loss + self.perceptual_weight_on_inputs * perceptual_loss2.mean() - log[f"{split}/perceptual_loss_on_inputs"] = perceptual_loss2.mean().detach() - return loss, log - - -class GeneralLPIPSWithDiscriminator(nn.Module): - def __init__( - self, - disc_start: int, - logvar_init: float = 0.0, - pixelloss_weight=1.0, - disc_num_layers: int = 3, - disc_in_channels: int = 3, - disc_factor: float = 1.0, - disc_weight: float = 1.0, - perceptual_weight: float = 1.0, - disc_loss: str = "hinge", - scale_input_to_tgt_size: bool = False, - dims: int = 2, - learn_logvar: bool = False, - regularization_weights: Union[None, dict] = None, - ): - super().__init__() - self.dims = dims - if self.dims > 2: - print( - f"running with dims={dims}. This means that for perceptual loss calculation, " - f"the LPIPS loss will be applied to each frame independently. " - ) - self.scale_input_to_tgt_size = scale_input_to_tgt_size - assert disc_loss in ["hinge", "vanilla"] - self.pixel_weight = pixelloss_weight - self.perceptual_loss = LPIPS().eval() - self.perceptual_weight = perceptual_weight - # output log variance - self.logvar = nn.Parameter(torch.ones(size=()) * logvar_init) - self.learn_logvar = learn_logvar - - self.discriminator = NLayerDiscriminator( - input_nc=disc_in_channels, n_layers=disc_num_layers, use_actnorm=False - ).apply(weights_init) - self.discriminator_iter_start = disc_start - self.disc_loss = hinge_d_loss if disc_loss == "hinge" else vanilla_d_loss - self.disc_factor = disc_factor - self.discriminator_weight = disc_weight - self.regularization_weights = default(regularization_weights, {}) - - def get_trainable_parameters(self) -> Any: - return self.discriminator.parameters() - - def get_trainable_autoencoder_parameters(self) -> Any: - if self.learn_logvar: - yield self.logvar - yield from () - - def calculate_adaptive_weight(self, nll_loss, g_loss, last_layer=None): - if last_layer is not None: - nll_grads = torch.autograd.grad(nll_loss, last_layer, retain_graph=True)[0] - g_grads = torch.autograd.grad(g_loss, last_layer, retain_graph=True)[0] - else: - nll_grads = torch.autograd.grad( - nll_loss, self.last_layer[0], retain_graph=True - )[0] - g_grads = torch.autograd.grad( - g_loss, self.last_layer[0], retain_graph=True - )[0] - - d_weight = torch.norm(nll_grads) / (torch.norm(g_grads) + 1e-4) - d_weight = torch.clamp(d_weight, 0.0, 1e4).detach() - d_weight = d_weight * self.discriminator_weight - return d_weight - - def forward( - self, - regularization_log, - inputs, - reconstructions, - optimizer_idx, - global_step, - last_layer=None, - split="train", - weights=None, - ): - if self.scale_input_to_tgt_size: - inputs = torch.nn.functional.interpolate( - inputs, reconstructions.shape[2:], mode="bicubic", antialias=True - ) - - if self.dims > 2: - inputs, reconstructions = map( - lambda x: rearrange(x, "b c t h w -> (b t) c h w"), - (inputs, reconstructions), - ) - - rec_loss = torch.abs(inputs.contiguous() - reconstructions.contiguous()) - if self.perceptual_weight > 0: - p_loss = self.perceptual_loss( - inputs.contiguous(), reconstructions.contiguous() - ) - rec_loss = rec_loss + self.perceptual_weight * p_loss - - nll_loss = rec_loss / torch.exp(self.logvar) + self.logvar - weighted_nll_loss = nll_loss - if weights is not None: - weighted_nll_loss = weights * nll_loss - weighted_nll_loss = torch.sum(weighted_nll_loss) / weighted_nll_loss.shape[0] - nll_loss = torch.sum(nll_loss) / nll_loss.shape[0] - - # now the GAN part - if optimizer_idx == 0: - # generator update - logits_fake = self.discriminator(reconstructions.contiguous()) - g_loss = -torch.mean(logits_fake) - - if self.disc_factor > 0.0: - try: - d_weight = self.calculate_adaptive_weight( - nll_loss, g_loss, last_layer=last_layer - ) - except RuntimeError: - assert not self.training - d_weight = torch.tensor(0.0) - else: - d_weight = torch.tensor(0.0) - - disc_factor = adopt_weight( - self.disc_factor, global_step, threshold=self.discriminator_iter_start - ) - loss = weighted_nll_loss + d_weight * disc_factor * g_loss - log = dict() - for k in regularization_log: - if k in self.regularization_weights: - loss = loss + self.regularization_weights[k] * regularization_log[k] - log[f"{split}/{k}"] = regularization_log[k].detach().mean() - - log.update( - { - "{}/total_loss".format(split): loss.clone().detach().mean(), - "{}/logvar".format(split): self.logvar.detach(), - "{}/nll_loss".format(split): nll_loss.detach().mean(), - "{}/rec_loss".format(split): rec_loss.detach().mean(), - "{}/d_weight".format(split): d_weight.detach(), - "{}/disc_factor".format(split): torch.tensor(disc_factor), - "{}/g_loss".format(split): g_loss.detach().mean(), - } - ) - - return loss, log - - if optimizer_idx == 1: - # second pass for discriminator update - logits_real = self.discriminator(inputs.contiguous().detach()) - logits_fake = self.discriminator(reconstructions.contiguous().detach()) - - disc_factor = adopt_weight( - self.disc_factor, global_step, threshold=self.discriminator_iter_start - ) - d_loss = disc_factor * self.disc_loss(logits_real, logits_fake) - - log = { - "{}/disc_loss".format(split): d_loss.clone().detach().mean(), - "{}/logits_real".format(split): logits_real.detach().mean(), - "{}/logits_fake".format(split): logits_fake.detach().mean(), - } - return d_loss, log diff --git a/sgm/modules/autoencoding/lpips/__init__.py b/sgm/modules/autoencoding/lpips/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/sgm/modules/autoencoding/lpips/loss/.gitignore b/sgm/modules/autoencoding/lpips/loss/.gitignore deleted file mode 100644 index a92958a..0000000 --- a/sgm/modules/autoencoding/lpips/loss/.gitignore +++ /dev/null @@ -1 +0,0 @@ -vgg.pth \ No newline at end of file diff --git a/sgm/modules/autoencoding/lpips/loss/LICENSE b/sgm/modules/autoencoding/lpips/loss/LICENSE deleted file mode 100644 index 924cfc8..0000000 --- a/sgm/modules/autoencoding/lpips/loss/LICENSE +++ /dev/null @@ -1,23 +0,0 @@ -Copyright (c) 2018, Richard Zhang, Phillip Isola, Alexei A. Efros, Eli Shechtman, Oliver Wang -All rights reserved. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - -* Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. - -* Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE -FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL -DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR -SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER -CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, -OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE -OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. \ No newline at end of file diff --git a/sgm/modules/autoencoding/lpips/loss/__init__.py b/sgm/modules/autoencoding/lpips/loss/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/sgm/modules/autoencoding/lpips/loss/lpips.py b/sgm/modules/autoencoding/lpips/loss/lpips.py deleted file mode 100644 index 3e34f3d..0000000 --- a/sgm/modules/autoencoding/lpips/loss/lpips.py +++ /dev/null @@ -1,147 +0,0 @@ -"""Stripped version of https://github.com/richzhang/PerceptualSimilarity/tree/master/models""" - -from collections import namedtuple - -import torch -import torch.nn as nn -from torchvision import models - -from ..util import get_ckpt_path - - -class LPIPS(nn.Module): - # Learned perceptual metric - def __init__(self, use_dropout=True): - super().__init__() - self.scaling_layer = ScalingLayer() - self.chns = [64, 128, 256, 512, 512] # vg16 features - self.net = vgg16(pretrained=True, requires_grad=False) - self.lin0 = NetLinLayer(self.chns[0], use_dropout=use_dropout) - self.lin1 = NetLinLayer(self.chns[1], use_dropout=use_dropout) - self.lin2 = NetLinLayer(self.chns[2], use_dropout=use_dropout) - self.lin3 = NetLinLayer(self.chns[3], use_dropout=use_dropout) - self.lin4 = NetLinLayer(self.chns[4], use_dropout=use_dropout) - self.load_from_pretrained() - for param in self.parameters(): - param.requires_grad = False - - def load_from_pretrained(self, name="vgg_lpips"): - ckpt = get_ckpt_path(name, "sgm/modules/autoencoding/lpips/loss") - self.load_state_dict( - torch.load(ckpt, map_location=torch.device("cpu")), strict=False - ) - print("loaded pretrained LPIPS loss from {}".format(ckpt)) - - @classmethod - def from_pretrained(cls, name="vgg_lpips"): - if name != "vgg_lpips": - raise NotImplementedError - model = cls() - ckpt = get_ckpt_path(name) - model.load_state_dict( - torch.load(ckpt, map_location=torch.device("cpu")), strict=False - ) - return model - - def forward(self, input, target): - in0_input, in1_input = (self.scaling_layer(input), self.scaling_layer(target)) - outs0, outs1 = self.net(in0_input), self.net(in1_input) - feats0, feats1, diffs = {}, {}, {} - lins = [self.lin0, self.lin1, self.lin2, self.lin3, self.lin4] - for kk in range(len(self.chns)): - feats0[kk], feats1[kk] = normalize_tensor(outs0[kk]), normalize_tensor( - outs1[kk] - ) - diffs[kk] = (feats0[kk] - feats1[kk]) ** 2 - - res = [ - spatial_average(lins[kk].model(diffs[kk]), keepdim=True) - for kk in range(len(self.chns)) - ] - val = res[0] - for l in range(1, len(self.chns)): - val += res[l] - return val - - -class ScalingLayer(nn.Module): - def __init__(self): - super(ScalingLayer, self).__init__() - self.register_buffer( - "shift", torch.Tensor([-0.030, -0.088, -0.188])[None, :, None, None] - ) - self.register_buffer( - "scale", torch.Tensor([0.458, 0.448, 0.450])[None, :, None, None] - ) - - def forward(self, inp): - return (inp - self.shift) / self.scale - - -class NetLinLayer(nn.Module): - """A single linear layer which does a 1x1 conv""" - - def __init__(self, chn_in, chn_out=1, use_dropout=False): - super(NetLinLayer, self).__init__() - layers = ( - [ - nn.Dropout(), - ] - if (use_dropout) - else [] - ) - layers += [ - nn.Conv2d(chn_in, chn_out, 1, stride=1, padding=0, bias=False), - ] - self.model = nn.Sequential(*layers) - - -class vgg16(torch.nn.Module): - def __init__(self, requires_grad=False, pretrained=True): - super(vgg16, self).__init__() - vgg_pretrained_features = models.vgg16(pretrained=pretrained).features - self.slice1 = torch.nn.Sequential() - self.slice2 = torch.nn.Sequential() - self.slice3 = torch.nn.Sequential() - self.slice4 = torch.nn.Sequential() - self.slice5 = torch.nn.Sequential() - self.N_slices = 5 - for x in range(4): - self.slice1.add_module(str(x), vgg_pretrained_features[x]) - for x in range(4, 9): - self.slice2.add_module(str(x), vgg_pretrained_features[x]) - for x in range(9, 16): - self.slice3.add_module(str(x), vgg_pretrained_features[x]) - for x in range(16, 23): - self.slice4.add_module(str(x), vgg_pretrained_features[x]) - for x in range(23, 30): - self.slice5.add_module(str(x), vgg_pretrained_features[x]) - if not requires_grad: - for param in self.parameters(): - param.requires_grad = False - - def forward(self, X): - h = self.slice1(X) - h_relu1_2 = h - h = self.slice2(h) - h_relu2_2 = h - h = self.slice3(h) - h_relu3_3 = h - h = self.slice4(h) - h_relu4_3 = h - h = self.slice5(h) - h_relu5_3 = h - vgg_outputs = namedtuple( - "VggOutputs", ["relu1_2", "relu2_2", "relu3_3", "relu4_3", "relu5_3"] - ) - out = vgg_outputs(h_relu1_2, h_relu2_2, h_relu3_3, h_relu4_3, h_relu5_3) - return out - - -def normalize_tensor(x, eps=1e-10): - norm_factor = torch.sqrt(torch.sum(x**2, dim=1, keepdim=True)) - return x / (norm_factor + eps) - - -def spatial_average(x, keepdim=True): - return x.mean([2, 3], keepdim=keepdim) diff --git a/sgm/modules/autoencoding/lpips/model/LICENSE b/sgm/modules/autoencoding/lpips/model/LICENSE deleted file mode 100644 index 4b356e6..0000000 --- a/sgm/modules/autoencoding/lpips/model/LICENSE +++ /dev/null @@ -1,58 +0,0 @@ -Copyright (c) 2017, Jun-Yan Zhu and Taesung Park -All rights reserved. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - -* Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. - -* Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE -FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL -DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR -SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER -CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, -OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE -OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. - - ---------------------------- LICENSE FOR pix2pix -------------------------------- -BSD License - -For pix2pix software -Copyright (c) 2016, Phillip Isola and Jun-Yan Zhu -All rights reserved. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - -* Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. - -* Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. - ------------------------------ LICENSE FOR DCGAN -------------------------------- -BSD License - -For dcgan.torch software - -Copyright (c) 2015, Facebook, Inc. All rights reserved. - -Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: - -Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. - -Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. - -Neither the name Facebook nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. \ No newline at end of file diff --git a/sgm/modules/autoencoding/lpips/model/__init__.py b/sgm/modules/autoencoding/lpips/model/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/sgm/modules/autoencoding/lpips/model/model.py b/sgm/modules/autoencoding/lpips/model/model.py deleted file mode 100644 index 66357d4..0000000 --- a/sgm/modules/autoencoding/lpips/model/model.py +++ /dev/null @@ -1,88 +0,0 @@ -import functools - -import torch.nn as nn - -from ..util import ActNorm - - -def weights_init(m): - classname = m.__class__.__name__ - if classname.find("Conv") != -1: - nn.init.normal_(m.weight.data, 0.0, 0.02) - elif classname.find("BatchNorm") != -1: - nn.init.normal_(m.weight.data, 1.0, 0.02) - nn.init.constant_(m.bias.data, 0) - - -class NLayerDiscriminator(nn.Module): - """Defines a PatchGAN discriminator as in Pix2Pix - --> see https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/blob/master/models/networks.py - """ - - def __init__(self, input_nc=3, ndf=64, n_layers=3, use_actnorm=False): - """Construct a PatchGAN discriminator - Parameters: - input_nc (int) -- the number of channels in input images - ndf (int) -- the number of filters in the last conv layer - n_layers (int) -- the number of conv layers in the discriminator - norm_layer -- normalization layer - """ - super(NLayerDiscriminator, self).__init__() - if not use_actnorm: - norm_layer = nn.BatchNorm2d - else: - norm_layer = ActNorm - if ( - type(norm_layer) == functools.partial - ): # no need to use bias as BatchNorm2d has affine parameters - use_bias = norm_layer.func != nn.BatchNorm2d - else: - use_bias = norm_layer != nn.BatchNorm2d - - kw = 4 - padw = 1 - sequence = [ - nn.Conv2d(input_nc, ndf, kernel_size=kw, stride=2, padding=padw), - nn.LeakyReLU(0.2, True), - ] - nf_mult = 1 - nf_mult_prev = 1 - for n in range(1, n_layers): # gradually increase the number of filters - nf_mult_prev = nf_mult - nf_mult = min(2**n, 8) - sequence += [ - nn.Conv2d( - ndf * nf_mult_prev, - ndf * nf_mult, - kernel_size=kw, - stride=2, - padding=padw, - bias=use_bias, - ), - norm_layer(ndf * nf_mult), - nn.LeakyReLU(0.2, True), - ] - - nf_mult_prev = nf_mult - nf_mult = min(2**n_layers, 8) - sequence += [ - nn.Conv2d( - ndf * nf_mult_prev, - ndf * nf_mult, - kernel_size=kw, - stride=1, - padding=padw, - bias=use_bias, - ), - norm_layer(ndf * nf_mult), - nn.LeakyReLU(0.2, True), - ] - - sequence += [ - nn.Conv2d(ndf * nf_mult, 1, kernel_size=kw, stride=1, padding=padw) - ] # output 1 channel prediction map - self.main = nn.Sequential(*sequence) - - def forward(self, input): - """Standard forward.""" - return self.main(input) diff --git a/sgm/modules/autoencoding/lpips/util.py b/sgm/modules/autoencoding/lpips/util.py deleted file mode 100644 index 49c76e3..0000000 --- a/sgm/modules/autoencoding/lpips/util.py +++ /dev/null @@ -1,128 +0,0 @@ -import hashlib -import os - -import requests -import torch -import torch.nn as nn -from tqdm import tqdm - -URL_MAP = {"vgg_lpips": "https://heibox.uni-heidelberg.de/f/607503859c864bc1b30b/?dl=1"} - -CKPT_MAP = {"vgg_lpips": "vgg.pth"} - -MD5_MAP = {"vgg_lpips": "d507d7349b931f0638a25a48a722f98a"} - - -def download(url, local_path, chunk_size=1024): - os.makedirs(os.path.split(local_path)[0], exist_ok=True) - with requests.get(url, stream=True) as r: - total_size = int(r.headers.get("content-length", 0)) - with tqdm(total=total_size, unit="B", unit_scale=True) as pbar: - with open(local_path, "wb") as f: - for data in r.iter_content(chunk_size=chunk_size): - if data: - f.write(data) - pbar.update(chunk_size) - - -def md5_hash(path): - with open(path, "rb") as f: - content = f.read() - return hashlib.md5(content).hexdigest() - - -def get_ckpt_path(name, root, check=False): - assert name in URL_MAP - path = os.path.join(root, CKPT_MAP[name]) - if not os.path.exists(path) or (check and not md5_hash(path) == MD5_MAP[name]): - print("Downloading {} model from {} to {}".format(name, URL_MAP[name], path)) - download(URL_MAP[name], path) - md5 = md5_hash(path) - assert md5 == MD5_MAP[name], md5 - return path - - -class ActNorm(nn.Module): - def __init__( - self, num_features, logdet=False, affine=True, allow_reverse_init=False - ): - assert affine - super().__init__() - self.logdet = logdet - self.loc = nn.Parameter(torch.zeros(1, num_features, 1, 1)) - self.scale = nn.Parameter(torch.ones(1, num_features, 1, 1)) - self.allow_reverse_init = allow_reverse_init - - self.register_buffer("initialized", torch.tensor(0, dtype=torch.uint8)) - - def initialize(self, input): - with torch.no_grad(): - flatten = input.permute(1, 0, 2, 3).contiguous().view(input.shape[1], -1) - mean = ( - flatten.mean(1) - .unsqueeze(1) - .unsqueeze(2) - .unsqueeze(3) - .permute(1, 0, 2, 3) - ) - std = ( - flatten.std(1) - .unsqueeze(1) - .unsqueeze(2) - .unsqueeze(3) - .permute(1, 0, 2, 3) - ) - - self.loc.data.copy_(-mean) - self.scale.data.copy_(1 / (std + 1e-6)) - - def forward(self, input, reverse=False): - if reverse: - return self.reverse(input) - if len(input.shape) == 2: - input = input[:, :, None, None] - squeeze = True - else: - squeeze = False - - _, _, height, width = input.shape - - if self.training and self.initialized.item() == 0: - self.initialize(input) - self.initialized.fill_(1) - - h = self.scale * (input + self.loc) - - if squeeze: - h = h.squeeze(-1).squeeze(-1) - - if self.logdet: - log_abs = torch.log(torch.abs(self.scale)) - logdet = height * width * torch.sum(log_abs) - logdet = logdet * torch.ones(input.shape[0]).to(input) - return h, logdet - - return h - - def reverse(self, output): - if self.training and self.initialized.item() == 0: - if not self.allow_reverse_init: - raise RuntimeError( - "Initializing ActNorm in reverse direction is " - "disabled by default. Use allow_reverse_init=True to enable." - ) - else: - self.initialize(output) - self.initialized.fill_(1) - - if len(output.shape) == 2: - output = output[:, :, None, None] - squeeze = True - else: - squeeze = False - - h = output / self.scale - self.loc - - if squeeze: - h = h.squeeze(-1).squeeze(-1) - return h diff --git a/sgm/modules/autoencoding/lpips/vqperceptual.py b/sgm/modules/autoencoding/lpips/vqperceptual.py deleted file mode 100644 index 6195f0a..0000000 --- a/sgm/modules/autoencoding/lpips/vqperceptual.py +++ /dev/null @@ -1,17 +0,0 @@ -import torch -import torch.nn.functional as F - - -def hinge_d_loss(logits_real, logits_fake): - loss_real = torch.mean(F.relu(1.0 - logits_real)) - loss_fake = torch.mean(F.relu(1.0 + logits_fake)) - d_loss = 0.5 * (loss_real + loss_fake) - return d_loss - - -def vanilla_d_loss(logits_real, logits_fake): - d_loss = 0.5 * ( - torch.mean(torch.nn.functional.softplus(-logits_real)) - + torch.mean(torch.nn.functional.softplus(logits_fake)) - ) - return d_loss diff --git a/sgm/modules/autoencoding/regularizers/__init__.py b/sgm/modules/autoencoding/regularizers/__init__.py deleted file mode 100644 index 8de3212..0000000 --- a/sgm/modules/autoencoding/regularizers/__init__.py +++ /dev/null @@ -1,53 +0,0 @@ -from abc import abstractmethod -from typing import Any, Tuple - -import torch -import torch.nn as nn -import torch.nn.functional as F - -from ....modules.distributions.distributions import DiagonalGaussianDistribution - - -class AbstractRegularizer(nn.Module): - def __init__(self): - super().__init__() - - def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]: - raise NotImplementedError() - - @abstractmethod - def get_trainable_parameters(self) -> Any: - raise NotImplementedError() - - -class DiagonalGaussianRegularizer(AbstractRegularizer): - def __init__(self, sample: bool = True): - super().__init__() - self.sample = sample - - def get_trainable_parameters(self) -> Any: - yield from () - - def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]: - log = dict() - posterior = DiagonalGaussianDistribution(z) - if self.sample: - z = posterior.sample() - else: - z = posterior.mode() - kl_loss = posterior.kl() - kl_loss = torch.sum(kl_loss) / kl_loss.shape[0] - log["kl_loss"] = kl_loss - return z, log - - -def measure_perplexity(predicted_indices, num_centroids): - # src: https://github.com/karpathy/deep-vector-quantization/blob/main/model.py - # eval cluster perplexity. when perplexity == num_embeddings then all clusters are used exactly equally - encodings = ( - F.one_hot(predicted_indices, num_centroids).float().reshape(-1, num_centroids) - ) - avg_probs = encodings.mean(0) - perplexity = (-(avg_probs * torch.log(avg_probs + 1e-10)).sum()).exp() - cluster_use = torch.sum(avg_probs > 0) - return perplexity, cluster_use diff --git a/sgm/modules/diffusionmodules/__init__.py b/sgm/modules/diffusionmodules/__init__.py deleted file mode 100644 index 867b69e..0000000 --- a/sgm/modules/diffusionmodules/__init__.py +++ /dev/null @@ -1,7 +0,0 @@ -from .denoiser import Denoiser -from .discretizer import Discretization -from .loss import StandardDiffusionLoss -from .model import Decoder, Encoder, Model -from .openaimodel import UNetModel -from .sampling import BaseDiffusionSampler -from .wrappers import OpenAIWrapper diff --git a/sgm/modules/diffusionmodules/denoiser.py b/sgm/modules/diffusionmodules/denoiser.py deleted file mode 100644 index 4651e7d..0000000 --- a/sgm/modules/diffusionmodules/denoiser.py +++ /dev/null @@ -1,63 +0,0 @@ -import torch.nn as nn - -from ...util import append_dims, instantiate_from_config - - -class Denoiser(nn.Module): - def __init__(self, weighting_config, scaling_config): - super().__init__() - - self.weighting = instantiate_from_config(weighting_config) - self.scaling = instantiate_from_config(scaling_config) - - def possibly_quantize_sigma(self, sigma): - return sigma - - def possibly_quantize_c_noise(self, c_noise): - return c_noise - - def w(self, sigma): - return self.weighting(sigma) - - def __call__(self, network, input, sigma, cond): - sigma = self.possibly_quantize_sigma(sigma) - sigma_shape = sigma.shape - sigma = append_dims(sigma, input.ndim) - c_skip, c_out, c_in, c_noise = self.scaling(sigma) - c_noise = self.possibly_quantize_c_noise(c_noise.reshape(sigma_shape)) - return network(input * c_in, c_noise, cond) * c_out + input * c_skip - - -class DiscreteDenoiser(Denoiser): - def __init__( - self, - weighting_config, - scaling_config, - num_idx, - discretization_config, - do_append_zero=False, - quantize_c_noise=True, - flip=True, - ): - super().__init__(weighting_config, scaling_config) - sigmas = instantiate_from_config(discretization_config)( - num_idx, do_append_zero=do_append_zero, flip=flip - ) - self.register_buffer("sigmas", sigmas) - self.quantize_c_noise = quantize_c_noise - - def sigma_to_idx(self, sigma): - dists = sigma - self.sigmas[:, None] - return dists.abs().argmin(dim=0).view(sigma.shape) - - def idx_to_sigma(self, idx): - return self.sigmas[idx] - - def possibly_quantize_sigma(self, sigma): - return self.idx_to_sigma(self.sigma_to_idx(sigma)) - - def possibly_quantize_c_noise(self, c_noise): - if self.quantize_c_noise: - return self.sigma_to_idx(c_noise) - else: - return c_noise diff --git a/sgm/modules/diffusionmodules/denoiser_scaling.py b/sgm/modules/diffusionmodules/denoiser_scaling.py deleted file mode 100644 index f8a2ac6..0000000 --- a/sgm/modules/diffusionmodules/denoiser_scaling.py +++ /dev/null @@ -1,31 +0,0 @@ -import torch - - -class EDMScaling: - def __init__(self, sigma_data=0.5): - self.sigma_data = sigma_data - - def __call__(self, sigma): - c_skip = self.sigma_data**2 / (sigma**2 + self.sigma_data**2) - c_out = sigma * self.sigma_data / (sigma**2 + self.sigma_data**2) ** 0.5 - c_in = 1 / (sigma**2 + self.sigma_data**2) ** 0.5 - c_noise = 0.25 * sigma.log() - return c_skip, c_out, c_in, c_noise - - -class EpsScaling: - def __call__(self, sigma): - c_skip = torch.ones_like(sigma, device=sigma.device) - c_out = -sigma - c_in = 1 / (sigma**2 + 1.0) ** 0.5 - c_noise = sigma.clone() - return c_skip, c_out, c_in, c_noise - - -class VScaling: - def __call__(self, sigma): - c_skip = 1.0 / (sigma**2 + 1.0) - c_out = -sigma / (sigma**2 + 1.0) ** 0.5 - c_in = 1.0 / (sigma**2 + 1.0) ** 0.5 - c_noise = sigma.clone() - return c_skip, c_out, c_in, c_noise diff --git a/sgm/modules/diffusionmodules/denoiser_weighting.py b/sgm/modules/diffusionmodules/denoiser_weighting.py deleted file mode 100644 index b8b03ca..0000000 --- a/sgm/modules/diffusionmodules/denoiser_weighting.py +++ /dev/null @@ -1,24 +0,0 @@ -import torch - - -class UnitWeighting: - def __call__(self, sigma): - return torch.ones_like(sigma, device=sigma.device) - - -class EDMWeighting: - def __init__(self, sigma_data=0.5): - self.sigma_data = sigma_data - - def __call__(self, sigma): - return (sigma**2 + self.sigma_data**2) / (sigma * self.sigma_data) ** 2 - - -class VWeighting(EDMWeighting): - def __init__(self): - super().__init__(sigma_data=1.0) - - -class EpsWeighting: - def __call__(self, sigma): - return sigma**-2.0 diff --git a/sgm/modules/diffusionmodules/discretizer.py b/sgm/modules/diffusionmodules/discretizer.py deleted file mode 100644 index 4135ac9..0000000 --- a/sgm/modules/diffusionmodules/discretizer.py +++ /dev/null @@ -1,69 +0,0 @@ -from abc import abstractmethod -from functools import partial - -import numpy as np -import torch - -from ...modules.diffusionmodules.util import make_beta_schedule -from ...util import append_zero - - -def generate_roughly_equally_spaced_steps( - num_substeps: int, max_step: int -) -> np.ndarray: - return np.linspace(max_step - 1, 0, num_substeps, endpoint=False).astype(int)[::-1] - - -class Discretization: - def __call__(self, n, do_append_zero=True, device="cpu", flip=False): - sigmas = self.get_sigmas(n, device=device) - sigmas = append_zero(sigmas) if do_append_zero else sigmas - return sigmas if not flip else torch.flip(sigmas, (0,)) - - @abstractmethod - def get_sigmas(self, n, device): - pass - - -class EDMDiscretization(Discretization): - def __init__(self, sigma_min=0.02, sigma_max=80.0, rho=7.0): - self.sigma_min = sigma_min - self.sigma_max = sigma_max - self.rho = rho - - def get_sigmas(self, n, device="cpu"): - ramp = torch.linspace(0, 1, n, device=device) - min_inv_rho = self.sigma_min ** (1 / self.rho) - max_inv_rho = self.sigma_max ** (1 / self.rho) - sigmas = (max_inv_rho + ramp * (min_inv_rho - max_inv_rho)) ** self.rho - return sigmas - - -class LegacyDDPMDiscretization(Discretization): - def __init__( - self, - linear_start=0.00085, - linear_end=0.0120, - num_timesteps=1000, - ): - super().__init__() - self.num_timesteps = num_timesteps - betas = make_beta_schedule( - "linear", num_timesteps, linear_start=linear_start, linear_end=linear_end - ) - alphas = 1.0 - betas - self.alphas_cumprod = np.cumprod(alphas, axis=0) - self.to_torch = partial(torch.tensor, dtype=torch.float32) - - def get_sigmas(self, n, device="cpu"): - if n < self.num_timesteps: - timesteps = generate_roughly_equally_spaced_steps(n, self.num_timesteps) - alphas_cumprod = self.alphas_cumprod[timesteps] - elif n == self.num_timesteps: - alphas_cumprod = self.alphas_cumprod - else: - raise ValueError - - to_torch = partial(torch.tensor, dtype=torch.float32, device=device) - sigmas = to_torch((1 - alphas_cumprod) / alphas_cumprod) ** 0.5 - return torch.flip(sigmas, (0,)) diff --git a/sgm/modules/diffusionmodules/guiders.py b/sgm/modules/diffusionmodules/guiders.py deleted file mode 100644 index 7d33361..0000000 --- a/sgm/modules/diffusionmodules/guiders.py +++ /dev/null @@ -1,53 +0,0 @@ -from functools import partial - -import torch - -from ...util import default, instantiate_from_config - - -class VanillaCFG: - """ - implements parallelized CFG - """ - - def __init__(self, scale, dyn_thresh_config=None): - scale_schedule = lambda scale, sigma: scale # independent of step - self.scale_schedule = partial(scale_schedule, scale) - self.dyn_thresh = instantiate_from_config( - default( - dyn_thresh_config, - { - "target": "sgm.modules.diffusionmodules.sampling_utils.NoDynamicThresholding" - }, - ) - ) - - def __call__(self, x, sigma): - x_u, x_c = x.chunk(2) - scale_value = self.scale_schedule(sigma) - x_pred = self.dyn_thresh(x_u, x_c, scale_value) - return x_pred - - def prepare_inputs(self, x, s, c, uc): - c_out = dict() - - for k in c: - if k in ["vector", "crossattn", "concat"]: - c_out[k] = torch.cat((uc[k], c[k]), 0) - else: - assert c[k] == uc[k] - c_out[k] = c[k] - return torch.cat([x] * 2), torch.cat([s] * 2), c_out - - -class IdentityGuider: - def __call__(self, x, sigma): - return x - - def prepare_inputs(self, x, s, c, uc): - c_out = dict() - - for k in c: - c_out[k] = c[k] - - return x, s, c_out diff --git a/sgm/modules/diffusionmodules/loss.py b/sgm/modules/diffusionmodules/loss.py deleted file mode 100644 index 508230c..0000000 --- a/sgm/modules/diffusionmodules/loss.py +++ /dev/null @@ -1,69 +0,0 @@ -from typing import List, Optional, Union - -import torch -import torch.nn as nn -from omegaconf import ListConfig - -from ...util import append_dims, instantiate_from_config -from ...modules.autoencoding.lpips.loss.lpips import LPIPS - - -class StandardDiffusionLoss(nn.Module): - def __init__( - self, - sigma_sampler_config, - type="l2", - offset_noise_level=0.0, - batch2model_keys: Optional[Union[str, List[str], ListConfig]] = None, - ): - super().__init__() - - assert type in ["l2", "l1", "lpips"] - - self.sigma_sampler = instantiate_from_config(sigma_sampler_config) - - self.type = type - self.offset_noise_level = offset_noise_level - - if type == "lpips": - self.lpips = LPIPS().eval() - - if not batch2model_keys: - batch2model_keys = [] - - if isinstance(batch2model_keys, str): - batch2model_keys = [batch2model_keys] - - self.batch2model_keys = set(batch2model_keys) - - def __call__(self, network, denoiser, conditioner, input, batch): - cond = conditioner(batch) - additional_model_inputs = { - key: batch[key] for key in self.batch2model_keys.intersection(batch) - } - - sigmas = self.sigma_sampler(input.shape[0]).to(input.device) - noise = torch.randn_like(input) - if self.offset_noise_level > 0.0: - noise = noise + self.offset_noise_level * append_dims( - torch.randn(input.shape[0], device=input.device), input.ndim - ) - noised_input = input + noise * append_dims(sigmas, input.ndim) - model_output = denoiser( - network, noised_input, sigmas, cond, **additional_model_inputs - ) - w = append_dims(denoiser.w(sigmas), input.ndim) - return self.get_loss(model_output, input, w) - - def get_loss(self, model_output, target, w): - if self.type == "l2": - return torch.mean( - (w * (model_output - target) ** 2).reshape(target.shape[0], -1), 1 - ) - elif self.type == "l1": - return torch.mean( - (w * (model_output - target).abs()).reshape(target.shape[0], -1), 1 - ) - elif self.type == "lpips": - loss = self.lpips(model_output, target).reshape(-1) - return loss diff --git a/sgm/modules/diffusionmodules/model.py b/sgm/modules/diffusionmodules/model.py deleted file mode 100644 index 26efd07..0000000 --- a/sgm/modules/diffusionmodules/model.py +++ /dev/null @@ -1,743 +0,0 @@ -# pytorch_diffusion + derived encoder decoder -import math -from typing import Any, Callable, Optional - -import numpy as np -import torch -import torch.nn as nn -from einops import rearrange -from packaging import version - -try: - import xformers - import xformers.ops - - XFORMERS_IS_AVAILABLE = True -except: - XFORMERS_IS_AVAILABLE = False - print("no module 'xformers'. Processing without...") - -from ...modules.attention import LinearAttention, MemoryEfficientCrossAttention - - -def get_timestep_embedding(timesteps, embedding_dim): - """ - This matches the implementation in Denoising Diffusion Probabilistic Models: - From Fairseq. - Build sinusoidal embeddings. - This matches the implementation in tensor2tensor, but differs slightly - from the description in Section 3.5 of "Attention Is All You Need". - """ - assert len(timesteps.shape) == 1 - - half_dim = embedding_dim // 2 - emb = math.log(10000) / (half_dim - 1) - emb = torch.exp(torch.arange(half_dim, dtype=torch.float32) * -emb) - emb = emb.to(device=timesteps.device) - emb = timesteps.float()[:, None] * emb[None, :] - emb = torch.cat([torch.sin(emb), torch.cos(emb)], dim=1) - if embedding_dim % 2 == 1: # zero pad - emb = torch.nn.functional.pad(emb, (0, 1, 0, 0)) - return emb - - -def nonlinearity(x): - # swish - return x * torch.sigmoid(x) - - -def Normalize(in_channels, num_groups=32): - return torch.nn.GroupNorm( - num_groups=num_groups, num_channels=in_channels, eps=1e-6, affine=True - ) - - -class Upsample(nn.Module): - def __init__(self, in_channels, with_conv): - super().__init__() - self.with_conv = with_conv - if self.with_conv: - self.conv = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=3, stride=1, padding=1 - ) - - def forward(self, x): - x = torch.nn.functional.interpolate(x, scale_factor=2.0, mode="nearest") - if self.with_conv: - x = self.conv(x) - return x - - -class Downsample(nn.Module): - def __init__(self, in_channels, with_conv): - super().__init__() - self.with_conv = with_conv - if self.with_conv: - # no asymmetric padding in torch conv, must do it ourselves - self.conv = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=3, stride=2, padding=0 - ) - - def forward(self, x): - if self.with_conv: - pad = (0, 1, 0, 1) - x = torch.nn.functional.pad(x, pad, mode="constant", value=0) - x = self.conv(x) - else: - x = torch.nn.functional.avg_pool2d(x, kernel_size=2, stride=2) - return x - - -class ResnetBlock(nn.Module): - def __init__( - self, - *, - in_channels, - out_channels=None, - conv_shortcut=False, - dropout, - temb_channels=512, - ): - super().__init__() - self.in_channels = in_channels - out_channels = in_channels if out_channels is None else out_channels - self.out_channels = out_channels - self.use_conv_shortcut = conv_shortcut - - self.norm1 = Normalize(in_channels) - self.conv1 = torch.nn.Conv2d( - in_channels, out_channels, kernel_size=3, stride=1, padding=1 - ) - if temb_channels > 0: - self.temb_proj = torch.nn.Linear(temb_channels, out_channels) - self.norm2 = Normalize(out_channels) - self.dropout = torch.nn.Dropout(dropout) - self.conv2 = torch.nn.Conv2d( - out_channels, out_channels, kernel_size=3, stride=1, padding=1 - ) - if self.in_channels != self.out_channels: - if self.use_conv_shortcut: - self.conv_shortcut = torch.nn.Conv2d( - in_channels, out_channels, kernel_size=3, stride=1, padding=1 - ) - else: - self.nin_shortcut = torch.nn.Conv2d( - in_channels, out_channels, kernel_size=1, stride=1, padding=0 - ) - - def forward(self, x, temb): - h = x - h = self.norm1(h) - h = nonlinearity(h) - h = self.conv1(h) - - if temb is not None: - h = h + self.temb_proj(nonlinearity(temb))[:, :, None, None] - - h = self.norm2(h) - h = nonlinearity(h) - h = self.dropout(h) - h = self.conv2(h) - - if self.in_channels != self.out_channels: - if self.use_conv_shortcut: - x = self.conv_shortcut(x) - else: - x = self.nin_shortcut(x) - - return x + h - - -class LinAttnBlock(LinearAttention): - """to match AttnBlock usage""" - - def __init__(self, in_channels): - super().__init__(dim=in_channels, heads=1, dim_head=in_channels) - - -class AttnBlock(nn.Module): - def __init__(self, in_channels): - super().__init__() - self.in_channels = in_channels - - self.norm = Normalize(in_channels) - self.q = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.k = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.v = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.proj_out = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - - def attention(self, h_: torch.Tensor) -> torch.Tensor: - h_ = self.norm(h_) - q = self.q(h_) - k = self.k(h_) - v = self.v(h_) - - b, c, h, w = q.shape - q, k, v = map( - lambda x: rearrange(x, "b c h w -> b 1 (h w) c").contiguous(), (q, k, v) - ) - h_ = torch.nn.functional.scaled_dot_product_attention( - q, k, v - ) # scale is dim ** -0.5 per default - # compute attention - - return rearrange(h_, "b 1 (h w) c -> b c h w", h=h, w=w, c=c, b=b) - - def forward(self, x, **kwargs): - h_ = x - h_ = self.attention(h_) - h_ = self.proj_out(h_) - return x + h_ - - -class MemoryEfficientAttnBlock(nn.Module): - """ - Uses xformers efficient implementation, - see https://github.com/MatthieuTPHR/diffusers/blob/d80b531ff8060ec1ea982b65a1b8df70f73aa67c/src/diffusers/models/attention.py#L223 - Note: this is a single-head self-attention operation - """ - - # - def __init__(self, in_channels): - super().__init__() - self.in_channels = in_channels - - self.norm = Normalize(in_channels) - self.q = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.k = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.v = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.proj_out = torch.nn.Conv2d( - in_channels, in_channels, kernel_size=1, stride=1, padding=0 - ) - self.attention_op: Optional[Any] = None - - def attention(self, h_: torch.Tensor) -> torch.Tensor: - h_ = self.norm(h_) - q = self.q(h_) - k = self.k(h_) - v = self.v(h_) - - # compute attention - B, C, H, W = q.shape - q, k, v = map(lambda x: rearrange(x, "b c h w -> b (h w) c"), (q, k, v)) - - q, k, v = map( - lambda t: t.unsqueeze(3) - .reshape(B, t.shape[1], 1, C) - .permute(0, 2, 1, 3) - .reshape(B * 1, t.shape[1], C) - .contiguous(), - (q, k, v), - ) - out = xformers.ops.memory_efficient_attention( - q, k, v, attn_bias=None, op=self.attention_op - ) - - out = ( - out.unsqueeze(0) - .reshape(B, 1, out.shape[1], C) - .permute(0, 2, 1, 3) - .reshape(B, out.shape[1], C) - ) - return rearrange(out, "b (h w) c -> b c h w", b=B, h=H, w=W, c=C) - - def forward(self, x, **kwargs): - h_ = x - h_ = self.attention(h_) - h_ = self.proj_out(h_) - return x + h_ - - -class MemoryEfficientCrossAttentionWrapper(MemoryEfficientCrossAttention): - def forward(self, x, context=None, mask=None, **unused_kwargs): - b, c, h, w = x.shape - x = rearrange(x, "b c h w -> b (h w) c") - out = super().forward(x, context=context, mask=mask) - out = rearrange(out, "b (h w) c -> b c h w", h=h, w=w, c=c) - return x + out - - -def make_attn(in_channels, attn_type="vanilla", attn_kwargs=None): - assert attn_type in [ - "vanilla", - "vanilla-xformers", - "memory-efficient-cross-attn", - "linear", - "none", - ], f"attn_type {attn_type} unknown" - if ( - version.parse(torch.__version__) < version.parse("2.0.0") - and attn_type != "none" - ): - assert XFORMERS_IS_AVAILABLE, ( - f"We do not support vanilla attention in {torch.__version__} anymore, " - f"as it is too expensive. Please install xformers via e.g. 'pip install xformers==0.0.16'" - ) - attn_type = "vanilla-xformers" - print(f"making attention of type '{attn_type}' with {in_channels} in_channels") - if attn_type == "vanilla": - assert attn_kwargs is None - return AttnBlock(in_channels) - elif attn_type == "vanilla-xformers": - print(f"building MemoryEfficientAttnBlock with {in_channels} in_channels...") - return MemoryEfficientAttnBlock(in_channels) - elif type == "memory-efficient-cross-attn": - attn_kwargs["query_dim"] = in_channels - return MemoryEfficientCrossAttentionWrapper(**attn_kwargs) - elif attn_type == "none": - return nn.Identity(in_channels) - else: - return LinAttnBlock(in_channels) - - -class Model(nn.Module): - def __init__( - self, - *, - ch, - out_ch, - ch_mult=(1, 2, 4, 8), - num_res_blocks, - attn_resolutions, - dropout=0.0, - resamp_with_conv=True, - in_channels, - resolution, - use_timestep=True, - use_linear_attn=False, - attn_type="vanilla", - ): - super().__init__() - if use_linear_attn: - attn_type = "linear" - self.ch = ch - self.temb_ch = self.ch * 4 - self.num_resolutions = len(ch_mult) - self.num_res_blocks = num_res_blocks - self.resolution = resolution - self.in_channels = in_channels - - self.use_timestep = use_timestep - if self.use_timestep: - # timestep embedding - self.temb = nn.Module() - self.temb.dense = nn.ModuleList( - [ - torch.nn.Linear(self.ch, self.temb_ch), - torch.nn.Linear(self.temb_ch, self.temb_ch), - ] - ) - - # downsampling - self.conv_in = torch.nn.Conv2d( - in_channels, self.ch, kernel_size=3, stride=1, padding=1 - ) - - curr_res = resolution - in_ch_mult = (1,) + tuple(ch_mult) - self.down = nn.ModuleList() - for i_level in range(self.num_resolutions): - block = nn.ModuleList() - attn = nn.ModuleList() - block_in = ch * in_ch_mult[i_level] - block_out = ch * ch_mult[i_level] - for i_block in range(self.num_res_blocks): - block.append( - ResnetBlock( - in_channels=block_in, - out_channels=block_out, - temb_channels=self.temb_ch, - dropout=dropout, - ) - ) - block_in = block_out - if curr_res in attn_resolutions: - attn.append(make_attn(block_in, attn_type=attn_type)) - down = nn.Module() - down.block = block - down.attn = attn - if i_level != self.num_resolutions - 1: - down.downsample = Downsample(block_in, resamp_with_conv) - curr_res = curr_res // 2 - self.down.append(down) - - # middle - self.mid = nn.Module() - self.mid.block_1 = ResnetBlock( - in_channels=block_in, - out_channels=block_in, - temb_channels=self.temb_ch, - dropout=dropout, - ) - self.mid.attn_1 = make_attn(block_in, attn_type=attn_type) - self.mid.block_2 = ResnetBlock( - in_channels=block_in, - out_channels=block_in, - temb_channels=self.temb_ch, - dropout=dropout, - ) - - # upsampling - self.up = nn.ModuleList() - for i_level in reversed(range(self.num_resolutions)): - block = nn.ModuleList() - attn = nn.ModuleList() - block_out = ch * ch_mult[i_level] - skip_in = ch * ch_mult[i_level] - for i_block in range(self.num_res_blocks + 1): - if i_block == self.num_res_blocks: - skip_in = ch * in_ch_mult[i_level] - block.append( - ResnetBlock( - in_channels=block_in + skip_in, - out_channels=block_out, - temb_channels=self.temb_ch, - dropout=dropout, - ) - ) - block_in = block_out - if curr_res in attn_resolutions: - attn.append(make_attn(block_in, attn_type=attn_type)) - up = nn.Module() - up.block = block - up.attn = attn - if i_level != 0: - up.upsample = Upsample(block_in, resamp_with_conv) - curr_res = curr_res * 2 - self.up.insert(0, up) # prepend to get consistent order - - # end - self.norm_out = Normalize(block_in) - self.conv_out = torch.nn.Conv2d( - block_in, out_ch, kernel_size=3, stride=1, padding=1 - ) - - def forward(self, x, t=None, context=None): - # assert x.shape[2] == x.shape[3] == self.resolution - if context is not None: - # assume aligned context, cat along channel axis - x = torch.cat((x, context), dim=1) - if self.use_timestep: - # timestep embedding - assert t is not None - temb = get_timestep_embedding(t, self.ch) - temb = self.temb.dense[0](temb) - temb = nonlinearity(temb) - temb = self.temb.dense[1](temb) - else: - temb = None - - # downsampling - hs = [self.conv_in(x)] - for i_level in range(self.num_resolutions): - for i_block in range(self.num_res_blocks): - h = self.down[i_level].block[i_block](hs[-1], temb) - if len(self.down[i_level].attn) > 0: - h = self.down[i_level].attn[i_block](h) - hs.append(h) - if i_level != self.num_resolutions - 1: - hs.append(self.down[i_level].downsample(hs[-1])) - - # middle - h = hs[-1] - h = self.mid.block_1(h, temb) - h = self.mid.attn_1(h) - h = self.mid.block_2(h, temb) - - # upsampling - for i_level in reversed(range(self.num_resolutions)): - for i_block in range(self.num_res_blocks + 1): - h = self.up[i_level].block[i_block]( - torch.cat([h, hs.pop()], dim=1), temb - ) - if len(self.up[i_level].attn) > 0: - h = self.up[i_level].attn[i_block](h) - if i_level != 0: - h = self.up[i_level].upsample(h) - - # end - h = self.norm_out(h) - h = nonlinearity(h) - h = self.conv_out(h) - return h - - def get_last_layer(self): - return self.conv_out.weight - - -class Encoder(nn.Module): - def __init__( - self, - *, - ch, - out_ch, - ch_mult=(1, 2, 4, 8), - num_res_blocks, - attn_resolutions, - dropout=0.0, - resamp_with_conv=True, - in_channels, - resolution, - z_channels, - double_z=True, - use_linear_attn=False, - attn_type="vanilla", - **ignore_kwargs, - ): - super().__init__() - if use_linear_attn: - attn_type = "linear" - self.ch = ch - self.temb_ch = 0 - self.num_resolutions = len(ch_mult) - self.num_res_blocks = num_res_blocks - self.resolution = resolution - self.in_channels = in_channels - - # downsampling - self.conv_in = torch.nn.Conv2d( - in_channels, self.ch, kernel_size=3, stride=1, padding=1 - ) - - curr_res = resolution - in_ch_mult = (1,) + tuple(ch_mult) - self.in_ch_mult = in_ch_mult - self.down = nn.ModuleList() - for i_level in range(self.num_resolutions): - block = nn.ModuleList() - attn = nn.ModuleList() - block_in = ch * in_ch_mult[i_level] - block_out = ch * ch_mult[i_level] - for i_block in range(self.num_res_blocks): - block.append( - ResnetBlock( - in_channels=block_in, - out_channels=block_out, - temb_channels=self.temb_ch, - dropout=dropout, - ) - ) - block_in = block_out - if curr_res in attn_resolutions: - attn.append(make_attn(block_in, attn_type=attn_type)) - down = nn.Module() - down.block = block - down.attn = attn - if i_level != self.num_resolutions - 1: - down.downsample = Downsample(block_in, resamp_with_conv) - curr_res = curr_res // 2 - self.down.append(down) - - # middle - self.mid = nn.Module() - self.mid.block_1 = ResnetBlock( - in_channels=block_in, - out_channels=block_in, - temb_channels=self.temb_ch, - dropout=dropout, - ) - self.mid.attn_1 = make_attn(block_in, attn_type=attn_type) - self.mid.block_2 = ResnetBlock( - in_channels=block_in, - out_channels=block_in, - temb_channels=self.temb_ch, - dropout=dropout, - ) - - # end - self.norm_out = Normalize(block_in) - self.conv_out = torch.nn.Conv2d( - block_in, - 2 * z_channels if double_z else z_channels, - kernel_size=3, - stride=1, - padding=1, - ) - - def forward(self, x): - # timestep embedding - temb = None - - # downsampling - hs = [self.conv_in(x)] - for i_level in range(self.num_resolutions): - for i_block in range(self.num_res_blocks): - h = self.down[i_level].block[i_block](hs[-1], temb) - if len(self.down[i_level].attn) > 0: - h = self.down[i_level].attn[i_block](h) - hs.append(h) - if i_level != self.num_resolutions - 1: - hs.append(self.down[i_level].downsample(hs[-1])) - - # middle - h = hs[-1] - h = self.mid.block_1(h, temb) - h = self.mid.attn_1(h) - h = self.mid.block_2(h, temb) - - # end - h = self.norm_out(h) - h = nonlinearity(h) - h = self.conv_out(h) - return h - - -class Decoder(nn.Module): - def __init__( - self, - *, - ch, - out_ch, - ch_mult=(1, 2, 4, 8), - num_res_blocks, - attn_resolutions, - dropout=0.0, - resamp_with_conv=True, - in_channels, - resolution, - z_channels, - give_pre_end=False, - tanh_out=False, - use_linear_attn=False, - attn_type="vanilla", - **ignorekwargs, - ): - super().__init__() - if use_linear_attn: - attn_type = "linear" - self.ch = ch - self.temb_ch = 0 - self.num_resolutions = len(ch_mult) - self.num_res_blocks = num_res_blocks - self.resolution = resolution - self.in_channels = in_channels - self.give_pre_end = give_pre_end - self.tanh_out = tanh_out - - # compute in_ch_mult, block_in and curr_res at lowest res - in_ch_mult = (1,) + tuple(ch_mult) - block_in = ch * ch_mult[self.num_resolutions - 1] - curr_res = resolution // 2 ** (self.num_resolutions - 1) - self.z_shape = (1, z_channels, curr_res, curr_res) - print( - "Working with z of shape {} = {} dimensions.".format( - self.z_shape, np.prod(self.z_shape) - ) - ) - - make_attn_cls = self._make_attn() - make_resblock_cls = self._make_resblock() - make_conv_cls = self._make_conv() - # z to block_in - self.conv_in = torch.nn.Conv2d( - z_channels, block_in, kernel_size=3, stride=1, padding=1 - ) - - # middle - self.mid = nn.Module() - self.mid.block_1 = make_resblock_cls( - in_channels=block_in, - out_channels=block_in, - temb_channels=self.temb_ch, - dropout=dropout, - ) - self.mid.attn_1 = make_attn_cls(block_in, attn_type=attn_type) - self.mid.block_2 = make_resblock_cls( - in_channels=block_in, - out_channels=block_in, - temb_channels=self.temb_ch, - dropout=dropout, - ) - - # upsampling - self.up = nn.ModuleList() - for i_level in reversed(range(self.num_resolutions)): - block = nn.ModuleList() - attn = nn.ModuleList() - block_out = ch * ch_mult[i_level] - for i_block in range(self.num_res_blocks + 1): - block.append( - make_resblock_cls( - in_channels=block_in, - out_channels=block_out, - temb_channels=self.temb_ch, - dropout=dropout, - ) - ) - block_in = block_out - if curr_res in attn_resolutions: - attn.append(make_attn_cls(block_in, attn_type=attn_type)) - up = nn.Module() - up.block = block - up.attn = attn - if i_level != 0: - up.upsample = Upsample(block_in, resamp_with_conv) - curr_res = curr_res * 2 - self.up.insert(0, up) # prepend to get consistent order - - # end - self.norm_out = Normalize(block_in) - self.conv_out = make_conv_cls( - block_in, out_ch, kernel_size=3, stride=1, padding=1 - ) - - def _make_attn(self) -> Callable: - return make_attn - - def _make_resblock(self) -> Callable: - return ResnetBlock - - def _make_conv(self) -> Callable: - return torch.nn.Conv2d - - def get_last_layer(self, **kwargs): - return self.conv_out.weight - - def forward(self, z, **kwargs): - # assert z.shape[1:] == self.z_shape[1:] - self.last_z_shape = z.shape - - # timestep embedding - temb = None - - # z to block_in - h = self.conv_in(z) - - # middle - h = self.mid.block_1(h, temb, **kwargs) - h = self.mid.attn_1(h, **kwargs) - h = self.mid.block_2(h, temb, **kwargs) - - # upsampling - for i_level in reversed(range(self.num_resolutions)): - for i_block in range(self.num_res_blocks + 1): - h = self.up[i_level].block[i_block](h, temb, **kwargs) - if len(self.up[i_level].attn) > 0: - h = self.up[i_level].attn[i_block](h, **kwargs) - if i_level != 0: - h = self.up[i_level].upsample(h) - - # end - if self.give_pre_end: - return h - - h = self.norm_out(h) - h = nonlinearity(h) - h = self.conv_out(h, **kwargs) - if self.tanh_out: - h = torch.tanh(h) - return h diff --git a/sgm/modules/diffusionmodules/openaimodel.py b/sgm/modules/diffusionmodules/openaimodel.py deleted file mode 100644 index 1e81752..0000000 --- a/sgm/modules/diffusionmodules/openaimodel.py +++ /dev/null @@ -1,1262 +0,0 @@ -import math -from abc import abstractmethod -from functools import partial -from typing import Iterable - -import numpy as np -import torch as th -import torch.nn as nn -import torch.nn.functional as F -from einops import rearrange - -from ...modules.attention import SpatialTransformer -from ...modules.diffusionmodules.util import ( - avg_pool_nd, - checkpoint, - conv_nd, - linear, - normalization, - timestep_embedding, - zero_module, -) -from ...util import default, exists - - -# dummy replace -def convert_module_to_f16(x): - pass - - -def convert_module_to_f32(x): - pass - - -## go -class AttentionPool2d(nn.Module): - """ - Adapted from CLIP: https://github.com/openai/CLIP/blob/main/clip/model.py - """ - - def __init__( - self, - spacial_dim: int, - embed_dim: int, - num_heads_channels: int, - output_dim: int = None, - ): - super().__init__() - self.positional_embedding = nn.Parameter( - th.randn(embed_dim, spacial_dim**2 + 1) / embed_dim**0.5 - ) - self.qkv_proj = conv_nd(1, embed_dim, 3 * embed_dim, 1) - self.c_proj = conv_nd(1, embed_dim, output_dim or embed_dim, 1) - self.num_heads = embed_dim // num_heads_channels - self.attention = QKVAttention(self.num_heads) - - def forward(self, x): - b, c, *_spatial = x.shape - x = x.reshape(b, c, -1) # NC(HW) - x = th.cat([x.mean(dim=-1, keepdim=True), x], dim=-1) # NC(HW+1) - x = x + self.positional_embedding[None, :, :].to(x.dtype) # NC(HW+1) - x = self.qkv_proj(x) - x = self.attention(x) - x = self.c_proj(x) - return x[:, :, 0] - - -class TimestepBlock(nn.Module): - """ - Any module where forward() takes timestep embeddings as a second argument. - """ - - @abstractmethod - def forward(self, x, emb): - """ - Apply the module to `x` given `emb` timestep embeddings. - """ - - -class TimestepEmbedSequential(nn.Sequential, TimestepBlock): - """ - A sequential module that passes timestep embeddings to the children that - support it as an extra input. - """ - - def forward( - self, - x, - emb, - context=None, - skip_time_mix=False, - time_context=None, - num_video_frames=None, - time_context_cat=None, - use_crossframe_attention_in_spatial_layers=False, - ): - for layer in self: - if isinstance(layer, TimestepBlock): - x = layer(x, emb) - elif isinstance(layer, SpatialTransformer): - x = layer(x, context) - else: - x = layer(x) - return x - - -class Upsample(nn.Module): - """ - An upsampling layer with an optional convolution. - :param channels: channels in the inputs and outputs. - :param use_conv: a bool determining if a convolution is applied. - :param dims: determines if the signal is 1D, 2D, or 3D. If 3D, then - upsampling occurs in the inner-two dimensions. - """ - - def __init__( - self, channels, use_conv, dims=2, out_channels=None, padding=1, third_up=False - ): - super().__init__() - self.channels = channels - self.out_channels = out_channels or channels - self.use_conv = use_conv - self.dims = dims - self.third_up = third_up - if use_conv: - self.conv = conv_nd( - dims, self.channels, self.out_channels, 3, padding=padding - ) - - def forward(self, x): - assert x.shape[1] == self.channels - if self.dims == 3: - t_factor = 1 if not self.third_up else 2 - x = F.interpolate( - x, - (t_factor * x.shape[2], x.shape[3] * 2, x.shape[4] * 2), - mode="nearest", - ) - else: - x = F.interpolate(x, scale_factor=2, mode="nearest") - if self.use_conv: - x = self.conv(x) - return x - - -class TransposedUpsample(nn.Module): - "Learned 2x upsampling without padding" - - def __init__(self, channels, out_channels=None, ks=5): - super().__init__() - self.channels = channels - self.out_channels = out_channels or channels - - self.up = nn.ConvTranspose2d( - self.channels, self.out_channels, kernel_size=ks, stride=2 - ) - - def forward(self, x): - return self.up(x) - - -class Downsample(nn.Module): - """ - A downsampling layer with an optional convolution. - :param channels: channels in the inputs and outputs. - :param use_conv: a bool determining if a convolution is applied. - :param dims: determines if the signal is 1D, 2D, or 3D. If 3D, then - downsampling occurs in the inner-two dimensions. - """ - - def __init__( - self, channels, use_conv, dims=2, out_channels=None, padding=1, third_down=False - ): - super().__init__() - self.channels = channels - self.out_channels = out_channels or channels - self.use_conv = use_conv - self.dims = dims - stride = 2 if dims != 3 else ((1, 2, 2) if not third_down else (2, 2, 2)) - if use_conv: - print(f"Building a Downsample layer with {dims} dims.") - print( - f" --> settings are: \n in-chn: {self.channels}, out-chn: {self.out_channels}, " - f"kernel-size: 3, stride: {stride}, padding: {padding}" - ) - if dims == 3: - print(f" --> Downsampling third axis (time): {third_down}") - self.op = conv_nd( - dims, - self.channels, - self.out_channels, - 3, - stride=stride, - padding=padding, - ) - else: - assert self.channels == self.out_channels - self.op = avg_pool_nd(dims, kernel_size=stride, stride=stride) - - def forward(self, x): - assert x.shape[1] == self.channels - return self.op(x) - - -class ResBlock(TimestepBlock): - """ - A residual block that can optionally change the number of channels. - :param channels: the number of input channels. - :param emb_channels: the number of timestep embedding channels. - :param dropout: the rate of dropout. - :param out_channels: if specified, the number of out channels. - :param use_conv: if True and out_channels is specified, use a spatial - convolution instead of a smaller 1x1 convolution to change the - channels in the skip connection. - :param dims: determines if the signal is 1D, 2D, or 3D. - :param use_checkpoint: if True, use gradient checkpointing on this module. - :param up: if True, use this block for upsampling. - :param down: if True, use this block for downsampling. - """ - - def __init__( - self, - channels, - emb_channels, - dropout, - out_channels=None, - use_conv=False, - use_scale_shift_norm=False, - dims=2, - use_checkpoint=False, - up=False, - down=False, - kernel_size=3, - exchange_temb_dims=False, - skip_t_emb=False, - ): - super().__init__() - self.channels = channels - self.emb_channels = emb_channels - self.dropout = dropout - self.out_channels = out_channels or channels - self.use_conv = use_conv - self.use_checkpoint = use_checkpoint - self.use_scale_shift_norm = use_scale_shift_norm - self.exchange_temb_dims = exchange_temb_dims - - if isinstance(kernel_size, Iterable): - padding = [k // 2 for k in kernel_size] - else: - padding = kernel_size // 2 - - self.in_layers = nn.Sequential( - normalization(channels), - nn.SiLU(), - conv_nd(dims, channels, self.out_channels, kernel_size, padding=padding), - ) - - self.updown = up or down - - if up: - self.h_upd = Upsample(channels, False, dims) - self.x_upd = Upsample(channels, False, dims) - elif down: - self.h_upd = Downsample(channels, False, dims) - self.x_upd = Downsample(channels, False, dims) - else: - self.h_upd = self.x_upd = nn.Identity() - - self.skip_t_emb = skip_t_emb - self.emb_out_channels = ( - 2 * self.out_channels if use_scale_shift_norm else self.out_channels - ) - if self.skip_t_emb: - print(f"Skipping timestep embedding in {self.__class__.__name__}") - assert not self.use_scale_shift_norm - self.emb_layers = None - self.exchange_temb_dims = False - else: - self.emb_layers = nn.Sequential( - nn.SiLU(), - linear( - emb_channels, - self.emb_out_channels, - ), - ) - - self.out_layers = nn.Sequential( - normalization(self.out_channels), - nn.SiLU(), - nn.Dropout(p=dropout), - zero_module( - conv_nd( - dims, - self.out_channels, - self.out_channels, - kernel_size, - padding=padding, - ) - ), - ) - - if self.out_channels == channels: - self.skip_connection = nn.Identity() - elif use_conv: - self.skip_connection = conv_nd( - dims, channels, self.out_channels, kernel_size, padding=padding - ) - else: - self.skip_connection = conv_nd(dims, channels, self.out_channels, 1) - - def forward(self, x, emb): - """ - Apply the block to a Tensor, conditioned on a timestep embedding. - :param x: an [N x C x ...] Tensor of features. - :param emb: an [N x emb_channels] Tensor of timestep embeddings. - :return: an [N x C x ...] Tensor of outputs. - """ - return checkpoint( - self._forward, (x, emb), self.parameters(), self.use_checkpoint - ) - - def _forward(self, x, emb): - if self.updown: - in_rest, in_conv = self.in_layers[:-1], self.in_layers[-1] - h = in_rest(x) - h = self.h_upd(h) - x = self.x_upd(x) - h = in_conv(h) - else: - h = self.in_layers(x) - - if self.skip_t_emb: - emb_out = th.zeros_like(h) - else: - emb_out = self.emb_layers(emb).type(h.dtype) - while len(emb_out.shape) < len(h.shape): - emb_out = emb_out[..., None] - if self.use_scale_shift_norm: - out_norm, out_rest = self.out_layers[0], self.out_layers[1:] - scale, shift = th.chunk(emb_out, 2, dim=1) - h = out_norm(h) * (1 + scale) + shift - h = out_rest(h) - else: - if self.exchange_temb_dims: - emb_out = rearrange(emb_out, "b t c ... -> b c t ...") - h = h + emb_out - h = self.out_layers(h) - return self.skip_connection(x) + h - - -class AttentionBlock(nn.Module): - """ - An attention block that allows spatial positions to attend to each other. - Originally ported from here, but adapted to the N-d case. - https://github.com/hojonathanho/diffusion/blob/1e0dceb3b3495bbe19116a5e1b3596cd0706c543/diffusion_tf/models/unet.py#L66. - """ - - def __init__( - self, - channels, - num_heads=1, - num_head_channels=-1, - use_checkpoint=False, - use_new_attention_order=False, - ): - super().__init__() - self.channels = channels - if num_head_channels == -1: - self.num_heads = num_heads - else: - assert ( - channels % num_head_channels == 0 - ), f"q,k,v channels {channels} is not divisible by num_head_channels {num_head_channels}" - self.num_heads = channels // num_head_channels - self.use_checkpoint = use_checkpoint - self.norm = normalization(channels) - self.qkv = conv_nd(1, channels, channels * 3, 1) - if use_new_attention_order: - # split qkv before split heads - self.attention = QKVAttention(self.num_heads) - else: - # split heads before split qkv - self.attention = QKVAttentionLegacy(self.num_heads) - - self.proj_out = zero_module(conv_nd(1, channels, channels, 1)) - - def forward(self, x, **kwargs): - # TODO add crossframe attention and use mixed checkpoint - return checkpoint( - self._forward, (x,), self.parameters(), True - ) # TODO: check checkpoint usage, is True # TODO: fix the .half call!!! - # return pt_checkpoint(self._forward, x) # pytorch - - def _forward(self, x): - b, c, *spatial = x.shape - x = x.reshape(b, c, -1) - qkv = self.qkv(self.norm(x)) - h = self.attention(qkv) - h = self.proj_out(h) - return (x + h).reshape(b, c, *spatial) - - -def count_flops_attn(model, _x, y): - """ - A counter for the `thop` package to count the operations in an - attention operation. - Meant to be used like: - macs, params = thop.profile( - model, - inputs=(inputs, timestamps), - custom_ops={QKVAttention: QKVAttention.count_flops}, - ) - """ - b, c, *spatial = y[0].shape - num_spatial = int(np.prod(spatial)) - # We perform two matmuls with the same number of ops. - # The first computes the weight matrix, the second computes - # the combination of the value vectors. - matmul_ops = 2 * b * (num_spatial**2) * c - model.total_ops += th.DoubleTensor([matmul_ops]) - - -class QKVAttentionLegacy(nn.Module): - """ - A module which performs QKV attention. Matches legacy QKVAttention + input/ouput heads shaping - """ - - def __init__(self, n_heads): - super().__init__() - self.n_heads = n_heads - - def forward(self, qkv): - """ - Apply QKV attention. - :param qkv: an [N x (H * 3 * C) x T] tensor of Qs, Ks, and Vs. - :return: an [N x (H * C) x T] tensor after attention. - """ - bs, width, length = qkv.shape - assert width % (3 * self.n_heads) == 0 - ch = width // (3 * self.n_heads) - q, k, v = qkv.reshape(bs * self.n_heads, ch * 3, length).split(ch, dim=1) - scale = 1 / math.sqrt(math.sqrt(ch)) - weight = th.einsum( - "bct,bcs->bts", q * scale, k * scale - ) # More stable with f16 than dividing afterwards - weight = th.softmax(weight.float(), dim=-1).type(weight.dtype) - a = th.einsum("bts,bcs->bct", weight, v) - return a.reshape(bs, -1, length) - - @staticmethod - def count_flops(model, _x, y): - return count_flops_attn(model, _x, y) - - -class QKVAttention(nn.Module): - """ - A module which performs QKV attention and splits in a different order. - """ - - def __init__(self, n_heads): - super().__init__() - self.n_heads = n_heads - - def forward(self, qkv): - """ - Apply QKV attention. - :param qkv: an [N x (3 * H * C) x T] tensor of Qs, Ks, and Vs. - :return: an [N x (H * C) x T] tensor after attention. - """ - bs, width, length = qkv.shape - assert width % (3 * self.n_heads) == 0 - ch = width // (3 * self.n_heads) - q, k, v = qkv.chunk(3, dim=1) - scale = 1 / math.sqrt(math.sqrt(ch)) - weight = th.einsum( - "bct,bcs->bts", - (q * scale).view(bs * self.n_heads, ch, length), - (k * scale).view(bs * self.n_heads, ch, length), - ) # More stable with f16 than dividing afterwards - weight = th.softmax(weight.float(), dim=-1).type(weight.dtype) - a = th.einsum("bts,bcs->bct", weight, v.reshape(bs * self.n_heads, ch, length)) - return a.reshape(bs, -1, length) - - @staticmethod - def count_flops(model, _x, y): - return count_flops_attn(model, _x, y) - - -class Timestep(nn.Module): - def __init__(self, dim): - super().__init__() - self.dim = dim - - def forward(self, t): - return timestep_embedding(t, self.dim) - - -class UNetModel(nn.Module): - """ - The full UNet model with attention and timestep embedding. - :param in_channels: channels in the input Tensor. - :param model_channels: base channel count for the model. - :param out_channels: channels in the output Tensor. - :param num_res_blocks: number of residual blocks per downsample. - :param attention_resolutions: a collection of downsample rates at which - attention will take place. May be a set, list, or tuple. - For example, if this contains 4, then at 4x downsampling, attention - will be used. - :param dropout: the dropout probability. - :param channel_mult: channel multiplier for each level of the UNet. - :param conv_resample: if True, use learned convolutions for upsampling and - downsampling. - :param dims: determines if the signal is 1D, 2D, or 3D. - :param num_classes: if specified (as an int), then this model will be - class-conditional with `num_classes` classes. - :param use_checkpoint: use gradient checkpointing to reduce memory usage. - :param num_heads: the number of attention heads in each attention layer. - :param num_heads_channels: if specified, ignore num_heads and instead use - a fixed channel width per attention head. - :param num_heads_upsample: works with num_heads to set a different number - of heads for upsampling. Deprecated. - :param use_scale_shift_norm: use a FiLM-like conditioning mechanism. - :param resblock_updown: use residual blocks for up/downsampling. - :param use_new_attention_order: use a different attention pattern for potentially - increased efficiency. - """ - - def __init__( - self, - in_channels, - model_channels, - out_channels, - num_res_blocks, - attention_resolutions, - dropout=0, - channel_mult=(1, 2, 4, 8), - conv_resample=True, - dims=2, - num_classes=None, - use_checkpoint=False, - use_fp16=False, - num_heads=-1, - num_head_channels=-1, - num_heads_upsample=-1, - use_scale_shift_norm=False, - resblock_updown=False, - use_new_attention_order=False, - use_spatial_transformer=False, # custom transformer support - transformer_depth=1, # custom transformer support - context_dim=None, # custom transformer support - n_embed=None, # custom support for prediction of discrete ids into codebook of first stage vq model - legacy=True, - disable_self_attentions=None, - num_attention_blocks=None, - disable_middle_self_attn=False, - use_linear_in_transformer=False, - spatial_transformer_attn_type="softmax", - adm_in_channels=None, - use_fairscale_checkpoint=False, - offload_to_cpu=False, - transformer_depth_middle=None, - ): - super().__init__() - from omegaconf.listconfig import ListConfig - - if use_spatial_transformer: - assert ( - context_dim is not None - ), "Fool!! You forgot to include the dimension of your cross-attention conditioning..." - - if context_dim is not None: - assert ( - use_spatial_transformer - ), "Fool!! You forgot to use the spatial transformer for your cross-attention conditioning..." - if type(context_dim) == ListConfig: - context_dim = list(context_dim) - - if num_heads_upsample == -1: - num_heads_upsample = num_heads - - if num_heads == -1: - assert ( - num_head_channels != -1 - ), "Either num_heads or num_head_channels has to be set" - - if num_head_channels == -1: - assert ( - num_heads != -1 - ), "Either num_heads or num_head_channels has to be set" - - self.in_channels = in_channels - self.model_channels = model_channels - self.out_channels = out_channels - if isinstance(transformer_depth, int): - transformer_depth = len(channel_mult) * [transformer_depth] - elif isinstance(transformer_depth, ListConfig): - transformer_depth = list(transformer_depth) - transformer_depth_middle = default( - transformer_depth_middle, transformer_depth[-1] - ) - - if isinstance(num_res_blocks, int): - self.num_res_blocks = len(channel_mult) * [num_res_blocks] - else: - if len(num_res_blocks) != len(channel_mult): - raise ValueError( - "provide num_res_blocks either as an int (globally constant) or " - "as a list/tuple (per-level) with the same length as channel_mult" - ) - self.num_res_blocks = num_res_blocks - # self.num_res_blocks = num_res_blocks - if disable_self_attentions is not None: - # should be a list of booleans, indicating whether to disable self-attention in TransformerBlocks or not - assert len(disable_self_attentions) == len(channel_mult) - if num_attention_blocks is not None: - assert len(num_attention_blocks) == len(self.num_res_blocks) - assert all( - map( - lambda i: self.num_res_blocks[i] >= num_attention_blocks[i], - range(len(num_attention_blocks)), - ) - ) - print( - f"Constructor of UNetModel received num_attention_blocks={num_attention_blocks}. " - f"This option has LESS priority than attention_resolutions {attention_resolutions}, " - f"i.e., in cases where num_attention_blocks[i] > 0 but 2**i not in attention_resolutions, " - f"attention will still not be set." - ) # todo: convert to warning - - self.attention_resolutions = attention_resolutions - self.dropout = dropout - self.channel_mult = channel_mult - self.conv_resample = conv_resample - self.num_classes = num_classes - self.use_checkpoint = use_checkpoint - if use_fp16: - print("WARNING: use_fp16 was dropped and has no effect anymore.") - # self.dtype = th.float16 if use_fp16 else th.float32 - self.num_heads = num_heads - self.num_head_channels = num_head_channels - self.num_heads_upsample = num_heads_upsample - self.predict_codebook_ids = n_embed is not None - - assert use_fairscale_checkpoint != use_checkpoint or not ( - use_checkpoint or use_fairscale_checkpoint - ) - - self.use_fairscale_checkpoint = False - checkpoint_wrapper_fn = ( - partial(checkpoint_wrapper, offload_to_cpu=offload_to_cpu) - if self.use_fairscale_checkpoint - else lambda x: x - ) - - time_embed_dim = model_channels * 4 - self.time_embed = checkpoint_wrapper_fn( - nn.Sequential( - linear(model_channels, time_embed_dim), - nn.SiLU(), - linear(time_embed_dim, time_embed_dim), - ) - ) - - if self.num_classes is not None: - if isinstance(self.num_classes, int): - self.label_emb = nn.Embedding(num_classes, time_embed_dim) - elif self.num_classes == "continuous": - print("setting up linear c_adm embedding layer") - self.label_emb = nn.Linear(1, time_embed_dim) - elif self.num_classes == "timestep": - self.label_emb = checkpoint_wrapper_fn( - nn.Sequential( - Timestep(model_channels), - nn.Sequential( - linear(model_channels, time_embed_dim), - nn.SiLU(), - linear(time_embed_dim, time_embed_dim), - ), - ) - ) - elif self.num_classes == "sequential": - assert adm_in_channels is not None - self.label_emb = nn.Sequential( - nn.Sequential( - linear(adm_in_channels, time_embed_dim), - nn.SiLU(), - linear(time_embed_dim, time_embed_dim), - ) - ) - else: - raise ValueError() - - self.input_blocks = nn.ModuleList( - [ - TimestepEmbedSequential( - conv_nd(dims, in_channels, model_channels, 3, padding=1) - ) - ] - ) - self._feature_size = model_channels - input_block_chans = [model_channels] - ch = model_channels - ds = 1 - for level, mult in enumerate(channel_mult): - for nr in range(self.num_res_blocks[level]): - layers = [ - checkpoint_wrapper_fn( - ResBlock( - ch, - time_embed_dim, - dropout, - out_channels=mult * model_channels, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - ) - ) - ] - ch = mult * model_channels - if ds in attention_resolutions: - if num_head_channels == -1: - dim_head = ch // num_heads - else: - num_heads = ch // num_head_channels - dim_head = num_head_channels - if legacy: - # num_heads = 1 - dim_head = ( - ch // num_heads - if use_spatial_transformer - else num_head_channels - ) - if exists(disable_self_attentions): - disabled_sa = disable_self_attentions[level] - else: - disabled_sa = False - - if ( - not exists(num_attention_blocks) - or nr < num_attention_blocks[level] - ): - layers.append( - checkpoint_wrapper_fn( - AttentionBlock( - ch, - use_checkpoint=use_checkpoint, - num_heads=num_heads, - num_head_channels=dim_head, - use_new_attention_order=use_new_attention_order, - ) - ) - if not use_spatial_transformer - else checkpoint_wrapper_fn( - SpatialTransformer( - ch, - num_heads, - dim_head, - depth=transformer_depth[level], - context_dim=context_dim, - disable_self_attn=disabled_sa, - use_linear=use_linear_in_transformer, - attn_type=spatial_transformer_attn_type, - use_checkpoint=use_checkpoint, - ) - ) - ) - self.input_blocks.append(TimestepEmbedSequential(*layers)) - self._feature_size += ch - input_block_chans.append(ch) - if level != len(channel_mult) - 1: - out_ch = ch - self.input_blocks.append( - TimestepEmbedSequential( - checkpoint_wrapper_fn( - ResBlock( - ch, - time_embed_dim, - dropout, - out_channels=out_ch, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - down=True, - ) - ) - if resblock_updown - else Downsample( - ch, conv_resample, dims=dims, out_channels=out_ch - ) - ) - ) - ch = out_ch - input_block_chans.append(ch) - ds *= 2 - self._feature_size += ch - - if num_head_channels == -1: - dim_head = ch // num_heads - else: - num_heads = ch // num_head_channels - dim_head = num_head_channels - if legacy: - # num_heads = 1 - dim_head = ch // num_heads if use_spatial_transformer else num_head_channels - self.middle_block = TimestepEmbedSequential( - checkpoint_wrapper_fn( - ResBlock( - ch, - time_embed_dim, - dropout, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - ) - ), - checkpoint_wrapper_fn( - AttentionBlock( - ch, - use_checkpoint=use_checkpoint, - num_heads=num_heads, - num_head_channels=dim_head, - use_new_attention_order=use_new_attention_order, - ) - ) - if not use_spatial_transformer - else checkpoint_wrapper_fn( - SpatialTransformer( # always uses a self-attn - ch, - num_heads, - dim_head, - depth=transformer_depth_middle, - context_dim=context_dim, - disable_self_attn=disable_middle_self_attn, - use_linear=use_linear_in_transformer, - attn_type=spatial_transformer_attn_type, - use_checkpoint=use_checkpoint, - ) - ), - checkpoint_wrapper_fn( - ResBlock( - ch, - time_embed_dim, - dropout, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - ) - ), - ) - self._feature_size += ch - - self.output_blocks = nn.ModuleList([]) - for level, mult in list(enumerate(channel_mult))[::-1]: - for i in range(self.num_res_blocks[level] + 1): - ich = input_block_chans.pop() - layers = [ - checkpoint_wrapper_fn( - ResBlock( - ch + ich, - time_embed_dim, - dropout, - out_channels=model_channels * mult, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - ) - ) - ] - ch = model_channels * mult - if ds in attention_resolutions: - if num_head_channels == -1: - dim_head = ch // num_heads - else: - num_heads = ch // num_head_channels - dim_head = num_head_channels - if legacy: - # num_heads = 1 - dim_head = ( - ch // num_heads - if use_spatial_transformer - else num_head_channels - ) - if exists(disable_self_attentions): - disabled_sa = disable_self_attentions[level] - else: - disabled_sa = False - - if ( - not exists(num_attention_blocks) - or i < num_attention_blocks[level] - ): - layers.append( - checkpoint_wrapper_fn( - AttentionBlock( - ch, - use_checkpoint=use_checkpoint, - num_heads=num_heads_upsample, - num_head_channels=dim_head, - use_new_attention_order=use_new_attention_order, - ) - ) - if not use_spatial_transformer - else checkpoint_wrapper_fn( - SpatialTransformer( - ch, - num_heads, - dim_head, - depth=transformer_depth[level], - context_dim=context_dim, - disable_self_attn=disabled_sa, - use_linear=use_linear_in_transformer, - attn_type=spatial_transformer_attn_type, - use_checkpoint=use_checkpoint, - ) - ) - ) - if level and i == self.num_res_blocks[level]: - out_ch = ch - layers.append( - checkpoint_wrapper_fn( - ResBlock( - ch, - time_embed_dim, - dropout, - out_channels=out_ch, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - up=True, - ) - ) - if resblock_updown - else Upsample(ch, conv_resample, dims=dims, out_channels=out_ch) - ) - ds //= 2 - self.output_blocks.append(TimestepEmbedSequential(*layers)) - self._feature_size += ch - - self.out = checkpoint_wrapper_fn( - nn.Sequential( - normalization(ch), - nn.SiLU(), - zero_module(conv_nd(dims, model_channels, out_channels, 3, padding=1)), - ) - ) - if self.predict_codebook_ids: - self.id_predictor = checkpoint_wrapper_fn( - nn.Sequential( - normalization(ch), - conv_nd(dims, model_channels, n_embed, 1), - # nn.LogSoftmax(dim=1) # change to cross_entropy and produce non-normalized logits - ) - ) - - def convert_to_fp16(self): - """ - Convert the torso of the model to float16. - """ - self.input_blocks.apply(convert_module_to_f16) - self.middle_block.apply(convert_module_to_f16) - self.output_blocks.apply(convert_module_to_f16) - - def convert_to_fp32(self): - """ - Convert the torso of the model to float32. - """ - self.input_blocks.apply(convert_module_to_f32) - self.middle_block.apply(convert_module_to_f32) - self.output_blocks.apply(convert_module_to_f32) - - def forward(self, x, timesteps=None, context=None, y=None, **kwargs): - """ - Apply the model to an input batch. - :param x: an [N x C x ...] Tensor of inputs. - :param timesteps: a 1-D batch of timesteps. - :param context: conditioning plugged in via crossattn - :param y: an [N] Tensor of labels, if class-conditional. - :return: an [N x C x ...] Tensor of outputs. - """ - assert (y is not None) == ( - self.num_classes is not None - ), "must specify y if and only if the model is class-conditional" - hs = [] - t_emb = timestep_embedding(timesteps, self.model_channels, repeat_only=False).to(x) - emb = self.time_embed(t_emb) - - if self.num_classes is not None: - assert y.shape[0] == x.shape[0] - emb = emb + self.label_emb(y.to(x)) - - # h = x.type(self.dtype) - h = x - for module in self.input_blocks: - h = module(h, emb, context) - hs.append(h) - h = self.middle_block(h, emb, context) - for module in self.output_blocks: - h = th.cat([h, hs.pop()], dim=1) - h = module(h, emb, context) - h = h.type(x.dtype) - if self.predict_codebook_ids: - assert False, "not supported anymore. what the f*** are you doing?" - else: - return self.out(h) - - -class NoTimeUNetModel(UNetModel): - def forward(self, x, timesteps=None, context=None, y=None, **kwargs): - timesteps = th.zeros_like(timesteps) - return super().forward(x, timesteps, context, y, **kwargs) - - -class EncoderUNetModel(nn.Module): - """ - The half UNet model with attention and timestep embedding. - For usage, see UNet. - """ - - def __init__( - self, - image_size, - in_channels, - model_channels, - out_channels, - num_res_blocks, - attention_resolutions, - dropout=0, - channel_mult=(1, 2, 4, 8), - conv_resample=True, - dims=2, - use_checkpoint=False, - use_fp16=False, - num_heads=1, - num_head_channels=-1, - num_heads_upsample=-1, - use_scale_shift_norm=False, - resblock_updown=False, - use_new_attention_order=False, - pool="adaptive", - *args, - **kwargs, - ): - super().__init__() - - if num_heads_upsample == -1: - num_heads_upsample = num_heads - - self.in_channels = in_channels - self.model_channels = model_channels - self.out_channels = out_channels - self.num_res_blocks = num_res_blocks - self.attention_resolutions = attention_resolutions - self.dropout = dropout - self.channel_mult = channel_mult - self.conv_resample = conv_resample - self.use_checkpoint = use_checkpoint - self.dtype = th.float16 if use_fp16 else th.float32 - self.num_heads = num_heads - self.num_head_channels = num_head_channels - self.num_heads_upsample = num_heads_upsample - - time_embed_dim = model_channels * 4 - self.time_embed = nn.Sequential( - linear(model_channels, time_embed_dim), - nn.SiLU(), - linear(time_embed_dim, time_embed_dim), - ) - - self.input_blocks = nn.ModuleList( - [ - TimestepEmbedSequential( - conv_nd(dims, in_channels, model_channels, 3, padding=1) - ) - ] - ) - self._feature_size = model_channels - input_block_chans = [model_channels] - ch = model_channels - ds = 1 - for level, mult in enumerate(channel_mult): - for _ in range(num_res_blocks): - layers = [ - ResBlock( - ch, - time_embed_dim, - dropout, - out_channels=mult * model_channels, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - ) - ] - ch = mult * model_channels - if ds in attention_resolutions: - layers.append( - AttentionBlock( - ch, - use_checkpoint=use_checkpoint, - num_heads=num_heads, - num_head_channels=num_head_channels, - use_new_attention_order=use_new_attention_order, - ) - ) - self.input_blocks.append(TimestepEmbedSequential(*layers)) - self._feature_size += ch - input_block_chans.append(ch) - if level != len(channel_mult) - 1: - out_ch = ch - self.input_blocks.append( - TimestepEmbedSequential( - ResBlock( - ch, - time_embed_dim, - dropout, - out_channels=out_ch, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - down=True, - ) - if resblock_updown - else Downsample( - ch, conv_resample, dims=dims, out_channels=out_ch - ) - ) - ) - ch = out_ch - input_block_chans.append(ch) - ds *= 2 - self._feature_size += ch - - self.middle_block = TimestepEmbedSequential( - ResBlock( - ch, - time_embed_dim, - dropout, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - ), - AttentionBlock( - ch, - use_checkpoint=use_checkpoint, - num_heads=num_heads, - num_head_channels=num_head_channels, - use_new_attention_order=use_new_attention_order, - ), - ResBlock( - ch, - time_embed_dim, - dropout, - dims=dims, - use_checkpoint=use_checkpoint, - use_scale_shift_norm=use_scale_shift_norm, - ), - ) - self._feature_size += ch - self.pool = pool - if pool == "adaptive": - self.out = nn.Sequential( - normalization(ch), - nn.SiLU(), - nn.AdaptiveAvgPool2d((1, 1)), - zero_module(conv_nd(dims, ch, out_channels, 1)), - nn.Flatten(), - ) - elif pool == "attention": - assert num_head_channels != -1 - self.out = nn.Sequential( - normalization(ch), - nn.SiLU(), - AttentionPool2d( - (image_size // ds), ch, num_head_channels, out_channels - ), - ) - elif pool == "spatial": - self.out = nn.Sequential( - nn.Linear(self._feature_size, 2048), - nn.ReLU(), - nn.Linear(2048, self.out_channels), - ) - elif pool == "spatial_v2": - self.out = nn.Sequential( - nn.Linear(self._feature_size, 2048), - normalization(2048), - nn.SiLU(), - nn.Linear(2048, self.out_channels), - ) - else: - raise NotImplementedError(f"Unexpected {pool} pooling") - - def convert_to_fp16(self): - """ - Convert the torso of the model to float16. - """ - self.input_blocks.apply(convert_module_to_f16) - self.middle_block.apply(convert_module_to_f16) - - def convert_to_fp32(self): - """ - Convert the torso of the model to float32. - """ - self.input_blocks.apply(convert_module_to_f32) - self.middle_block.apply(convert_module_to_f32) - - def forward(self, x, timesteps): - """ - Apply the model to an input batch. - :param x: an [N x C x ...] Tensor of inputs. - :param timesteps: a 1-D batch of timesteps. - :return: an [N x K] Tensor of outputs. - """ - emb = self.time_embed(timestep_embedding(timesteps, self.model_channels)) - - results = [] - # h = x.type(self.dtype) - h = x - for module in self.input_blocks: - h = module(h, emb) - if self.pool.startswith("spatial"): - results.append(h.type(x.dtype).mean(dim=(2, 3))) - h = self.middle_block(h, emb) - if self.pool.startswith("spatial"): - results.append(h.type(x.dtype).mean(dim=(2, 3))) - h = th.cat(results, axis=-1) - return self.out(h) - else: - h = h.type(x.dtype) - return self.out(h) - - -if __name__ == "__main__": - - class Dummy(nn.Module): - def __init__(self, in_channels=3, model_channels=64): - super().__init__() - self.input_blocks = nn.ModuleList( - [ - TimestepEmbedSequential( - conv_nd(2, in_channels, model_channels, 3, padding=1) - ) - ] - ) - - model = UNetModel( - use_checkpoint=True, - image_size=64, - in_channels=4, - out_channels=4, - model_channels=128, - attention_resolutions=[4, 2], - num_res_blocks=2, - channel_mult=[1, 2, 4], - num_head_channels=64, - use_spatial_transformer=False, - use_linear_in_transformer=True, - transformer_depth=1, - legacy=False, - ).cuda() - x = th.randn(11, 4, 64, 64).cuda() - t = th.randint(low=0, high=10, size=(11,), device="cuda") - o = model(x, t) - print("done.") diff --git a/sgm/modules/diffusionmodules/sampling.py b/sgm/modules/diffusionmodules/sampling.py deleted file mode 100644 index 6346829..0000000 --- a/sgm/modules/diffusionmodules/sampling.py +++ /dev/null @@ -1,365 +0,0 @@ -""" - Partially ported from https://github.com/crowsonkb/k-diffusion/blob/master/k_diffusion/sampling.py -""" - - -from typing import Dict, Union - -import torch -from omegaconf import ListConfig, OmegaConf -from tqdm import tqdm - -from ...modules.diffusionmodules.sampling_utils import ( - get_ancestral_step, - linear_multistep_coeff, - to_d, - to_neg_log_sigma, - to_sigma, -) -from ...util import append_dims, default, instantiate_from_config - -DEFAULT_GUIDER = {"target": "sgm.modules.diffusionmodules.guiders.IdentityGuider"} - - -class BaseDiffusionSampler: - def __init__( - self, - discretization_config: Union[Dict, ListConfig, OmegaConf], - num_steps: Union[int, None] = None, - guider_config: Union[Dict, ListConfig, OmegaConf, None] = None, - verbose: bool = False, - device: str = "cuda", - ): - self.num_steps = num_steps - self.discretization = instantiate_from_config(discretization_config) - self.guider = instantiate_from_config( - default( - guider_config, - DEFAULT_GUIDER, - ) - ) - self.verbose = verbose - self.device = device - - def prepare_sampling_loop(self, x, cond, uc=None, num_steps=None): - sigmas = self.discretization( - self.num_steps if num_steps is None else num_steps, device=self.device - ) - uc = default(uc, cond) - - x *= torch.sqrt(1.0 + sigmas[0] ** 2.0) - num_sigmas = len(sigmas) - - s_in = x.new_ones([x.shape[0]]) - - return x, s_in, sigmas, num_sigmas, cond, uc - - def denoise(self, x, denoiser, sigma, cond, uc): - denoised = denoiser(*self.guider.prepare_inputs(x, sigma, cond, uc)) - denoised = self.guider(denoised, sigma) - return denoised - - def get_sigma_gen(self, num_sigmas): - sigma_generator = range(num_sigmas - 1) - if self.verbose: - print("#" * 30, " Sampling setting ", "#" * 30) - print(f"Sampler: {self.__class__.__name__}") - print(f"Discretization: {self.discretization.__class__.__name__}") - print(f"Guider: {self.guider.__class__.__name__}") - sigma_generator = tqdm( - sigma_generator, - total=num_sigmas, - desc=f"Sampling with {self.__class__.__name__} for {num_sigmas} steps", - ) - return sigma_generator - - -class SingleStepDiffusionSampler(BaseDiffusionSampler): - def sampler_step(self, sigma, next_sigma, denoiser, x, cond, uc, *args, **kwargs): - raise NotImplementedError - - def euler_step(self, x, d, dt): - return x + dt * d - - -class EDMSampler(SingleStepDiffusionSampler): - def __init__( - self, s_churn=0.0, s_tmin=0.0, s_tmax=float("inf"), s_noise=1.0, *args, **kwargs - ): - super().__init__(*args, **kwargs) - - self.s_churn = s_churn - self.s_tmin = s_tmin - self.s_tmax = s_tmax - self.s_noise = s_noise - - def sampler_step(self, sigma, next_sigma, denoiser, x, cond, uc=None, gamma=0.0): - sigma_hat = sigma * (gamma + 1.0) - if gamma > 0: - eps = torch.randn_like(x) * self.s_noise - x = x + eps * append_dims(sigma_hat**2 - sigma**2, x.ndim) ** 0.5 - - denoised = self.denoise(x, denoiser, sigma_hat, cond, uc) - d = to_d(x, sigma_hat, denoised) - dt = append_dims(next_sigma - sigma_hat, x.ndim) - - euler_step = self.euler_step(x, d, dt) - x = self.possible_correction_step( - euler_step, x, d, dt, next_sigma, denoiser, cond, uc - ) - return x - - def __call__(self, denoiser, x, cond, uc=None, num_steps=None): - x, s_in, sigmas, num_sigmas, cond, uc = self.prepare_sampling_loop( - x, cond, uc, num_steps - ) - - for i in self.get_sigma_gen(num_sigmas): - gamma = ( - min(self.s_churn / (num_sigmas - 1), 2**0.5 - 1) - if self.s_tmin <= sigmas[i] <= self.s_tmax - else 0.0 - ) - x = self.sampler_step( - s_in * sigmas[i], - s_in * sigmas[i + 1], - denoiser, - x, - cond, - uc, - gamma, - ) - - return x - - -class AncestralSampler(SingleStepDiffusionSampler): - def __init__(self, eta=1.0, s_noise=1.0, *args, **kwargs): - super().__init__(*args, **kwargs) - - self.eta = eta - self.s_noise = s_noise - self.noise_sampler = lambda x: torch.randn_like(x) - - def ancestral_euler_step(self, x, denoised, sigma, sigma_down): - d = to_d(x, sigma, denoised) - dt = append_dims(sigma_down - sigma, x.ndim) - - return self.euler_step(x, d, dt) - - def ancestral_step(self, x, sigma, next_sigma, sigma_up): - x = torch.where( - append_dims(next_sigma, x.ndim) > 0.0, - x + self.noise_sampler(x) * self.s_noise * append_dims(sigma_up, x.ndim), - x, - ) - return x - - def __call__(self, denoiser, x, cond, uc=None, num_steps=None): - x, s_in, sigmas, num_sigmas, cond, uc = self.prepare_sampling_loop( - x, cond, uc, num_steps - ) - - for i in self.get_sigma_gen(num_sigmas): - x = self.sampler_step( - s_in * sigmas[i], - s_in * sigmas[i + 1], - denoiser, - x, - cond, - uc, - ) - - return x - - -class LinearMultistepSampler(BaseDiffusionSampler): - def __init__( - self, - order=4, - *args, - **kwargs, - ): - super().__init__(*args, **kwargs) - - self.order = order - - def __call__(self, denoiser, x, cond, uc=None, num_steps=None, **kwargs): - x, s_in, sigmas, num_sigmas, cond, uc = self.prepare_sampling_loop( - x, cond, uc, num_steps - ) - - ds = [] - sigmas_cpu = sigmas.detach().cpu().numpy() - for i in self.get_sigma_gen(num_sigmas): - sigma = s_in * sigmas[i] - denoised = denoiser( - *self.guider.prepare_inputs(x, sigma, cond, uc), **kwargs - ) - denoised = self.guider(denoised, sigma) - d = to_d(x, sigma, denoised) - ds.append(d) - if len(ds) > self.order: - ds.pop(0) - cur_order = min(i + 1, self.order) - coeffs = [ - linear_multistep_coeff(cur_order, sigmas_cpu, i, j) - for j in range(cur_order) - ] - x = x + sum(coeff * d for coeff, d in zip(coeffs, reversed(ds))) - - return x - - -class EulerEDMSampler(EDMSampler): - def possible_correction_step( - self, euler_step, x, d, dt, next_sigma, denoiser, cond, uc - ): - return euler_step - - -class HeunEDMSampler(EDMSampler): - def possible_correction_step( - self, euler_step, x, d, dt, next_sigma, denoiser, cond, uc - ): - if torch.sum(next_sigma) < 1e-14: - # Save a network evaluation if all noise levels are 0 - return euler_step - else: - denoised = self.denoise(euler_step, denoiser, next_sigma, cond, uc) - d_new = to_d(euler_step, next_sigma, denoised) - d_prime = (d + d_new) / 2.0 - - # apply correction if noise level is not 0 - x = torch.where( - append_dims(next_sigma, x.ndim) > 0.0, x + d_prime * dt, euler_step - ) - return x - - -class EulerAncestralSampler(AncestralSampler): - def sampler_step(self, sigma, next_sigma, denoiser, x, cond, uc): - sigma_down, sigma_up = get_ancestral_step(sigma, next_sigma, eta=self.eta) - denoised = self.denoise(x, denoiser, sigma, cond, uc) - x = self.ancestral_euler_step(x, denoised, sigma, sigma_down) - x = self.ancestral_step(x, sigma, next_sigma, sigma_up) - - return x - - -class DPMPP2SAncestralSampler(AncestralSampler): - def get_variables(self, sigma, sigma_down): - t, t_next = [to_neg_log_sigma(s) for s in (sigma, sigma_down)] - h = t_next - t - s = t + 0.5 * h - return h, s, t, t_next - - def get_mult(self, h, s, t, t_next): - mult1 = to_sigma(s) / to_sigma(t) - mult2 = (-0.5 * h).expm1() - mult3 = to_sigma(t_next) / to_sigma(t) - mult4 = (-h).expm1() - - return mult1, mult2, mult3, mult4 - - def sampler_step(self, sigma, next_sigma, denoiser, x, cond, uc=None, **kwargs): - sigma_down, sigma_up = get_ancestral_step(sigma, next_sigma, eta=self.eta) - denoised = self.denoise(x, denoiser, sigma, cond, uc) - x_euler = self.ancestral_euler_step(x, denoised, sigma, sigma_down) - - if torch.sum(sigma_down) < 1e-14: - # Save a network evaluation if all noise levels are 0 - x = x_euler - else: - h, s, t, t_next = self.get_variables(sigma, sigma_down) - mult = [ - append_dims(mult, x.ndim) for mult in self.get_mult(h, s, t, t_next) - ] - - x2 = mult[0] * x - mult[1] * denoised - denoised2 = self.denoise(x2, denoiser, to_sigma(s), cond, uc) - x_dpmpp2s = mult[2] * x - mult[3] * denoised2 - - # apply correction if noise level is not 0 - x = torch.where(append_dims(sigma_down, x.ndim) > 0.0, x_dpmpp2s, x_euler) - - x = self.ancestral_step(x, sigma, next_sigma, sigma_up) - return x - - -class DPMPP2MSampler(BaseDiffusionSampler): - def get_variables(self, sigma, next_sigma, previous_sigma=None): - t, t_next = [to_neg_log_sigma(s) for s in (sigma, next_sigma)] - h = t_next - t - - if previous_sigma is not None: - h_last = t - to_neg_log_sigma(previous_sigma) - r = h_last / h - return h, r, t, t_next - else: - return h, None, t, t_next - - def get_mult(self, h, r, t, t_next, previous_sigma): - mult1 = to_sigma(t_next) / to_sigma(t) - mult2 = (-h).expm1() - - if previous_sigma is not None: - mult3 = 1 + 1 / (2 * r) - mult4 = 1 / (2 * r) - return mult1, mult2, mult3, mult4 - else: - return mult1, mult2 - - def sampler_step( - self, - old_denoised, - previous_sigma, - sigma, - next_sigma, - denoiser, - x, - cond, - uc=None, - ): - denoised = self.denoise(x, denoiser, sigma, cond, uc) - - h, r, t, t_next = self.get_variables(sigma, next_sigma, previous_sigma) - mult = [ - append_dims(mult, x.ndim) - for mult in self.get_mult(h, r, t, t_next, previous_sigma) - ] - - x_standard = mult[0] * x - mult[1] * denoised - if old_denoised is None or torch.sum(next_sigma) < 1e-14: - # Save a network evaluation if all noise levels are 0 or on the first step - return x_standard, denoised - else: - denoised_d = mult[2] * denoised - mult[3] * old_denoised - x_advanced = mult[0] * x - mult[1] * denoised_d - - # apply correction if noise level is not 0 and not first step - x = torch.where( - append_dims(next_sigma, x.ndim) > 0.0, x_advanced, x_standard - ) - - return x, denoised - - def __call__(self, denoiser, x, cond, uc=None, num_steps=None, **kwargs): - x, s_in, sigmas, num_sigmas, cond, uc = self.prepare_sampling_loop( - x, cond, uc, num_steps - ) - - old_denoised = None - for i in self.get_sigma_gen(num_sigmas): - x, old_denoised = self.sampler_step( - old_denoised, - None if i == 0 else s_in * sigmas[i - 1], - s_in * sigmas[i], - s_in * sigmas[i + 1], - denoiser, - x, - cond, - uc=uc, - ) - - return x diff --git a/sgm/modules/diffusionmodules/sampling_utils.py b/sgm/modules/diffusionmodules/sampling_utils.py deleted file mode 100644 index 7cca636..0000000 --- a/sgm/modules/diffusionmodules/sampling_utils.py +++ /dev/null @@ -1,48 +0,0 @@ -import torch -from scipy import integrate - -from ...util import append_dims - - -class NoDynamicThresholding: - def __call__(self, uncond, cond, scale): - return uncond + scale * (cond - uncond) - - -def linear_multistep_coeff(order, t, i, j, epsrel=1e-4): - if order - 1 > i: - raise ValueError(f"Order {order} too high for step {i}") - - def fn(tau): - prod = 1.0 - for k in range(order): - if j == k: - continue - prod *= (tau - t[i - k]) / (t[i - j] - t[i - k]) - return prod - - return integrate.quad(fn, t[i], t[i + 1], epsrel=epsrel)[0] - - -def get_ancestral_step(sigma_from, sigma_to, eta=1.0): - if not eta: - return sigma_to, 0.0 - sigma_up = torch.minimum( - sigma_to, - eta - * (sigma_to**2 * (sigma_from**2 - sigma_to**2) / sigma_from**2) ** 0.5, - ) - sigma_down = (sigma_to**2 - sigma_up**2) ** 0.5 - return sigma_down, sigma_up - - -def to_d(x, sigma, denoised): - return (x - denoised) / append_dims(sigma, x.ndim) - - -def to_neg_log_sigma(sigma): - return sigma.log().neg() - - -def to_sigma(neg_log_sigma): - return neg_log_sigma.neg().exp() diff --git a/sgm/modules/diffusionmodules/sigma_sampling.py b/sgm/modules/diffusionmodules/sigma_sampling.py deleted file mode 100644 index d54724c..0000000 --- a/sgm/modules/diffusionmodules/sigma_sampling.py +++ /dev/null @@ -1,31 +0,0 @@ -import torch - -from ...util import default, instantiate_from_config - - -class EDMSampling: - def __init__(self, p_mean=-1.2, p_std=1.2): - self.p_mean = p_mean - self.p_std = p_std - - def __call__(self, n_samples, rand=None): - log_sigma = self.p_mean + self.p_std * default(rand, torch.randn((n_samples,))) - return log_sigma.exp() - - -class DiscreteSampling: - def __init__(self, discretization_config, num_idx, do_append_zero=False, flip=True): - self.num_idx = num_idx - self.sigmas = instantiate_from_config(discretization_config)( - num_idx, do_append_zero=do_append_zero, flip=flip - ) - - def idx_to_sigma(self, idx): - return self.sigmas[idx] - - def __call__(self, n_samples, rand=None): - idx = default( - rand, - torch.randint(0, self.num_idx, (n_samples,)), - ) - return self.idx_to_sigma(idx) diff --git a/sgm/modules/diffusionmodules/util.py b/sgm/modules/diffusionmodules/util.py deleted file mode 100644 index 6783480..0000000 --- a/sgm/modules/diffusionmodules/util.py +++ /dev/null @@ -1,309 +0,0 @@ -""" -adopted from -https://github.com/openai/improved-diffusion/blob/main/improved_diffusion/gaussian_diffusion.py -and -https://github.com/lucidrains/denoising-diffusion-pytorch/blob/7706bdfc6f527f58d33f84b7b522e61e6e3164b3/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py -and -https://github.com/openai/guided-diffusion/blob/0ba878e517b276c45d1195eb29f6f5f72659a05b/guided_diffusion/nn.py - -thanks! -""" - -import math - -import torch -import torch.nn as nn -from einops import repeat - - -def make_beta_schedule( - schedule, - n_timestep, - linear_start=1e-4, - linear_end=2e-2, -): - if schedule == "linear": - betas = ( - torch.linspace( - linear_start**0.5, linear_end**0.5, n_timestep, dtype=torch.float64 - ) - ** 2 - ) - return betas.numpy() - - -def extract_into_tensor(a, t, x_shape): - b, *_ = t.shape - out = a.gather(-1, t) - return out.reshape(b, *((1,) * (len(x_shape) - 1))) - - -def mixed_checkpoint(func, inputs: dict, params, flag): - """ - Evaluate a function without caching intermediate activations, allowing for - reduced memory at the expense of extra compute in the backward pass. This differs from the original checkpoint function - borrowed from https://github.com/openai/guided-diffusion/blob/0ba878e517b276c45d1195eb29f6f5f72659a05b/guided_diffusion/nn.py in that - it also works with non-tensor inputs - :param func: the function to evaluate. - :param inputs: the argument dictionary to pass to `func`. - :param params: a sequence of parameters `func` depends on but does not - explicitly take as arguments. - :param flag: if False, disable gradient checkpointing. - """ - if flag: - tensor_keys = [key for key in inputs if isinstance(inputs[key], torch.Tensor)] - tensor_inputs = [ - inputs[key] for key in inputs if isinstance(inputs[key], torch.Tensor) - ] - non_tensor_keys = [ - key for key in inputs if not isinstance(inputs[key], torch.Tensor) - ] - non_tensor_inputs = [ - inputs[key] for key in inputs if not isinstance(inputs[key], torch.Tensor) - ] - args = tuple(tensor_inputs) + tuple(non_tensor_inputs) + tuple(params) - return MixedCheckpointFunction.apply( - func, - len(tensor_inputs), - len(non_tensor_inputs), - tensor_keys, - non_tensor_keys, - *args, - ) - else: - return func(**inputs) - - -class MixedCheckpointFunction(torch.autograd.Function): - @staticmethod - def forward( - ctx, - run_function, - length_tensors, - length_non_tensors, - tensor_keys, - non_tensor_keys, - *args, - ): - ctx.end_tensors = length_tensors - ctx.end_non_tensors = length_tensors + length_non_tensors - ctx.gpu_autocast_kwargs = { - "enabled": torch.is_autocast_enabled(), - "dtype": torch.get_autocast_gpu_dtype(), - "cache_enabled": torch.is_autocast_cache_enabled(), - } - assert ( - len(tensor_keys) == length_tensors - and len(non_tensor_keys) == length_non_tensors - ) - - ctx.input_tensors = { - key: val for (key, val) in zip(tensor_keys, list(args[: ctx.end_tensors])) - } - ctx.input_non_tensors = { - key: val - for (key, val) in zip( - non_tensor_keys, list(args[ctx.end_tensors : ctx.end_non_tensors]) - ) - } - ctx.run_function = run_function - ctx.input_params = list(args[ctx.end_non_tensors :]) - - with torch.no_grad(): - output_tensors = ctx.run_function( - **ctx.input_tensors, **ctx.input_non_tensors - ) - return output_tensors - - @staticmethod - def backward(ctx, *output_grads): - # additional_args = {key: ctx.input_tensors[key] for key in ctx.input_tensors if not isinstance(ctx.input_tensors[key],torch.Tensor)} - ctx.input_tensors = { - key: ctx.input_tensors[key].detach().requires_grad_(True) - for key in ctx.input_tensors - } - - with torch.enable_grad(), torch.cuda.amp.autocast(**ctx.gpu_autocast_kwargs): - # Fixes a bug where the first op in run_function modifies the - # Tensor storage in place, which is not allowed for detach()'d - # Tensors. - shallow_copies = { - key: ctx.input_tensors[key].view_as(ctx.input_tensors[key]) - for key in ctx.input_tensors - } - # shallow_copies.update(additional_args) - output_tensors = ctx.run_function(**shallow_copies, **ctx.input_non_tensors) - input_grads = torch.autograd.grad( - output_tensors, - list(ctx.input_tensors.values()) + ctx.input_params, - output_grads, - allow_unused=True, - ) - del ctx.input_tensors - del ctx.input_params - del output_tensors - return ( - (None, None, None, None, None) - + input_grads[: ctx.end_tensors] - + (None,) * (ctx.end_non_tensors - ctx.end_tensors) - + input_grads[ctx.end_tensors :] - ) - - -def checkpoint(func, inputs, params, flag): - """ - Evaluate a function without caching intermediate activations, allowing for - reduced memory at the expense of extra compute in the backward pass. - :param func: the function to evaluate. - :param inputs: the argument sequence to pass to `func`. - :param params: a sequence of parameters `func` depends on but does not - explicitly take as arguments. - :param flag: if False, disable gradient checkpointing. - """ - if flag: - args = tuple(inputs) + tuple(params) - return CheckpointFunction.apply(func, len(inputs), *args) - else: - return func(*inputs) - - -class CheckpointFunction(torch.autograd.Function): - @staticmethod - def forward(ctx, run_function, length, *args): - ctx.run_function = run_function - ctx.input_tensors = list(args[:length]) - ctx.input_params = list(args[length:]) - ctx.gpu_autocast_kwargs = { - "enabled": torch.is_autocast_enabled(), - "dtype": torch.get_autocast_gpu_dtype(), - "cache_enabled": torch.is_autocast_cache_enabled(), - } - with torch.no_grad(): - output_tensors = ctx.run_function(*ctx.input_tensors) - return output_tensors - - @staticmethod - def backward(ctx, *output_grads): - ctx.input_tensors = [x.detach().requires_grad_(True) for x in ctx.input_tensors] - with torch.enable_grad(), torch.cuda.amp.autocast(**ctx.gpu_autocast_kwargs): - # Fixes a bug where the first op in run_function modifies the - # Tensor storage in place, which is not allowed for detach()'d - # Tensors. - shallow_copies = [x.view_as(x) for x in ctx.input_tensors] - output_tensors = ctx.run_function(*shallow_copies) - input_grads = torch.autograd.grad( - output_tensors, - ctx.input_tensors + ctx.input_params, - output_grads, - allow_unused=True, - ) - del ctx.input_tensors - del ctx.input_params - del output_tensors - return (None, None) + input_grads - - -def timestep_embedding(timesteps, dim, max_period=10000, repeat_only=False): - """ - Create sinusoidal timestep embeddings. - :param timesteps: a 1-D Tensor of N indices, one per batch element. - These may be fractional. - :param dim: the dimension of the output. - :param max_period: controls the minimum frequency of the embeddings. - :return: an [N x dim] Tensor of positional embeddings. - """ - if not repeat_only: - half = dim // 2 - freqs = torch.exp( - -math.log(max_period) - * torch.arange(start=0, end=half, dtype=torch.float32) - / half - ).to(device=timesteps.device) - args = timesteps[:, None].float() * freqs[None] - embedding = torch.cat([torch.cos(args), torch.sin(args)], dim=-1) - if dim % 2: - embedding = torch.cat( - [embedding, torch.zeros_like(embedding[:, :1])], dim=-1 - ) - else: - embedding = repeat(timesteps, "b -> b d", d=dim) - return embedding - - -def zero_module(module): - """ - Zero out the parameters of a module and return it. - """ - for p in module.parameters(): - p.detach().zero_() - return module - - -def scale_module(module, scale): - """ - Scale the parameters of a module and return it. - """ - for p in module.parameters(): - p.detach().mul_(scale) - return module - - -def mean_flat(tensor): - """ - Take the mean over all non-batch dimensions. - """ - return tensor.mean(dim=list(range(1, len(tensor.shape)))) - - -def normalization(channels): - """ - Make a standard normalization layer. - :param channels: number of input channels. - :return: an nn.Module for normalization. - """ - return GroupNorm32(32, channels) - - -# PyTorch 1.7 has SiLU, but we support PyTorch 1.5. -class SiLU(nn.Module): - def forward(self, x): - return x * torch.sigmoid(x) - - -class GroupNorm32(nn.GroupNorm): - def forward(self, x): - self.to(torch.float32) - return super().forward(x.float()).type(x.dtype) - - -def conv_nd(dims, *args, **kwargs): - """ - Create a 1D, 2D, or 3D convolution module. - """ - if dims == 1: - return nn.Conv1d(*args, **kwargs) - elif dims == 2: - return nn.Conv2d(*args, **kwargs) - elif dims == 3: - return nn.Conv3d(*args, **kwargs) - raise ValueError(f"unsupported dimensions: {dims}") - - -def linear(*args, **kwargs): - """ - Create a linear module. - """ - return nn.Linear(*args, **kwargs) - - -def avg_pool_nd(dims, *args, **kwargs): - """ - Create a 1D, 2D, or 3D average pooling module. - """ - if dims == 1: - return nn.AvgPool1d(*args, **kwargs) - elif dims == 2: - return nn.AvgPool2d(*args, **kwargs) - elif dims == 3: - return nn.AvgPool3d(*args, **kwargs) - raise ValueError(f"unsupported dimensions: {dims}") diff --git a/sgm/modules/diffusionmodules/wrappers.py b/sgm/modules/diffusionmodules/wrappers.py deleted file mode 100644 index 37449ea..0000000 --- a/sgm/modules/diffusionmodules/wrappers.py +++ /dev/null @@ -1,34 +0,0 @@ -import torch -import torch.nn as nn -from packaging import version - -OPENAIUNETWRAPPER = "sgm.modules.diffusionmodules.wrappers.OpenAIWrapper" - - -class IdentityWrapper(nn.Module): - def __init__(self, diffusion_model, compile_model: bool = False): - super().__init__() - compile = ( - torch.compile - if (version.parse(torch.__version__) >= version.parse("2.0.0")) - and compile_model - else lambda x: x - ) - self.diffusion_model = compile(diffusion_model) - - def forward(self, *args, **kwargs): - return self.diffusion_model(*args, **kwargs) - - -class OpenAIWrapper(IdentityWrapper): - def forward( - self, x: torch.Tensor, t: torch.Tensor, c: dict, **kwargs - ) -> torch.Tensor: - x = torch.cat((x, c.get("concat", torch.Tensor([]).type_as(x))), dim=1) - return self.diffusion_model( - x, - timesteps=t, - context=c.get("crossattn", None), - y=c.get("vector", None), - **kwargs, - ) diff --git a/sgm/modules/distributions/__init__.py b/sgm/modules/distributions/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/sgm/modules/distributions/distributions.py b/sgm/modules/distributions/distributions.py deleted file mode 100644 index 016be35..0000000 --- a/sgm/modules/distributions/distributions.py +++ /dev/null @@ -1,102 +0,0 @@ -import numpy as np -import torch - - -class AbstractDistribution: - def sample(self): - raise NotImplementedError() - - def mode(self): - raise NotImplementedError() - - -class DiracDistribution(AbstractDistribution): - def __init__(self, value): - self.value = value - - def sample(self): - return self.value - - def mode(self): - return self.value - - -class DiagonalGaussianDistribution(object): - def __init__(self, parameters, deterministic=False): - self.parameters = parameters - self.mean, self.logvar = torch.chunk(parameters, 2, dim=1) - self.logvar = torch.clamp(self.logvar, -30.0, 20.0) - self.deterministic = deterministic - self.std = torch.exp(0.5 * self.logvar) - self.var = torch.exp(self.logvar) - if self.deterministic: - self.var = self.std = torch.zeros_like(self.mean).to( - device=self.parameters.device - ) - - def sample(self): - x = self.mean + self.std * torch.randn(self.mean.shape).to( - device=self.parameters.device - ) - return x - - def kl(self, other=None): - if self.deterministic: - return torch.Tensor([0.0]) - else: - if other is None: - return 0.5 * torch.sum( - torch.pow(self.mean, 2) + self.var - 1.0 - self.logvar, - dim=[1, 2, 3], - ) - else: - return 0.5 * torch.sum( - torch.pow(self.mean - other.mean, 2) / other.var - + self.var / other.var - - 1.0 - - self.logvar - + other.logvar, - dim=[1, 2, 3], - ) - - def nll(self, sample, dims=[1, 2, 3]): - if self.deterministic: - return torch.Tensor([0.0]) - logtwopi = np.log(2.0 * np.pi) - return 0.5 * torch.sum( - logtwopi + self.logvar + torch.pow(sample - self.mean, 2) / self.var, - dim=dims, - ) - - def mode(self): - return self.mean - - -def normal_kl(mean1, logvar1, mean2, logvar2): - """ - source: https://github.com/openai/guided-diffusion/blob/27c20a8fab9cb472df5d6bdd6c8d11c8f430b924/guided_diffusion/losses.py#L12 - Compute the KL divergence between two gaussians. - Shapes are automatically broadcasted, so batches can be compared to - scalars, among other use cases. - """ - tensor = None - for obj in (mean1, logvar1, mean2, logvar2): - if isinstance(obj, torch.Tensor): - tensor = obj - break - assert tensor is not None, "at least one argument must be a Tensor" - - # Force variances to be Tensors. Broadcasting helps convert scalars to - # Tensors, but it does not work for torch.exp(). - logvar1, logvar2 = [ - x if isinstance(x, torch.Tensor) else torch.tensor(x).to(tensor) - for x in (logvar1, logvar2) - ] - - return 0.5 * ( - -1.0 - + logvar2 - - logvar1 - + torch.exp(logvar1 - logvar2) - + ((mean1 - mean2) ** 2) * torch.exp(-logvar2) - ) diff --git a/sgm/modules/ema.py b/sgm/modules/ema.py deleted file mode 100644 index 97b5ae2..0000000 --- a/sgm/modules/ema.py +++ /dev/null @@ -1,86 +0,0 @@ -import torch -from torch import nn - - -class LitEma(nn.Module): - def __init__(self, model, decay=0.9999, use_num_upates=True): - super().__init__() - if decay < 0.0 or decay > 1.0: - raise ValueError("Decay must be between 0 and 1") - - self.m_name2s_name = {} - self.register_buffer("decay", torch.tensor(decay, dtype=torch.float32)) - self.register_buffer( - "num_updates", - torch.tensor(0, dtype=torch.int) - if use_num_upates - else torch.tensor(-1, dtype=torch.int), - ) - - for name, p in model.named_parameters(): - if p.requires_grad: - # remove as '.'-character is not allowed in buffers - s_name = name.replace(".", "") - self.m_name2s_name.update({name: s_name}) - self.register_buffer(s_name, p.clone().detach().data) - - self.collected_params = [] - - def reset_num_updates(self): - del self.num_updates - self.register_buffer("num_updates", torch.tensor(0, dtype=torch.int)) - - def forward(self, model): - decay = self.decay - - if self.num_updates >= 0: - self.num_updates += 1 - decay = min(self.decay, (1 + self.num_updates) / (10 + self.num_updates)) - - one_minus_decay = 1.0 - decay - - with torch.no_grad(): - m_param = dict(model.named_parameters()) - shadow_params = dict(self.named_buffers()) - - for key in m_param: - if m_param[key].requires_grad: - sname = self.m_name2s_name[key] - shadow_params[sname] = shadow_params[sname].type_as(m_param[key]) - shadow_params[sname].sub_( - one_minus_decay * (shadow_params[sname] - m_param[key]) - ) - else: - assert not key in self.m_name2s_name - - def copy_to(self, model): - m_param = dict(model.named_parameters()) - shadow_params = dict(self.named_buffers()) - for key in m_param: - if m_param[key].requires_grad: - m_param[key].data.copy_(shadow_params[self.m_name2s_name[key]].data) - else: - assert not key in self.m_name2s_name - - def store(self, parameters): - """ - Save the current parameters for restoring later. - Args: - parameters: Iterable of `torch.nn.Parameter`; the parameters to be - temporarily stored. - """ - self.collected_params = [param.clone() for param in parameters] - - def restore(self, parameters): - """ - Restore the parameters stored with the `store` method. - Useful to validate the model with EMA parameters without affecting the - original optimization process. Store the parameters before the - `copy_to` method. After validation (or model saving), use this to - restore the former parameters. - Args: - parameters: Iterable of `torch.nn.Parameter`; the parameters to be - updated with the stored parameters. - """ - for c_param, param in zip(self.collected_params, parameters): - param.data.copy_(c_param.data) diff --git a/sgm/modules/encoders/__init__.py b/sgm/modules/encoders/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/sgm/modules/encoders/modules.py b/sgm/modules/encoders/modules.py deleted file mode 100644 index 9fce2e1..0000000 --- a/sgm/modules/encoders/modules.py +++ /dev/null @@ -1,960 +0,0 @@ -from contextlib import nullcontext -from functools import partial -from typing import Dict, List, Optional, Tuple, Union - -import kornia -import numpy as np -import open_clip -import torch -import torch.nn as nn -from einops import rearrange, repeat -from omegaconf import ListConfig -from torch.utils.checkpoint import checkpoint -from transformers import ( - ByT5Tokenizer, - CLIPTextModel, - CLIPTokenizer, - T5EncoderModel, - T5Tokenizer, -) - -from ...modules.autoencoding.regularizers import DiagonalGaussianRegularizer -from ...modules.diffusionmodules.model import Encoder -from ...modules.diffusionmodules.openaimodel import Timestep -from ...modules.diffusionmodules.util import extract_into_tensor, make_beta_schedule -from ...modules.distributions.distributions import DiagonalGaussianDistribution -from ...util import ( - autocast, - count_params, - default, - disabled_train, - expand_dims_like, - instantiate_from_config, -) - - -class AbstractEmbModel(nn.Module): - def __init__(self): - super().__init__() - self._is_trainable = None - self._ucg_rate = None - self._input_key = None - - @property - def is_trainable(self) -> bool: - return self._is_trainable - - @property - def ucg_rate(self) -> Union[float, torch.Tensor]: - return self._ucg_rate - - @property - def input_key(self) -> str: - return self._input_key - - @is_trainable.setter - def is_trainable(self, value: bool): - self._is_trainable = value - - @ucg_rate.setter - def ucg_rate(self, value: Union[float, torch.Tensor]): - self._ucg_rate = value - - @input_key.setter - def input_key(self, value: str): - self._input_key = value - - @is_trainable.deleter - def is_trainable(self): - del self._is_trainable - - @ucg_rate.deleter - def ucg_rate(self): - del self._ucg_rate - - @input_key.deleter - def input_key(self): - del self._input_key - - -class GeneralConditioner(nn.Module): - OUTPUT_DIM2KEYS = {2: "vector", 3: "crossattn", 4: "concat", 5: "concat"} - KEY2CATDIM = {"vector": 1, "crossattn": 2, "concat": 1} - - def __init__(self, emb_models: Union[List, ListConfig]): - super().__init__() - embedders = [] - for n, embconfig in enumerate(emb_models): - embedder = instantiate_from_config(embconfig) - assert isinstance( - embedder, AbstractEmbModel - ), f"embedder model {embedder.__class__.__name__} has to inherit from AbstractEmbModel" - embedder.is_trainable = embconfig.get("is_trainable", False) - embedder.ucg_rate = embconfig.get("ucg_rate", 0.0) - if not embedder.is_trainable: - embedder.train = disabled_train - for param in embedder.parameters(): - param.requires_grad = False - embedder.eval() - print( - f"Initialized embedder #{n}: {embedder.__class__.__name__} " - f"with {count_params(embedder, False)} params. Trainable: {embedder.is_trainable}" - ) - - if "input_key" in embconfig: - embedder.input_key = embconfig["input_key"] - elif "input_keys" in embconfig: - embedder.input_keys = embconfig["input_keys"] - else: - raise KeyError( - f"need either 'input_key' or 'input_keys' for embedder {embedder.__class__.__name__}" - ) - - embedder.legacy_ucg_val = embconfig.get("legacy_ucg_value", None) - if embedder.legacy_ucg_val is not None: - embedder.ucg_prng = np.random.RandomState() - - embedders.append(embedder) - self.embedders = nn.ModuleList(embedders) - - def possibly_get_ucg_val(self, embedder: AbstractEmbModel, batch: Dict) -> Dict: - assert embedder.legacy_ucg_val is not None - p = embedder.ucg_rate - val = embedder.legacy_ucg_val - for i in range(len(batch[embedder.input_key])): - if embedder.ucg_prng.choice(2, p=[1 - p, p]): - batch[embedder.input_key][i] = val - return batch - - def forward( - self, batch: Dict, force_zero_embeddings: Optional[List] = None - ) -> Dict: - output = dict() - if force_zero_embeddings is None: - force_zero_embeddings = [] - for embedder in self.embedders: - embedding_context = nullcontext if embedder.is_trainable else torch.no_grad - with embedding_context(): - if hasattr(embedder, "input_key") and (embedder.input_key is not None): - if embedder.legacy_ucg_val is not None: - batch = self.possibly_get_ucg_val(embedder, batch) - emb_out = embedder(batch[embedder.input_key]) - elif hasattr(embedder, "input_keys"): - emb_out = embedder(*[batch[k] for k in embedder.input_keys]) - assert isinstance( - emb_out, (torch.Tensor, list, tuple) - ), f"encoder outputs must be tensors or a sequence, but got {type(emb_out)}" - if not isinstance(emb_out, (list, tuple)): - emb_out = [emb_out] - for emb in emb_out: - out_key = self.OUTPUT_DIM2KEYS[emb.dim()] - if embedder.ucg_rate > 0.0 and embedder.legacy_ucg_val is None: - emb = ( - expand_dims_like( - torch.bernoulli( - (1.0 - embedder.ucg_rate) - * torch.ones(emb.shape[0], device=emb.device) - ), - emb, - ) - * emb - ) - if ( - hasattr(embedder, "input_key") - and embedder.input_key in force_zero_embeddings - ): - emb = torch.zeros_like(emb) - if out_key in output: - output[out_key] = torch.cat( - (output[out_key].cuda(), emb.cuda()), self.KEY2CATDIM[out_key] - ) - else: - output[out_key] = emb - return output - - def get_unconditional_conditioning( - self, batch_c, batch_uc=None, force_uc_zero_embeddings=None - ): - if force_uc_zero_embeddings is None: - force_uc_zero_embeddings = [] - ucg_rates = list() - for embedder in self.embedders: - ucg_rates.append(embedder.ucg_rate) - embedder.ucg_rate = 0.0 - c = self(batch_c) - uc = self(batch_c if batch_uc is None else batch_uc, force_uc_zero_embeddings) - - for embedder, rate in zip(self.embedders, ucg_rates): - embedder.ucg_rate = rate - return c, uc - - -class InceptionV3(nn.Module): - """Wrapper around the https://github.com/mseitzer/pytorch-fid inception - port with an additional squeeze at the end""" - - def __init__(self, normalize_input=False, **kwargs): - super().__init__() - from pytorch_fid import inception - - kwargs["resize_input"] = True - self.model = inception.InceptionV3(normalize_input=normalize_input, **kwargs) - - def forward(self, inp): - # inp = kornia.geometry.resize(inp, (299, 299), - # interpolation='bicubic', - # align_corners=False, - # antialias=True) - # inp = inp.clamp(min=-1, max=1) - - outp = self.model(inp) - - if len(outp) == 1: - return outp[0].squeeze() - - return outp - - -class IdentityEncoder(AbstractEmbModel): - def encode(self, x): - return x - - def forward(self, x): - return x - - -class ClassEmbedder(AbstractEmbModel): - def __init__(self, embed_dim, n_classes=1000, add_sequence_dim=False): - super().__init__() - self.embedding = nn.Embedding(n_classes, embed_dim) - self.n_classes = n_classes - self.add_sequence_dim = add_sequence_dim - - def forward(self, c): - c = self.embedding(c) - if self.add_sequence_dim: - c = c[:, None, :] - return c - - def get_unconditional_conditioning(self, bs, device="cuda"): - uc_class = ( - self.n_classes - 1 - ) # 1000 classes --> 0 ... 999, one extra class for ucg (class 1000) - uc = torch.ones((bs,), device=device) * uc_class - uc = {self.key: uc.long()} - return uc - - -class ClassEmbedderForMultiCond(ClassEmbedder): - def forward(self, batch, key=None, disable_dropout=False): - out = batch - key = default(key, self.key) - islist = isinstance(batch[key], list) - if islist: - batch[key] = batch[key][0] - c_out = super().forward(batch, key, disable_dropout) - out[key] = [c_out] if islist else c_out - return out - - -class FrozenT5Embedder(AbstractEmbModel): - """Uses the T5 transformer encoder for text""" - - def __init__( - self, version="google/t5-v1_1-xxl", device="cuda", max_length=77, freeze=True - ): # others are google/t5-v1_1-xl and google/t5-v1_1-xxl - super().__init__() - self.tokenizer = T5Tokenizer.from_pretrained(version) - self.transformer = T5EncoderModel.from_pretrained(version) - self.device = device - self.max_length = max_length - if freeze: - self.freeze() - - def freeze(self): - self.transformer = self.transformer.eval() - - for param in self.parameters(): - param.requires_grad = False - - # @autocast - def forward(self, text): - batch_encoding = self.tokenizer( - text, - truncation=True, - max_length=self.max_length, - return_length=True, - return_overflowing_tokens=False, - padding="max_length", - return_tensors="pt", - ) - tokens = batch_encoding["input_ids"].to(self.device) - with torch.autocast("cuda", enabled=False): - outputs = self.transformer(input_ids=tokens) - z = outputs.last_hidden_state - return z - - def encode(self, text): - return self(text) - - -class FrozenByT5Embedder(AbstractEmbModel): - """ - Uses the ByT5 transformer encoder for text. Is character-aware. - """ - - def __init__( - self, version="google/byt5-base", device="cuda", max_length=77, freeze=True - ): # others are google/t5-v1_1-xl and google/t5-v1_1-xxl - super().__init__() - self.tokenizer = ByT5Tokenizer.from_pretrained(version) - self.transformer = T5EncoderModel.from_pretrained(version) - self.device = device - self.max_length = max_length - if freeze: - self.freeze() - - def freeze(self): - self.transformer = self.transformer.eval() - - for param in self.parameters(): - param.requires_grad = False - - def forward(self, text): - batch_encoding = self.tokenizer( - text, - truncation=True, - max_length=self.max_length, - return_length=True, - return_overflowing_tokens=False, - padding="max_length", - return_tensors="pt", - ) - tokens = batch_encoding["input_ids"].to(self.device) - with torch.autocast("cuda", enabled=False): - outputs = self.transformer(input_ids=tokens) - z = outputs.last_hidden_state - return z - - def encode(self, text): - return self(text) - - -class FrozenCLIPEmbedder(AbstractEmbModel): - """Uses the CLIP transformer encoder for text (from huggingface)""" - - LAYERS = ["last", "pooled", "hidden"] - - def __init__( - self, - version="./clip/clip-vit-large-patch14", - device="cuda", - max_length=77, - freeze=True, - layer="last", - layer_idx=None, - always_return_pooled=False, - ): # clip-vit-base-patch32 - super().__init__() - assert layer in self.LAYERS - self.tokenizer = CLIPTokenizer.from_pretrained(version) - self.transformer = CLIPTextModel.from_pretrained(version) - self.device = device - self.max_length = max_length - if freeze: - self.freeze() - self.layer = layer - self.layer_idx = layer_idx - self.return_pooled = always_return_pooled - if layer == "hidden": - assert layer_idx is not None - assert 0 <= abs(layer_idx) <= 12 - - def freeze(self): - self.transformer = self.transformer.eval() - - for param in self.parameters(): - param.requires_grad = False - - @autocast - def forward(self, text): - batch_encoding = self.tokenizer( - text, - truncation=True, - max_length=self.max_length, - return_length=True, - return_overflowing_tokens=False, - padding="max_length", - return_tensors="pt", - ) - tokens = batch_encoding["input_ids"].to(self.device) - outputs = self.transformer( - input_ids=tokens, output_hidden_states=self.layer == "hidden" - ) - if self.layer == "last": - z = outputs.last_hidden_state - elif self.layer == "pooled": - z = outputs.pooler_output[:, None, :] - else: - z = outputs.hidden_states[self.layer_idx] - if self.return_pooled: - return z, outputs.pooler_output - return z - - def encode(self, text): - return self(text) - - -class FrozenOpenCLIPEmbedder2(AbstractEmbModel): - """ - Uses the OpenCLIP transformer encoder for text - """ - - LAYERS = ["pooled", "last", "penultimate"] - - def __init__( - self, - arch="ViT-H-14", - version="laion2b_s32b_b79k", - device="cuda", - max_length=77, - freeze=True, - layer="last", - always_return_pooled=False, - legacy=True, - ): - super().__init__() - assert layer in self.LAYERS - model, _, _ = open_clip.create_model_and_transforms( - arch, - device=torch.device("cpu"), - pretrained=version, - ) - del model.visual - self.model = model - - self.device = device - self.max_length = max_length - self.return_pooled = always_return_pooled - if freeze: - self.freeze() - self.layer = layer - if self.layer == "last": - self.layer_idx = 0 - elif self.layer == "penultimate": - self.layer_idx = 1 - else: - raise NotImplementedError() - self.legacy = legacy - - def freeze(self): - self.model = self.model.eval() - for param in self.parameters(): - param.requires_grad = False - - @autocast - def forward(self, text): - tokens = open_clip.tokenize(text) - z = self.encode_with_transformer(tokens.to(self.device)) - if not self.return_pooled and self.legacy: - return z - if self.return_pooled: - assert not self.legacy - return z[self.layer], z["pooled"] - return z[self.layer] - - def encode_with_transformer(self, text): - x = self.model.token_embedding(text) # [batch_size, n_ctx, d_model] - x = x + self.model.positional_embedding - x = x.permute(1, 0, 2) # NLD -> LND - x = self.text_transformer_forward(x, attn_mask=self.model.attn_mask) - if self.legacy: - x = x[self.layer] - x = self.model.ln_final(x) - return x - else: - # x is a dict and will stay a dict - o = x["last"] - o = self.model.ln_final(o) - pooled = self.pool(o, text) - x["pooled"] = pooled - return x - - def pool(self, x, text): - # take features from the eot embedding (eot_token is the highest number in each sequence) - x = ( - x[torch.arange(x.shape[0]), text.argmax(dim=-1)] - @ self.model.text_projection - ) - return x - - def text_transformer_forward(self, x: torch.Tensor, attn_mask=None): - outputs = {} - for i, r in enumerate(self.model.transformer.resblocks): - if i == len(self.model.transformer.resblocks) - 1: - outputs["penultimate"] = x.permute(1, 0, 2) # LND -> NLD - if ( - self.model.transformer.grad_checkpointing - and not torch.jit.is_scripting() - ): - x = checkpoint(r, x, attn_mask) - else: - x = r(x, attn_mask=attn_mask) - outputs["last"] = x.permute(1, 0, 2) # LND -> NLD - return outputs - - def encode(self, text): - return self(text) - - -class FrozenOpenCLIPEmbedder(AbstractEmbModel): - LAYERS = [ - # "pooled", - "last", - "penultimate", - ] - - def __init__( - self, - arch="ViT-H-14", - version="laion2b_s32b_b79k", - device="cuda", - max_length=77, - freeze=True, - layer="last", - ): - super().__init__() - assert layer in self.LAYERS - model, _, _ = open_clip.create_model_and_transforms( - arch, device=torch.device("cpu"), pretrained=version - ) - del model.visual - self.model = model - - self.device = device - self.max_length = max_length - if freeze: - self.freeze() - self.layer = layer - if self.layer == "last": - self.layer_idx = 0 - elif self.layer == "penultimate": - self.layer_idx = 1 - else: - raise NotImplementedError() - - def freeze(self): - self.model = self.model.eval() - for param in self.parameters(): - param.requires_grad = False - - def forward(self, text): - tokens = open_clip.tokenize(text) - z = self.encode_with_transformer(tokens.to(self.device)) - return z - - def encode_with_transformer(self, text): - x = self.model.token_embedding(text) # [batch_size, n_ctx, d_model] - x = x + self.model.positional_embedding - x = x.permute(1, 0, 2) # NLD -> LND - x = self.text_transformer_forward(x, attn_mask=self.model.attn_mask) - x = x.permute(1, 0, 2) # LND -> NLD - x = self.model.ln_final(x) - return x - - def text_transformer_forward(self, x: torch.Tensor, attn_mask=None): - for i, r in enumerate(self.model.transformer.resblocks): - if i == len(self.model.transformer.resblocks) - self.layer_idx: - break - if ( - self.model.transformer.grad_checkpointing - and not torch.jit.is_scripting() - ): - x = checkpoint(r, x, attn_mask) - else: - x = r(x, attn_mask=attn_mask) - return x - - def encode(self, text): - return self(text) - - -class FrozenOpenCLIPImageEmbedder(AbstractEmbModel): - """ - Uses the OpenCLIP vision transformer encoder for images - """ - - def __init__( - self, - arch="ViT-H-14", - version="laion2b_s32b_b79k", - device="cuda", - max_length=77, - freeze=True, - antialias=True, - ucg_rate=0.0, - unsqueeze_dim=False, - repeat_to_max_len=False, - num_image_crops=0, - output_tokens=False, - ): - super().__init__() - model, _, _ = open_clip.create_model_and_transforms( - arch, - device=torch.device("cpu"), - pretrained=version, - ) - del model.transformer - self.model = model - self.max_crops = num_image_crops - self.pad_to_max_len = self.max_crops > 0 - self.repeat_to_max_len = repeat_to_max_len and (not self.pad_to_max_len) - self.device = device - self.max_length = max_length - if freeze: - self.freeze() - - self.antialias = antialias - - self.register_buffer( - "mean", torch.Tensor([0.48145466, 0.4578275, 0.40821073]), persistent=False - ) - self.register_buffer( - "std", torch.Tensor([0.26862954, 0.26130258, 0.27577711]), persistent=False - ) - self.ucg_rate = ucg_rate - self.unsqueeze_dim = unsqueeze_dim - self.stored_batch = None - self.model.visual.output_tokens = output_tokens - self.output_tokens = output_tokens - - def preprocess(self, x): - # normalize to [0,1] - x = kornia.geometry.resize( - x, - (224, 224), - interpolation="bicubic", - align_corners=True, - antialias=self.antialias, - ) - x = (x + 1.0) / 2.0 - # renormalize according to clip - x = kornia.enhance.normalize(x, self.mean, self.std) - return x - - def freeze(self): - self.model = self.model.eval() - for param in self.parameters(): - param.requires_grad = False - - @autocast - def forward(self, image, no_dropout=False): - z = self.encode_with_vision_transformer(image) - tokens = None - if self.output_tokens: - z, tokens = z[0], z[1] - z = z.to(image.dtype) - if self.ucg_rate > 0.0 and not no_dropout and not (self.max_crops > 0): - z = ( - torch.bernoulli( - (1.0 - self.ucg_rate) * torch.ones(z.shape[0], device=z.device) - )[:, None] - * z - ) - if tokens is not None: - tokens = ( - expand_dims_like( - torch.bernoulli( - (1.0 - self.ucg_rate) - * torch.ones(tokens.shape[0], device=tokens.device) - ), - tokens, - ) - * tokens - ) - if self.unsqueeze_dim: - z = z[:, None, :] - if self.output_tokens: - assert not self.repeat_to_max_len - assert not self.pad_to_max_len - return tokens, z - if self.repeat_to_max_len: - if z.dim() == 2: - z_ = z[:, None, :] - else: - z_ = z - return repeat(z_, "b 1 d -> b n d", n=self.max_length), z - elif self.pad_to_max_len: - assert z.dim() == 3 - z_pad = torch.cat( - ( - z, - torch.zeros( - z.shape[0], - self.max_length - z.shape[1], - z.shape[2], - device=z.device, - ), - ), - 1, - ) - return z_pad, z_pad[:, 0, ...] - return z - - def encode_with_vision_transformer(self, img): - # if self.max_crops > 0: - # img = self.preprocess_by_cropping(img) - if img.dim() == 5: - assert self.max_crops == img.shape[1] - img = rearrange(img, "b n c h w -> (b n) c h w") - img = self.preprocess(img) - if not self.output_tokens: - assert not self.model.visual.output_tokens - x = self.model.visual(img) - tokens = None - else: - assert self.model.visual.output_tokens - x, tokens = self.model.visual(img) - if self.max_crops > 0: - x = rearrange(x, "(b n) d -> b n d", n=self.max_crops) - # drop out between 0 and all along the sequence axis - x = ( - torch.bernoulli( - (1.0 - self.ucg_rate) - * torch.ones(x.shape[0], x.shape[1], 1, device=x.device) - ) - * x - ) - if tokens is not None: - tokens = rearrange(tokens, "(b n) t d -> b t (n d)", n=self.max_crops) - print( - f"You are running very experimental token-concat in {self.__class__.__name__}. " - f"Check what you are doing, and then remove this message." - ) - if self.output_tokens: - return x, tokens - return x - - def encode(self, text): - return self(text) - - -class FrozenCLIPT5Encoder(AbstractEmbModel): - def __init__( - self, - clip_version="openai/clip-vit-large-patch14", - t5_version="google/t5-v1_1-xl", - device="cuda", - clip_max_length=77, - t5_max_length=77, - ): - super().__init__() - self.clip_encoder = FrozenCLIPEmbedder( - clip_version, device, max_length=clip_max_length - ) - self.t5_encoder = FrozenT5Embedder(t5_version, device, max_length=t5_max_length) - print( - f"{self.clip_encoder.__class__.__name__} has {count_params(self.clip_encoder) * 1.e-6:.2f} M parameters, " - f"{self.t5_encoder.__class__.__name__} comes with {count_params(self.t5_encoder) * 1.e-6:.2f} M params." - ) - - def encode(self, text): - return self(text) - - def forward(self, text): - clip_z = self.clip_encoder.encode(text) - t5_z = self.t5_encoder.encode(text) - return [clip_z, t5_z] - - -class SpatialRescaler(nn.Module): - def __init__( - self, - n_stages=1, - method="bilinear", - multiplier=0.5, - in_channels=3, - out_channels=None, - bias=False, - wrap_video=False, - kernel_size=1, - remap_output=False, - ): - super().__init__() - self.n_stages = n_stages - assert self.n_stages >= 0 - assert method in [ - "nearest", - "linear", - "bilinear", - "trilinear", - "bicubic", - "area", - ] - self.multiplier = multiplier - self.interpolator = partial(torch.nn.functional.interpolate, mode=method) - self.remap_output = out_channels is not None or remap_output - if self.remap_output: - print( - f"Spatial Rescaler mapping from {in_channels} to {out_channels} channels after resizing." - ) - self.channel_mapper = nn.Conv2d( - in_channels, - out_channels, - kernel_size=kernel_size, - bias=bias, - padding=kernel_size // 2, - ) - self.wrap_video = wrap_video - - def forward(self, x): - if self.wrap_video and x.ndim == 5: - B, C, T, H, W = x.shape - x = rearrange(x, "b c t h w -> b t c h w") - x = rearrange(x, "b t c h w -> (b t) c h w") - - for stage in range(self.n_stages): - x = self.interpolator(x, scale_factor=self.multiplier) - - if self.wrap_video: - x = rearrange(x, "(b t) c h w -> b t c h w", b=B, t=T, c=C) - x = rearrange(x, "b t c h w -> b c t h w") - if self.remap_output: - x = self.channel_mapper(x) - return x - - def encode(self, x): - return self(x) - - -class LowScaleEncoder(nn.Module): - def __init__( - self, - model_config, - linear_start, - linear_end, - timesteps=1000, - max_noise_level=250, - output_size=64, - scale_factor=1.0, - ): - super().__init__() - self.max_noise_level = max_noise_level - self.model = instantiate_from_config(model_config) - self.augmentation_schedule = self.register_schedule( - timesteps=timesteps, linear_start=linear_start, linear_end=linear_end - ) - self.out_size = output_size - self.scale_factor = scale_factor - - def register_schedule( - self, - beta_schedule="linear", - timesteps=1000, - linear_start=1e-4, - linear_end=2e-2, - cosine_s=8e-3, - ): - betas = make_beta_schedule( - beta_schedule, - timesteps, - linear_start=linear_start, - linear_end=linear_end, - cosine_s=cosine_s, - ) - alphas = 1.0 - betas - alphas_cumprod = np.cumprod(alphas, axis=0) - alphas_cumprod_prev = np.append(1.0, alphas_cumprod[:-1]) - - (timesteps,) = betas.shape - self.num_timesteps = int(timesteps) - self.linear_start = linear_start - self.linear_end = linear_end - assert ( - alphas_cumprod.shape[0] == self.num_timesteps - ), "alphas have to be defined for each timestep" - - to_torch = partial(torch.tensor, dtype=torch.float32) - - self.register_buffer("betas", to_torch(betas)) - self.register_buffer("alphas_cumprod", to_torch(alphas_cumprod)) - self.register_buffer("alphas_cumprod_prev", to_torch(alphas_cumprod_prev)) - - # calculations for diffusion q(x_t | x_{t-1}) and others - self.register_buffer("sqrt_alphas_cumprod", to_torch(np.sqrt(alphas_cumprod))) - self.register_buffer( - "sqrt_one_minus_alphas_cumprod", to_torch(np.sqrt(1.0 - alphas_cumprod)) - ) - self.register_buffer( - "log_one_minus_alphas_cumprod", to_torch(np.log(1.0 - alphas_cumprod)) - ) - self.register_buffer( - "sqrt_recip_alphas_cumprod", to_torch(np.sqrt(1.0 / alphas_cumprod)) - ) - self.register_buffer( - "sqrt_recipm1_alphas_cumprod", to_torch(np.sqrt(1.0 / alphas_cumprod - 1)) - ) - - def q_sample(self, x_start, t, noise=None): - noise = default(noise, lambda: torch.randn_like(x_start)) - return ( - extract_into_tensor(self.sqrt_alphas_cumprod, t, x_start.shape) * x_start - + extract_into_tensor(self.sqrt_one_minus_alphas_cumprod, t, x_start.shape) - * noise - ) - - def forward(self, x): - z = self.model.encode(x) - if isinstance(z, DiagonalGaussianDistribution): - z = z.sample() - z = z * self.scale_factor - noise_level = torch.randint( - 0, self.max_noise_level, (x.shape[0],), device=x.device - ).long() - z = self.q_sample(z, noise_level) - if self.out_size is not None: - z = torch.nn.functional.interpolate(z, size=self.out_size, mode="nearest") - # z = z.repeat_interleave(2, -2).repeat_interleave(2, -1) - return z, noise_level - - def decode(self, z): - z = z / self.scale_factor - return self.model.decode(z) - - -class ConcatTimestepEmbedderND(AbstractEmbModel): - """embeds each dimension independently and concatenates them""" - - def __init__(self, outdim): - super().__init__() - self.timestep = Timestep(outdim) - self.outdim = outdim - - def forward(self, x): - if x.ndim == 1: - x = x[:, None] - assert len(x.shape) == 2 - b, dims = x.shape[0], x.shape[1] - x = rearrange(x, "b d -> (b d)") - emb = self.timestep(x) - emb = rearrange(emb, "(b d) d2 -> b (d d2)", b=b, d=dims, d2=self.outdim) - return emb - - -class GaussianEncoder(Encoder, AbstractEmbModel): - def __init__( - self, weight: float = 1.0, flatten_output: bool = True, *args, **kwargs - ): - super().__init__(*args, **kwargs) - self.posterior = DiagonalGaussianRegularizer() - self.weight = weight - self.flatten_output = flatten_output - - def forward(self, x) -> Tuple[Dict, torch.Tensor]: - z = super().forward(x) - z, log = self.posterior(z) - log["loss"] = log["kl_loss"] - log["weight"] = self.weight - if self.flatten_output: - z = rearrange(z, "b c h w -> b (h w ) c") - return log, z diff --git a/sgm/util.py b/sgm/util.py deleted file mode 100644 index c5e68f4..0000000 --- a/sgm/util.py +++ /dev/null @@ -1,248 +0,0 @@ -import functools -import importlib -import os -from functools import partial -from inspect import isfunction - -import fsspec -import numpy as np -import torch -from PIL import Image, ImageDraw, ImageFont -from safetensors.torch import load_file as load_safetensors - - -def disabled_train(self, mode=True): - """Overwrite model.train with this function to make sure train/eval mode - does not change anymore.""" - return self - - -def get_string_from_tuple(s): - try: - # Check if the string starts and ends with parentheses - if s[0] == "(" and s[-1] == ")": - # Convert the string to a tuple - t = eval(s) - # Check if the type of t is tuple - if type(t) == tuple: - return t[0] - else: - pass - except: - pass - return s - - -def is_power_of_two(n): - """ - chat.openai.com/chat - Return True if n is a power of 2, otherwise return False. - - The function is_power_of_two takes an integer n as input and returns True if n is a power of 2, otherwise it returns False. - The function works by first checking if n is less than or equal to 0. If n is less than or equal to 0, it can't be a power of 2, so the function returns False. - If n is greater than 0, the function checks whether n is a power of 2 by using a bitwise AND operation between n and n-1. If n is a power of 2, then it will have only one bit set to 1 in its binary representation. When we subtract 1 from a power of 2, all the bits to the right of that bit become 1, and the bit itself becomes 0. So, when we perform a bitwise AND between n and n-1, we get 0 if n is a power of 2, and a non-zero value otherwise. - Thus, if the result of the bitwise AND operation is 0, then n is a power of 2 and the function returns True. Otherwise, the function returns False. - - """ - if n <= 0: - return False - return (n & (n - 1)) == 0 - - -def autocast(f, enabled=True): - def do_autocast(*args, **kwargs): - with torch.cuda.amp.autocast( - enabled=enabled, - dtype=torch.get_autocast_gpu_dtype(), - cache_enabled=torch.is_autocast_cache_enabled(), - ): - return f(*args, **kwargs) - - return do_autocast - - -def load_partial_from_config(config): - return partial(get_obj_from_str(config["target"]), **config.get("params", dict())) - - -def log_txt_as_img(wh, xc, size=10): - # wh a tuple of (width, height) - # xc a list of captions to plot - b = len(xc) - txts = list() - for bi in range(b): - txt = Image.new("RGB", wh, color="white") - draw = ImageDraw.Draw(txt) - font = ImageFont.truetype("data/DejaVuSans.ttf", size=size) - nc = int(40 * (wh[0] / 256)) - if isinstance(xc[bi], list): - text_seq = xc[bi][0] - else: - text_seq = xc[bi] - lines = "\n".join( - text_seq[start : start + nc] for start in range(0, len(text_seq), nc) - ) - - try: - draw.text((0, 0), lines, fill="black", font=font) - except UnicodeEncodeError: - print("Cant encode string for logging. Skipping.") - - txt = np.array(txt).transpose(2, 0, 1) / 127.5 - 1.0 - txts.append(txt) - txts = np.stack(txts) - txts = torch.tensor(txts) - return txts - - -def partialclass(cls, *args, **kwargs): - class NewCls(cls): - __init__ = functools.partialmethod(cls.__init__, *args, **kwargs) - - return NewCls - - -def make_path_absolute(path): - fs, p = fsspec.core.url_to_fs(path) - if fs.protocol == "file": - return os.path.abspath(p) - return path - - -def ismap(x): - if not isinstance(x, torch.Tensor): - return False - return (len(x.shape) == 4) and (x.shape[1] > 3) - - -def isimage(x): - if not isinstance(x, torch.Tensor): - return False - return (len(x.shape) == 4) and (x.shape[1] == 3 or x.shape[1] == 1) - - -def isheatmap(x): - if not isinstance(x, torch.Tensor): - return False - - return x.ndim == 2 - - -def isneighbors(x): - if not isinstance(x, torch.Tensor): - return False - return x.ndim == 5 and (x.shape[2] == 3 or x.shape[2] == 1) - - -def exists(x): - return x is not None - - -def expand_dims_like(x, y): - while x.dim() != y.dim(): - x = x.unsqueeze(-1) - return x - - -def default(val, d): - if exists(val): - return val - return d() if isfunction(d) else d - - -def mean_flat(tensor): - """ - https://github.com/openai/guided-diffusion/blob/27c20a8fab9cb472df5d6bdd6c8d11c8f430b924/guided_diffusion/nn.py#L86 - Take the mean over all non-batch dimensions. - """ - return tensor.mean(dim=list(range(1, len(tensor.shape)))) - - -def count_params(model, verbose=False): - total_params = sum(p.numel() for p in model.parameters()) - if verbose: - print(f"{model.__class__.__name__} has {total_params * 1.e-6:.2f} M params.") - return total_params - - -def instantiate_from_config(config): - if not "target" in config: - if config == "__is_first_stage__": - return None - elif config == "__is_unconditional__": - return None - raise KeyError("Expected key `target` to instantiate.") - return get_obj_from_str(config["target"])(**config.get("params", dict())) - - -def get_obj_from_str(string, reload=False, invalidate_cache=True): - module, cls = string.rsplit(".", 1) - if invalidate_cache: - importlib.invalidate_caches() - if reload: - module_imp = importlib.import_module(module) - importlib.reload(module_imp) - return getattr(importlib.import_module(module, package=None), cls) - - -def append_zero(x): - return torch.cat([x, x.new_zeros([1])]) - - -def append_dims(x, target_dims): - """Appends dimensions to the end of a tensor until it has target_dims dimensions.""" - dims_to_append = target_dims - x.ndim - if dims_to_append < 0: - raise ValueError( - f"input has {x.ndim} dims but target_dims is {target_dims}, which is less" - ) - return x[(...,) + (None,) * dims_to_append] - - -def load_model_from_config(config, ckpt, verbose=True, freeze=True): - print(f"Loading model from {ckpt}") - if ckpt.endswith("ckpt"): - pl_sd = torch.load(ckpt, map_location="cpu") - if "global_step" in pl_sd: - print(f"Global Step: {pl_sd['global_step']}") - sd = pl_sd["state_dict"] - elif ckpt.endswith("safetensors"): - sd = load_safetensors(ckpt) - else: - raise NotImplementedError - - model = instantiate_from_config(config.model) - - m, u = model.load_state_dict(sd, strict=False) - - if len(m) > 0 and verbose: - print("missing keys:") - print(m) - if len(u) > 0 and verbose: - print("unexpected keys:") - print(u) - - if freeze: - for param in model.parameters(): - param.requires_grad = False - - model.eval() - return model - - -def get_configs_path() -> str: - """ - Get the `configs` directory. - For a working copy, this is the one in the root of the repository, - but for an installed copy, it's in the `sgm` package (see pyproject.toml). - """ - this_dir = os.path.dirname(__file__) - candidates = ( - os.path.join(this_dir, "configs"), - os.path.join(this_dir, "..", "configs"), - ) - for candidate in candidates: - candidate = os.path.abspath(candidate) - if os.path.isdir(candidate): - return candidate - raise FileNotFoundError(f"Could not find SGM configs in {candidates}")

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