From f6294eff017b72f3e746d2902761223e89c820fe Mon Sep 17 00:00:00 2001
From: Yoonjin Im <skewondr@ajou.ac.kr>
Date: Fri, 10 Apr 2020 23:54:02 +0900
Subject: [PATCH] week3
---
.DS_Store | Bin 0 -> 6148 bytes
BPE_code.ipynb => week1,2/BPE_code.ipynb | 0
note1,2.pdf => week1,2/note1,2.pdf | Bin
.../note1,2_edited.pdf | Bin
proposal.pdf => week1,2/proposal.pdf | Bin
.../proposal_edited.pdf | Bin
week3/data analysis.ipynb | 4391 +++++++++++++
week3/data analysis2.ipynb | 5578 +++++++++++++++++
week3/note3.pdf | Bin 0 -> 1026179 bytes
week3/note3_edited.pdf | Bin 0 -> 1027558 bytes
week3/word_freq_list.tsv | 2065 ++++++
11 files changed, 12034 insertions(+)
create mode 100644 .DS_Store
rename BPE_code.ipynb => week1,2/BPE_code.ipynb (100%)
rename note1,2.pdf => week1,2/note1,2.pdf (100%)
rename note1,2_edited.pdf => week1,2/note1,2_edited.pdf (100%)
rename proposal.pdf => week1,2/proposal.pdf (100%)
rename proposal_edited.pdf => week1,2/proposal_edited.pdf (100%)
create mode 100644 week3/data analysis.ipynb
create mode 100644 week3/data analysis2.ipynb
create mode 100644 week3/note3.pdf
create mode 100644 week3/note3_edited.pdf
create mode 100644 week3/word_freq_list.tsv
diff --git a/.DS_Store b/.DS_Store
new file mode 100644
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diff --git a/BPE_code.ipynb b/week1,2/BPE_code.ipynb
similarity index 100%
rename from BPE_code.ipynb
rename to week1,2/BPE_code.ipynb
diff --git a/note1,2.pdf b/week1,2/note1,2.pdf
similarity index 100%
rename from note1,2.pdf
rename to week1,2/note1,2.pdf
diff --git a/note1,2_edited.pdf b/week1,2/note1,2_edited.pdf
similarity index 100%
rename from note1,2_edited.pdf
rename to week1,2/note1,2_edited.pdf
diff --git a/proposal.pdf b/week1,2/proposal.pdf
similarity index 100%
rename from proposal.pdf
rename to week1,2/proposal.pdf
diff --git a/proposal_edited.pdf b/week1,2/proposal_edited.pdf
similarity index 100%
rename from proposal_edited.pdf
rename to week1,2/proposal_edited.pdf
diff --git a/week3/data analysis.ipynb b/week3/data analysis.ipynb
new file mode 100644
index 0000000..cb6fcaa
--- /dev/null
+++ b/week3/data analysis.ipynb
@@ -0,0 +1,4391 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "뷰티 장르 데이터 4519개를 대상으로 함. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1-1. 전처리를 하지 않은 데이터 생성 \n",
+ "+ 이모티콘 제거 \n",
+ "+ 대소문자 통합"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import re"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#이모티콘 제거를 위한 모듈\n",
+ "emoji_pattern = re.compile(\"[\"\n",
+ " u\"\\U0001F600-\\U0001F64F\" # emoticons\n",
+ " u\"\\U0001F300-\\U0001F5FF\" # symbols & pictographs\n",
+ " u\"\\U0001F680-\\U0001F6FF\" # transport & map symbols\n",
+ " u\"\\U0001F1E0-\\U0001F1FF\" # flags (iOS)\n",
+ " u\"\\U00002702-\\U000027B0\"\n",
+ " u\"\\U000024C2-\\U0001F251\"\n",
+ " u\"\\U0001f926-\\U0001f937\"\n",
+ " u'\\U00010000-\\U0010ffff'\n",
+ " u\"\\u200d\"\n",
+ " u\"\\u2640-\\u2642\"\n",
+ " u\"\\u2600-\\u2B55\"\n",
+ " u\"\\u23cf\"\n",
+ " u\"\\u23e9\"\n",
+ " u\"\\u231a\"\n",
+ " u\"\\u3030\"\n",
+ " u\"\\ufe0f\"\n",
+ " \"]+\", flags=re.UNICODE)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#크롤링한 엑셀 파일 불러오기\n",
+ "import xlrd\n",
+ "\n",
+ "loc=(\"/Users/apple1/Projects/NLP/comments.xlsx\")\n",
+ "\n",
+ "wb=xlrd.open_workbook(loc)\n",
+ "sheet1=wb.sheet_by_index(1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['who else is shocked by that ending??', 'men: take her swimming on the first date', 'men: take her to swimming on first da-', 'who else doesn’t wear makeup but watches all her videos ', '“ i am beautiful”', 'men: take her swimming on the first date ', '13:44 literally in the middle of the ocean', 'you should do an underwater photoshoot while wearing waterproof makeup', 'it’s sad to see how many corals are actually dead due to climate change and human pollution ', 'soak the sponge in setting spray?!?!?!? nikkie out here living in 3019 i swear ', 'men: women wear too much makeup! if you want to know what they really look like, take them swimming on the first date!', 'mermaids called , they were blinded by the glitter on your lids ', 'nikki: so its summer!', 'and she’s also rockin that cute bathing suite and her body looks amazing!!!!', 'you should do a full face of makeup on rollercoasters idk', 'when are we getting a video with ur future husbandd :)', '12:05 those lips are brighter than my future', \"i can't believe you asked if the 'ocean was deep' !!! silly girl!!\", 'btw where did you get your swim suit?! it’s so dang cute!', 'the “take them swimming on the first date” challenge', '“take her swimming on the first date” as if that’s gonna stop me lol !!', 'i was freaked out when she curled her lower lash line', 'props to the camera man for getting that close to the jellyfish.', \"she's finally understanding what people want.. not just the makeup room\", 'i wish i knew i was supposed to lick those lipsticks before throwing them out ', 'nikkie absolutely killing it with the content at the moment!!', 'hold up.....you have no make up make up days? fainted', 'when nikkie said “waterproof dna” had me dying ', \"i'm actually living for this look i love the eyes! i actually own all of those liquid lips, soooo... i'm gonna definitely try it on my next date night. lol.\", 'omfg i accidentally had it on 1.25x and i legit thought she drank too much coffee. smh ', 'can’t wait for james charles to upload this same video in a week and say that he filmed it over a month ago and lost the footage ', ' when she said they gonna come out with “waterproof dna” ', 'had my treatment for my ms today and watching your videos made me stop crying, worrying, or thinking of the pain. ', 'is it deep? ', 'someone help me: where is her swimsuit from? i need it.', 'i know it’s a lot of work but i love when you incorporate “vlog-style” into your makeup tutorials. so good!', 'she didn’t say “we are going to optimus prime” ', 'one product recommendation is the japanese brand, kissme waterproof mascara! they even have their own makeup remover because that jaunt will not come off.', 'nikkie is like 6ft something so that’s probably really deep for me', 'is it like deep?', 'i just want to know where she got her swimsuit from. looking beautiful nikki!', \"most talented makeup artist out there in the whole world hands down! you're awesome nikkie!\", 'summer : ending ', '14:51 jheez i thought she was a mermaid for a second', 'i loved your bathing suit.. at first i was like \"is she really going in with her full clothing\" then when your camera went down i gasped', 'u need to test the \"tlm colour changing foundation\" !!', 'nikkie : hi dylan!', 'yes! i have multiple colours of those maybelline lip products and they do survive my 1.5 hr swimming training! they are truly amazing :)', '“i meean my eyes are burning but.. is it oooon”!?!', 'about to enter the sea ', 'i love the siri voice in between lol ', '“it’s summer now” meanwhile back2school ads attacking me', 'love the maybelline lipstick! indeed stays on forever, as in literally . as i d like to change colours once in a while, any tips on how to get it of easily? thanks ', 'ahhhhh an unproblematic beauty youtuber that’s new', 'can we talk about her amazing body?! girl you look absolutely jaw dropping!!!!', 'love this! do you recommend the same products for ppl that sweat a lot on their face? i’ve tried using the becca 24hr, mac studio fix, maybelline 24hr, etc and once i set it and start to sweat, it separates! maybe i’m using the wrong primer? help!', ':’) nikkie looks like an actual mermaid. i love you, queen!', \"the baby roll mascara is my absolute favorite! it's sooo good!\", \"omg i love your bathing suit!! so cute!! i'm so happy for you girl! any og glow baby will know that nikkie filming herself in a two-piece is kind of a big deal.. you look amazing as you always have but it truly warms my heart to see how confident you have become over the years. you are stunning and i'm so glad you're starting to realize that queen ilysm!\", 'boys: ‘take a girl swimming on the first date, then you can see her natural face’ ', 'when you said fairies took a big dump on you eye lips i literally died! lmao ', \"when you're at a vacation but you gotta make a video\", 'now we can dive in', 'i love this so much and will be purchasing that lash glue in definitely for when i cry at church', 'i have a \"waterproof\" mascara. touched my lashes with a finger. woop, rip', \"the maybelline lip inks are not opthalmologist tested and not eye safe, according to maybelline consumer care! don't put them on your eyes friends!\", \"aww!!! you showed the resort i stayed in the first time i was there!!! i love the lion's dive too! the curaçao sea aquarium has my heart!\", 'look! u have lost so much weight ,,,, but how ,,,, plz share your experience n routine', 'take her swimming on a first date', 'love the way you do make up!! you should do a contest where you pick a subscriber and do their make up. your amazing at inspiring others. keep it up, and i will definitely keep watching.', '“omg i’m discussed” over the liquid highlighter not staying me', '15:00 i would love to do that with my husband!', \"besides the lips, i think this is my favorite look you've ever done. it's so light, bright, and flirty. yooowza!\", 'youtubers use so much setting spray it gives me anxiety', '13:28 she is so beautiful ', 'this was so cool one day i going to try this, she for an inspiration', '12:33 or the suitcase they’ll find my body in', \"...like 's have taken a big dump on your eyelids yaaaaas! \", \"i want a 'boyfriend does my make up ' and ' i did my boyfriend's makeup' videos\", 'the eyeshadow looks like fairy dust :)', 'it is photo, from riverdale! (cheryl blossom)', 'love this!!', 'loved the last part. would love to see more like this', 'who else rarely ever wears makeup but watches tons and tons of makeup videos', \"omg i can't believe literally everything but your favorite part stayed on!! out of everything your highlighter let's you down\", 'nikkie please try ‘doing my makeup underwater’ challenge!!!', '“omg i’m disgusted” ', 'the best intro i am living for this lol', 'the real question here is where did you buy that bikini?!?!?!?!? its look soooo cute.', \"i don't know but this made me feel like gross being in underwater \", 'i loooooove that heroin lipstick one of my favorites by far ', 'i am beautiful. yes, you are, queen, lord, and savior of makeup.', 'men : * taking nikkie to a swimming date *', 'i could cover up a crime with that foundation ', 'i love how she laughs', 'i love the way you laugh ', 'i just have to tell you, i love how you say hello!', 'amazing eyeshadow skills, however i feel like you use to heavy of a foundation. it’s just my opinion, your very talented.', 'curling your bottom lashes? licking your lipstick? wooooah you always teach us something', 'when i saw this cover, emmm, i need this! so, ', \"i love using the superstay matte inks on my eyes. they're my favorite liquid lip too since i know that once i put them on i don't have worry about them or touch up.\", 'love having you in curacao ', 'try the tom ford emotion prof mascara and u r going to be amazed !!!!! i went to a swimming date with that and it was holing like a dream, and after u dry it ,it still looks good', 'honestly love how the lashes look wet too!', \"i love that you show dylan more, he's very cute ! <3\", 'when i wear that lipstick it looks tereible, yet looks amazing on you. ', '12:15 had me rewatch so many times', \"it's so weird to hear nikki use a primer that's not p louise\", '14:16 what i see in my nightmares', 'yasss love this i really needed this tutorial. i live in texas an girl the heat does not play here lol my face literally melts', 'omg love the inserts oh i am pretty when doing lower lash line... hahahahah cracking up over here in us.', 'i love curaçao!! i was scuba certified there!', 'first of all i need to know where you got that cute ass swim suit! ', 'omg i can’t imagine using that liquid lipstick on my eyelids... i thought that formula was so goopy and sticky for a liquid lip ', 'i was so chill watching the test and then oh my god stay away from that fish', 'your makeup still looks so good after jumping in! aweee your fiancé is so adorable filming you! also, i love your bathing suit, it looks on you babe!', \"where is that swim suit from!!!! i need to know!! it's so adorable! <3\", 'can we just take a moment to appreciate how gorgeous nikkie is with/without makeup ', \"i wish i would've known about setting that liquid lipstick before i threw them away. i couldn't stand the stickiness.\", 'when i she was curling her lower lashes i couldn’t help but yell “nooooooooooo” the entire time. that is some damn eyelash commitment right there', 'sisssss i have to know where you got ur swimsuit it’s so stunning ', 'this is so awesome! love that you test these items!!!!', 'ever since that dutch video i can’t unhear it', 'looooved this video girl!! you look amazing', 'ok nikkie wearing a two piece being a fierce goddess is literally giving me all the vibes i cant.', 'that feeling when you saw that kind video on polish youtube first - priceless ;)', 'people who dislike nikkie’s videos look like: ', 'when she said there’s a shark she seriously frecking scared me', 'nikkie: uses a mascara that just says waterproof! and it stays!!', \"this beauty blender is soacked in setting spray my broke ass can't relate\", 'me seeing you swim near that tiger fish: \"that\\'ll kill you nikki!!! staahhhpp!!!\"', 'maybeline super stay matt ink is by far my favorite lipgloss ever! i\\'ve been using it for a long time already. one time, my mom took me on a surprise day out.. \"dress nice.\" she said. so, i\\'m there, full face of make- up, barbecue sauce on my titties, and bright red, matt maybeline lips. turns out the surprise was a full spa- day. sauna\\'s, hamam, everything. after that, lipstick was still on. took a shower, lipstick stayed on..went out for dinner after..you guess it: it stayed on. i just absolutely love it! it\\'s cheap as well.. here in the netherlands it\\'s just €10,-', 'you’re so gorgeous! loved you’re swimsuit!', 'the point where i died laughing- 9:48 9:49', 'dylan in the back recording , love it', 'so beautiful!!! love the underwater lil creatures <3', 'the maybelline lipsticks are too drying on me. i find the l’oréal infallibles better for me personally. the best way to remove either is with vaseline. rub it in, wait a few minutes, then wipe off with a tissue.', 'you should do a q&a video with your fiancée', 'your body is perfect and cute swim suit!!! also loved the sea life :)', 'nikki: travels places to test waterproof makeup', 'nikki: so its summer! everyone: school started two weeks ago. me: laughs in south american', 'nikkiiiii,i love your vids so freakin much can u try the clinique beyond perfecting foundation and concealer pwezzzzz', 'loved the last part when you showed the corals and the turtles ', 'i loved this video daym your hot was beautiful to see your man being your biggest fan ', 'i’m loving this wildlife vlog type style ', 'girl, the only thing i was looking at was that bathingsuit. love!', 'you looked so gorgeous dipping into the ocean!', 'love this so much', 'dylan in the back recording is giving serious \"you doing great, honey!\" vibes lol.', 'nikki i think it’s funny how you say “fondation” instead of foundation lol', 'what’s on your chest?! it looks sooo glowy and beautiful!! ', 'awesome job nikkie, it nearly all did a great job & you’re still looking beautiful after the seawater ', 'i absolutely love this video!!! best waterproof makeup test <3 what underwater camera do you use?? that clarity though!', 'guy - taking her for swimming on first date cause i got trust issues', 'amazed! loved the video the eyebrows and lip color sold me! i now know what to take on my next trip to the islands! thank you ', \"nikkie: 'it's summer' \", 'i just love you so much , super talented ', 'i love the swim suit!! and obviously the look ', \"so we finally get a glimpse of dylan (sp?) and it turns out that he's a snacc and a half\", \"gurl, i've been curling my lower lashes since i was 12 and now, seeing nickkie doing it, just makes me wanna keep living. hshddh\", 'seeing nikki used etude house product gives me thrilled somehow ', 'is it just me or do u find her doing her makeup satisfying ', 'love the lashes, we can now call it sea urchin lashes.. ', 'nikkie: “it is summer”', 'i enjoyed every second of this video! such an amazing idea nikkie. also you and your boyfriend you are an amazing couple ', 'drenched the beauty blender in setting spray?! i aint wasting my spray on that lol', 'i literally smiled the entire length of this video....this is some damn good content!!!', 'oh! that video was before or after dylan proposed to you? i can tell, because of nails :d', 'omg i loved this video!', 'maybelline do some of the best lipsticks ever imo ', 'i love your videos so much!!! you have taught me so much about how to do makeup. i try to recreate your looks and every time i do people compliment me and i am like nikkie taught me this', 'you just look so beautiful with that makeup in the boat. ', 'dear dilon aka mr. tutorial ', 'omg i loved this ', 'this is why we need to save the ocean ', 'loved this content from you! would love to see more of you out the beauty room x', 'i literally bought that liquid lipstick as soon as i finished watching this video. i was impressed!', 'ok waterproof makeup is good and all but what we need is the sweatproof makeup', 'thank you for sharing that dive, stunning ', 'you’re skin is glowing!', 'doooo a vlog ur life is so interesting ', '9:48 so truuuuueee heaadsss up gurlss', '“this better seal my face like a damn suitcase at the airport” omg sksskshhgd im dead', \"she's so pretty! \", 'petition for nikkie to start her everyday vlogging channel ', '14:03 hahaha me', \"i nearly fell out of my seat when i saw you film that lionfish. they're known for their poison.\", 'adele do her makeup so well... i love you adele! ur fan since 2010', 'wow what an amazing video !!!! this is one of my favorite videos you have done!!!!!!!', 'love you, girl!', 'okay so i think you should definitely wear your hair in the slicked back look more often, because holy crap you looked even more gorgeous than normal! (i didn’t think it was possible)', 'me: watching this in school', 'what a gorgeous place! loved this ', 'love these outdoor vlogs.... keep them coming', \"nikkie's so gorgeous when wet tho. love it!\", 'i love this eye look', 'nikkie: it is summer', 'this was such a good video.', '0.5826388888888888', '12:37 asmr eargasm <3', 'i loved this video so much! love you nikkie!!! ', 'loved seeing dylan a little more in your video. your relationship is so cute!', '14:50 ayo stay away from these', 'what a beautiful place! stunning make up like always ', 'the most amazing video i have eva seennnn', 'ok i was really concerned about her earrings', \"mate my waterproof mascara doesn't even stay on when it's foggy\", 'i looove that bikini and btw you look amazing!!!', \"all this time i've been wearing that maybelline lipstick all wrong. i just wait for it dry, but it's still tacky on the lips hours after. ok, gotta try that trick next time. \", 'this video is amazing ', 'nikkie tutorials giving you glamour, drama, nature! she’s a goddess we love u nikkie ', 'love this video. i cant lie though i was shocked to my core when i realised you could exisct somewhere other than the studio', 'you looked like a beautiful mermaid . ariel got nothing on you ', 'queen of new content ideas <3', 'a lot of asian beauty people have been curling their lower lashes forever lmao', '*\"take her to swimming on the first date\"*. wont work now', 'loolll!! i was not expecting such a good result! i mean other than the highlighter its pretty good!!', 'oh wow there is no way i could ever curl my lower lashes', 'ohmygodddddd!!! seeing nikkie in the swimsuit for the very first time gives me lifeeeee. you look so damnnnn good bbydoll. i love you sm nikkie', 'ohhhhh nikkie i love u ', 'can you test out florencebymills? it’s a new brand from millie bobby brown', 'this is in my top 5 videos, because you look so happy and enjoying a well deserved vacation! love u!', 'this should be called using lipstick for everyting . love ya nikki bo h8', 'i’m over here wanting to see how adorable the damned bathing suit is! ', 'uhhhh i can’t believe most of the makeup stayed on ', 'dylan is so freaking handsome, the perfect kingto his gorgeous queen.', \"now, that's how you test waterproof makeup!!\", '3 days ago i was in curcao too', 'when she said “for concealer” i thought she said “fricken cealer” ', 'love love love your swim suit!!! ', 'is it deep?!', 'lol when you were doing the eyes with the maybelline lipsticks, i had a flashback to the full face of liquid lipstick love seeing how you play with makeup and push the boundaries of products! sending love from canada ', 'i neeeeeeed a wedding dress shopping vid', 'you are looking so gorgeous, nikkie <3', 'love this!! i hope you took advantage and took some beautiful pics of yourself', '“eventually they’re gonna come out with waterproof dna”', '0:04 entering the bathroom after my husband', 'love you nikkie <3', 'nikkie gives me good makeup tutorials and 20-30 minutes of entertainment ', 'damn nikkie what else can that tongue do ', 'i think the scuba mask is more likely responsible for rubbing off the highlighter. everything else looked perfect.', \"don't forget to put sunscreen on your ears! \", 'omgoodness how could someone like him like her brooooooo has he seen her without makeup', \"i never in a million years would've thought to lick a liquid lipstick to get it to set you are a maniac and ilysm you genius!! \", 'huda beauty setting spray probably killed the coral reefs ', 'there is a lot good waterproof makeup... that doesn’t move. i think it was missing the waterproof eyeliners...etc', 'you have the cutest goofy laugh ', 'heyy nikki jouw ogen zijn zo mooi!! ', 'i loved it i hope you enjoyed diving and the challenge ', 'love your nails ', 'nikkie!', 'omg i love thisssssa', 'the turtles are soooo cute', 'thank you!! i love it!!!', 'nikkie going on adventures to test if these products really work is something i can never do. q.u.e.e.n', 'i need this lash glue in my life asap !!!', \"finally nikkie! i've been waiting for this video forever! fooooreeeeveeeeer!\", 'is it just me that thinks nikki’s laugh is everything?', 'omg so many tipssss love this', '3:56 —> every girl trying to act normal not opening their mouth ', 'ohh curaçao? my friend is from curaçao ', 'i wish i could have so beautiful eyes like you ', 'omg that was dangerous but thanks to you for making this now we can finally.... expose', \"that's cheating on the eyes! using lipstick \", 'nikki is giving us body body you look super gorgeous! ', 'what about the dutch word for the day?', 'i just bought that lipstick she used for her eyes unknowingly and ripped off my lips trying to get it off ', 'i went from to when you applied that blush, but loved it in the end anyways lol', 'looooved this video idea thank you and kisses from greece!!!', 'how about testing makeup in outer space next? you can grwm on the way into space then do an all day wear test in space.', 'is it deep??', 'what a beautiful swim suit!! ', 'i really enjoyed watching your video but i guess you should be doing more \"vlog-style\" videos out. it\\'s so fun to watch them', 'this video was so fun and lovely, also that place was beautiful.', 'i wanna see a video where nikkie does her brows on camera', 'she got me at \"waterproof dna\"', \"okay but that swimsuit is so cute! i love the top, please tell me where it's from!!\", 'hahahaha! that turtle totally gave you some attitude ', 'i didnt even see the title', 'i don’t even really wear makeup, i just keep here to listen to your voice.', 'y’all know my girl michelle phan did this too', 'great tip the 2 primers combination should collab for a special formula ˏ₍•ɞ•₎ˎ', 'so happy for you nikki <3', 'omg that eye brow though', 'sis how an earths did you curl your bottom lashes i’ve literally been trying for the past 5 minutes & nearly curled my eyeball instead', 'you are so beautiful!', \"honey, this video it's just on another level best one so far\", 'hi! what was your swimsuit? i need it ', 'omg a turtle!!! ', 'nikki: it is summer-', 'i went to curucao its absolutely beautiful and the food is amazing', 'those maybelline color tattoo products are no joke i’ve loved them for years my favorite was the blue shimmery one', 'i loved your lipstick shade so beautiful ', 'loreal infallible liquid lipstick is super long lasting! at least 2 days permant blush is the best color ever ', 'jefree:my real friends do my makeup', 'omg! you look so hot with that set', 'i’m so happy you used that lipstick from maybeline. i have them in every color. i use make up remover for long lasting make up (with oil) from bobby brown or rituals to remove the lipstick :)', \"nikkie you're such a joy. i feel like your boyfriend - wait! - *fiance, is a very fortunate guy to spend his life with you. i'm so happy for you both.\", 'i like blush', 'eyeshadow looks amazing. the eyeshadow makes your eyes pop', '8:44 liwwi lipsti', '12:17 you are crazy ', 'yassssss i loveee this challenge!', 'i no it looks like a cheap wig but it is burnt flesh omg ', 'ookey that was different and very fun ', 'i love this beautiful look', 'her eyebrow said \\\\ ... and i felt that ', \"thanks for this video. i'm from venezuela and can't go on vacation due to the economic crisis, so this video was like going on a little vacations with you, hahaha. loved it!\", 'okay honestly do way more videos like this without all of the lights and the fluff, i live for you looking natural and getting a peek into your life.', 'now, this is actually test driving waterproof make up claims! nikkie that bathing suit is everything!!', \"13:53 minute for what y'all came for\", 'omg i curl my lower lashes too', 'give em that content bb gurl ', '“oh my god am disgusted!” lmao why was that so funny ', 'okay can i just say.... we need a video of you and your ~ahem ahem~ “fiancé” .... please?', 'nikkie, you’re so beautiful even without makeup. how is it possible?', 'never even thought to curl my bottom lashes. thanks for the tip!', 'nikkie babeeee you look so good you’ve lost so much weight you’re thriving i’m happy for you ', 'her makeup looked so good after she got out. you couldve had a wet photoshoot', 'amazing video!! ', 'when you licked the liquid lipstick, i about died hahahaha', 'loved it! ', \"13:41 that's what it's like in real life\", 'nikki: i‘m gonna use the maybelline tatt-', 'just patiently waiting for an eco-friendly makeup video. bring on the dirty hippie cosmetics! ', 'she sounds like goofy', 'your so pretty sister', 'why dont you do a full face of vintage make up that will be awesome...', 'my 45 y/o mom started watching your videos and you have no clue how much she loves you', '10:15 so hot babe', 'now i know what products to wear for the first date', 'love this type of video !!', 'for once a different eye primer!!!!', 'you are so pretty <3', 'so gorgeous!!! that lip is everything!', 'the way i was cringing before u dived i literally looked away', 'needed this video for back to school szn, waterproof everything to last thru all the mental breakdowns', 'hello ! you are so wonderful !! i love you from france .', 'the setting spray beauty blender trick is so smart why have i never thought of it before', 'wow amazing ', 'i love your laugh ', 'did you see the coral it’s dead we need to help the earth', 'omg you’re crazy ', 'more than your makeup... i love your suit! what brand is it?', 'you’re so great l!!', 'this remind anyone of michelle phan ? lmao', '“fairies have taken a big dump on your eyelids”', 'thanks for this tutorial! i race cars and i’m always looking for waterproof/sweatproof makeup that can survive a 118 degree cockpit of a car, and i hate being photographed with no makeup on! can’t wait to try some of this!', 'i need that lipstick!!', 'omg i love your bikini!!! where is it from ?', 'love the make up!!!! but your earrings are so beautiful!!! where you buy them??', \"waterproof? what i really want to know is if it's sweat proof \", 'girllll you look so good in that suitttttt', 'algerian ..', 'hey nikkie could you maybe so a video about your piercings some time? ', 'why would you film on a first date home girl', 'you are so pretty ! but girl, we need more vlogs of that vacation :o xx', 'wow!!', 'was that a subliminal message when it said \"\\'i am beautiful\"?', \"i want to know if i'm the only one who thinks she should have used the huda beauty nymph as a highlight.... \", '13:25 am i looking at a glowing goddess right now?', 'that was suupperrr fun to watch, i loved it !!!!!!', 'kan je vaker nederlandse video’s maken?? i love you', \"nikki :*calmy* there's a shark, there's a shark\", 'all guys: “girls need to be taken swimming to see them without makeup.”', 'it was so fun to watch ! <3', 'loved ittt!!!!! :o', 'she just looks like adel when i was like 12 i thought she was adel and now i stil do ', ' love it', 'that maybelline superstay ink liquidlipstick swatch stays on my hand for 4 days.', 'i know your probably not gonna see this, but i just wanna day i love your swimming wear. an girl we’re i get myself one of those', 'nikkie you’re so pretty without makeup too oh my gosh', 'flashback marry ~screams~', 'that bathing suit is beautiful! anyone know where it’s from??', 'i really love that shade colour of your lipstick ', 'iiii aaaamm liiiivvviiiing for nikkie vlogging. yess.', '14:03 me', \"you killed it! thinking outside the box! breaking the mold. you deserve your success! work! and congrats on the new marc jacob's x nikkie coming to sephora\", 'oh my god i thought i was the only one who licked the maybelline lipstick to set it', 'thanks for sharing beautiful underwater life!', 'your lipstick has the exact same color as you nails wow', 'did you learn the curling of your lower lashes from pony?!!', 'i use the mac fix plus spray and- i don’t know i feel like it makes the makeup get oily faster and it doesn’t really set it but it does a good job on making all of the makeup on top of my face look like skin again.', 'ur body is banging using all these tips for my holiday in 9 days ', 'loveeeeed this lol', 'loved this video! loved it!', 'u look so good and u did it the healthy way, putting in work', 'could you review the technic be fearless palette ?', '“waterproof dna” me: isn’t...that called the human body??', 'your lipstick has the exact same color as you nails wow', 'you are so beautiful ', 'i love the maybelline superstar matte inks!', 'ohh wish there was a liner in this! the ester lauder double wear liquid eyeliner is the best liner i’ve tried that doesn’t budge and is so hard to get off but it’s super expensive ', 'banging body! i can see how much weight you’ve lost and i’m proud sis!', '12:42 when she starts', 'nikkie, please do euphoria make-up ', 'loved ur swimsuit!!', 'this was so awesome. you go girl! also loved your bathing suit. where is it from?', \"now curacao is on my 'must go to' vacay list! def gonna try that liquid lipstick and the diamond eye glitter. loved this vid! \", 'loved this!! please do some videos with dylan!', 'more licking like that please i need a gif of that', 'more licking like that please i need a gif of that', 'can we have an updated brow tutorial please?? ', 'woah i am shocked and i think it was only u nikkie taht did everything good ', 'musical chairs makeup challenge - @nikkietutorials, you down? ', 'love this video ', 'i freaking loved this video girl !!!!!', 'i am looking forward to see your wedding make up', 'i just had this idea...a week ago...j....the j....u already know...', 'i need that lipstick shade!!', 'you are awesome nikkie! ', 'beijos do brasil ', 'if this is blue you love nikkie', 'oommgg i think this has to be the best video ive seen if yours yet! so fun to watch i absolutely love you nikkie!!!!!', \"lovin' the look! but how is this location in holland? i never knew the bahamas migrated to there!!!\", 'you are stunning nikkie! gorgeous ', 'i have one word to say: bodygoals', 'we need another video with your mother!shes just a queennn', 'this is such a beautiful, satisfying video', 'aaaahhhhh! right behind you! a shark!', 'licking the lipstick was the best and funniest part in this video....', 'you and dom with that little goggles bonk omg so cute.', 'need this for swimming on the first date', 'why does her bottom lip look permanently bruised, it bothers me so much i can only focus on that, ', 'i screamed at the computerized voice asdlfkjadsfkljsahfksfh sksksksk', \"i'm sorry miss nikkie but this time girl, my favorite part of this entire video was literally like the last 2 minutes!! ⏭ but still nothing but for ya babe\", 'nikkie what happens to your video with somi? i was waiting since i saw your interactions with her on ig', 'nickie: it’s summer ', 'whatt nikkie is a boss that makeup looked realy good', 'this must have been what cherlie used in riverdale', 'okay bc why do her ears look soo red ', 'can we take a moment, she used a different eyeshadow base!!!', 'i jumped when she went near that lionfish omgmgm they’re poisonous af', 'beautiful as always !', \"my face shape is like yours and i'm watching you for first time but im gonna subscribe you right away because of the same face shape ..\", 'omggggggg i live in curacao ', '12:50 title', 'curacao my home', 'we need more vlogs boo', 'hoi nikkie,', '14:38 nou, mijn ex is er ook', 'ok so i like how she was going on a bout how there’s brands competing with waterproof makeup but she mainly used lipsticks??? i’m sure i’ve seen eye makeup with waterproof or long wear whatever claims', 'i love this!!!', 'awww the turtles ', 'it would have been really great to test makeup without primer and setting spray to really see their waterproof power !', 'who else clicked fast asf?', 'omg that were i live omg ', 'i need to know where did you get the swimsuit', 'anyone else almost scream when she brought the eyelash curler that close to her eye', 'oh dang i was there too last week!', \"omg i have one of the superstay liquid lips and never realised you're meant to lick your lips i really been out here with tacky lips \", 'amazing video !! would love to see some more \"hits and oh god nos\" videos', 'video progression is a slow transition from walking dead to the mad hatter in wonderland.:)', 'u were high went u filmed this video', 'when it says \"waterproof\" they really mean \"poolwaterproof\" just so you know guys, salt ruins everything', 'nikki had an amazing body!! gorgeous!', \"how did you dare to put that liquid lipstick on your eyes .. i used that one, couldn't get it off my lips.. let alone my eyes \", 'i loved the sea life... girl you rock....', 'where is that bathing suit from!! ', 'the brows are still on! omg need that eyebrow pencil!', '12:08 your lips... so satisfying ', 'bir anda makyajı bırakıp deniz belgeseline geçmek 14:40', 'nikki b drawing in the sailors with this look lmao that lipstick color is bomb ', 'i love this look!', 'nikkie: wears waterproof make-up', 'i love this look!', 'wow. nikkie always goes above and beyond with her videos ', 'now i know what products to wear for the first date', \"i lol'd at 3:00 am when i saw your tongue. i actually snorted when i saw you licking your lips.\", 'omg this was amazing!! you looked so beautiful!! that bathing suit is gorgeous on you', 'i was wondering if make up have the same damage as sun screen to the ocean if someone knows, tag me', 'more videos in dutch!!!!!!!! ', 'i love seeing a youtube guru in natural light with a full face of makeup . i feel like we really get to see if it’s good or not and yours is still flawless.', 'je had rode lipstick op!! voor je lieve broertje nog?!', \"you are the only makeup artist whom i don't have anxiety attack when using their hands in applying product with yourself, it is very gentle, neat and looks sanitized. it also feels light to us viewers. \", 'woow you look more beautiful out in daylight ', \"lol with that nail polish you're so lucky you kept those fingers!!! brave girl!!! \", 'her eye shadow matches her ears no hate her makeup looks prettyy', 'okay but like where is your bathing suit from ?!? ', 'i just love nikkie , she’s goddess of makeup! love from india ', 'nikkie underwater14:00 is it on? is it on? is the quality content i signed up for', 'you even look beautiful underwater ', \"fyi the eye brow gel that you use from korea it's not waterprof and actually that's an lash gel by etude house not the eyebrow gel\", 'seeee the turtles are fine ', 'you said burnt flesh and voice inside my head went: bacon ', 'the turtle is so cuteeeee', 'up to 95% off on wish, depending on purchase', 'theres a shark ', 'please do a review on celeste los angeles lash book !!!!', 'most important tip lick ur lips to remove that tacky feeling from maybelline superstay liquid lipsticks.', 'that lip colour looks super suuupperrr cuuuute on you girl ', \"nikkie you must take care of your skin! start wearing a hat or something, so you don't get permanent sun damage!\", 'your suit is so freaking cute!!!', 'someone please tell me where she got that bathing suit from ', '9:48 ', 'i wish you actually used waterproof eyeshadow. like the huds beauty liquid eyeshadows. and waterproof liquid liner or gel liner. but either way good one!', '4:13 is it just me or she looks really scary when she was applying the foundation i just think it didnt look so right? or is that how its supposed to look? i know nothing about makeup..', 'omg nikki i bought the maybelline matte lipstick in ruler and omg it was the best purchase i’ve ever made!!!! thank you so much for using it!!!!', 'love this video nikkie!! ', 'u look like cybernova in a pretty way because she’s rlly pretty :d so r u', 'oh sh*t, i had a sneezed and after this her voice start to be double and i am like omg what happened with my ears', 'what eyelash glue did you, use? & where can i , purchase? ', 'argh, you should have done it with kryolan products — they by far have the best waterproof stuff', 'you killed it ', 'omggg. you were on my island', 'can we all just take a moment to think about how fucking cute this swimsuit is?! i want one!', \"this didn't need to be a nearly 20 minute video.\", 'waterproof dna.... mermaid? haha.. love the video thanks!', '', 'so use lip products on the rest of your face.. i love it', 'take a shot every time nikkie says \"waterproof\" in this video (you might die lol).', 'loved this video. best one yet. please do more like this!', 'great video! i’m amazed that the makeup really waterproof', 'senegence waterproof stays on for 3 days it’s difficult to remove ', \"are your ears okay? they're so red\", 'i always loved your videos, but.... idk if the ocean is ok with all that makeup ', 'god your pretty ', '9:49 scared me ndjdd', '10:15 10:16 ', 'merve özkaynak’ın bu videoyu daha önceden yapması beni niye bu kadar mutlu etti?', '9.49 me trying to convince myself every day', 'leuke video love you', \"since halloween's just around the corner, can you do a funeral cakset make-up challenge?\", \"me: doesn't wear any make-up\", 'oh my god funnest video ever nikkie! all the points in the world for the efforts', 'red ears!', 'cheryl blossom who?-', 'omg i love it', 'missed opportunity to bring back the \"take her swimming on the first date\" meme.', \"these gaps on your face not bc of highlighter, it's bc of your diving mask) love u\", 'where was this when summer started ', 'she really went allllll the damn way to the ocean', 'mama i loved this. i need all the info on that swimsuit. so damn cute! aghhhh', 'this video made my day! you are so awesome! always new content..worth watching!', 'omg! i am worried how she will take off that super stay lippies from her lower lash line. ', 'nikkie, i think your intro needs to be updated lol it’s time.', 'pony ( korean make up artist ) used to curl her bottom eyelashes for years and everyone thought it was crazy i m glad you are encouraging us to try this trick', 'you look amazing! you have to tell us where to get that bathing suit. ', 'i love your video nikkie :)', 'that super stay stuff.. yeah uhhh i literally did a lifeguarding class (cpr and all) and i played a french horn and *it didnt come off*', 'oiii eu sou do brasil e por favor coloca tradução eu adoro o seus videos beijoss', 'that’s so weird to me that the maybelline lipsticks last so long on other people... it literally comes off after i eat or drink ', 'nikkie, you take the product testing to next (very high) level! ', 'her makeup looked so good after she got out. you couldve had a wet photoshoot', 'hello ...love your makeup ..make more videos like that outside .', \"nikkie that swimsuit is gorgeous and you're looking so so good!\", 'please more videos with dylan ', 'she scared tf outa me when she said \"theres a shark\" ', 'omg nikkie there was a jellyfish im sooo scared', 'you should also visit bonaire! ', 'can you say \"drag queen\"', 'where is your swimsuit from!? it’s adorable', 'what a fun video!!! and a beautiful place to go swimming.', 'all these summer product reviews and summer make up videos from everybody and it’s the end of summer!', 'omg ..she was my main inspiration... her teqniques worked well on me my you tube channel is looming thanks to her tips... way to go girl..love you...you are soooo real', 'btw this samantha’s daughter', 'omg i live in curaçao', 'thank god for makeup for having that face', 'omg i love this video', \"who else opens their mouth why'll applying concealer?? 4:00\", 'i just found out you are form the netherlands, you just became 1,000 times cooler then you already are ', 'your ears were so red it made me think of jeffree star and how he always puts his foundation on his ears too', 'you are amazing', 'is anyone gonna talk about how her title doesnt make sense, \"testing waterproof makeup underwater!!\" it should just be \"testing waterproof makeup\" damn nikkie..', 'you and dylan are sooooo cute together he’s such a lucky guy!!!', 'i thought i was the only one who curled my bottom lashes!!!!', '', 'who else tried the milk primer and their foundation bunched up and caking i literally tried different types of foundation and it ends with the same result', 'love this video', 'i was scared when she was curling her lower lash line but when she curled and applied the primer and did mascara the lashes really looks beautiful .', \"that's so true about the liquid lipstick, i love it because it doesn't move, but it takes effort to get it off at the end of the day\", 'hey nikkie !!! ik ben nederlands ', 'you need to do a video on your skincare routine because your skin is flawlessss', \"the absolute best makeup content i've seen in years! such a great video nikkie! thank you. \", 'loving this look ', 'i know this is irrelevant but those turtles were so cute', 'that was cool and beautiful area you picked', 'nikki u r gorgeous ', 'i’m actually curlers my lower lashes all the time before you said anything ', 'nikkei got her views back! omg!', 'confirmed: nikkie is a mermaid', 'i love you!', 'hello help like ', 'let me count my shockssss::', 'i’m shocked after reviewing all the products at the think dirty app. to many toxics!!!', 'probably one of the smartest video idea ever', 'amazing', \"i love the icons telling us where you got the products! very transparent. you're one of the last no-drama beauty gurus...keep it up!\", 'i am beautiful.', 'i love swimming with makeup on!!!', 'nikkie! where did you get that adorable swimsuit?!', 'pleas speak arabic or translated of talk you ,i follow from iraq ,&i love you sooooo mtch', 'flashback mary is that you? 4:00', 'what happen to saying the optimus prime joke? ', \"this look is so gorgeous tho the pinkish stuffs on the eyes make it look innocent but the lips says don't even try\", 'i literally just am obsessed. okay bye , love from the uk!!! xxxxx', 'the face mask screwed up the highlight area,', 'i love your bikini ', 'i want to know where she got her suit from!?', 'that swimsuit looks super cute on you!', 'men: take her swimming on first date', 'wow what a creative content ? : d', \"i have like 6 shades of that lipstick and i'm going to try licking it!\", 'i love putting blush like this too!', 'me ha encantado este vídeo tan diferente, divertido e instructivo.', 'when are you gonna make a video with your boyfrie- oops sorry with your fiancee?', 'may i know which brand of eyelash glue did you used? thank you', 'i love u ', 'nikkie’s lipstick matches her nails. xd', 'yaaaaaaaaaas i love nature', 'what a great video! so funny xxx', 'nikkie new to your channel. what is the best full coverage matte foundation you have ever used and love?', 'your bikini is so beautiful!!', \"i love makeup, but i can't wear it to the beach, i just can't.\", \"it doesn't even have 500 views and already 4 dislikes? who dares?!\", \"girl why aren't you wearing your ?!?!\", 'you still beautiful ', \"its like nikkie's everyday makeup look using everyday products but with different title\", 'what a skinny legend. ', 'what a cute bikini!!!! ', 'hi nikkie im from india nice makeup i seen all ur video n i love it i have 1request plz do indian birdal makeup if it possible thanx again for video', 'your bikini is so cute!!!! ', 'your swimsuit is so cute!!!', 'her right eye brow is farther up then her left and it’s bugging me', '13:55 is when the experiment happens, no need to like', 'the look and suit are beautiful on you.', 'this was such a beautiful video', 'girl that bathing suit, where did you get it?! i need it in my life the makeup is bomb too of course', 'hey..im from curaçao, yay', 'eyelash extensions are my savior as a scuba diver!! they’re the only thing that can handle the pressure plus had another diver kick my mask off my face but those lashes still looked fierce!! also, i used that exact same lip for our last dive trip!', 'that liquid highlighter was a mistake lol', 'girl where’d you get that bathing suit?? so freakin cute', 'can you please give us the links for your ear accesories? i looove them', 'i love you nikkie ', 'i love you and your videos ', 'your body is amazing, dikke kus girl', '', \"please do more 'non studio ' videos i live for thiss\", 'wow love you from israel', 'can we have a skin care routine??', 'i loved your video you taught me how to do makeup', 'you need to do this with sweat proof makeup and do a super crazy workout', 'laughter makes a heart merry like medicine jesus said that in his presence is the fullness of joy and faith comes by hearing and hearing by the word of god ', 'omg i love your vids please shout me out', 'no one :', 'zooo leuk', \"do you have any cheaper alternatives to waterproof foundation? i need one asap for japan because they don't allow tattoos in public onsens \", \"i can't even curl my upper lushes and here comes nikki curling her under lushes \", 'this should be called using lipstick for everyting . love ya nikki bo h8', 'the real test was on the animals first lol', 'nikki: it is summer', 'for the maybelline lipstick there is a magic eraser, that removes the lipstick formula', 'ohhhhh je ziet er niks van ', \"please someone make a compilation of nikkie's short and goofy laughs.\", 'quero ir pra esse lugar !!! tocar numa tartaruguinha', 'video starts at 12 :50', \"i swim a lot, and sometimes forget to take my makeup off. my experience is that almost all makeup will stay mostly in place as long as you don't rub your eyes/touch your face\", 'throwing some shade at kathleen with the \"not my mom\\'s pool\" comment...bissshhhhh kl did it first!', 'polish youtuber maxineczka did it first ;)', 'girl that eyeshadow has gone way to close to the brows and nose this time ', 'i want waterproof hair! go swimming without wrecking my do!', 'nikkie is doing the best content in beauty community of all 2019!!! great done nikkie!', 'ik zie allemaal engelse reacties en dan denk ik ben ik de enige die nederlands is', 'it’s winter in australia right now, well tomorrow it’s spring but still.', '0.5791666666666667', 'this is such a good ass video! i knew she was a mermaid. i knew it', 'been waiting for this since the liquid lipstick vid ', 'i’m shocked that i don’t see any plastic bags in that part of the ocean. ', 'why she with only foundation look like kim chungha lol', 'w/ or w/out makeup shes still pretty', 'i’m glad i’m not the only one that forgets to contour sometimes', 'omg i literally never clicked faster in my entire life', 'w a t e r p r o o f d n a', 'so i know i’m a little late, but am i the only one that saw, that nikkie, was like ‘smoking’?', 'ok but like how is she so angelically beautiful and where did she get that swim suit because i love it', 'i can believe how beautiful you are nikki!', \"i've noticed this from a lot of other beauty gurus, but why do they always do their eyebrows off camera?\", 'she’s gorgeous', 'yay dylan on camera!!!!', 'that make up mass is almost the same than an papermassmask! @kipsinaamio', 'when you sprayed the huda beauty setting spray on your face i coughed cause i remember that strong smell that comes out of that bottle lol love you nikkie!!!!!', 'obsessed with you swimsuit', 'what’s nikki’s favorite foundations?', 'best video hahaha loved it', 'haha nikki i love you!!!', 'this video was right on time because i am going to the tommorow ...', 'this is such a cool video. i love your videos.', 'that looks so cool', \"i feel like nikki's eyelooks have become pretty sloppy lately?\", 'does anyone know what swimsuit she wears? i have scars on my shoulders and the sleeves would be so nice!', 'yesss my inspiration self confidence has been a big issue in my life but i’m happy to say i’ve overcome it by watching you, so thank you!', 'those turtles were so cute!!!', 'ti amo ', 'i like funny nikkie ', 'i’m pretty sure those turtles were shook with that makeup', 'dylan wins the official-unofficial best boyfriend, fiance, and future husband award of 2k19!', 'i have one of those lipsticks and i have the darker color', 'hi nikkie! do you always use sunscreen?', 'did she rlly just say waterproof dna.. 0:20 ', 'there’s a shark she says ', 'etude house is pronounced eh-tude house k-beauty lovers, you’ll know!', '0.5527777777777778', 'korean brands are great for lipstains, it stays for dayssss', 'what a pretty bikini', 'can you do a \"mermaid\" make up tutorial?', 'is it me, or did her boyfriend sound like borat? \"it look niiice\" ', 'wow those lower lashes!!!', 'she looks absolutely beautiful at 14:18', 'turkısh translate,plase!', '13:26 thank me later', 'do a vlog please please please!!', 'you forgot your ears!!!!', 'that fish you filmed there from a meter away is one of the most deadliest animals in the world due to poison', 'saw this when you had posted 46 mins before ;)', 'your eyebrows really growing like that? like i don’t get it. you can use aloe or it was like a accident that happened to you', 'so she in the ocean wouldnt she get stung by a jellyfish', 'ik ben geboren in curaçao ', 'i like how i’m watching this when i don’t wear makeup', 'i love your videos nikkie ', 'nikki uses etude house? wow! a western beauty guru who uses k-beauty!?!?', 'love love love the colour tattoo', 'old idea, this has been done 100 times', 'am i just super gay or is your upper chest like? so clear and beautiful. like so glowy and i’m so. i love you you are glowing wow ugh', 'one of the best videos of nikkie ever', 'next video: get unready with me feat. my new pet turtles | nikkietutorials', 'where was she on vacation? that place looks gorgeous', 'you do your makeup really really well', 'is there where dylan supposed to propose you?', 'you really look like soneone punched you in the face!! what happened to you??', 'what fine lines,i mean i dont see any.', 'james charles who lol', 'too much of foundation ', 'im a bitter betty & cant watch this cause i wish i was at the ocean rn', 'we need a nikkie vlogggg', 'that was a cool idea! you guys are super cute couple', 'you should have used magnet lashes. those are stronger hold up better.', \"it would've been a lot better to see the end result with the sun on your face versus staying in the shade, but very informative either way.\", 'loved this video nikkie! we want more of this kind of content! maybe even start vlogging!', 'gorgeous bf', '641 haters i mean ‘cmon the video was good', 'that lipstick color tho! ', 'borat lines have me weakkkk', 'anybody else wish they could snap and have those lashes magically appear', 'i am shooketh ', 'no one:', 'can you do a full face of products you used from your first youtube video? like if you want to see this video', 'forget about the makeup! your body looks amazing!!!! prachtig ', 'xd', 'looks like a ', 'that was so shocking', \"i can't believe you asked if the 'ocean was deep' !!! silly girl!! of course, it's a whales jaccuzzi\", 'dylan, what are you doing recording nikkie??', \"nikkie's makeup after diving looks better than mine \", 'well... you look nice in the outside sunlight...', 'who tests makeup like dis?? i thnk d rnd team of cosmetics companies will learn from u', 'you keep promoting for huda beauty products , understandable for being friends with her, but you should be honest regarding her makeup quality , which is not good as u keep showing', '#20 on trending', 'this is a nerve wrecking video but a fun and awesome one. with all the fish/turtle/jellyfish in the sea, its so calming. and your makeup still snatch gurllllll i love it so much ', 'oh nikkie. your swimsuit is so beautiful. where did you buy it?', 'omg waar jij nu bent ik curacau ben ik nu ook en ik heb je gezien alleen ik durfde niet op je af te stappen (was dat bij hemigway)', 'nikki’s bathing suit looks incredible! she rocks it! great video ', 'nikkie really be out here divin’ in the ocean for us!!! we don’t deserve her!!!! love you baby!!!', 'did you learn the curling lashes trick from pony?xd', '', 'u need some makeup though', 'nikkie: \"we\\'re gonna test waterproof everything\"', 'arabian make up mamsh challenge', 'ben ik de enige die het op vindt vallen hoe rood jouw oren zijn ', 'where did ou get that swim top?!', 'i was waiting for this video no lie ily nikkie', 'i wanna see a video of you taking this all off. hahah thats the real challenge...', 'please tell us where u buy ur jewelry ', 'loved the new video?', 'petition that nikkie should do her eyebrows on cam', 'this is why you are the queen!! the result is incredible and that underwater tour', 'james charles did the same kind of video', 'best video ever nikki. much respect.', 'where did you get that swimsuit?!', 'nikki you are always beautiful and girlllll your fiancé ... great job girl ...', 'this video is very exciting and i really love. hope u will make another video like this in someday. anyway love u so much nikkie', 'only nikkie would give us this !! i’m livin !!', 'she put that setting spray on her face like the scent didn’t even phase her ', 'the hole video was here makeup', 'ayeee curaçao ', 'by the guess of it, pony probably taught you the curling lower lashes part & queen, you look gorgeous ', \"i do not wear makeup unless i know a camera is coming around, so i don't really race about anything, but lemme say, the tattoo maybelline stuff is the absolute badass for going on and staying put.\", 'can we just appreciate the camera person got getting the close up shots of the dangerous animals', 'merve özkaynağın içeriğini çalmışlarrr', 'where is your eyebrows let them grow you look good by the way', 'that was very cool. you look stunning as always. ummmm where did you get your swimsuit?? i love it!', 'nikkie:heyy fish . ', 'omg nikkie ', 'nikki i love jour nails un this vidéo love you si much', 'it annoys me when people use setting spray in these videos because that means it could just be the spray and not the products', 'i haven’t watched the video yet but i’m here commenting', 'who can help me? i lost the name of glue for eyelashes', \"you're beautiful nikki x\", 'omg i love your bikini', 'good makeup!!', 'your funko pop are making a disney villain makeup collection!', 'its always so satisfying to se u put on full coverage foundation', 'i love you', 'nikkie is so gorgeous! super cool video! :)', \"where do you buy your bikinis? it's so hard to find one that looks good on a chubby body.\", 'your bathing suit, your body your hair, your face, all of it just gorgeous!', 'the way she pronounced etude house', ' you were worried about the lashes and they turned out great....', 'it should be very satisfying if you’ve taken your makeup off on camera', 'love you you are so cool and funy', 'shocker!! as if i’m not buying those products now!!', 'my sister uses those matte liquid lipsticks!', 'licking ur lips to set lipstick wahhhhhh', 'who else has been watching her for years?! ', 'what setting spray does nikkie use??', 'later than merve özkaynak?', \"that was pretty good waterproof make-up. i'm glad that only one thing failed. sorry your eyes were burning\", 'girl where did you find that outfit for swimming? it is too cute and i have been looking for something like that for so long now!!', 'i have the liquid lipsticks and i don’t know how to get it off', 'do you ever follow your viewers if they have a youtube?', 'please review florence by millie bobby brown', 'your bikini is super nice where is it from?', 'half face using liquid lipsticks', 'jor ar so buatefool', '12:37 like for how long girl.......', 'hey girl ur very beautiful', '3 words come to mind here: tammy faye baker', 'why her ears are looking red... ????? ', 'yassssss', 'like thisss viddd', 'i hope the products u use are nature friendly', \"what are those pr & o coming on the bottom left side if the video whenever nikkie uses any product.... curious i'm\", 'omg what underwater camera did you use??', 'maybelline enters the chat ... wow literally just wow', 'where is the bikini from? ', 'why have i never thought to curl my bottom lashes', 'summers almost over lol', 'you should do more vlogs nikkie.', \"me: nikkes videos can't get any better....\", 'nikki can you a hair tutorial?', 'she looks a lot like gigi hadid in this one', 'i really feel like if you didn’t put your liquid highlight & just normal highlight with lots of setting spray it would’ve stayed put', 'did anyone else notice how red her ears were... i- 5:25', 'waterproof ', 'nikkie is secretly working with national geographie for those cool shouts', 'save our world ', 'where are the giveaways?', 'karen wheeler from stranger things just got her wig snatched.', 'it is end of summer legit autumn in my country..', \"your liquid highlighter can't of because of the goggles...\", 'where did you get your bathing suit ?!?!?! ', 'it seems bulletproof lol', 'as soon as you said burned flesh i subscribed', '1 word # why?', 'hi everyone... welcome to my channel ', 'your so brave. x', 'great idea! digging into your video now. ', 'can we get a dayuuum for dilan in his swim shorts?', 'is dylan as tall as you?', 'what happened to her eyes brown she burn them off', \"omg licking it. i've tried the tattoo ink lipsticks before but hated the tackiness. i'll try it again and lick!\", 'video with dylan?? who agrees?', 'oh my gosh what happened to your they are soo red like your eye shadow', 'dat alien face /20 ?', 'setting spray on the sponge... so obvious but i was like „damn.. she is a genius“', 'i need to know where you got your bathing suit!! it looks perfect on you and we have similar body types! if anyone knows pls lmk!!', 'you look so pretty, nikki! xoxo', \"how came you didn't optimus prime???\", 'who is that bathing suit from so cute!!!!', 'i definitely need some waterproof makeup cuz this caribbean weather is brutal ', 'disappointed in nikkie solely for the fact she said \"under the ocean\" and didn\\'t say \"under da sea\" and sing the song. missed opportunities.', 'nikki, you are seriously stunning. also, i love your bathing suit. can you please tell me where it’s from?', 'you guys are a cute couple!!', 'best video out there', 'you look like same my big sister', 'what happened to her old bf', 'those edits are making me cringe...', 'what was used on the brows???', 'how to use your beach day trip as a tax write off ', 'amazing video', 'i always used cheap makeup and went swimming and nothing ever came off. waterproof mascara and u just have to set everything with powder and it stays lol', 'woahhh', 'coolest video you have ever done', '“waterproof dna” ', 'waterproof dna im-', 'waterproof dna', 'new levels of desperate', 'save the turtles', 'no winged liner???!!!!', 'why she has one brow more raised than the other ?? she used to have similar brows', 'nice nice nice ', 'you and your fiance are so cuteee', \"no i'm not first\", 'save the turtles', 'save the turtles', 'ur face is always red ? why', 'where is your bathingsuit from?', \"so early you didn't even post on snapchat yet!!! love youuuuuu\", \"you should have tested the huda eyeliner in this video. she talks great about her products but i just think she takes the long lasting aspect of her products so seriously that they don't even come off when you want to\", 'pretty sure dna is waterproof though lol', 'try a full face of fenty beauty', 'what is the sponge u use', 'curacao and suriname are truly stunning places but i don’t miss the mosquitoes', 'whats the korean brow gel woman', 'i liked the eye look better with only top mascara', 'why her ears are soo red?!', 'yeah these lipsticks are like cement too', 'you look dare without makeup', 'where did she say she is at 12:42?', 'how old i you?', 'she’s copying sylvia gani', 'hi dylan.', 'waterproof dna????? u could have rethought that one', 'i dont get it u did this only to check if your makeup is really waterproof n longlasting ', 'i love your bathing suit', 'full face using only foundation ', 'instead of swimming with your clothes on, just loose the f. weight. you will feel amazing. i did it, it was the best decision in my life!', 'amazing video bebe', \"should've used green marble spray\", 'i see that pony has showed you her signature lowerlash curl technique', 'are you really testing the eye primer if you use a liquid lipstick instead of eye shadow???? if it’s already a product that stays on way too well hen you’re wasting the chance to test that primer underwater really', \"it's really ironic that so many people comment to show their sorrow about the coral but actually, it's extremely not eco-friendly and ocean-friendly to wear makeup in the ocean.\", 'nikkie - using primer for her bottom lashes', 'opposite alphabetical order makeup challenge', 'wait ... dna is hydrophobic..it is already waterproof ..lol', 'anyone know where i can get her swimsuit?', 'the nyx brow gel is waterproof and smudgeproof for all i know. i know, because i put a tiny drop on my hand and then use an angled brush to apply it and the remnant on my hand only comes of with an oily lotion. in case anyone wonders ', 'you haven’t mentioned the powder highlighter you packed on ur face after liquid highlighter', 'lol \"no make up makeup look\" does not exist to nikki lol', 'hou should try the ellana waterproof cosmetics girl', 'can we just talk about how banging nikkie is looking in her bikini??????', 'the concealer didn’t last either', '(almost)14 minutes : applying makeup 1 minute : actually testing the make up:d', 'where is her bathing suit from?', 'you have also visited us under the sea thanks', 'hello, humans.', 'eytude house', 'why am i never the first ?', 'when i see her i face she look like lexi fro, the vampire diaries', 'waterproof dna?????????', 'where’s her bathing suit from', 'nikkie is already super pretty in the studio lighting but in the natural lighting she looked so darn pretty', \"i don't think anyone would want a full glam underwater\", 'whats the name of the song at the end?', \"nikkie you shouldn't jump into the ocean with makeup your unsure that will come off or not, pointing it out because the ocean is as damaged by humans as it is. ;-;-;-;-;-;-;-;\", 'waterproof', \"i only stand maybelline's liquid stay matte lipstick. i do not wear any lipstick that i can eat off, and that liquid lipstick is as solid as a rock. it is fantastic.\", 'for the love of god get your eyebrows microbladed', 'why does she say \"liquid\" like that', 'i do my makeup underwater', 'can we have dylan on the next video?????????????', 'yes queen', 'what sponge is that?', 'its waterproof but does it come off when u wipe itcoz of course u need to wipe your face after swimming', 'don’t ever do make up!', \"i'm becoming addicted to your videos while improving my english. nikkie you're gorgeous!\", 'im just thinking... how the hell are you going to wash off this lipstick eyesadow????', 'how to u get it off if it works underwater?', 'wow', 'nikkie: i’m disgusted. ', 'damn i might need a waterproof wig after this one ', 'my eyes are burning ', \"this video just became far my favourite :d i also like the look so much!! it's so pretty <3\", 'this look is so beautiful! love it', '13th on trending in england ', 'omg i wss sooo suprised that mascara lasted and lashes didn’t fall of! such z cool & fun video!!', 'i love your tutorials nikkie! your commentary is hilarious! you are so beautiful. xoxo', 'bomb video. makeup stayed poppin. love the underwater footage and that bathing suit!!!', 'beautiful as always! i love that it barely moved. now about dylan doing your makeup. ', \"i can barely afford makeup let alone a trip to the ocean lmao so i love that i can live vicariously through you! i love when you do these crazy tests and like vlog-style check-ins! you're my fav girl! always!!\", \"curacao. i've been saying it wrong my whole life.\", 'what swim suit are you wearing? i love it!', 'your makeup was still flawless love that', 'when she said at 5:37 i felt that', 'this has got to be one of my fav videos/ challenges you have ever done this was such an awesomely fun video and nice to know maybelline has so many nice waterproof lipsticks !!! loved this so much', \"wait do i lick my lips after the liquid lip is dry i would really like to know this trick i've never heard of it before.\", 'i love the new intro screen she got, am i the only one?', 'am i the only one who found it impressive when she blended that liquid lip so well?', 'that make up is hella heeeeaaaaaavvvyyyyy ', 'this is exactly the video i needed right now, my sister is getting married soon and i know i’m going to cry like a baby from start to finish and i need a total waterproof make up for that day thanks nikkie x', 'you always go on trending. way to go girl ', 'turtles!!!', 'great video i was worried you lose your earrings ', 'i might stop watching your videos because you always skip brows and for some that’s the most interesting part', 'this was cool content!!', 'damn her ears!!!!!', 'wow ', 'hey nikki my face is sweaty and the makeup removes as soon as i start sweating. please suggest any technique', 'you need to blend that foundation in', 'nikkie’s swim suit is the cutest and she looks so good in it! yasss queen', 'testing starts at 13:45', 'where is your bikini from, it is gorgeous and so are you!', 'ik hou van deze video nikkie!! en het eindresultaat.... niet normaal!!! waar koop je al die make-up? ', 'your swimming suit is to die for!!! you look so gorgeous!!!!', 'waterproof dna. think that’s just skin ', 'the most waterproof mascara us by far the one from etude house called lash perm curl fix+', 'i loved this!!!!!!', 'lick the lips trick!! i am obsessed with the maybelline lip colors and i could never get them to not be tacky!', 'amazing', \"are those liquid lipsticks eye-safe? especially since they're red-toned, i'm very concerned about them not being safe for the eyes.. they look great, i just wouldn't want anyone having eye problems doing this!\", 'you look sooo great!!!!', 'waterproof dna... ', 'nice business write offs ', 'dit was echt dope', 'when is dylan gonna do a video???!!!!', 's0o0o cute n l0vely nikkie i like ur all vide0s...', 'my summer ended 3 months ago', 'loved your bathing suit.', 'i made miss mermaid in france, and we went underwater with makeup !!! it was sooooo coool !!!!! and make some wonderful picture!!!! ', 'bruh i knew about the lipstick. when i wear i can take it off only by scrubbing with coconut oil it is like a paint', 'love this video', 'loving yourself natural way is the best way for anyone to love u back', 'nikkie put sunscreen on your ears ', \"no shade but, curious if you've mentioned why you draw your brows on so un-even? drives me wild haha. but if you like it that way that's cool...\", \"this guy propose u but the video u uploaded (boyfriend does makeup) the guy in that video they aren't the same\", 'interesting', 'ugh i wanna go swimming !!', 'thank you for the beautiful location footage. and i so have lip envy', 'she looks so fabulous 13:32 come on!!! just wowww!!!!! yes girl! slay', \"i am disappointed that she didn't use urban decay all nighter waterproof setting powder\", 'the best makeup that is waterproof is all natural!', 'i love nikki vids always', \"scientist here: all dna is waterproof ;) it's one of the most stable molecules in the world.\", 'luv ur vids', 'who else clicked fast asf? ', 'my wife looks just like her mother when she does her makeup the right way', 'who else noticed how red nikkies ears were compared to her face? ', 'your bottom lashes had white on them. do you use something before the mascara?', 'i think yoh should be ursula in ariel mermaid movie. so suits you ', 'who came as quick as they could ', 'hey guys i’m early ', 'waterproof makeup=playdoh', \"nikkie is the only one in the beauty community who isn't involve in some kind of drama.\", \"it's a mermaid!\", 'nikkie \"life as a mermaid\" awesome.... love you !!!', 'if this is blue you love thid video ', 'im down for vlogger nikkie', 'this is too funn', 'you could test the dermacol one', 'nikkie’s way too underrated compared to other “beauty gurus”.. she works so hard on this channel, can’t wait for her to get even more recognition.', 'who the hell licks their lips like? ', 'i like your lipstick', 'why do you look like this', 'can you do like a recreation of taylor swift music awards look? please!', '0.576388888888889', \"does anyone know how hard it is to take off waterproof makeup when you have sensitive skin and you can't use makeup wipes cause they have like chemicals in them that could irritate sensitive skin\", 'hoi ik ben gewoon nederlands', 'who else noticed this is before nikkie got engaged', 'super mooie make-up nikkie het is raar om je een tip te geven, maar nu had je het over dat je haarlijn in fik lijkt te staan met de foundation, maar ik merk dat je nooit de oren ook meeneemt.. ik heb dat geleerd bij mijn visagie opleiding om de oren mee te nemen met foundation en persoonlijk vind ik dat ook echt wel mooier voor het geheel. verder wil ik zeggen dat je mij een geweldig leuk mens lijkt en super bent in de make-up!', 'you slayed with this video', 'youre wild nikkie!!', 'nice full lips to s a d', 'who thought she was cheryl blossom', 'how do you prevent sunglasses marks?!?', 'i bet it’s made from aerogel.', 'so cute on natural light nikkie', '12:15 “ and that’s how lion king makes the lions sleeps tonight song “', 'i just loved the way you always try to bring something different and real', \"absolutely love this makeup look - and you're such a gorgeous couple...\", 'this was so amazing ', 'found my wedding makeup thank you', 'if i could subscribe again, i would! amazing video as always xx', 'thank you for this amazing video ', 'amazing video, dear nikkie ', 'this is such a great video nikkie! love it!!!', 'the makeup looked so good ', 'there’s too days of summer left...', 'when nikkie talked about curling underlashes and turning the curler upside down i automatically screamed \"ponyyy\"', 'great great video, u should do more vacaa videos. you’re always so fun , love u', 'it was son funny!! your make-up is great, at the end you were still beautiful but yes the highlighter went off...', '2:05 im dead', 'nice video! took me back to my good times in curacao ;)', 'girl you are so freaking gorgeous with or without that ring light however, you look even more beautiful with natural light and that bathing was made for you, body goals', 'how are your lips staying so well, i love the maybelline stat lips but i have to reapply two - three times a day i wait for them to dry down and then apply a lip gloss over top', 'your videos are the best! love this! ', 'love it! ur dylan is a hottie! you forgot duch word of the day for swimming!', 'idk why i love her short giggle at 7:02', \"all i can say is . . . dang that's commitment to makeup\", 'this is such a cool and interesting video!! i wish she did her face with two sides of products though so we could compare but still super fun', ' you are amazing girl ', 'like if nikkie should start a vlog chanel ', ' curacao', \"where is that bathing suit from? it's adorable and you looked amazing in it.\", 'your bathing suit is ', 'wow u r so amazingggggg', 'saw this on her instagram weeks ago, btw that lipstick is sickening ', 'wooowww! nikki really amped up this video! loved it!', 'p.s.s. you are so beautiful ', 'oh my god i thought i was the only one who licked the maybelline lipstick to set it', 'that was literally how dory called the whale.', 'i love you ', 'absolutely love your bikini!!', 'wow that lower lashes ', 'got to say you look amazing', 'dankuwel voor de tip voor de onder wimpers! te laat ik heb juist mijn makeup gedaan! ', '2:45 i think she used too much foundations', \"girl, please be careful with that fish 14:50 it's one the most poisonous fish in this world.\", 'hot makeup-look!!!', 'your swimsuit is evvvvverything ', 'giiiiiiiirl nothing stands a chance in front of your magical makeup power ', 'really fun video girl!! good job', 'i thought it was lookin pretty good after a real good divin date', \"i really wished you would've also tried liquid liner or gel liner that's supposed to be waterproof like a cat eye bc i would love some product recommendations that last through everything for my eyeliner\", 'i love how nikki edits and wrote on the corner of the video whether the product was in pr or she purchased it', 'catrice has a very good waterproof concealer', 'a tip to removing liquid lipstick is covering it with lipbalm and them removing it with or without makeup remover', 'your intro is amaze.', '#12 on treding!!!!', 'you look stunning wet. lol', 'be careful with that snorkling mask some people died bc it traps the co2', 'we love an unproblematic queen', 'nikki needs to foundation her ears because they are bright red in some parts of the video xx', 'waterproof dna', 'legit thought she was gonna do her makeup underwater loool', 'i want to see your without makeup 16 aged and now photos and with makeup photos side by side. 3 faces side by side.', 'are those superstay matte inks kissproof?', 'okay where did you get that bathing suit coz girl... i need it', 'still beautiful even while swimmin w the ', 'it looks like it was the concealer that broke down actually', 'interesting', 'beautiful nikkie ', 'waterproof wig?', 'i just want to to this', 'i love this video', 'o love nikkei but her eyebrows are so un even :(((', 'whats the destination ? didnt understand the word', 'idky but i always loved the sound the gopro makes underwater', 'anyone know what brow product that is??', 'nikkie turned into a turtle', 'what do the signs in the corner mean?', 'dank je wel voor de promotie van mijn eiland curacao.', 'she looks so happy', 'why ur ears red??', 'is the one at 14:49 a leon fish? one of the most venomous fish ever existed? am i wrong?', \"you don't use final seal\", 'meeeee', 'what is the name of fixing spray', 'it was summer*', 'i mean your makeup is pretty bomb.. but can we please talk about your body???! you look amazing! i love to see the results, your hard work is really paying off!', 'ik zeg jullie eerlijk zonder makeup ben je veel mooier en natuurlijker', 'are you dutch', 'rip miami lashes', 'she is so cute wtf', 'pictures would have been so much better at the end.', 'why is nikkie the only one talking about the maybelline super stay inks???? they are literally the best lipsticks ever!!!!!!!!!!', 'you are pritty without makeup', 'why you always do your brows of camera?!?', 'nederland?????????', 'look out for those fishes gurll', 'to bright lip stick', 'where she go????', 'girl i have 2 of those lipsticks one in 30 romantic (pink color) and one in 100 philosopher (light purple color) i use soap and i end up getting soap in my mouth and there is still left over lipstick even after i wash i am like how tho?? ', 'it’s official. mermaids are real!', \"i'm waiting for that one day nikkie making a vlog just a normal-daily/challenge-no-makeup-related-vlog-ish\", 'nikkie \"is it deep\" of course it\\'s the ocean haha i love you u look amazing and i\\'m so happy u found ur special person, i was shocked that liquid highlight let u down u would av been better just putting powder highlight on thats crazy xxxx', 'i laughed and liked the video at \"waterproof dna\" ', 'we love a supportive fiance \"looking nice\" nikkie', \"i love that in the beginnings of your videos, there's a little vlog that shows what's about to happen it's so good!!!!\", 'so apart from the highlighter, everything looked hella fine.', 'watching you apply that amount of full coverage foundation gave me anxiety lol', 'this was owesome !!! nikkie such a great idea !!! loved it. you should make a part 2 of this. to talk more about it', 'the liquid lipsticks on the eyes reminded me of the full face of liquid lipsticks video.', 'wait wait wait, i was on curacao a month ago and all i was scared of were lion fish and jelly fishes (never saw one) and you’re just filming them up close? hahah', 'where’s the swimsuit from?? i need it', 'would love to see more vlog style videos incorperated!!', 'u look so beautiful at the swim. 15: girl, ur good u enjoy your time and keep us posted xoxo', 'nikkie we need hair tutorials as you always have sleek gorgeous hair please !! or if someone does your hair then we need them on your channel showing us pleaseeeeeeeee ', 'your chest is so refectiv i could see my double chin lol', 'damn girl u look amazing in that bikini ', 'when i swim with make-up on it is also still on my face after swimming for a long time ... just normal make-up .. brows eyeshadow highlighter that’s all i use ..', 'omg how did your lashes grow', \"i hate when people say they don't have friends when they actually have a lot of friends lol no hate tho\", 'sometimes i wonder...', 'this is my first loren gray video and omg she is not what i expected', 'no one:', 'my everyday makeup is:', 'loren: is frustrated with 2 tiny pimples', \"i'm not her fan but idk why y'all hating , i mean she looked bomb at the end\", \"she does her make up for herself not for y'all, so if u don't like it \", '“i’m pretty much catfishing”', 'if she wasnt this pretty then ya\\'ll wouldnt be trying to convince yourselves that shes \"not that pretty\"', '“my skin is not the best right now” my skin doesn’t even look like that on a good day', \"she's just like the mean rich blonde girl in the movies\", 'i have never seen such a little forhead omg', 'this is her everyday makeup which means this is what she does everyday. not what you should do everyday. can u guys calm down', \"i love how she's not just showing us her routine but also explaining why she does certain steps!\", 'she looks 11 without makeup and 21 with makeup', 'i don’t care if she is a catfish,she is beautiful the way she is,everyone is', 'if my face literally looks like that i’ll never wear any makeup tho', 'ooh my dad just texted me', 'she literally doesn’t even look that different without makeup she’s just a lighter skin tone with no mascara it’s not that different', \"that's her everyday make up. and me is just eyebrows and balm.\", 'she literally went from 15 to 25 ...', 'beware of what you’re saying in the cmts..it can hurt peoples feelings..', 'loren: today is the 4th of july i hve no plans ', 'this makeup is literally what i’d wear for my wedding or something', 'i feel like this is the perfect example of how weird amd random girls get when we put makeup on.', 'title suggestion: “how i trick people into thinking i actually look good”', 'someone who can actually match their foundation ..', \"just take little strokes upward, that's what she said, that's not what she said that made no sense\", 'loren: i have no friends', 'bottom lashes make such a difference i don’t understand how some people don’t do it', 'she wastes hours of precious time on face.-_-', 'my everyday makeup.', 'she is beautiful without makeup but also very different looking', 'i love how loren’s everyday makeup routine is what i wear for my going out makeup ', 'ghad, ur “everyday makeup routine “ is my “full glam makeup look”', 'is it weird being a boy and watching this', 'my everyday makeup:', 'loren: my skin is not the best right now', '“im not doing anything, because i have no friends.” sooo relatable', \"me: mom can i get spraytan? i'm sooo pale!\", \"and he's grown really big \", '0:07 to 17:15', '“i’m done!”', 'fun fact, the total price of all the products in this video is $656', 'wow this girl is the definition of a catfish she looks albino with no makeup ', 'loren: i put on etc', 'she does her makeup every day and she has 2 pimples and i do no makeup and have like my whole face full of them', 'i was laughing through this whole video ', 'loren: puts barely any moisturizer on', 'without makeup: looks like a tween', '“not bad!” ', 'not sure how i got here. but i’m just surprised with how many dislikes on this video....chill people', \"i'm so blonde can literally see dyed roots\", 'loren: i have no friends', 'did anyone else not notice that was loren?', 'loren: 10:03', \"i'm a changed woman\", '“that’s not what she said. that made no sense.” ', 'loren: “i have no friends”', 'everyday makeup:', 'i know it’s gonna be rude but, why do yall love her?', '“i have no plans , because i have no friends. “', 'i dont were makeup every day', 'i always thought she was really pretty, but the makeup changes her appearance a lot. she’s pretty without makeup, but makeup makes her look different', 'does anyone here found her so freaking cute without makeup or just mee', \"he's grown really big and he's thicc\", 'loren i dare you to make a video \"no make up for a week\" it would be nice', 'ur lip,eye rolls and voice looks like dove cameron', 'she is so pretty', 'ik everyone says this but you are so pretty even without it', 'my skin is not the best rn atleast u dont have acne i have it and its so annoying-', '“my face is so dry ahh”if i use this products for every day my face is doesn’t even on my face(do you understand what i mean)hdjdjdshsnssj', '“my skin is not the best right now”', 'oh she is so cute actually didn’t expect that dunno why', 'she sounded like sniperwolf when she said her lips were crusty musty and dusty', \"anyone remember when she didn't cuss?\", 'did she just say her weave was itchy', 'am i wrong or does she look exactly like the white girl from princess and the frog!?', 'i love her eyes and lips.', 'honestly your the most reliable in this video', 'my everyday makeup is..a little foundation to cover my dark circles, a mascara and lips gloss', '“i have no plans , because i have no friends “ most of us can actually relate ', 'it is currently 8 o clock in the morning', \"i don't make everyday makeup routine.. no simple, times end\", '5:19 she said \"he\\'s thick\"', 'who else is in love with her goofy personality? ', 'loren: does full face of makeup everyday', '4:14 the way she held the concealer triggered my anxiety', 'she kinda acts like emma chamberlain who agrees?', 'pokimane without makeup ', 'i love how she says am done then remembers something she didn’t do it’s so cute', 'i used to like hate her for no reason but when i watched this i fell in love w her shes funny and so sweet yall', 'the double wear is probably what’s breaking you out lol', 'my everyday makeup routine is:', 'my everyday makeup is:', 'go without makeup or spray tan (go all natural) for a day or week,, idk just a cool video idea :)', 'this is literally my favorite tutorial by her i literally watch it every single day', \"i never wear makeup because i'm just 13 and my mother don't want me to wear and your young but i'm excited to wear and my friends also i'm the only one who don't wear makeup wist to wear\", \"you're beautiful even without make up you look so adorable \", 'i’m so happy when i see celebrities embracing their imperfections in such a high standard generation. proud of u ', \"her ' everyday makeup ' is my full glam look\", 'this is the best example of a “quirky girl” stereotype i have ever seen', 'lol everyone looks like a cake with foundation lemme tell u the truth', '6:32 sassy moment', \"am i the only one that didn't recognize her without the makeup? \", 'loren : my face is so dryyyy', \"2:19 bring the soul any army's here??\", \"she's so hilirious lol! love her!!!! also its my first time watching her \", 'soy la unica que no puede hablar ingles pero igual ve los videos de loren?', 'she’s so pretty without makeup!', 'lauren without makeup looks so much like the old taylor swift', \"my face is so dryyyy!1!1! girl you didn't even use that much moisturize i-\", 'what i put on my face:', 'glad you’re being more active on youtube!!', 'imagine being pretty', \"i noticed that loren is getting distracted easily, it's funny \", 'sis has a thick bf luv her sm', 'she looks so cute and adoreble without make up', 'if i had that skin, i would never put on make up lol =))))', 'am i the only one who doesn’t like blush?', 'why does she low key look like taylor momsen (aka jenny humphrey hehe)', 'omg she is so cute without makeup and she looks bomb with it. how can a person be that beautiful', \"i've never watched a video of her talking i had this arrogant image of her but now.. boom she's funny!* \", \"video idea's for loren! \", 'make sure you smile when you blush so you put on the right spots', 'when she was trying not to be pretty. oh my gad i love her.', '“ooh my weave is itchy “?', 'girl you so freakin cute omg i love you ', 'this is how many times loren stuck her tongue out ', 'me be like \"i cant do that make up in my everyday lives i woke up late \"', 'bro i had no clue she was this relatable and funny lol', \"what's wrong with picking your nose?? i can tell you're human when you do that\", 'as someone with recently healed acne i freak out everytime i have to put on foundation lmao i only do it for special events now', \"noone: what's your favorite part of the day?\", 'it feels like i’m in her room and she’s just doing her makeup we love that', 'can you do a tutorial on how you take the makeup off?', 'i just noticed this was posted on my birthday lmao', 'products mentioned:', \"i have friends but i'm still to lazy to go out\", 'dang she looks sooo different without makeup ', 'it’s crazy how many stories she post on her sc everyday hahaha so funny', 'i dont understand why people hating tho she is beautiful. people are so jelous these days! she cant help that she is perfect', 'tbh loren without makeup looks like an older version of everleigh(idk how to spell her name) from cole and sav', 'ah i rmr being fb friends loren beech!! n then u deactivated ur facebook.', 'if i saw her without makeup, i would most definitely approach her. its true beauty without the makeup.', 'anyone gonna talk about how she said anywhore in the description ?', 'why did i always hate this girl? i’ve never watched her... been binging her videos today and her personality is ', 'loren : i have no friends ', 'i just do my eyebrows and put mascara and highlighter :)', \"this is my first time watching loren video and i like her already !! i seriously did not expect she act like this. i thought she's like bitchy type, sorry loren \", 'she looks really good. but just... like. ', '0:07 wow she is a very pale person i love it', 'loren: \"i don\\'t have a lot of eyebrows, i never have and i probably never will\" lol im laughin so hard', \"yo ladies, i'm here just to understand how makeup is put on.. trying to impress my gf and also have a sense on what to buy.. don't mind me, y'all!\", 'yes i do .. but of mekaup everthyng day ..on time', '00:01 -17:09 a lot of makeup ', \"if i am that beautiful i wouldn't even wear make up lmao\", 'we appreciate u for staying up til 3:30 am for this. angel.', 'thats a lot of makeup for a everyday look for me but still beautiful tho', 'omg you look so pretty without your makeup', \"i'm naturally... translucent same girl, same.\", '“crusty musty and dusty”', 'if this is blue you love loren ', 'why everything since the past four days ', '3:20 did yall hear that lol', 'loren: sos i forgot !! ', 'chin up, princess. your... hairclips are... falling?', 'my makeup routine(depending on my outfit and mood):', 'since when do u curse like i never heard u curse before ', 'no one:', 'i feel like she looks her actual age without makeup....but hey, shes still gorgeous', '1:26 when i eat a candy at 3 a.m', \"you're so fricking pretty even without makeup!! oh my god, i love you so much. we all stan a queen. \", \"o my goofy lord,first of all i couldn't recognize her at all \", 'this doesn’t really matter but...', 'is it bad that i feel like i used to idolize her looks but now i’ve started loving myself more and feel like we’re both equally beautiful when we both don’t have makeup on?', 'omg love you loren who cares about the haters', '*when i noticed i will never can do make-up like her*: ', 'look at the mirror after watch this video', 'love this makeup routine, definitely learned some things to add onto my makeup routine. and your eyeliner is stunning i don’t know how you do it! i received this tattooed liquid eyeliner by skone cosmetics and i can never get my eyeliner right, do you think you could do a tutorial on that next??', \"makeup is cute but ur eyebrows aren't filled all the way in\", 'my everyday makeup routine is', 'i have no plans because i have no friends', 'you’re face is cute without makeup and with makeup giiiirl perfect ', 'rahhhhhh foundation is a madnesssss as a lad i am shocked', 'i need this exact look for my wedding please', '1:59 had me dying', 'lmao am i the only one who noticed she said “anywhore” instead of anyone in the description box!? no hate tho!', 'fun fact : she finally showed her natural eyebrows on camera lmao ', 'you look so pretty! i also made an everyday makeup routine video go check it out!', 'i want to know her blush’s exact name', 'i think you look beautiful with or without makeup', 'shes so cute ah \"im naturally translucent\"', 'sis really needs to find a foundation that matches her face', \"girl, can you do my makeup for my graduation please ??? i just can't get the eyeliner right xoxo :) <3 btw. i am kidding she couldn't even do that sadly because i think she has better stuff to do (even though i wish she would do it cause she looks amazing).\", 'girl i had literally the exact same allergic reaction at coachella this year. home girl looked all swollen and red. breathing sucked.', 'ppl watching this video are probably like omg she\\'s catfish \"that\\'s true\" this is so me', 'queeeennn slay girl', 'i wish i had skill and time to do this', 'looks like pony !!! u r sooooooo beautiful ', '”i have no friends”', 'she must be rich. that room is luxurious looking. just an observation no hate lol', 'it’s a little bit chemically ', 'lol this gal makes me laugh', \"she's literally a mood lmao\", 'is it bad that i kind of like her better without makeup?', 'loren:*talks about brooke for the whole video * ', 'i love your makeup application and colours! ^^ ', 'this is the first video i watch with her and omg...... i love herrrrrrrrr', 'with or without make up, you still look pretty loren!', '3:20 se mamo', 'am i the only person who doesn’t think she looks that different without makeup? or did y’all really think her eyes naturally have a black wing on them ', 'i have no friends', \"i tried foundation on my face and it was perfect but the entire day i felt so uncomfortable (like i've got a new skin layer on my face) so i gave up.\", 'loren: puts barely any moisturizer on', 'tf your so freaking pretty !!!!', 'she is gorgeous without make up. i love her without makeup ', 'can someone tell me what lipstick and gloss duo she’s using?', 'every makeup video on youtube- “soo my skin is not the best right now”', 'i love the minute 0:18 oo my dad is texting me, ', 'when her roots said i felt that', 'her: has amazing skin ', 'watched youtube for 10 years & been a youtuber 4 years & just found you today.....wtf', 'please do a workout routine. i desperately need to know how you’re so skinny!!!', 'from how she looked then, to how she looks now! the change!', \"why is it some of the comments comparing their make up routine to loren's\", '3:19 what', 'ok we literally do the exact same makeup routine only difference is that i don’t wear falsies and liner depends on my mood', 'more tutorials. your so good at them! ', \"thanks for the vid! i've been looking for good makeup tutorials to try it out and i'm in love with makeup now! i'm 13 but i need to learn how to do simple makeup cuz everyone knows practice makes perfect\", 'she said her weave was itchy....... she wears a weave?????', 'she was choking all the way till the end of the video and was using miranda sings voice. cracked me up af ', \"loren: people watching this video are probably like omg she's a catfish \", \"she's giving me the regina george vibes #nooffence\", 'omg i love your make up you’re so beautiful i’m a big faaaaaaaan ', 'fenty beauty as in ariana\\'s song \" make up \" : \" like the fenty beauty kit \" ! i know you don\\'t care but anywayyyy love uuuu', 'i don’t even like watching loren so this is the first video i’ve seen of hers and it’s kinda cute ngl ', 'no one :', 'love your personality ', 'loren i have the same tarte eyeshadow that you have', \"#yeahyeah <3 #lorengray #mystory dudes! it's therapeutic to watch lovely ladies put on makeup! :) we learned today mascara prep before eyelashes..contour, blush, highlight, add eyelashes and then again add mascara wow! <3 #beauty #musicheals #worldwide\", 'idk why but she reminds me of one of the mean girls', 'loren, you should moisturize you’re whole face. by “drying” out your skin you’re actually making it more oily and unbalanced which means more pimples', 'holly make up can change everything damn ', 'i hope one day you makeup like the korean style love you', 'i love her personality sm', 'this is probably my first loren video.. can somn tell me if there’s smth wrong with her skin cause it looks rly dry and spotted and i kind of concerned..somn pls tell me if they know', 'loren:\" if you wanna see more makeup videos let me know down below\"', 'is it that important to put make up on ,you look pretier without', '14:27 all the way to 14:31 sassy no hate tho ', '1:52 ahah x', \"what's on your lips? i'm so curious. please let me know. \", 'whoa i’ve never seen her without makeup on. she changed her whole face', 'your skin is perfect tho', \"i use that kind of makeup when there are a special events like someone's wedding or something formal. \", '15:48 sweet xd', 'ur really cute loren. love u so so much with all of my hearts ', 'that is everyday makeup? ugh girl you have a really strong mind which is great because i would be never able to do that for everyday', 'my friend told me you were a “brat” so i went to your channel and found this video, and after this.. i subscribed and j love your videos~ i don’t know what to tell my friend ', 'gurl your skin is so dewy and glowy i loveeee ', 'your so damn gorgeous loren', 'idgaf bout makeup but its a loren gray video so i gotta watch it all, ily.', 'first video i’ve watched of her and i really like her attitude ', 'rahhhhhh ya boi had a crush on the makeup, big l ', '14:23-14:32 ', 'your voice reminds me of alissa violet all though i’ve been a fan since musical.ly', 'uaaau, eu realmente amei essa make', 'she’s gorgeous with and without makeup.', 'who else loves loren', 'love you so much loren don’t lessen to the haters and you are good ', 'beautiful tho without make up! :)) just being honest ;)', 'she is totally another person in tik tok', 'on recommend:17:25', 'she’s super cute ahh', 'am i the only one that liked or skin tone before more low key?', 'you inspired me to make a video of my everyday makeup routine! i love your talking and you’re so funny! big supporter of your channel here ', 'is it just me or do her eyes look even more pretty with the whole natural skin', 'gorgeous without makeup!!!', 'you r so cuteeeeee <3 <3 <3', 'big babie energy><', 'what we all expected ', 'i love that she’s back on youtube skjssksksk', 'your so pretty without makeup', 'you look beautiful without make up', \"omg! you're so beautiful \", 'no one :', 'dang she is so chill what has the media made her out to be?', 'is it just me or i always see dramas happening in the comments?', 'when you look at the subscribers and views this means (probably)all of her subscribers watched this video', 'you don’t need makeup to be perfect and pretty you are already buitifu', 'loren is one of those people that i never skip their vids', 'shes so pretty without make up but probably because she doesnt look that different', 'y do u remind me of my aunt kayla', 'ur everyday makeup is my special going out makeup and even then i dont wear falsfies wtf', 'check out my everyday makeup routine guys thank u', 'do more makeup videos!! they are so good! i love them', 'im so broke she cute though', 'omg such a cutie x3', 'loren: i have no friends.', 'pls do more makeup tutorials i love them soooo much', '0.6013888888888889', 'your rlly pretty even without makeup ! oml i love you so much please never stop posting ', 'u remind me of jules from euphoria', 'i literally wish i was u.', 'she is so cool in makeup and looks young blank', 'omg i love u ', 'u wear makeup everyday?!', \"i just realized you have a very long neck and that's all i can think about.\", \"i only saw loren on personal by hrvy music video and i didn't expect she'd be as chill as this.\", 'my fave bean <3', 'do this so you can take 5 hour long videos of your self all day looong a iil self absorbed', 'it looked so weird with only the other eye lined', 'no one:', 'how is it that it takes her almost 20 minutes to do makeup but it takes me 45 minutes to put lotion on ... my face only', 'this is not without makeup youre wearing little makeup to neat up your face before actual makeup', 'you waaaaayyyyyyy pretty without your makeup ', 'in the video of your make-up morning routine you said that you already used make-up at the age of eleven, you did everything you do now for make-up or just the basic things and i love your videos ', 'she looks so different with makeup lol', 'i like how you do your makeup', 'my everyday makeup goals not there yet though am trying', 'i think you dont have struggles with facial hair', \"my makeup routine: sunscreen, cause i'm pale and brazil sun is always trying to kill me with pain, powder to set the sunscreen and avoid the shine, red lipstick and black eyeliner. done.\", 'i think that its good how she does not care what ppl think of her with no make up on, and that she knows she looks different with it. <3', \"she's stunning without makeup too .\", 'there’s more blush on the right sis', 'she looks alot different without makeup and tan-ish with it , she did get famous because of her looks tho ', 'girl you dont even need makeup ur skin is amazing', '2:14 same.', \"omg go watch antonio garza's recent video their twins im shook\", 'if i would use that much makeup and post filtered pictures of me on instagram i would definitely feel guilty about myself without makeup on... nearly every girl on instagram seems to be perfect but they aren’t. i don’t want to hate loren gray and i hope she is happy with herself in every way...', 'i like your musically vdo', '“i’m naturally translucent”', 'you look so gorgeous with makeup omg beautiful', \"lol you're so funny lots of love from the philippines #clumsybutstillpretty\", 'beautiful', 'yoo she looks so different with make up on (no hate tho)', 'because ur so pretty anytime u would just apply foundation i see all the glam in u and i see full makeup on ur face ', 'can you please do a hair tutorial, your hair {and makeup} always looks amazing', 'you are pretty', '0.5993055555555555', 'bunun çevirisini kim yaptı aw', 'beutiful!!!!', 'loren: “my skin is so dry”', 'strange how she didn’t draw any of the wings using the eyeliner on camera', '0.07777777777777778', 'r u a doll??? beautifullll', 'loren your still pretty without makeup', 'oml you are soooooo bootiful', 'dang bro first comment and anfd first makeup ever!!!!!!!! awesome excited illuminati second queen 1', \"you're hecking beautiful without makeup on tf you mean catfish woman\", 'loren: does this makeup routine and looks like a freakin goddess', \"girl i have a full face of acne but you don't see me complaining.\", 'haaaaaa ', \"you are hilarious!! i don't know if you remember me but we met at the 9021-glow petite n' pretty launch party in beverly hills. i'm one of petite n' pretty's og models!!! you just got a new subscriber!\", \"you are the best...you've stayed until 3am to edit this...i can't be more grateful\", 'her hairline got me hella triggered', 'oh~~good', 'this was uploaded on my birthday not that anyone cares but i finally found a video that was uploaded on my birthday ', '*loren acts weird*people:she’s so cute ', 'super beautiful and down to earth! females should really look up to you :)', 'how are so amazingly beautiful without makeup', 'really so pretty before make up :)', 'bro she’s got like 8pounds of makeup on. i don’t understand how people do this everyday', 'your video makes me laugh. lol', 'natural omg ', 'this makes me feel better. it’s not me it’s that i don’t wear makeup. hahah', 'great job on the makeup! have you done microblading?', 'loren: does full face makeup', 'hi loren i wish i was you do you know why bc you ar sooo pretty and btw im from belgium', 'my beautiful queen:)))', 'she looks soooo different without makeup but in a good way', 'are you on the app like', 'this is how many times she mentioned her two tiny pimples', 'lol i barely have the energy to put on sunscreen for work', 'pleeeeeease jasmin makeup!!! ', 'so beautiful!', 'wait... i need that necklace. where can i find those!!!', 'for some reason, i can imagine your name as a brand name. loren gray cosmetics. almost like a mix of loreal & mary kay. lol', 'makeup can change the whole look ', 'i love you lorene', 'wow, you seem like a doll.', 'blush brush: \"how much blush do u want loren?\" ', 'this is my first loren gray video', 'my everyday look is just nyx lipstick ', 'tarte should sponsor you lmao', 'your relli so cute and lovely loved your makeup tutorial you kinda look like blake lively tbh', 'i got told at a makeup counter that the shade ‘translucent’ was too dark for me. ', 'girl you look so good without makeup ommmgggg', 'gracias por devolverme mi autoestima :v', 'girly your face dry cause the foundation and primer you use is extremely drying! i used that foundation once and woke up with flakes on my face the next morning! switch your foundation to something more moisturizing like pur', '1:25 ... ew', \"i'm naturally translucent\", 'ngl you are scary with makeup', 'im dying 1:53', 'i wish i had your skin!! you have no pimples compared to mine', '2 years ago i went to six flags new england and a group of girls came up to me and asked if i was ur boyfriend lol i didn’t even know who u we’re at the time or who ur old boyfriend was', 'aw, skincare pleaseeeeeeeeee.', 'thanks for helping me to how makeup ', 'you know you alone when you go to a store and buy a “grow a boyfriend” jk love you loren ', 'this is the first video i have seen by you but i just wanted to say you look really really pretty bare faced lol but you kind of look like kylie jenner with your makeup style', 'don’t know why, but i love your face skin tone. it looks soft love ittt', 'you look bubbly', 'theres a little bit loren in the make up', \"i love loren's lips!!\", 'you look so beautiful', 'ugh pretties girl ever', 'i love how she stills squishing her face after 3 years ', 'you looks sooo sweet', 'omg!! you look sooooo cute without make up!!!!!!!!!!!!!!!!', 'i can see that she was tired cause she forgets something like every 5 minutes', 'absolutely gorgeous without makeup', 'please do more make up vid! i like how explain what u do', 'she is soo beautiful with and without makeup', 'have a good skin \")', 'i don’t get how a human being can be this pretty', 'wow beautiful ~!', 'who’s brooke', 'my everyday makeup is just a concealer and some blush', 'i’d rather have dry skin than oily skin', 'i just remembered karen from mean girls', \"you are so funny and cute and pretty and i don't know how long i'm going to talk.. \", 'loren you so beutiful!!', 'having a celeb do your makeup ! (like, jeffree star, tati westbrook etc', 'i like how you do your makeup', 'wait she looks so young without makeup', 'omg i love', 'omg ur so adorable', 'i love how confident you are, you are always yourself and honest keep shining! ', 'you look like jenny humphrey', 'throughout the video you grew 20 years older', 'loren: my everyday makeup routine', 'my everyday makeup :', 'i subscribe because of this makeup tutorial so yes i think you should do more looks ', 'hahahah my weave itch', 'oula tu es bcp bcp bcp + belle au naturelle', 'i’m thinking about doing contour like you', 'loren has maybe a blackhead: my skin is not the best right now', 'oh my god,you are so cute!!!love this video,i\\'s not bored at all,i mean usually youtuber\"s make up topic are so boring.', \"girl if i had ur face i'd never put makeup on ^^\", 'i love you loren', 'i wish i was pretty like you', 'her voice sounds like jojo siwa after puberty', 'you are so beautiful', 'do you love your makeup more or your singing life..bc it doesn’t look both to me', 'why do i love this so much', 'why people always say \"first\" ', 'i love ure vedios and was hoping if u could do a workout routine as well', 'kadiri daw pag nangungulangot hahahahaha sarap kaya sa feeling nun!', 'is it weird i like her without the makeup ', 'the double wear is literally paint', 'ooo my weave is itchy this girl got face beat and weave? at her age i didnt even like lip gloss', 'woah you look so different', 'i have a pimple on exact same spot on her chin lol', 'aaaaaaand her skin still great without makeup.... i’m not mad you are!!!', 'yesss more makeup videosss!!!', 'love u', 'i love you', 'love loran nice', 'jesus loves you. repent of your sins for the kingdom of heaven is at hand. ', 'hi loren.... this is my first time watching ur video on utube.. it was fun n i love it... would u mind what is the code/color for the lipstick. ? i love the color soooo muchhhh.. hope to hear from you soonn.. xoxo... mmuahh. from malaysia....', 'omg your makeup is so good', 'your nails are real', 'omg, you are a queen girl', 'how the hell do you speak??!', 'brasil ', 'someone been watching too much antonio garza', 'no entiendo nada, pero me encanta como quedó, eres la mejor.', 'wow she looks so different with out makeup', 'i luv u soo much', 'with out makeup:', 'actually the most beautiful human wow so happy ur back on that youtube grind', 'i love you my ultimate idol love from the philippines ', 'jeez she looks hella tired at the start of vid', 'you look too different with no makeup ', 'omg you are so pretty', 'hey loren i’m @kitkat.loren in instagram can you see my acc and can you say hi krisy ilysm', 'gurl ma eyebrows are hella super duper thick!!!6:59', \"lool who else think she didn't do her eyeliner herself\", 'i love your vids and your beautiful', 'i have to do this on my bday', 'am i the only one who noticed the queen necklace loren was wearing', \"she's more prettier without make up tbh\", 'just be humbe not being dominant at all!', 'the way she opens her mouth wide open while doing her mascara is me', 'wtf shes damn beautiful without makeup', 'tbh you look cute without/with makeup ', 'thats literally talent', 'lipstick color is pretty', \"she is very different from all the videos i've seen her in\", 'you’re great subscribed', 'somebody know what eyeliner did she use?', 'how do you edit your instagram pictures? would it be possible for you to make a video for that? btw ily', 'y was she acting foreign? ', \"this is my very first vid of her and i'll never look at her her same way again. she's funny. before this i was a hater haha\", 'hiiii i m from tiktok i have done start following u on both', \"i have natural under-eye circles genetically and don't wear makeup, i think their cool, people should own their under-eye circles!\", 'youuu look so pretty u dont need makeup hunny x', \"without makeup, i would not believe that she's loren \", 'you look more presentable without make up !!!!', 'i relate to this video so much', 'do more makeup looks', \"i'm addicted with this vdieo\", 'loren is frustrated with 2 tiny pimples', 'loren i love your tik toks specailly the one your a nice guy i think about it baby xo baby', 'is nobody gonna talk about how sweet she is!', '5:49 which powder is it', 'if anyone wants a cheap drugstore natural makeup look for school this is what i use:', 'i love u sm', 'she’s actually prettier without makeup', 'love your videos sis! ', 'if i would look this pretty without makeup... i would never use makeup again ( my english is bad i‘m sorry)', 'you are presentable in any kind of way!', 'hey grandma you look young', 'ilys loren u have a beautiful voice and ur too pretty i love u so freakin muchhhhhhh', \"wait her name is pronounced as 'loreen'\", 'mom was being loud?', 'ily ', 'her grow a bf looks like a fit orange', 'ok but she was already perfect without makeup to begin with', 'no entiendo una mierrrd* pero me gusta ver tus videos ', 'iyour scin', 'you are so funny and cute and natural. ', 'what are the shades of the foundations', '5 views 74 likes and 29 comments youtube drunk again', 'what the name of the eyelashes?', 'who knew loren gray could be so relatable.', \"i have a question do u have to have white teeth in order to be beautiful? bc my teeth have a slight discoloration but their in a straight line and i feel like that's the reason i'm not pretty?\", 'omg the power of make up', 'loren: catfish', 'hella busted!', 'where you live? what is your city?', 'i think we would all look pretty if we had a ', 'aesthetic', 'now i get what men say about girls looking different without makeup ', 'omg! yoy change a lot with makeup! btw loveeeee u', 'this is literally not a hate comment', 'loren: i have 2 acne on my face.', 'do a skincare routine x', '....its funny how diffferent people look without makeup', 'what was the brow product??!!', 'can u try food or candy from different countries (germany as example) ', 'ily loren ', 'loren you are so cute and beautifuli love you', 'this is how middle school girls talk...', 'your mouth area reminds me of jessa duggar when u talk', 'oh my god she\\'s a catfish \"that\\'s true\" :\\')', 'i loveee thiss', 'with no makeup you look like emma ', 'on wed january and february and march to the next few years', 'her: my skin is not the best ', 'putting on less moisturizer can be damaging to your skin because your skin will be more dry, causing your face to produce more oils, leading to break outs', 'what eyebrow thing do u use', 'why her background look like a green screen', 'for a second i thought her necklace said “queer” i had to catch myself', 'plz tell me blush name that you used it', 'regina george who?', 'you da best!i love you ', 'two words: shimmer lite', 'please do more make up videos!', 'estee lauder does animal testing', 'selamın hello ', 'is it just me or did she say “ugh my weave is itchy?”', 'different person with and without makeup.', 'why i see her soooooo silly', 'why does loren remind me of alison dilaurentis? ', 'how beautiful she is!', 'yes beat up those cheeks girl', 'what shade is the lipstick you didnt mention it', 'a wig!! sorry im new', 'she looks sooooo different without makeup', 'loren: -so your face doesnt feel like \"aawaa\", ya know?', 'makeup does wonders lmfao', 'there is no such thing as a perfect human bein-', 'her: fenty beauty, morphe, beauty blender, chanel', 'you and i have the same birthday diffrent year bus still', 'the best makeup', 'can you make a video of your nightroutine?', 'everything is fine except her contour and blush, it makes her face look so muddy lol', 'we love you ', 'everyday makeup:', \"wait, you're taylor grey's sister??! what?!\", 'loren: ‘i am in love with make-up and spend way too much money on it’', 'u look totally different', 'i love you', 'teresa palmer + drew barrymore ==?', 'eres como la kylie jenner rubia!', 'what’s the first setting powder you used???', 'craters are holes in the ground, i don’t know if that’s a good word for you to refer to your pimples', 'she so cute!!!!!', 'reality vs instagram', \"you're cute\", 'i feel like 99% the look is carried solely by the lashes. because at 5:06 you different i will like to see a natural look someday .', 'hello, what shades you use for your face? please write me. :)', 'catfish routine ', \"didn't you get thirsty. actually im got thirsty\", 'without makeup 16 y/o . with makeup 29 y/o', 'pls do more makeup routine videos', \"haha from musically moving to tiktok then posting videos on youtube .. what's next girl ?? \", 'for each step there’s like 3 products that she uses sheesh', 'pls film another makeup tutorial', 'love you loren', 'more make up tutorials plsssssss', 'loren is a whole fricken mood.', 'random question how do you keep your eyeliner from transfering to the bottom of your eye when tightlining? or does it still smudge throughout the day? (:', 'beautiful', 'oh my gawd. you are stunning without makeup. also with makeup of course but my goodness, rock that natural beauty girl! ', 'i thinkkkk u should wear a ponytail more often lol', 'i would definitely want u to make more makeup tutorials. next time why dont u go for a more \"glam makeup\" tutorial.', 'where is your robe from?', 'love you baby you look good with or without makeup ', 'you are so beautiful', \"can someone please write a list of the products she actually used in the video? she should've wrote it in the description, woulda been more helpful but oh well\", 'my friend: how is life going?', 'selamın hello', 'bro, not ganna lie, she’s so pretty and awsome. also why do you wear makeup again??? your way to pretty!', 'antonio? oh wait just loren ', 'why yr face is glowing so much ?', 'loren if you see my comment please like it it will mean the world to me love ya', \"she doesn't need that much makeup,she's beautiful just the way she is\", \"i like it when.if your young pretty and a girl talking about make up.and being so pretty that you.get so many followers??? wtf omg i've done so much more than that and never ever going to be known good work algorithms and social standards! you are the new government \", \"idk why u guys saying that she catfished the internet like damn she looks drop dead gorg without makeup. anyways, she's kinda funny\", 'millennial drew barrymore anyone?', 'yeahhh.....catfish. that’s the word', 'hi i’m new can i get one sub by tomorrow', \"don't hate but without makeup she doesn't even look like loren gray, so it's a big dissapointment\", \"my everyday makeup is putting a moisturizer and a suncream and volla that's it\", \"i'm just looking thu vids for a fan edit\", 'turkish translate is ... ok just funny', 'her voice is so calm', 'lol arent you 12 or 13?', 'she looks like dakota fanning without makeup', 'she has such beautiful eyes ', 'such a beauty', 'your everyday makeup routine does not look like a daily, or everyday makeup look at all... it looks like natural glam lmao ', 'do more makeup videos please', 'hello im from tiktok', \"i'm actually translucent sdkjkj that cracked me off ily sooo much\", 'i have the same eyeshadow palette', 'why do you look so pretty even without makeup?', 'poeple indonesia biasa apa? ngrti juga kaga hahah', \"i was thinking that she maybe is allergic to the foundation that's why she's breaking out. when your skin gets irritated you get acne.\", 'i wish my skin looked this \"bad\"', 'bu kız makyajsız neneme benziyomuş .d', 'you look soooooo different without makup', 'skincare routine please', 'nobody:', 'oh.my.god.she.is.so.beautiful.', 'next do a hairstyle tutorial', 'lol bring the soul bts army??', 'i was waiting since forever ily lorennn ', 'queen!', 'cute .', 'how is she pretty without makeup? the simulation is rigged', 'love', 'honestly you’re not really a catfish i mean what do guys even expect when they see girls with wing eye liner and fake lashes ? it’s not that’s dark without make up obviously lol', 'you are more beautiful without make up', 'she looks so different without makeup', 'she looks so different without makeup', 'what a transformation very nice', 'ouuo my weave is itchy - loren gray 2019', \"filte'r...? rihanna since when could you not spell\", 'she looks so much like bee from the movie the babysitter', 'can you please tell me the gloss name', 'you went from 12 to 22', 'loren: i’m naturally translucent ', 'more makeup video plsss', 'she said she got a weave on', 'wow', 'she didn’t use contour', 'you are so funny!', 'what rich kid do exactly', \"i don't know why on beauty guru's makeup tutorial there are no hate as 'changed her whole face' or whatever and on loren's there is. makeup is art and for some it's just fun to do.\", 'great job', 'cool ', 'james charles left the chat', 'you are beautiful with or without your make up', 'she waited so long to apply the lashes after applying glue?????', 'without make up she look like a mix of jojo siwa and emma chamberlain', 'you should do a gym routine', 'still fabulous without makeup', 'hi loren i love you so mouch', \"hi on tik tok u said comment if ur from tik tok sooooooo this is me commenting about how i'm from tik tok and yeah so i'm from tik tok \", 'makeup is not all about making yourself look better. makeup is a passion for someone and fun to do.', 'i wish loren would be the same on instagram. she looks like a completely different, her personality is different.', 'i love u so so so much!!!!!!', 'altyazılı kim koydu jsmskskd', 'im coming in snapchat', 'i love you so much your the best', 'her attitude it’s similar as haley morales', 'u look like an angel without makeup', 'you should try the morphy foundation', 'you are so pretty aka. really pretty', \"definitely to much blush... i mean you're 16 and you're use to much makeup... girl you're beautiful without the tons of makeup too\", 'very very good!', 'what jacket thingy r u wearing?', 'omfg the difference', 'what is the name of eyeliner?', 'she looks very good with this make up but she is cuter without it. i mean she looks perfect even without it', 'wht', \"i can't believe my eyes \", 'what shades your use?', 'she sounds like kylie', 'am i a joke to u?', \"don't be so modest you know you look pretty with or without makeup because you've been genetically gifted\", 'your eyes are beautiful', 'make up does miracles', 'baştaki çeviri için bastım keşke devamını da sen çevirseydin reis', 'please post a closet tour', 'can you laugh at my jokes if you are gonna be in here-- loren gray', 'she looks younger without makeup', 'imissyou', 'can you have vietsup? please', 'also i’m a girl', 'altyazi şaka mi apqlakjsbsksbszb', 'i don’t know who she is but know how she is pretty', 'you are an absolute goddess!!!!!', 'loren is so prettyyyyy', '‘kennel. they always have such fancy names.’ ', 'i thought she would be so self centred from some vids ive seen but she isnttttt, now my favorite youtuberrrr', 'make up is like magic', 'loren is soo fun and lovely ', 'selamın hellooooğ şsödnsldk', \"drying pimples out by not moisturizing is actually not a good idea because your skin is gonna want to hydrate itself so it's gonna process more oil\", 'you are very beautifull', 'you kind of look like kylie', 'you look like the girl bullying others in 9th grade', 'sis i’ve literally been looking for makeup tutorials thank u ily ', 'so pretty ', 'you are very beautiful, no need to put fake lashes, really :)', 'without makeup she looks like emma chamberlain', '“today is the 4th of july“ omg am i the only one thinking of stranger things ', \"what i have to do with makeup but here because she's loren gray\", 'what beauty blender does she use ?', 'hi loren gray i love you', 'she is pretty without make-up ', 'dude where your forehead', 'this is amazing loren you are nature beautiful ', '... i like it', 'siuwm. who agrees ?', 'i love your tiktoks', 'more more more', \"why are all the comments that aren't about her skin lowkey salty?? haha, she is freaking drop dead gorgeous, i wish i was born under her star!\", 'what shade of lipstick did she use please reply thank you', 'what kind of powder is it u didn’t say the name', 'i can’t imagine wearing that much make up for an everyday routine', 'what eyeliner is she using?', 'shes pretty without make-up', 'when i saw her face without makeup i immediately thought of nikkietutorials.', 'what is the gloss ‘s brand??', 'i like how she admits that she kinda catfishes to prevent hate comments haha', 'you are so pretty', 'she is very pretty', 'she looks so different without makeup, looks like an ordinary school blonde girl i would see around my highschool ', 'there is no need to put on makeup loren, ur still pretty without it', 'wdym u spent too much at sephora? if you buy one thing there it costs like $20.00 + tax', 'i will be your friend!', 'you should do like what clothing u but from what stores or what outfits u but for back to school', 'idk why people dont like her she seem really chill', 'at 6:28 is it just me or she sounds like alissa violet', \"she's sooo annoyinggg\", 'offffff talks a lot ,la-la-la', 'imissyoy', 'hi i was waiting for years and years to see this vid yesss finally i cant breathe xd', 'bi anda naber diyince şaşırdım', 'lipgloss?????', 'i didnt liked her on insta but i see her speaking and doing thingz and i started to like her!', \"wow that's ton of makeup layers \", 'your perfect hi angel', 'you are great at painting', 'my face is so dryaa', \"she can't liner her eyes. somebody else did it for her.\", 'wow the difference', 'looks like a queen either way', 'wait if you don’t moisturise your pimples it dries it out?', 'nobody:', 'you are very cute without makeup. you look your age.', 'this is why i like being a boy, must be annoying with all this makeup bro', 'i think you do', 'i was hoping that it is going to be a makeup tutorial', 'step no 1: be naturally beautiful - for anyone who wants to follow this tutorial ', 'oh little cutie blondie ', 'its chanel not kanel!', \"i'm selling replays \", 'i am sorry to hear about your skin', 'vaya faquinjarvar', 'she made her self look older', 'looking good aint cheap ', 'she’s obnoxious i couldn’t watch 4 mins', 'ppl who do this everyday are psychopaths', 'looking like a baby mixed with a rat', 'if you had a boyfriend why did he break up with you . you are prestigious with make up and without', 'i dont put a lot of make up and i dont do it everyday.. make up will make ur face older.. make up will make ur face beautiful temporarily but the effect of it will be for a lifetime', 'i’m extremely blonde and 15. i literally look like i have no eyebrows or eyelashes so my eyebrows and lashes don’t look good as i can’t see what i’m doing', 'you inspired me to start my own youtube channel! love you and your videos!', 'what are the eyelashes she uses', 'only clicked because i wanted to see her without makeup', 'without makeup she would not have a career', \"move it girl you're just keep saying uhh ubb ughhh and this is not funny it's so silly i hated the video. dislike\", 'loren: i have two tiny pimples and there annoying ugh! ', 'lol i think you look better without all the makeup', 'i loved this vid! can you do a glam makeup tutorial that would would be cool ', 'acho que vc nao precisa de tanta maquiagem , tipo vc pode ate gostar mas acho que vc nao precisa de muito', 'she went from 12 years old to 27 years old in this video.', 'your “before” is way more pretty/presentable than i’ll ever be', 'do you do tiktok', 'does anyone know what eyebrow products she uses like the gel and the pencil???', 'fancy name cannelle is basically the french for cinnamon ', '3:43 miranda songs is that u? ', 'when she said “ my skin isn’t the best right now “ i thought she is kidding', 'loren: i have no eyebrows ', 'you look beautiful without makeup ', 'did anyone else hear her say oohh my wig is itchy', 'u don\"t look good with makeup ur pretty without it <33', 'loren is so funny! reminds me of emma chamberlain in some ways!! btw ur so pretty', \"you're so pretty without makeup !\", 'i was sick on the 4th of july so i stayed home sweeting in bed all day ', \"sooo for me you're more beautiful without makeup\", 'you should praise your skin colour and put makeup that matches you on your skin xx', 'omg her eyes at 9:51 haha lmao', 'i love her personality. so quirky and cute', 'loren: my skin is not the best right now. ', 'everyday makeup look? kidding me ', 'i wish i looked like her man', 'you are so beautiful without makeup!!! ', 'makeup gurus :full face with tarte', 'she canes back i actually really missed her videos', 'amazing video i really loved it', \"so happy i'm not 16 anymore. love the makeup though.\", 'her lighter concealer is an exact match to my skin colour ..', 'i’ve never seen u with out make up', 'shes so perfect #goals', 'omg when you said you have no eyebrows i’m like sis mines are way lighter n barely there ', 'you should audition for the gossip girl reboot! you totally have that it girl vibe ', 'first time watching ur video love it ', 'she is so naturally beautiful', 'i love you ', 'i don’t wen know why i watched this... i don’t even wear makeup', 'anyone else notice that on her snapchat show she doesn\\'t wear makeup everyday but here she said \"everyday\" makeup? tea', 'sana ol knows how to do makeup', 'just ', 'i love you angel', 'gurl you need to help danielle chon with her makeup skillz ', 'the real life chloe bratz doll ', 'it’s scary how different she looks', 'so pretty', 'loren gray is the most beautiful girl in the universe', 'loren gray is more beautiful without make-up', 'so, this is the diego velazquez girlfriend?', 'she looks a bit like drew barrymore', 'i didn’t even notice your pimples until you put makeup on then i was like oh', 'bro she iz beutifol', \"yay she's making actual yt videos again\", 'love the blush', 'really beautiful', \"is just me or does she fall better when don't wear makeup?\", 'watch nikkie tutorials', 'yeeeesss', 'i love your personality and also you are so beautiful with or without your makeup ', 'idk but i think she looks very beautiful without make up... (my opinion)', 'you look so diff without make up', 'i never find the right make up shade ://///', 'seriously your beauty without makeup why put all that in your face', 'you are already pretty but makeup really shows your beauty', 'you are my favourite person', 'who thinks holly and loren should be best friends? i mean their both sooo pretty eitherway!', 'can u do a room tour', 'you is so cute iam girl ilove you', 'why she looks different in video photo and acts always different in instagram and video like innocent then overacting absuvie', 'is she really 15????!!', 'so cute ', \"hey loren! why don't you make tiktok videos. we're missing you!!!\", 'what is lipstick?', 'boi what are you... princess are queen!?', \"hi i send you memes everyday until you respond and i hope u will (i'm @milkalor :'))\", 'anyone notice that her makeup makes her look tanner?', 'i love when she said : i have no plans cause i have mis friends ', 'hi i love u loren.! your angels are always here for you angelsverse', 'omg the difference is crazy holy shit i wanan be able to transform like this', 'u look like samantha harvey', 'i love her look better without makeup... she looks so cute and innocent ', \"9:52 she didn't know how to draw the eyeliner by herself so she went to ask for help\", 'how do u do ur lips', 'nobody: ', 'a shocking revelation.....her face ', 'me: watches 5 seconds of video i need to edit now', '', 'loren: i have 2 mountains on my chin', 'makeup makes her look way older', 'hi', 'i love how you was up so long just to make the video done awh you needed to sleep tho i love chu', 'is she left handed?', 'loren: i put moisturizer only on my cheeks because i want my pimples to dry out', \"i feel like i am the only person who likes blond eyelashes... i don't know why it's just so pretty.\", '3:02 you weirdly looked liked gigi hadid from your allergic reaction lol', 'brooke? ', 'i think she look the same likee .... am i the only one??', 'turkısh altyazi pls', 'she just looks different with makeup becuase when she does her makeup she puts eyelashes but without makeup she doesnt have that thick eyelashes as the ones she puts,,, so that why everyone thinks she looks different', '#angelsquad is always here for you baybe ', 'u so full of yourself', 'did anyone else see loren legit lick her foundation..?', 'she looks like sofia andres (actress here in philippines) after she put foundation hahhaha lol', 'hareketlere bak şımarık', 'yes you are princess im not kidding ', 'she is the actual definition of a goddess', 'i have no plans, cuz i have no friends ', 'loren: says fuego', \"when she said i don't have friends. \", 'omggggg lauren i need you to do a face routine ', 'omg she looks so pretty ', 'it is amazing how beautiful you are. with and without makeup. what a goddess', 'omg the liner really makes her look different.both of them pretty :-)', 'i dad text me when you said that!!', 'hy loren', 'hey loren gray u look sooooo pretty even with makeup and i mean it', 'you’re so funny i’m living', 'you’re so beautiful', 'she looks so young with out the makeup ', 'i think u look good without makeup : )', 'my mom has every pharmacy product out there', 'woah makeup makes people look beautiful', 'lmffaaaooooo wtffff are those eyebrows!!!!', 'my entire view of loren changed after watching this video. in a positive way.', 'omg! you are so pretty! i love you!', 'i also do tutorials on my channel. ', 'you should do more of these!!!! just make up tutorials specifically', 'loren you still beautiful', 'i like how loren is simple and basic and all these other girls out there doing a full on party like it’s just makeup ', 'do a glamour makeup tutorial', '7:09 hahhaahahahhahahha', 'girl i like this video a lot just why do u need to put on makeup you look gorgeous already but u do u <33', 'she reminds me regina george', 'please do more makeup videos love them', 'u are so f@%&in cuteeee ', 'when lauren gray has to grow a boyfriend and u suddenly feel better about life', 'i’m from tiktok i just watched your video', 'you look so much like drew barrymore without makeup! ', 'who is watching this at the age 10amd wished they could put on makeup', 'you use estee lauder everyday??? that’s too heavy!!!', \"i just realized how bubbly and relatable loren is i only see her instagram but this gives me more of her personality and it's amazing i never knew her personality until right now haha\", 'i love your natural face, omgggg', 'you look beautiful with bare face than with make up :)', '16:59 she is say naber its turkish', 'i had only really seen her on tiktok and i kinda assumed she was one of those girls but she’s actually kinda my mood lol', \"there's also way more blush on her left cheek then there is on her right... get it together loren (lol the get it together part is a joke don't come for me)\", 'older version of jojo siwa', 'how perfect you are', 'you omg', 'i’m not allowed any makeup till i’m 16 ', \"other people can influence other's personality all the time. yeah each person is unique but doesn't mean that nobody can share the same personality. \", 'u are sooo sweet and funny, i never would expected that actually haha xxx', ' awesome evryday makeup rotine super star inter nationalty sweet youtuber princess big boss manger ', 'can you do a room tour??', 'also her brows are different shapes lol', 'she looks so different without makeup... i... oop', 'from 0:56 to 17:06 is a drastic change', 'b r o o k e', 'i follow you on wishbone', 'pls do fulll glammmmmmmmmmmmmmm', '*chanel (shuh-nell)', 'babyyyy', 'she acts like emma chamberlain', \"you don't need makeup your already pretty.\", 'she looks like emma chamberlain', 'esta super wera de la cara 0:', 'she kinda looks like dove cameron', 'she zoomed in her chin so we can see her queen necklas', \"you look beautiful without makeup. with makeup.. not really, because it's too much.\", 'omg the queen necklace my favorite song of yours :’)', 'the skin on her face is so pale compared to her neck', \"can we appreciate that she's doing her makeup perfectly with those long nails meanwhile i can't do it w short nails lol\", 'loren heart this if you love angelsquad ', 'loren: it’s 8 o’clock in the morning yayy', 'loren without makeup: mormon', 'mini spatula: *exists *', 'i am from tiktok you ask in one of your video on tiktok comment if your from tiktok like if your from tiktok', 'i came from your instagram and i was waiting for this video ', 'i’m actually watching this vid and my phone is 2% pray for me ', 'loren? i have a fanpage for you on instagram the name‘s daisylors it would mean a lot to me if you could look at itily always & forever', 'you try too hard', 'you are beutiful', \"rupert grint! (ron weasley). i've been trying to figure who she reminds me of and now i finally got it. don't take offence to this btw we love a good weasley. but just the eyes and lips and everything does anyone else see it\", 'you’re beautiful without makeup too! i can’t understand the people that say your beauty it’s all for the makeup! a lot of kisses! i love you loren! ', 'would anyone tell me what colors it uses regarding nars correctors ?? thanks a lot', \"who's agree that loren is beautiful without makeup put like\", 'you look pretty with or without makeup ', 'no hate tho but shes so pale ', 'girl ur roots are yellow', 'ew wtf', 'catfish', 'she kinda looks like bebe rexha', 'she has so many friends and i have like 7 sadly no joke in 7th grade u are a lonely wolf or an cool person and i am the lonely wolf', 'qué ridículo que me compren maquillaje', 'i’m obsessed with this video. i watch this like every single day. i realized after watching this for like the 5th time i should try to buy some of the products loren gray uses for her everyday makeup routine. #makeupgoals. now i’m not old enough to start a job yet, so it’s more difficult for me to buy these products. so christmas is coming up and i hope to get some of these makeup products. but in the meantime, i’m focusing on getting the estée lauder double wear stay in place foundation! it’s 43$. wow! i know! also i’m trying to get the nars concealer. which is 30$ i think. #goalsss', 'peace be upon you i am one of the ones who loved you once and i am from saudi arabia and once i love you and i am a rainer god and i hope you read my messageand i am 12', '“thats what she said!”', 'love how loren has a bi*chy side to her but hides it and acts all angelic and innocent on social media gurlll the real you ain’t staying hidden forever just like danis age....', 'nobody:', 'loren: i don’t put moisturizer all over my face ', 'who else is watching this feeling guilty, annoyed and depressed nice house, ass ton of money, and thinnnnn; while i’m over here thicker than a snickers, wearing sweatpants and a tank top messy af', 'she’s literally me ', '17:14 omg where did lauren go?', 'i love how she is so funny while doing this and she isnt scared to show her face without makeup!', 'she’s so pretty without makeup', 'you’re so mutch prettier with no makeup, but with that spray tan sis i m sorry but it doesn’t look good at all', 'when her blush said i felt that', 'omg you’re so different without makeup but you’re so cute even without ', 'i know you probably won’t see this but damn your gorgeous without makeup and gorgeous with!! this is the amount of makeup i wear on a daily basis along with millions of other women who also do so, ignore the hate beautiful ', 'this chick is pretty gorgeous without makeup. not really into that painted-on look.', 'drying out your skin actually makes it produce more oil. just fyi i just learned that a week ago lol ', 'oh me goshhh! i luv luv luv youuu! and who else thinks lauren is relatable af!', 'u look so different without makeup', 'loren- i have never had a lot of eyebrows', 'how you remember all the steps??', 'omg magical make luuuv so much, i try it can make me as beautiful so good! i try it when i wait for my bestie to come over later and with some music i like nirvana, my chemical romance, delta parole etc.. thanks for the helpful video again!!!', 'she went from to and i went ', 'look to change ', 'gorgeous ', 'so pretty ', 'loren is beautiful ', 'girl if i would be that beautiful i would not put make up never lol btw you look good and with make up! ', 'your nose and eyes are perfection to me', 'you look so pretty ', 'girl rlly', 'so beautiful! you look like kylie jenner ', 'why she is so pretty im crying', 'so beautiful ', 'hi! your so pretty', 'omg the hairline lmaooo', 'anyone else feel like she would get along well with antonio garza? ', 'what color lips you using?', 'do a collaboration with poppy. :)', \"she's so sweet..what a queen!\", 'you should totally post more makeup vids with like different looks. that would be cool.', 'catfish? honey you look amazing with or without makeup.', 'she actually looks like a 17 year old when she has no makeup on', 'everything about you is just wow! absolutely subbed! not that my one sub would matter anything but still! ', 'it just odd though to be honest... from looking 17 to 27 with just simple makeup. epic!', 'so pretty without makeup ', 'hey it’s me from tiktok', 'how much do you measure???', \"not sure why this was on my recommendation feed...\\xa0i like without make up, more authentic. i'm probably in the minority.\", 'love it girl', 'loren- full face makeup me- little bit of mascara and make my eyebrows darker', 'loren i love you!!', 'hes thick', 'what a beautiful face', 'her hair is so dead omg', 'anyone know what brush she used to apply the under eye powder?? need that in my life', 'why does she say all the time brooke did brooke that', 'i really like her personality', 'shes so irritating. first and last video i’ll ever watch of her', 'it bothered me that one eyebrow was darker than the other one..', 'she wears a weave?!?!?', 'what shades your use from estée lauder?', 'loren can you make a video by making up your asian style?', 'she puts makeup then does a tiktok ', 'is there any blink?', 'can anyone tell me the eyeliner name!!!!!!!!!!', 'dios como cambia sin maquillaje', 'my friends like you', 'is there any army?', 'do room tour', 'i don’t like this girl', 'i wanna see her with brown hair ?', 'i am from tik tok', 'you remind me of little j from gossip girl', 'you are so amazing loren! i love you so much! you have inspired so so sooo many and all of your hard work that you put into your videos and singing definitely pays off! you are a queen l love you sooo much! (omg ur mini spatula )', 'is her hair natural??', 'loren has so many ways of calling pimples i’m shook', 'u should wear no makeup more often, u look very pretty with out it!', 'i love how she gets straight into the video !', 'i lived with freckles my whole life until i learned to shade my face from the sun.....no thanks.', 'tip as you request, bronze the neck and around the ears when we do an updo or pony tail. contour a lil under the lips just in the center to have a full lip too.', \"whenever i think she's done she keeps on adding make up!!!!\", 'works for every mascara i have except for benefit rollerlash', 'i love shaving my face.. sounds weird but it really changes the makeup', 'this woman doesnt need makeup. omg', \"i've spent my entire life covering up my freckles!\", 'freckles fade with age no they get worse with age due to sunlight.', 'just have to say i’m 45yrs old and my freckles aren’t going anywhere ', \"i love how you don't use filters in your videos like a lot of other makeup youtubers. you have real skin, it's naturally beautiful but you do have freckles and pores like humans. it makes me so happy to see real skin and makes me feel like mine is normal. you're a queen \", 'really amazing . i like it. kindly tell me about long shape face contour.', 'excellent! no jabbering! thank you! tip: my lashes don’t curl, so i heat the lash curler with a blow dryer and and use the blow dryer to dry them upward.', 'they all want to look like a kardashian. very sad', 'your eyebrows are perfect here ', \"i love that chloe doesn't use any special blurring filters. we can actually see her pores which isn't such a terrible thing!! her skin is beautiful.\", 'wow an mua who gets to the point within 5 seconds?! i stan!', \"1:35 would you please share what eye shadow you used in this video please? i think it makes your eyes look amazing and i'd like to purchase it. thank you very much.\", \"you're amazing! thank you so much for making this <3\", 'damn good stuff chloe, thanks for this!', 'am i the only one who thinks that make up only looks good on camera but totally fake in real life?', \"ew you're so pretty i dond't even want to do my makeup now.\", 'thank you so much for these tips. there were quite a few easy tweaks i learned to make things work a lot nicer. ', 'unë e doja shumë përbërjen tuaj! ', 'has elizabeth arden bronze lustre eyeshadow been discontinued?? if so what do you use now?', 'looks good..but i jus dont like d idea of fake freckles..', 'i love this! keep making content your amazing!', 'well whilst watching this i ordered a dermo razor thing and settling spray and also liked and subscribed :) thank you for your tips!!', 'i love how everything is explained.', 'her earrings are really pretty!', \"chloe is the only honest guru i actually enjoy watching... she's the only one i watch that doesn't over due the face tuning/soft blur effect and keeps it real 100% with her life and videos i love you chlo!!! \", 'imagine shaving your face everyday and after 1 year dark hairs starts growing on your face!', 'too much work for me and i feel like i’m wearing a mask. i think you look good without all that stuff.', 'great vid sweetie! also, last time i checked, you paid for those panty liners. so whoever doesn’t like it can change the channel. i’m sorry. you seem like a sweet girl and probably wouldn’t say that to them but if it works for you , who are we to tell u what is wasteful. trust me. the same ones saying that “it is a waste” and whatever other crap excuse they are giving are the same ones who drive cars and prob do nothing to help the environment. anyway! you did a great job and thanks for the tips. i am definitely going to use these. stay sweet precious:)', 'lot more authentic and useful thank you so much you are lovely.', 'i really wanna do the shaving thing but do the hairs grow back thicker/darker at all? xx', 'my hair just moves to the side when i try the pony tail trick', 'this is the first time i have seen anyone else use a spoolie to remove mascara mistakes. it’s really a genius hack. even when you smudge on your upper or lower lash line. it always works.', 'love everything but the fake freckles. silly.', 'she is perfect by spet 8, why adding so much more being so pretty and so young!! nice video of course ;)', 'who else is waiting for a little story time on the hair cut! omfg', 'you’re stunning. so beautiful!', \"the sudden craze for faux freckles... it's weird, one day you see someone with freckles next day they either migrate across their face or disappear completely\", \"omgggggggg i freakin love what you've thought meeeeee .. thanks\", '4:45 looked so satisfying omg', 'lobe love the content! awesome info, ty. your definitely a bright ray of sunshine too others. that are looking forward to keeping the best the best status of looking younger and vibrant skin*', 'ummm freckles fade with age...i am 44 i wish that was true. ', 'i’m crying....this is so helpful. *goes to turn on notifications.', 'omg!!! when your hair is in ponytail you look just like candice swanepoel!!', \"i know your secret... you are candice swanepoel's twin!!\", 'you said, \"shit\", that cracked me up! great video, btw. ;)', 'the eyeshadow you use here is perfect! since its discontinued, do you have another similar favorite in the bronzy shimmer shade?', 'best beauty hacks vid i`ve ever seen! <3', 'good tips thank you. especially the shaving, i have read celebrities do this before walking the red carpet! ', \"it's literally half past three in the morning in germany...what am i doing with my life? at least i'm watching one of my favorite youtubers...\", 'omg you have the most perfect faceand thanka for the hacks.', \"it's perfect! thank youuuuuuu <3\", 'thanks you! love from the netherlands ', \"i'm so sorry about your hair chloe - that guy deserves every rude comment he gets. use castor oil - it'll grow back. we love you x\", 'these are awesome and presented awesomely. .....new subbie ', \"love that eyeshadow .. and of course it's discontinued!! \", 'amazing, really helpful. thank you so much.', \"i spent thousands of dollars on laser treatments to get my freckles removed. now freckles are back in style!!! i can't win for losing !!!\", 'loved all the tips (except for the freckles). :-) ', 'thanks for the tips chloe! ', 'love these hacks beauty! genius ', 'tease the shit out of it was the best part ', 'when you have a ponytail, you have to take a little bit make up or powder behind your ears ... otherwise you have white skin behind your ears', 'make sure to blend your makeup on the side of your neck and the exposed skin behind your ear when wearing your ponytail. thanks for the great hacks!!!!', ' amei', 'tem rosto lindo!', \"love it! i am so lame when it comes to doing my own make-up, and i'm going to try to put all together like you\", 'omg! wish i discovered your channel sooner!! so glad this popped up in my recommendeds! thank you so much for these awesome tips! especially love the lip tricks! ', \"wow. great tips. thank you! but with such a naturally beautiful face, chloe morello, it's so easy for you to put these tips into practice. and yes, thanks for getting straight to the point of the video right off the bat!\", 'tks for the ponytail hack!:)', \"this is the easiest yet beautiful makeup tutorial i've watched.. i'm in love with this\", 'chloeeeee! i freaking love you mwah', 'great vid. thanks for the tips. loved them all except the freckles. don’t think it’s prettier or more natural. loved ur skin before the dots. :). ', \"i love this vid .. i can't do eyeliner properly ..help me out here \", \"thanks for this video. you're beautiful. you are italian like my mom.\", 'perfekt ! ', 'a tip my eyedoctor told me is to always close your eyes when applying powder around your eyes, this doesent really benefit the make up but getting powder in your eyes can clog up your tear channels and cause permanent eye damage ', 'the eyeshadow, is there a replacement for elizabeth arden bronze lustre? i love it!!', 'setting sprays usually contain alcohol and other questionable ingredients, i stay away from them.', 'omg your eyebrows are amazing!', \"you're simply gorgeous and i enjoyed the video. thank you!\", 'chloe! i love you and sebastian! you guys are gonna be so happy together! i love you, thank you so much for being you and inspiring people like me every day!', 'so awesome, thank you so much!', \"adding freckles? lol. i've spend my whole life trying to hide mine. funny.\", 'you’re so beautiful. i really like your eyes, look like angelina jollie', 'you are just beautiful! you also have great beauty tips. thank you ', 'absolutely beautiful and i love all the tips! all are so doable for anyone! i am a makeup artist and still love to watch the videos...i must say this one just popped up while i was looking at something else..and i am glad i watched it!', \"best makeup tips tutorial i've ever seen. thank you!\", 'that was awesome. thank you for these tips!', 'love how you do your makeup! will try & see how it looks on me. thanks.', 'hi chloe i really love u ...', 'i love this! and yes i also love that you go straight to the point! ', 'you are lovely! i have a tip for you. ', 'love the pony tail hack!', 'really beautiful! thanks!', 'you look a little bit like cadence swanepoel brunette version.', 'wooooow nice beutiful face have in amazon spain this productos? ', 'just found your video! thank you for the great tips! ; )', 'wonderful video well made!! and she is so beautiful, seams like the sister of candice swanepoel!', 'girl your foundation is too orange! apart from that love watching your videos!', 'thanks sooooo much for the tips! can you tell me where you bought your earrings please?', 'lovely ', \"i just realised that i've been doing most of those, but i got there myself)) like the setting pray on sponge and wet sponge powder)\", 'perfect ', 'you look gorgeous girl, but shaving your face is heavily advised against. it leaves your skin susceptible to even more bacteria without a layer of protection. it causes skin to wrinkle, dry out and look waxy.', 'favolous ', 'great video! thank you so much for sharing. i’m definitely buying a white eyeliner now. new subbie!', 'great beauty hacks for a natural look and a very pretty woman with good ideas. probably pretty with or without makeup.', 'where did you get your earrings!!! i must know!! haha thanks <3', 'use a thin layer of translucent powder before the foundation makes the matte finish last longer and will look fresh without cracking or sweatin without having to retouch', 'love the hacks! love the video! your gorgeous and your makeup is remarkable!', 'wow! very interesting. if i ever wear makeup these tips will be followed!', 'the spoli idea is a good idea. great tips love it ', 'wow you make great videos and have awesome tips! congratulations on such a successful channel! i subscribed and would appreciate any subscriptions back. thank you!', 'u look so beautiful mashaallah. plz do some eid make up turorials. absolutely loved ur previous eid make up.series watching chloe whilst i eat to close my 18 hour fast...! much love anneka from uk xx', 'efficient video with a lot of tips. love it, tnx!', 'wooooh! you are killing me with that gorgeous face of yours!!!! love it!!!!', \"you're awesome!\", 'the look is beautiful. you can definitely go without the freckle look. thanks for the tips', 'this is the only \"makeup tips\" video that i\\'ve taken actual tips from!! thanks chloe, you\\'re my fav!', 'pretty makeup looks! thankyou.', 'so beautiful !!! <3', 'ur pretty! i love ur tutorial and u kinda remind me of angelina jolie', 'u r beautiful with out make up mashallah ', \"rip chloe's hair\", \"great tips & you are beautiful :) i noticed you mentioned in the links that the elizabeth arden eyeshadow you used in this video is discontunued...it's so pretty! do you happen to know of a shade that is comparable?\", 'truly awesome tips!!!', \"great tips! you look amazing and you're very clear in your explanations thxx\", 'i need that eyeshadow ! beautiful', 'thank you for talking in a sweet tone and getting straight to business. you are beautiful thanks for sharing your tips.', 'great job, super-useful! thanks girl!', 'trying these ', \"i love all those tips!! they aren't goofy like some others do. yours were all doable!! \", 'omg your skin looks so good teach me', 'so beautiful!!! ', 'thanks ', 'i love the sanitary liner trick :)', 'amazing,queen', 'me gusta!!-', 'waaaw ', 'thanks chloe! new subbie', 'thank you chloe these are amazing hacks. definitely will follow a few', \"you're so beautiful i'm definitely going to try the ponytail hacks.\", 'o.m.g', 'you lost me at the faux freckles. why? i thought we wanted to cover up those sunspots.', 'this girl gives me a resemblance to candice swanepoel ;)', 'great tips! my sister needs the setting spray in the sponge tip', \"i enjoyed watching this video it's really helpful\", 'great video! i loved all the useful tips. ', 'chloe morello sweet heart thank you for this video . i learn a couple of tricks of it and..... you are incredibly beautiful.....! and bright my day up for sure ....', 'love', 'that eyeshadow is everything', 'why have i not seen these tips before.', 'would love to know which lashes you are wearing in the video. thanks for the tips!', 'hi there what a great video!! i have a perfect idea for the hairline or the white spots on the head which appear through pulling the hair straight and tight back into ponytails. just grab an eyeshadow in the colour of your hairroots and tip it into these white spots ;) looks immediately as if you would have wonderful thick hair!!', 'omg the pony tail trick!!!! love', 'what color are you wearing on your eyes your make up looks amazing.', 'awesome hacks ', 'thanks for the tips. glad i found your channel.', 'i thought shaving your face will only make your face grow hair even more', 'omg you are so perfect', 'i love that eyeshadow. your makeup is nice, fresh, and natural.', 'love this, usefull tips', '5:50 cut a few times through aluminium foil, makes the scissors really sharp.', 'thank you sooo much! great tips , gonna try them out tomorrow !', 'hacks! i love hacks!!! ', 'i’m going to try all of these! great ideas!', 'easy & outstanding finish thank you!', 'bbeeaauuttiiffuull ggiirrll ', 'wow. thank you.', 'sending love from new zealand ', 'great tips ~ thanks :)', 'beautiful girl!', 'you have beautiful skin. amazing really. love the tips. thanx.', 'i love ur makeup videos girl there amazing', 'those earrings!!! ahhh!! i want!!', 'oh she’s gorgeous ', \"omg girl, you are beautiful! stay true to yourself and let that inner beauty continue to shine. so sad when i see youtube's beauty community admirable confidence turn into being fake 'n vein. i'm subscribing as you actually remind me of nikkia joy! i adore her! you seem so sweet and genuine. thanks for the tips!\", 'one tip i used to swear by when my hair was dark helped my hair to look thicker!', 'my favourite hack is to use clear brow gel to slick back my baby hairs or any frizz! but you probably already know that trick ', 'thank you for sharing great video ', 'i think all the tips or helpful, and thank you for keeping the instructions simple', 'excellent tips! love em ..maybe except the faux freckles! lol! other than that love the white inner eye pencil and the ponytail under clip and the cuticle nail clip for faux eyelashes. great video!', 'such a beautyfull face omg! what is the name of ur eyeshadow??', 'so many great tricks and tips! thankyou! ', 'i love ur this mack up vedio really really so nicely done ', 'this was great! thanks!', 'thank you for thissss', 'thank you so much i love your style putting makeup simple but amazing! ', \"you're great!\", 'your coloring freckles and i try to hide mine! crazy right', 'amazing! ', \"finally a good quick makeup hack video that actually makes sense to do. you're beautiful. ty for the video.\", 'oh my god! you are so beautiful!', 'omg i love ur eyes/ colour', 'this is my first video of you i watched. i must say you are a beautiful person', 'damn you are beautiful!', 'your make up looks lovely ', 'beautiful finished make up', 'once a month! once i shaved my face it grows everyday!', 'thank you for the beauty tips, beautiful', 'i love the eyeshadow you used. is there any other eyeshadow that is similar??? since the one you used is discontinued :(', 'i like your makeup ', 'thanks for sharing. wish my makeup would be as stunning has yours. maybe with these tips', \"i know this is like 2 years old but i've been doing that ponytail clip trick for yeeeeaaars. unfortunately from illness my hair has thinned a lot so i can't do this look anymore because you can clearly see the clip. i even tried the tiny ones but those didn't help either. but yeah it's a cool hack so your hair doesn't become damaged.\", \"freckles fade with age? darling, you gotta be kiddin' me.\", 'there is a huge difference in colour of your face and ears/scalp etc..', 'i almost thought this was a joke. sometimes i watch videos while i’m putting on my make up and i looked up and it looked like everybody was sunburned. i don’t get it?', 'you are simply gorgeous! i have a question. you have beautiful brows. what do you use? what tips for brows when you are aging and thining brows happen?', \"i love how chloe goes right to the point and doesn't spend like 8 min babbling in the beginning of the video. her videos are so concise and fun to watch\", 'your eyes look amazing', 'how much makeup!!!!', 'thank you chloe, luv the tutorial.. - esme', 'where can i find the dupe of this eyeshadow?? . its soo beautiful. but discontinued.', \"in women's make-up, i recommend using lavender oil over time to relieve stress and tension, as well as giving a pleasant smell to the nose.\", \"what's a good dupe for the elizabeth arden eyeshadow ? it's gorgeous\", 'you are great. and a stunner. thanks for the tips.', 'bronzer, concealer, 1st then foundation', 'you so darn pretty girl. with or without all that makeup', 'ok will do. i love the makeup videos their really cool.', 'i came here thinking i was going to learn something new... i already knew everything she said.... i think i might have a make-up tutorial and tips addiction! i need to slow my roll lol! finally one single palce that all these tips are for women!', 'i love this video! super helpful and informative!!!', 'easy peasy to understand. now i have to practice. thank you!', 'great video i will definitely be using some of those tricks x', 'i really like your video but gisele bündchen always had freckles', 'you so beautiful omg', 'wow! thank you! i have not seen a lot of these tips from any other people i follow! you are awesome!', 'love!!! does she do an eyelash extention', 'awesome tips! especially like hair clip for limp ponytail and white eyeliner for inner corners! thx!', 'brava ', 'love this video!', 'nice tips! i subscribed! ', \"you're so beautiful and these are so handy! x\", 'beauty hack #1. be beautiful. ', 'love your videos!!! and you are gorgeous!', 'i love the eye shadow shade!', 'you are super beautiful ,n thank you so much you are the best', \"i've been watching chloe since the times she fillmed with that dinky camera in a kitchen i think it was and i have to say she is the reason i am good at make-up now! she has honest & real advice/ideas/tips etc!\", 'very beautiful make up !', 'u look like heather', 'your eyes', 'i love your sense of humour oh my god!', \"can we get eid makeup looks! it's ramadan already \", 'amazing tips', 'loved your video not as dragged out as other mua channels no long intro short sweet and straight to the point keep it up x', 'wow tnx this is awesome', 'simply stunning lady!', 'all of these tips are great. you explained them well. love your accent as well. you are so cute girl. i subscribed to your channel. tip queen-chloe.', 'shes beautiful ', 'awesome! thank u very much for sharing :)', 'beautiful...', 'gorgeous loved the look ', 'anyone know a dupe for that eyeshadow it’s gorgeous', 'nice every thing looks perfect on you', \"you're awesome well done xx\", 'the eye shadow colour used in this video is so beautiful .i am right it has been discontinued .can you recommend a similar colour x', 'thank you for the tips you rock!', 'that’s brilliant', 'loved!', 'i love all of your beauty tricks there great except for the faux freckles, they look like acne scars a little bit. ', 'hey what color of make-up do u use? ', 'she’s gorgeous and these tips are new!!!', 'you are so pretty chloe i love you ', 'perfeito só as pintinhas foram desnecessárias', 'me encanta como se maquilla,solo la miro ya q no se ingles', 'shaving the face makes the hair thicker and darker, i suggest sugar waxing it as it lasts longer and the skin becomes softer,, other than that the makeup is perfect. ', 'excellent tips ', 'i love #4 #7 and #12 will safe my mental state and alot of time hahaha. and could you please post a tutorial how to put on fake lashes, i always end with throwing them away hahaha', 'i have thin hair, like you, but you can’t tell! i’m going to do a couple videos on how to create super volumous hair', \"this video had some really good tips. most of them i hadn't seen before.\", 'your eyelashes look amazing', 'brilliant!', 'loved it thank you', \"i think they have silicone eyeshadow catchers, i can't remember but i swear seeing them on another video. also, i simply do my face (foundation, etc) after my eyes are done. shrug\", \"you're gorgeous. and easy to watch. not everyone is. sorry that anytime someone trends they get a bunch of childish backlash and insults. this commentary thread is ridiculous (of course the majority of the comments are all wonderful). it's cringe inducing. for them. kinda like the ridiculous hater at the club glaring over at the happy, carefree, beautiful girl rocking out and loving her life. we all see the mean looks. and we all see the envy. and it just makes us dance harder. because we must be doing something right.\", 'dermaplaning! yes! i love dermaplaning', 'useful video, thanks. ', 'i love your tips and how unique they are!! the eyelash trimming, lip strobing, and freckles especially. i have watched a lot of makeup videos and havent heard anyone mention these tips. thanks for sharing!', 'freckles fade with age im 21 aint happened yet ', 'this was the best tip video ever!!!!!!', 'beautiful thank you very wonderful video very informative', 'very pretty girl great video & u get straight to the video. thanks', '', 'you are so gorgeous!! you remind me of angelina jolie, but i think you are even more beautiful. i love all of your tips here and look forward to using them.', 'love this makeup look!!', 'love this video ', 'omg thanks for the ponytail trick i have to use it', \"when you get any type of mascara anywhere you don't want on your skin, even if if you are in full theatrical makeup - use a q-tip, touch it to your face lotion so it is only barely damp and touch/blot the mascara mess up. it pulls it away without completely having to redo your makeup.\", 'you are amazing !!!!!!', 'you are soooo beautiful! like a younger healthier angelina jolie! i mean she is amazing but u r even more so!', 'chloe', 'this are old hacks i took since 30 years ', 'omg. such a flawless face! just enjoyed looking at you and listening to your soothing voice. hi from bosnia and hercegovina.', 'gorgeous!!', 'thank you', 'love the bulldog clip tip', 'i always hide my freckles lol! ', 'chloe you are sooooo mich preety and beautiful .... you are my ideal sweetheart ', 'omg, lady, you shave face? it is just shocking!', 'beautiful. if i have this lashes i fall with face lol ', 'what is the use of make-up to make a beautiful face when your hair looks like crap!', 'love your video you are awesome ;)', 'all i saw is anne marie in black hair', 'i have veins on my upper lip and it looks like i have a moustache. i try to cover it and it makes it look worse. ugh. any suggestions ? your tips are so great for us that dont want to look like a painted doll', 'love the light outer liplining/blending n ive used the hairdryer forever on my lashes-works amazingly!!! i use a pr of small all metal embroidery shears for trimming strip lashes etc.sharp,small n thin!', 'u impressed me thinking of the environment. very cool chick. xx', \"i loved all hacks except the freckles hack. i personally love freckles but they didn't look natural to me.i will be trying out the lips hacks..good video all around.\", 'excellent tips. thank you', '2018!! ', 'omg ur gorgeous holy', 'you are originally veryyyy beautiful...god take lots of time to create youniloofar from mauritius', '“sanitary liners” lol “feminine pads” ', 'try using 2 hairbands for your ponytail. it gives you more height and volume! my fav hack', 'these were actually so helpful compared to other hack videos!! thank you!', 'chloe is an honest guru i enjoy watching from ecuador.', 'great video! but lip gloss is satan!', 'you are beautiful!', 'you are a makeup guru tbh!! i can see how flexible you are handling your face and the applications of makeup. great vid!! ', 'beautiful lips! beautiful girl !', 'thank you i will try them all', 'i love your beauty tips thankyou so much!', 'someone back me up on this: does she or does she not have a slight comparison to candice swanepoel ?', 'you are just super glam ! awesome - keep up.', 'wow that elizabeth arden eyeshadow is gorgeous!', 'you are very beautiful without makeup...bellissima e brava!', 'very nice! thanks for your tips it really helps out', 'my hair lookd bald in the back like yours.', 'i like to dab a little faux to enhance freckles just over the bridge of my nose. ive used an orange/ brownish color lip pencil. make sure it semi sharp. try to keep them random. freckles are not uniform and sometimes less is more. they do create a more youthful look and i like them just on the bridge of my nose where i have like two or three very light ones already. i always wanted freckles. those girls who have them naturally, lucky you! ', \"these are great tips and you are beautiful! do you have any tips for 40-50 year old women who's faces are starting to really age :(\", '', 'amazing tips! thanx', 'the tips were so helpful', 'wow! i am so lucky finding your channel! how i love your videos!', ' que gran parecido a angelina joeli super rápido y sencillo ame este make up lo tratare de acer saludos desde argentina ', 'perfection', 'awesome video!! those who complained about the liner use - smh- they have no life. haha. i love your earrings too', \"good ideas cloe!...you're a beautiful woman!! almost don't need any make up!!...thk god.....thanks and blessings!!\", 'love this video. i love dermaplaning. seriously.', 'really helpful thanks', 'u are beautiful ~', 'i love you', 'eye shadow to fill in the gaps in your hair when wearing it up- sounds unnecessary, really makes a huge difference', 'use fill -in powder for your hair to cover the white bold patches ', 'i loved your chanel! bebeth monteiro. from brasil', 'waauw thank you', 'she is so pretty...that i see her in low resolution vídeo...cause to economize internet conextion...and still she looks perfect!', 'i cannot find the eyeshadow in this video anywhere. the elizabeth arden one. @chloe morello, is there any other shadow in another brand which is similar?', 'love you mom', 'wow very useful new friend please connect ', 'you are so beautiful !', 'thankyou!', 'i am mesmerized by your beauty and wisdom in this matter !', '0.08958333333333333', 'muito bom', 'great tips', 'looks like too much .....you are so pretty girl ', 'hi. i like your eye shadow and lipstick - can you give me the name?', 'i love it', 'darl tell me u r working on sex toys!!!!!!!! ur makeup??? by the way cannot wait to c ur take on eid makeup this year,love ya heaps xoxo', 'so gorge!!!', 'wow you have angelina jolie eyes ', 'you are so beautiful ', 'you look like a victoria secret model!!', 'you have this \"little too much\" look like from trash tv shows, even though in glamorous. ..but too unnatural', 'what eyeshadow are you using? great tips!!!', 'you so pretty babygirl', 'sometimes when i wear too much makeup, i create fake zits', 'bella!!!!!!! ', 'hi you look gorgeous. would like have your beauty', 'you don’t need makeup because you are so naturally gorgeous, but thank you for those tips!', 'thank you so much for vidio.', \"she's so beautiful\", 'awesome tips loved it!!! ty', 'no! shaving your peach fuzz will make your hair grow back like a beard!', 'great video!', 'i like it how she does her makeup', 'love you', 'i watched alot of videos on the you tube but you are promoting self-motivation and gave your clients so satisfied and useful suggestion. some people are obviously promoted above others though.this is very informative that have puzzled to solve their problems. i will definitely share your video with my friends. thanks for sharing. lots of love! come to see our updation on https://youtu.be/3k6uepxb4aa', 'oh she is so cute ', 'i’m pretty sure everyone does this but before tweezing your eyebrows, use the make up pencil and line out your eyebrows and tweeze the outside areas ', 'i love ee.uu', 'i like sofe makeup like this so prity', 'thank youu ', \"you're beautiful, and great makeup tips.... only problem is the unfair advantage that you already have. no makeup needed, lols!!!\", 'what’s a dupe for the eyeshadow u used!!', 'huge color line from your face to your neck, is that in these days? look great otherwise!!! thanks!', 'this strobing cream insted of a lipgloss tip is soooo useful, its crazy i have never thought of this bc honestly im not really on the matte lip bandwagon, i love glossy lips but those sticky products ewwwww..', 'you have an angelina jolie vibe going on. i dig it', 'good thanks!!!!!! ', \"i was waiting for her to use powder or bronzer to fill in the ponytail above the ears where a lot of us have thinner hair.it's a beauty hack to appear more youthful and thickens appearance of hair but also something i figured out accidentally when i went overboard plucking my hairline and shaving peach fuzz. i had to cover the areas with bronzer that was back in 2005 way before beautitorials and makeup gurus i was in h.s. and didn't use internet much\", 'it’s too much you are beautiful without makeup', 'oh my gosh these are such great ideas', 'i love your eye lashes ', 'it beautifull', 'its nice ', \"yay i do have freckles so i don't wear much foundation. i don't want to smother them. very interesting. thanks\", 'if one only sees this video a year after it was released, how do we know, which video came out last year on june 7th, since youtube for some stupid reason cannot put the videos in chronological order!!??', 'i might be insane but she gives me serious katie holmes vibes great hack video!', 'you are perfect.', 'i love your style in makeup', 'your so betyou don’t even need makeup! but great tips', 'you are totally the most gorgeous looking person ', 'you are beautiful chloe', 'what eyeshadow are you using at 1:30? it is so pretty!!', 'great tips!', 'hi. you are so lovely. can you please please tell the names of the make up you use. because it is only not how you do, when the colors är so nice i would like to buy them. or least have the color as a reference. best reg. from sweden. oh, i sorry, now i saw the small text.', \"all looked wonderful, except the freckles... they just don't work.\", 'so i have tons of freckles how silly of me this is the first time i heard about fake freckles \"bible\"', 'me encantó el tutorial', \"wouldn't it be a cool idea if u do a video on what colour fits best for green, blue, brown eyes and a quick tutorial on how u would do a look an that?! and try it with contacts if u want! love u and all of ur videos! you inspire me so much \", 'enough is enough!', 'i will never look at feminine hygiene products the same way again!! ', 'beautiful', 'thank u', 'do you have hair loss?', 'your so pretty with makeup and without xx', 'panty liner! good idea!!', 'bad for the environment!? 1 paper cup from a fast food restaurant contains far more waste than a couple pieces of small paper for below your eyes. your fine. great video!', 'love it .', 'your nose is perfect!!!', 'does dermaplaning make the hair grow thicker and rougher? really need to knoww', \"wow you're beautiful \", 'has anyone told you that you look really similar to elettra lamborghini?', 'i think we all watched cause you were so pretty', 'she kind look like linda carte the original wonder woman', 'wish it were jared leto u were working with lol', 'lindíssima', 'top thnks', 'nothing wow', 'i like everything except freckles....who in the world would like their perfect face with spots ?? ', 'that ponytail tip..... whaaaaat?? awesome.', 'what did you use for the fake freckles? ', 'she looks like sasha pieterse in brunette ', 'really enjoyed your tips & tricks!', 'chloe is really a very beautiful girl with a flawless skin.', 'you are so beautiful, you do not even need to wear make up. you are like a better version of angelina jolie.', 'thnk u', \"lordy you're gorgeous. why do u mess with all that crud?\", 'what a beauty, natural or otherwise', \"you're looking like candice swanepoel !!!!!!!!!!!!!!\", 'do you really shave your face? oh my god', 'did she say “tease the shit out of her ponytail” ?? i’m new to her channel, i don’t really know her but she made me giggle that’s so me new supporter here love the tips!!!', 'angelina jolie', 'beautiful', 'you are very beautiful. sont pay attention to the haters! i love love your makeup. i so appreciate that you got right to the points you were making. so many videos of people going on and on and on before you get to see the actual tutorials. great job and great tips!', 'hello, thank you, good to know--learn...', 'azdwdsadcwedwedzsdcwef', 'ottimo mi piace. ragazzuole se avete voglia venite a spiarmi ', 'very nice and informative ', 'what type of eyelashes do you have on', 'i am 40 yrs old. love wearing mascara! but idk how to apply to the bk of my lashes. not do i know how to correctly use an eyelash curler. i always get that crease... not curl.', 'that was really cool...liked it ..100%', 'tip: using a lash curler immediately after having a shower will hold the curl better p.s. chloe your videos always give me something to look forward to love ya lots like jelly tots x', 'i love you', 'i love the sanitary pad hack, i can not stand the idea of doing my eyes before my foundation, this is the best idea i’ve heard in a long time. bless the hack videos ', 'wonderful tips!', 'i just loved this video! very good tips! thanks! love u chloe! u are so beautiful!', 'the lip trick works for me !!', \"don't feel bad using panty liners for make up, it's a disposable product. you can use them for anything you want regardless of what some fool has to say about it.\", 'where can i order that elizabeth arden bronze luster eyeshadow?', 'great tips...', 'elle est malade de s enlever le duvet!', 'good tips except for the blow dry lash lift (esp. on her false lashes) and the freckles.', 'beautiful new subscriber', 'your eye lashes are soo beautiful would you please be so kind and tell me which brand it is and what the are called?', 'what lash were you wearing at 6.40', 'very preeetttty...#loved the vid', 'i have brown spot on my face which i hate it,,,, ', 'nooooooo face shaving', 'i love her brows.', 'beautiful without and with makeup hun', 'hats of uhbest tips ever', \"if gisele is your beauty inspiration then i'm sold. definitely trying the shave and the white kiplinger. thank u beautiful\", 'fantastic hacks video. lips are lushious. banana powder great idea xx', 'im thinking maybe eyeshadow pallet? cant wait till june!!! can we get a hint?', 'what product do you. use for. freckles?', 'highlighting the eye is my favorite', 'saving ke liye ,aapne jo use kiye wo kaha se milega , what is the name of the product if possible then please reply i have to much hair of face', 'great tips', 'i wish i could find one female who has had lip injections done that i can’t tell have had done lol.', 'lol instead using sentry pad u can use scotch tape as a shedow guard', 'beautifull', \"you are beautiful, i just didn't like the freckles.. they look weird not natural.\", '#14 are you kidding me?', 'maura?', 'i like the idea about using concealer under the brow line.', 'how do you apply eraser? before foundation or after', 'very nice and helpful video! much love from the netherlands', \"she's really pretty\", 'do your eyeshadow before you do your foundation!!:d otherwise that pad will stick to the foundation u just applied... and then its ruined :/', 'beautiful', 'i used to have freckles and hated them on me!', 'sehr gut', 'show everybody for me black eye liner.', 'adorable- the lips tricks and the pony tail technique - brilliant. and faux freckles! i love it. beautiful channel.', \"your beautiful and your much younger then myself i'm 61 do you ever have an older model? and when you shave your face does it cause black stubble eventually? please answer me ty\", 'thank you for these hacks!! your lashes are amazing.', 'pretty cool hacks! thanks', 'buu con tanto estuco está pobre mujer alos 40 tendrá más arrugas q frena d cuncunana mejor natural noma', 'shaving the face? she will become like a man in the future', 'what hair setting spray?', 'great tips thank u! p.s. is elizabeth arden on drugs!!! why would they discontinue such a gorgeous eyeshadow!! noooooo! so sad', 'what a smart move to \"shave\" your face ;) if you do it long enough your hairs will become way stronger and black! please don\\'t do that', 'i see where to get your products now. sorry!', 'i have so much blonde peach fuzz that i get stubble when i dermaplane ', 'the freckles just look dirty on most.', 'wow , you are very beutifull .', 'i like the wet sponge for powder tip most. heating our eyelashes with a blow dryer, instead of a curler is a trick worthy of trying.', 'sin maquillaje dos muy bella', 'well done beautiful pretty lady', 'never shave your face!!!!', 'you are so beautiful ', 'i am so dumbfounded over all of these negative comments. this is still one of my favorite looks on you to date. those lashes wow', 'so beautiful', 'ubeat that concealer on your lips u know.', 'you are so gorgeous . new subbie', \"chloe, what brand are your make-up sponges and where do you them? also can you do a clip of all your favourite products that you use to create your basic day make-up? just the main items, not everything, which i'd imagine is a very long list of products.\", 'is this the twin sister of candice swanepoel? they even got the similar accent', 'love everything but the faux freckles. makeup looks beautiful and i love your color selections.', 'love you very nice ', \"what eyeshadow is that? it's very pretty on you\", 'from where do you get the white lip liner?', 'love you, your vids and your beauty hacks!! ', 'thanks', 'freckles are not a fair skin trait!!! i have had freckles all my life and im an indigenous woman from the usa, im really dark naturally and even darker in summer.....', 'lvoe these hacks!!!', \"removing hair, using the razor.. won't it make them grow thicker?\", 'you are my inspiration! thank you for these tips!! love you ', 'great!', 'i want that eye shadow!!', 'nothing beats with natural looks.. i must say.. less effort', 'i think that framing a face like yours with red hair would be super pretty...', \"you were called out for your use of panty liners as undereye aid to get a straighter line, because someone thought they were wasteful and harmful to the environment. you have got to be kidding me! ffs, they're cotton, bioldegradable and compostable (at least the ones i've always used are)....what about that is harmful to the environment?? they're in the same category to me as paper towels, tp or otherpaper products.\", 'wonderfull,you are the best', 'excellent job. you are so beautiful', \"what i wouldn't do to look like this lady\", ' i would never shave my face, arms etc in any way or form omg! shaved hair turns thicker and darker and once done your ruined for ever. wow. legs, arm pits etc is ok but the face!? that is for guys.', 'she is gorgeous!!!!!', 'where do i get one of the face shaver things?', 'the following url is chanique', 'girl ur lips,,,kylie jenner is quaking', \" that's exactly what i do with my lashes and people would ask where you get them done when i told them there my own lashes and use a hairdryer to get them like that they thought i was mad and that using a hair dryer . but it's actually a good way to make look big as you don't want to use eyelash curlers on your lashes after applying mascara as they would clump and using the blast on your hair dryer makes them look so dramatically long and fake but there % all natural try it out it really dose work i thought i was the only one that did this\", 'you are awesome', 'shave is the first step to wear a beard.', \"awesome!! what bronzer are u wearing? it's a nice shade\", 'god you’re gorgeous!', 'great hacks that actually work', 'bad for the environment!? whaaa? thats what someone got from all of this great tutorial? i can think of lots of things worse for the environment than panty liners! come on ppl, damn! great video!', 'you are beautiful... if i buy you a house and a car will you marry me and bear my children?', 'not sure why you would add freckles i put make up on the hide my freckles i think you definitely look better without the freckles', \"shaving your peach fuzz doesn't make the hair grow back darker and thicker ?\", 'faux freckles...no!!!', 'u look so pretty', 'i am so afraid shaving my faceon my own...does your peach fuzz grow faster, stronger? anybody knows or has expiriences? how often you do that?thanks ', 'great', 'fantastic video...thanks', 'u r so pretty', 'you so beautiful ', 'lovely', 'love your eyeshadow color what brand is it please', 'she is beautiful', 'i love beautiful make up, but when it comes to the point where you need to do further make up touch ups to create more \"natural\" look (talking about freckles) it really goes waaay too faaar....wouldnt it be nice and simple to be natural from the core? too much make up is not nice', 'if i have that beautiful face,i really think dont need any make up,ur so nice and beautiful. god bless', 'fake freckles aren’t cute and that contour is super heavy and needs to be blended.', 'resmen tras oldu', 'are you wizard? my mind is blown', 'very good. thank you.', \"i'd like to know how to pat on loose mineral foundation using either a beauty blender or velour puff. also, since i have a pouty lower lip, i want to balance out my much smaller upper lip (i'm a lipstick hoarder, and lining my lips is tough) please - anyone - chime in with your tips and secrets!\", 'u are gorgeous', 'i do like like your nails, any particular products?', 'u r very pretty', 'how many pounds can we cake on??', 'i love ur eye colour and ur accent', 'i love it very. nice astuce', 'you love youself to much', 'does the peach fuzz come back thicker after shaving it?', 'how do u clean the sponge;', 'can you make a tutorial on how to create realistic fake freckles? i’ve tried to use brown eyeliner pens but that often looks too dark idk what else to use', 'soo bomb!!!!!!!!!!!!!!', 'you look like angelina jolie ', 'i love you chloé', \"chloe, what is the eyeshadow that you are using on this video? is it the same one that you're using under your lower lashes ?\", 'can anyone please inform me what is the best and professional brand for fashion eye lens i really am searching for the best and opaque quality and light colours specially with brown ochre mel etc and some kind of a brand where’d celebrities would order from ', 'make up tips are great', 'so much make up, so much overreacting stuff...nothing beautiful about it coz at the end is just freaking fake....natural beauty is most beautiful beauty...', 'shaving your face ?oh lord ...', 'globalfreehousing.org | never pay rent again! get off the grid!', 'those bad for the environment eye pad cun*s probably eat animals and have leather, so', 'beautiful presentation bravo', 'you look just like megan fox', 'never', 'you are simply gorgeous. thanks for the tips!! p.s. make more videos', 'love', 'look like one of the kardashians hehe', 'you bit look like adriana lima', 'wowooo', 'i’m glad this says 2017', 'mila kunis + angelina jolie ', 'she is so beautiful', 'i like the tips but the foundation is too dark for your skin tone...', 'best and most realistic youtuber.. thats why i always love youuu :*', 'wow very natural makeup ', 'yo any of y’all notice how wrong her foundation shade to her neck around the pony tail hack', 'how do you do your nails? they look so natural and neat', 'omg bella te pareces angelina jolie ', 'super ', 'if you do foundation after shadow, you can clean up eyeshadow fall sprinkle.', \"doesn't shaving cause the peach fuzz hair to grow back darker?..\", 'superb', \"i wonder if fine facial hair will grow thicker and darker if you keep shaving them ... im very light skin but dark hair so i'm worry. appreciate any thoughts & feedback!\", 'extremely make up...i preferred more natural', 'my sister tried it and it didnt work', 'thanks to gave tips how to make makeupnew blogger mami love makeup.', 'beautifl without any makeup...', 'w0w thanks...', 'just a personal thought doesnt shaving your face will grow back more thicker hair? it might also enlarge pores and make hair more black. ??otherwise love all the beauty hacks ', 'que mujer mas antipática..!!', 'beautiful', \"freckles fade as you get older?!\\xa0 lol\\xa0 i have more freckles now than i ever did before.\\xa0 that's what happens when you tan...\", 'what is your age?', 'wow you are stunning', 'ty ... ty .. ty ... really ty', 'you are pretty', \"don't shave ur face.......\", 'you look like candice swanepoel!!', 'very beautiful', 'love this video, except for the fake freckles. they look like blackheads instead. :-)', 'lol ...to much about beauty ! shoupd be about health ...beauty only skin deep .. beauty fades !', 'my skin hates being caked this makeup is too heavy.time consuming,and probably expensive, the best way to show your freckles is use a lot less makeup.', 'you can heat up an eyelash curler with a blow dryer too before curling your lashes— be careful with the heat!', \"didn't your lash tech tell you to blow dry on cool setting after you get them wet or use a small fan ever?? someone had to tell you?\", 'wow', \"she's a prettier adriana lima. why doesn't she model?\", 'can you help me i have no eyebrows and when i rose i do have i got gaps in between them', 'with the first one i dont agry.', 'your eye lashes are real?', 'more', 'i also like my water line in white eye liner because i have smaller eyes. this makes my eyes appear bigger, but you gotta line it with some shadow on the bottom lid to make it look natural :)', 'https://www.nesafashion.com/', '1:18 no nononooooo!!! the adhesive on pads are not meant to be on your face!!!', 'any small you tubers want to support eachother? :)', 'can someone please tell me the equivalent to the elizabeth arden eye shadow?? i have been looking for this color for so long, but this particular item can not be bought anymore. does anyone know where i can find this color???', 'you could also use tape if you done want to use sanitary liners.', 'are you from wales', 'nail clippers have bacteria from finger nails as well ', 'i like it', 'wow she is beautiful', 'god tip, clip.under tail.', '2:15 \" i really love using this for no make up days\". really? no makeup? you sure about that? it\\'s literally white eyeliner', 'i like it ', 'rip chloes hair, you are in my prayers <3', 'fantastic!!', 'ices.. mkeul', 'awesome', \"you're my favorite... i'm gonna try your makeup tips today\", \"girls don't shave your faces! you can do that only if you are having laser sessions! if you are not then don't shave\", 'very good video. stright forward n no annoying voice or trying to look cute. though im not wearing much make up im still enjoy watching it. btw do u have 10 mnts make up tutorial especially when rushing to work make up?', 'luv luv luv', \"tip #17 - don't go too heavy on the foundation, especially if you have very short hair, or you have long hair that you want to pull up/off your face. \", \"you're so pretty! you look exactly like angelina jolie\", 'great tips', 'plz learn us how to put lashes, it’s too difficult for ne', \"painting freckles on your face to make it look like less makeup?????why wouldn't you just wear no makeup.....talk about a ridiculous thing to do\", 'what is ur hair colour in this video it’s so nice , do u dye it ?', 'you are sooo beautiful', 'are you serious?did you save your face;?????omg!!tragik', 'how long are your eyelash extensions?', 'good video', 'just an fyi freckles are not a \"fair skin trait\" ..', '', 'a natural beauty with 1 mm painting on her face. why? i know it is a way of making money but try and get passed skin depth and how others see you (for sure not inspiring) at your age silicone lips, botox, etc. how sad...', 'do you getstubbly or prickly if you derma plane? i really want to do my cheeks but i’m scared of becoming prickly ', 'awesome tips', 'you are so sweet and fun to watch.', 'bravo', 'what color lipstick are you using- it looks great.', 'does the hair on your face grow back thick?', \"ur skin is so pale without makeup but why u use always darkest product? i don't know why? it looks too fake damn!\", 'what is the name of the eyeshadow', 'fabulous ', 'her face looks too cakey.', 'pretty', 'what a hell???', '', 'eyes are beautiful', \"if you are reading this girls,! don't try the first one were you shave your face, your peach fuss will get thicker and thicker every time you do it! and then it's going to look like you have a beard!don't do it!\", \"you are candice swaneopal's doppleganger!\", 'i like your eyebrows.', 'nice and normal tips. thanks', \"i do not understand the logic behind shaving your face what the hell girls these days freak me out, hey hunny i can't imagine you 5 years down the line if you carry on shaving your face. a very bad example for all the ladys out there\", 'is there a dupe for the ea bronze lustre eyeshadow?', 'hi, shoud you not wax instead of shaving. shaving has a tendency to stimulate hair growth. they will only come back stronger and there will be a lot more. x', 'crazy eyebrows', 'have you tried makeupholic liquid matte lipstick? try it it’s on amazon', 'you look too orange', 'great hacks...except the \"faux freckles\" look like blackheads to me.', \"freckles do not fade with age. actually they get worse with age bc exposure to the sun makes them darker. i would know i've had them my whole life and i'm 46\", \"shouldn't the make be natural instead of having a makeup line . with her hair up u can see how much lighter her skin is ..\", \"wrinkles wasn't a good idea... \", 'u r so much similar to anne marie', 'which lashes do you wear?', \"she looks nice but too fake, i don't like it for myself\", \"are you crazy - shaving your face? don't do that please. better trim it with the thread\", 'do not shave your face, ever. unless you like that 5:00 shadow', \"your makeup was applied beautifully but your foundation is just way too dark. it looks like you fake tanned your face. it just does not match your real complexion therefore it looks like you have on way too much makeup. you are beautiful, you really don't need so much. just try cutting back a little at a time and notching the shade back by mixing in some concealer to lighten the shade of your foundation.\", 'hate the freckles', 'my goodness. how much of your face you hid behind this crazy makeup!', 'your are beautiful', 'why r you self dark sportss on yr fce whyy i dnt undrstndd yrr', 'you are very beautiful', \"omg!! that is a lot of really thick orangey foundation & concealer, your skin must be completely clogged underneath it all! the freckles just looked like bits of dirt or dropped flaky mascara. i think you'd look quite pretty with way less make-up. your eyebrows looked nice though.\", 'what is your mascaras name?', \"it's unbelievable!\", \"don't use too much makeup lol. natural beauty is the best way to look great.\", 'outside the makeup room the planet is dying...', 'can you please do a video about only products that don’t test on animals/ vegan products and which are the best to use?', 'the freckle look', 'you look so tired', 'what are you wearing on your eyes?????', \"i like everything but the freckles. you aren't the freckle kind of complexion. it doesn't look right.\", 'what color/brand is your eyeshadow please', 'you were way hot before you put on the makeup.', 'i use a few bobby pins to hide the clip under the pony tail. just use a piece from the under side of each side and pin under clip and spread the hair.', 'she is like jolie', 'nice videos', 'is that your natural lashes??', \"0:14 - what the hell??? isn't enough to shave our legs, armpit, and who knows what... should i shave my face too? this is abnormal... brrrr... your fuzz will be bigger after some shaving... xd\", 'your biggest advantage is that you are just simply beautiful. i enjoyed your cosmetic hacks and i thank you for kindly sharing your beauty secrets with us. brava!', 'lots smart idea,', 'u r so cute', 'i just use business cards/credit cards for that sharp eyebrow line. not wasteful bc you reuse it for next time, i have one specific card in my makeup box for this so i can use daily if i wanted', 'cham cham tan nhan chi vay', 'beauty tips', \"yeah, using a pad to do your eye shadow is really going to destroy earth and turn it into a ball of flames. we're all gonna die in, what is it now, 12 years according to occasional cortex.\", 'just mask...', 'this channel is bomb', 'why u have to copy me ...???!!!! hehe', 'cool', 'tell people to shut up ... one dam liner wont harm the enviroment, use the dam things. great video btw.', 'the frikles not looking good it looks like u putting on black eye shadow an the bust fall on ', 'terrific & to the point !', 'it’s 16 not 15', 'you look like angelina jolie', 'you are so beautiful', 'why the freckles?', 'so sexy (h)', 'no chance i will shave my face', 'which one of these is making her look fresh.....', 'never shaved your face.. in time will be more', 'nice', \"man! she looks like a million bucks without any foundation!!!! flawless skin! why isn't she world famous like jolie or kim kardhasian?\", 'does anyone else think she strongly resembled angelina jolie with her makeup!? she looks beautifully done.', 'wow! i love each of them! thanks', 'what colour/brand eyeshadow did you use ?', \"yes but what if for some reason she can't get that survey thingy and she gets a beard\", 'what color is your eyeshadow ....very pretty', '4:16 = even if u get tanned, your neck and the part behind your ears reveal it. your orange is way too orange', 'es muy bonita, para mi es demasiado maquillaje, solo apto para una fiesta o fotos publicitarias.', 'check out my newest eyeliner tutorial where i show you guys how to create 12 new different eyeliner looks https://www.youtube.com/watch?v=inkz2oeo4wo', 'the thing is i can do it perfect on one eye then the other goes completely wrong ', 'i get so triggered i just color my whole eye ', '0:50 simple eyeliner', \"people are such haters. how are you going to dislike a make up tutorial? it's so harmless.\", 'all of the eyeliner styles were beautiful.', '46 million views wow keep going ', \"fab man ... di you are best i don't know how to make eyeliner.. i was watching many many videos but when i saw you i get it.. seriously (not a joke)\", 'i just loved it i got to know the best tips ever and i just wanna thank you so much m also waiting for your more videos', \"whenever i'm making a winged liner look i can never make two eyes look same .... i get so pissed off sometimes\\u200b\", 'this girl has no eyelashes. which makes it so much easier.', 'her eyes is so pretty and beautiful', \"i love eyes makeup and love eyeshadow's.\", 'u have a simple and perfect eye', 'aahhhhh first vid i ever watched of u memories', 'ur ear ring is so beautiful the second one from where did u buy this plz tell me.and r also so preety.', 'i loved the fish style!', 'hey, this is good tutorial. i found good product. universal eyeliner stamp. i have it too, much more easier to make lines on your eyes. here is shop beautyzy.com/products/eyeliner-stamp . thank me later. :)', 'love your make up tutorials i struggle with eyeliner this has helped a lot. thank you from rozaline. xxx', 'am i the only one who applies it in my own style and it turns out looking fine? xd', 'thank you, simple, accessible video!', 'the double winged eyeliner reminded me of the dove bird shape, you know what i’m talking about?', 'i love how u put the information in simple sentences without intros and blabla. thanks for the video, most efficient one on youtube. thumbs up!', 'you make it look so easy, your amazingly talented', 'she... she put it on so perfectly. she barely had to use her other hand at all to like, stretch out her eyelid/hold it in place. no tape. no guidelines. she just... put it on. and it looked clean as hell.. d:', \"amazing eyeliner styles... my favorite is the classic one.. what's yours. ?\", 'beautiful eyes u have ', 'good job ! you definitely help me out . now . i can do it myself ', 'your voice is very sweet ', \"i love the way i look with eyeliner but it's just so damn hard to apply it since i have very long eyelashes and i can't actually see where i'm putting it d:\", 'this is nice i loved the double wing and this is very helpful to me thanks', 'this ameizing', \"i'm asian and my eyes are amazing \", \"just subscribed to you , i've just watched couple of your vids and deffo thought you were great\", \"my problem is i can't get both sides even xd\", 'my eyelashes keep getting in the way and if i hold my eye shut it’s hard. what do i do', \"hello i'm from hyderabad you're looking awesome and pretty so good. i want be put like that can you send me please that items...eyeliner etc...\", \"you're makeup is beautiful. you obviously have a very steady hand and lovely smooth eyes which make the eyeliner look stunning\", 'i cant even do a straight line\\xa0', 'i loved the double lined', \"wow, it's super i love it i may prefer for any marriage and i like ur cat look liner it's amaze me\", 'really you have so beautiful eyes', 'i like your voice.the way you speak is soo good and cute', 'u r pretty great tutorial', 'been doing my eyeliner for the past 11 years and i still get it right... the one i always try to do is the basic n for some reason it never comes out smooth or even so usually i always end up not wearing makeup cuz i think eyeliner its so complicated ', 'omg i tried one of them and it is the same as the video one', 'i love all one except smooth', 'i always plan to do regular liner but end up doing drama ;-;', 'ur very cute girl and i also like to make wings in eyes i want to know which eyeliner u had used it is not liquid and it not smudge in eyes ', 'thank you for this video', 'i never thought our eye resembles a fish belly', 'me watching this...oh its easy', 'you know whats really annoying for me, my eyes are different shapes! if look closely you can see the difference. it makes it impossible for me to do eyeliner', 'i loved the all looks and i have tried the all..mine favorite was drama,,and winged....', 'i love it ', 'loved it, dearie', 'this was my first eye makeup video n from this i learnt many styles so thanku so much', \"i don't know why but i always cry when i'm doing this @_@\", 'u r looking nice and beautiful with these eyeliners.', \"wow...great tips it helpd me in my sister's wedding...\", \"hey what's the eyeliner called ?- you flashed it away too fast!\", 'aap bhout cute ho yrr ', 'damn i wish i were a girl so i could try this for once.', 'its still difficult especially using my opposite hand that i dont right with', 'it seems to be easier but not actually', 'your eyes are so beautiful.... ', 'best video on eyeliners!', 'one side is okay! but getting the other eye to look the same is damn difficult!! anyone else with the same problem??', \"it's too...perfect. .\", 'the hard one is drawing the second eye at the same way', 'amazing all look of eye liner thanks for sharing the video', 'wow amazing...so beautiful ', 'did your eye start bleeding from redoing the eyeliner so much? damn girl that is dedication! xd', 'thank you so much this is very helpful for me', 'thanks for sharing..', \"ty i love all them but i'm going to try cat eye i'm going to a party tomorrow\", 'hi i loved ur eyeliner vid can u please tell me where your eyeliner brush is from as i want to purchase it. thanx. xx', 'i freaking hate it when i do one eye perfectly and cannot seem to do the other. it makes me want to cry hahaha ', 'ur video is very helpful thank you so much nd u r very beautiful woman luv u', 'amazing ', 'it look easy than using icing eyeliner liquid. i might try the eyeliner that you use.', \"i'm in thought how much she have to wipe eyeliner for every single style\", 'i can never seem to get both eyes symmetrical :(', 'ficou perfeito ', 'i m liner lover......... n now fall in love with all the tutorials......... ', \"it's very good i like it... and it's gonna be very useful thank you\", 'my two eyes the liner gets different shape', 'love love love <3', 'its beautifully showed', 'gap between ur eyes and eyebrows are amazing', 'perfect', 'it will be perfect if you don\\'t make those cuts in those critical \"correcting points\" (like in the 2:32 minute) so we can realize how do you transform those rude lines in those perfectly beautiful strokes, is the part of eye makeup that kills me tot!!!', \"i don't have time to do like this hahaha buy i really like it\", 'can i just know the name n size of the brush u used?...can someone tell me pls?', 'god that urban decay eye primer was used by everyone back in the day lol i wanted it so bad lol.', 'what eyeliner ate you using? thank you so much for your tutorial your awesome', \"i hate it when people say like 'start to wing it out' but when i do it on one eye it looks awesome and then on the other it's crooked and it's infuriating\\xa0\", 'i use primer and my eye liner still fades so fast and looks bad really fast. how do i make it stay really black for longer?', 'awww sooo beautiful ', 'hi mamm iam giri wife and i ask some question who to dra tha penicle iee liner', 'it seems like dounle wing eyeliner went in ur eye and u started to cry', 'how i wish i could draw like you. :(', \"i'm from bihar i can put eyeliner easily ok!\", 'your dimple ', \"wow.. it's amazing\", 'please give me all the names of the foundation, eyeliner, mascara and compact', \"perfect..... applying i don't know how to do that \", 'hi what is the name of the eyeliner you have been used ..your pretty ', 'apne konsaa liner or kis type ka liner usee kiaa nd y liner failtaa hai??', 'fish tail was so beautiful', 'how do you know how far to draw the wing ? because i tend to either draw it too long or too short....', 'thanks for telling me', \"it's really nice way to apply.. thanks for teach\", 'one side is ok but when i try to do next is always messed it up god', \"i've tried so many times to do my eyeliner like the feline one, but it never works, it's my left eye that's pretty good, then my right eye looks like total crap! \", 'hey you look so preety thank u for the video its such a excellent video', 'you are a pro', \"it's so beauty ful and helpful for me\", 'your eye really beautiful', \"please help me i can't do this perfectly ........ anyways you are so so so cute\", 'gr8....... yarrrr how uhh applying d liner i really like it nd ur vdo is superb...........nd lst one liner its sutz on uhhh ', 'your eyes are so beautiful...and u r so so so cute and sweet', \"how do u clean the brush when ur done applying the eye liner d: i don't want my brush to get ruined\", 'nice, thanks... beautiful gril...', \"it's absolutely superb thanks for the video thnx a lot\", 'i love it.... superb.....plz also provide some make up tutorial.... like which brand of foundation is best or how we can get fairer skin', \"the thing is, i've got longer lashes than her... and she has like really short lashes which makes it easy but it's actually hard for me cuz i have longer lashes.\", 'i fail in life as a girl i could never lol but this is awesome', '5:05 love it', 'thank you!!', 'gel eyeliner may give rough lines and liquid gives smooth lines', 'ur simple eyes rcalso beautiful', \"i can't do both eyes the same, when i do wings on my left eye they come out too high and with an ugly thick line and a small point at the end, and on my right eye the wing comes out way too low and it looks like a wildabeast's horns -_- i'm so mad ugh any tips how to make both eyes even when doing winged eyeliner??? i am so frustrated!!!!!!!!!!\", \"thanks ma'am for this video \", 'i love you ', 'amazing ', 'i cant do eyeliner to save my life :(', \"support my channel guys it's all about beauty in an awesome wayy !!!! thank youuu\", 'hey 50m', 'oh..my kaivaave..,i have one impending a bit naughty desire also..,other than that ride .and bite..,want to apply good variety of kajal..in.your..unda unda eyes..and see how beautiful it looks...hey hey/only with permission..which is a bit tough...only../whatever desires r desires...only', 'amazing your eyes', 'when i do that it will just start looking like random distorted \\xa0batman logo etc.', 'thanks dear', '2:20 & 5:42 are my favourite', 'you do it so smoothly ', 'ahaaa they look too beautiful ', \"you're so lucky! i have really long thick black eyelashes which get in the way of my eye liner and make it impossible to apply easily ;(\", 'this is amaging style', 'very nice...keep uploading such videos for beginners. ', 'fantastic way to teach eyeliner thanks di ', 'amazing new subcriber', 'man, i suck at this and im 15 years old. ugh.', 'plz tell me the name of this eyeliner', \"i'm a kajal lover... n i love diff styles... n i loved ur styles superb \", 'best formula...... love this........', 'the thing is that i can do it nice but in the other side its different', 'i really dont know how to draw it on my eyes -_- \\xa0it is like i only can draw on the paper but i cant draw on my face,, failed ! \\xa0 tt even i draw the basic,,i cant tt\\xa0', 'wow so nice i wish i could have like that eye', 'thanks my sis. how the cleaning my face plz??', 'amazing...', 'didi naoki video bahut acchi hai par eyeliner bada rough chal raha hai ', 'just : fantastic : so beautiful', 'so basically you have to know how to draw', 'what did you use to apply the liner? do i need a special brush or does it come with a wand or nib? sorry for my ignorance.', 'so nice nd beautiful...', 'this video was very helpful.....', '#5 is literally me when i try to do the basic one', 'realy beautiful', \"my eyelashes are big and look like i use mascara so i don't need any mascara but i have to face many problems while using liner\", 'very good. eye design and so cute girl', 'i love this eye liner', \"1. don't be cack-handed and be able to put on eyeliner xd\", '2018 ', 'i like the smooth look', 'you just gained a new subscriber thankuu soo much', 'nycc mam u r so sweet', \"step 1 - don't have soft eye lids... :(\", 'really osm u did amazing', 'its beautiful ', 'thank you', 'thank s', 'u look is soooo nice ha ', 'amazing!', 'yeah okay but how do you make them equal on both eyelids', 'amazing eyeliner', 'i liked the double wing and fish one . ', 'in last look u look fabulous, uuuuuuummmmmaaaa', \"ohhh....it's very beautiful\", 'beautiful eye liner style', 'nyc, ', 'before i watched this i smeared my eyeliner and it made the fishtail :)', 'you can do 9 of them. i can’t even do 1', 'all styles r wndrful ', \"how the hell did you made it look so easy? ahhh i'm so jealous with you. lol xd\", 'ooooo wonderful', 'i like make-up ', 'why u edit during prfect shape nd finishing', 'tell me liner type nd brand nd name', 'great tips...i havent seen some of these before', 'i like your video and i also want you to help me to ', 'which brand of eyeliner will you recommend beside maybeline', 'ooooooo means just wow ', 'her eyes are beautiful', \"you're so gorgeous you remind me of grace from american horror story asylum\\xa0\", 'thank you very much...', 'thanks for your great job.', \"which eyeliner this is? ma'am plse tell me\", 'this is the best video i found about eyeliner tutorials. thank you so much', 'hi mam yor eyes so beautiful', 'my god...u have hands on practice of it...very nice', 'very unique i just love it', 'who love smooth one', 'i feel like some of these look almost exactly the same :/', 'your eyeliner styles are beautiful', 'it is amazing.', 'beautiful eye', 'wow l love eyeliner ', 'how can someone do eyeliner this perfectly smh', 'i love smooth', 'i love 1 2 4 6 7', 'nice and so amazing ', 'so beautiful ', \"i try to make a perfect eyeliner...but it doesn't come out as perfect as yours\", 'i either do the drama one or mix the drama one with the bold one.', 'it is so cool i like it really thanks a lot', 'wish there were 9 different eyeliner looks for monolids but all there is is thick, and thick wing, and thiccccc', 'i like you my eye exam that all hit me up on but so sweet and louisville ky d so so so so so so sweet but thanks so', 'i have this eyeliner and used it when i decided to take a break from liquid and not long afterwards i went back to liquid.', 'u r eyes sooo nice decorative by god', \"loved it ma'am\", 'name of the eye liner', 'oh gosh i love this. the eyeliner is so crisp and smooth.', 'bht acchi he ...vry thnks', \"lupe netro you're so pretty and good at putting eyeliner s\", 'your eyes are gorgeous', 'oh you are so cute ', 'i like the fishy tail style is so cute ', 'your eye looks japanese without the eyeliner', 'you are so sweet and your eye liner step is so good', 'wow wonderful ', 'best linear ', 'superb i just lv it', 'thanks a lot', 'i love the basic', 'so nice ', 'i do \"drama\" and \"bold\" look on my everyday routine.. and i looove it so much.. no one ever told me it looks too much or bad...', 'waw so beautiful liner i love your liner', 'kya back back ker rihe hai', 'what eyeliner did you use', 'naic tips eyelaynar soo thanks by', 'my english teacher wears her bottom eyeliner too low..like i need to tell her!', 'beautiful', 'i loved all of them......but can u show with the liquid liner please', 'which eyeliner it is or what ever you are using .... what is it... plss name it', 'my favorite one is drama', 'i like how your eye stays so still. if i do something like this my eye would twitch like crazy', 'u looking so beautiful', 'u looking so beautiful', 'hii can you please upload video for eye shadow', 'thank you all for 10 million views!!! i hope this video has helped many of you out there! :) xoxo', 'my eyes always get watery and mess it up ', 'where i can get this pencil eye liner?', 'wich eyeliner u used in diz video???', 'so im new with the makeup stuff.....what is the best eyeliner to use? gel,liquid,etc.', 'woah you got 7million on this', '45 million..', 'what kind of eyeliner brush did you use?', 'you are so beautiful', 'who never learns from all these eyeliner videos', 'this girl is legit! she only have about 200k subbiessssss, but look at that views! i mean awesome girl! i just subbed so yeah i think this is the best channel (makeup) so far', 'thanks love it', 'niceee help a lot...', 'i am insha and your eye liner is so beautiful and easy', 'so nice and perfect', \"the 'bold' look is what my attempt at the'\\xa0smooth'\\xa0look looks\\xa0like. i keep trying to perfect each eye and make them equal\\xa0and in doing so, i make the line thicker and thicker xd\", 'u r looking so cute really', 'i tried drama and fishtail..', 'please apply on your or eye also', 'i love the fish eye strategy!', 'why does her theme music sound like cooking mama the nintendo gametufjjk', 'thank you', \"wow it's awesome\", 'please leyak kre', 'thanks!!', \"every time i try and do eyeliner all along my lid, it looks idiotic. you can see the pink of my eyelid underneath the black eyeliner. it's so annoying. \", 'made it look so easy', 'awesome......', 'really outstanding', \"it's really cool.\", 'omg!! ur so good thoes eyeliner styles were amazing!!', 'mam brush aata h iska', 'your eyes are very beautiful', 'beautiful girl....', 'i like it u r superb ', \"i use liquid eyeliner...i think it's much easier than gel liner. i can't put eyeliner on correctly though, my eyelashes are too long. and i'm so pale that, my eyes stand out once i use black eyeliner. \", 'where u r staying', 'amazing', 'mam u r a gorgeuosss', 'evry simple eyeliner step', 'so mny cuts n add up pls try to maintain continuity', 'wowwwwwww lovely', 'your soooooooooooooooooooooooooooooooooooooooo butiful mamm iam a village girl my nateve plese gooty', 'that is amzing great job nycc', \"i can't do any of these because my eyelashes are so long they always get in the way :( and my eye twitches allot it makes it so hard!\", 'omg you are genius', 'thank u so so so so so so so so so so so much bcz of u i got to know how to put a catty liner thanks alot', 'so beautiful sister', 'what is the brand of your brush? loved it', \"learned a lot from this video!thanks!it's just that whenever i put eyeliner,my lashes get's in the way and it get's realy messy\", 'beautiful', 'tell the namely down plz or comment', 'i love the 9 and double trouble', 'nice very nice iliner thanks for this', 'i have this eyeliner!! aha', 'felicitaciones , están bonito llosa delineados de ojo .', 'which liner are u using...brand ??', 'i like you different types of eyeliner design but you should not talk in the middle.', 'your voice is very beautiful please talk in urdu', 'i like to call the bold one \"i messed up on the skinny liner one, so now im screwed\" look.', 'what are you useing this video .??', 'what type of eyeliner did you use here?', 'this was perfection', 'mam u looking so beautiful. mam plz share which products u use in ur face .', 'skin pores problem ...plz help me', 'i love this .', 'what the hell topic', \"she's doing it so effortlessly. ......i'm soooo jealous\", 'love from india.', 'its very nice and beautifully done', '52 million views!? congrats', 'magnify', 'you eyes got a bit red, looked a bit sore!', 'wow lovely', 'whch eyelner', 'beautiful.mam apne konsa eyeliner use kea hai pls rply', 'i love your all eyeliner looks', \"oh my god your wings are perfect! i'm definitely going to try to do the fish tail one\", 'thanku nd ur so cute', 'what kind of brush u used ?', \"what's the liner name\", 'your dimples are like ariana grande', 'your eyes are so beautiful <3', 'i like fish eyeliner ', '(i like your video) ', 'chhhhhhoooo beautiful......', 'osam ', 'love your eyebrows, and your lip color ', 'this eyeliner is very beautiful from tanuja kumari', 'somebody give me both eyes tutorial #struggles ', 'me encanta el segundo y el perder delineado . felicitaciones están todos lindo', 'i like your liner sytle', \"wow, i don't know anything about makeup (makes sense seeing how i am a guy) but you, my dear, are beautiful! \\xa0\", 'super', 'your eyes r so beautiful n this video is very useful to me', 'which eyeliner is better gel, liquid, or pen?', 'does anyone else think she looks like aj lee?', 'in love with the double trouble eyeliner <3', \"how's it 9?!?!\", 'eye makeup.', 'outstanding', 'double trouble... lol not happening...', 'which eyeliner you are used in this video.? name please', 'osm your all stly', 'what is the price of maybelline eyes studio in india', 'she looks like michelle phan', 'my friend does the \"drama\" eyeliner everyday, but a little thicker that in this video. i looks really bad, but i think i\\'ll just let her do it until she grows out of it. she won\\'t listen to me if i say something, anyway.', \"it's best eyeliner video \", 'oh my god 52 million views ', \"i do the 'double trouble' when i make a mistake to draw the wing\", 'you are amazing girl ', 'so basically this is a art class for dummies', 'i just loved it', \"my favorite it's the feline :3 !\", 'which eyeliner is this ??', 'your eyes really nic dear', \"it's really very very beautiful\", 'you make them easily.also you are soooo cute', 'beautifuls', 'so naic tepas eyelanar thanks so mauch', 'wowww beauty', 'superb....', 'by seeing this video i created in new look my eyes and it brought a great change', 'my fvrt one bold eyeliner', 'but i have dense n long eyeslashes so i face problems wt to do??', 'you r so beautiful', 'are these good for eyes??', 'eyeliner level: fleek lol', '', '51 million views jesus!', 'which colour lence you wear?', 'love this video haha i know how to do my eyeliner perfectly but you gave me some nice little ideas like the fish eye liner', 'you have a nice workkin .', 'good eye liner', 'so\\xa0good\\xa0vodeo', 'wow awesome', 'beautiful', 'it is very beautiful i also learn', 'heated it', 'very beautiful ', 'bold looks like a panda.', 'nice ', 'wow 50 million views', 'i struggke to put normal liik of eyeliner', 'wowwwww', 'the thing that sucks for me is that i always have this little gap between my lashline and the actual eyeliner. like, no matter how hard i try to kinda push the line down, my lashes are always in the way. any tips for that ?', 'wowwwww', 'thanks a lot ', 'awesomeness', 'what brand brush did you use?', 'you have the perfect eye for perfect eyeliner and that makes me so sad because i have these small ass asian mono lid eyes and ugh i cry every time i watch these tutorials because the techniques will never look as good on me.', 'mam you are soooooooo beautiful', 'she is so talented', 'plz best eyeliner pancil', 'that gel liner makes it look so effortless! you might have converted me haha!', 'wowwww', 'mind blowing', 'you got beutifull eyes', 'nice so nice and thank you******', 'yes iloveyou', 'i like eyeliners very much', 'osm', \"me and eyeliner complicated love story, i love it but he doesn't love my left eye \", 'i like your voice', 'it is good i have download it offline ', 'omg 46m views', 'l will also try this', 'this is perfect! :)', 'pretty', 'i like it ', 'your eyes and eyebrows are 1km apart.. omg', 'i m an asian. and hv big eyes nd big eyelashes ..which type of eyeliner suits me', \"you should try liquid eyeliner, it's much smoother and won't tug your eye lid\", 'smooth eyeliner style is best', 'i m impressed', 'youre so cute omfg', 'yeh kon sa eyeliner he', 'i love make up', 'so beautiful design', 'i like double ring arena', 'i honestly can\"t do double winged eyeliners because i would feel the unstoppable urge to fill in the gap', 'woooo thanks', 'eyeliner name bataiye plzzzz', 'who taught you this', 'wow awsm....love frm india', 'lovely mam', 'beautifull', 'which is the eyeliner', \"i don't see why know one wouldn't like this tutorial. it was amazing especially for me. i have a hard time doing different wing liners. thanks! \", 'thank you soooooooooo much.', \"i like it i'll try this \", 'osama ', 'you are a complete eyeliner artist.', 'i love mackup', 'super eye liner name', 'what is name of product??....please tell me', 'she has such beautiful eyes omg!', 'super creative idea....', 'ata ki kajol na ilean.?', 'l love my ice and mek a liyenar', 'plzz easy step for eyeliner video uplode', 'i like the fish one.', 'how long did it take you to master the eyeliner look cause it really is not as easy as it looks to put on as she is doing????', 'kya baat h m try krugi', 'lupe netro, you are great', \"it's very nice. so beautiful sister\", 'the sad thing is i always have hard time to use eyeliner. lol.', 'thank you ..........', 'beautiful', 'voice is super irritating lol. but \\xa0good vid', 'beautiful girl', '', 'you are so beautiful', 'hey u not that much good', 'my eyelashes are naturally reallllyy long and it is terrible trying to put on eyeliner. the lashes get in the way and i end up messing everything up dx', 'how do we do this??? this such kind of things are boring tell me something intersting', 'very well ', 'thankyou sister very much', 'you are so beautiful', 'thanks a lot for this incredibly useful tutorial! so attractive and natural at the same time! :)', 'i really liked all the 9 looks it was awesome n evn i use maybelline eyeliner gel . it is superb for beginners :) thank u for sharing with us all the looks :) ', \"i'm asian but i have big eyes...\", 'waoo bhot achi video thi pleas kajal legana bhi btado 9 types of kajal', 'i like it', 'very nice ', 'how can you not cry while putting eyeliner. omg', 'make a use kajal pencil ???', 'osm ....', 'amazing', 'bast for you', \"i have saggy lids.... bye bye eyeliner. hide yourself in my crease, yeah, that's right...\", 'yi lainar kaha sy or kitny ka or kis nam sy mily ga mam plz reply me fast', 'veryyyyyyy nice soooo sweeeet', 'lujhe', 'beautiful', 'i love how her bold eyeliner is my everyday look ', 'wow wow wow', 'i liked this video', 'best tie', 'when. you. camping. to. houston', 'beautiful', 'beatifup', 'excellent', 'i like second one', \"1. simplicity, 4. basic. favorite ones. i like to keep things a bit more natural. don't get me wrong though, i love that feline look! will be using it for upcoming special events!\", 'thats nice idea', 'nice!!!!!!!!!!', 'osm video ', 'wow u have doen vary well', 'osmmmmm video', 'i like eyeliners súper cute', '47 million views... so many girls are having problems with eyeliner. .. it should be banned ', 'what is your liner name plz reply', 'the double trouble and the fishy tali were the best and the drama was the worst. great video ^_^', 'buetifull', 'amazing', 'can i get name ap eye-liner', 'wow ', 'why didn\\'t you explain/talk us thru the \"drama\" liner. that\\'s the only one i was interested in and the only one you didn\\'t tell us how to achieve. ', 'wowww', \"that is one good eyeliner she has, it's like a flat brush. i don't think she'd achieve same results with a pencil, and her eye shape is ideal for painting. if she had deep set eyes, again, a different story, she wouldn't be able to do all her designs because they simply wouldn't show once she'd open her eyes.\", 'i love soo much', 'i love the smooth but for some reason find it really hard to do correctly', 'how much price', 'ur eyes r vry charmingful', \"it's soooooo good\", 'wow so prete', 'i love the last one the best ', 'you r soo cute', '2019 anyone?', 'arrasoooo ', 'ur so beutyfull', 'you make it look so easy. thanks a lot for the help! :)', 'my eye is very small please telll what eye linear i replied', 'which liner use u tell me nam', 'fantastic', 'bewpoooof log', 'gel eyeliner is definitely not easier than liquid, you tweakin', 'oh really', 'you lookin very very nice ', 'mam very much nice video plz tell which eyeliner name if eyeliner', 'wooooooooo lovely awosam', 'omgg your gorgeous', 'nice tips', \"it's so good\", 'wallaaahh..', 'i wish i was asian', 'i try it and so good', 'mota horha patla bataiye', 'name of eyeliner', \"it's fabulous\", 'your eyes are to small', 'who is watching this on 6th jan 2018', 'superb girl', 'nmber 5 is my everyday eyeliner', 'which liner is this?', 'nice yar', 'like it! kisses from puerto rico!', 'is an yaar', 'woooooooooooww', 'its realy good', 'lol so cute how she says fish tail', 'eyelinearliquid', 'lovelyy', 'awesome style dear', 'is anyone else jealous about the fact that she can do all of these eyeliner looks really well? i also have to give her props for doing most of them on one eye...you can see how watery it was getting :(', 'fishy tail was amazing ', 'at 7:57', 'wow!!!!!', 'i like her shes energetic and awesome', 'beautiful', 'that is so cool', 'very beautiful.', \"that's great\", 'thanks', 'i like ur eyeliner', 'know thats art!', 'i like asian eyes..', 'i love eye lyiners', 'your eye is something horrible,but beautiful after makeup', 'so nice eyes', 'ur talent is out of the world nd video also', 'which eyeliner is this?', 'awesome', 'so nice interesting', 'liquid liner is far more better', \"love! i'm horrible at liner i have wrinkly eyes and the liner is never straight especially at the outer corners where the wing goes so frustrating thank you for the tips!\", 'very beautiful eye liner', 'suap eyes ', 'lovely eyes', 'very nice trick', 'awesome video loved it ', 'i love vidieo', 'awesome....', 'is it just me or there are people who can be handicapped in the art of applying makeup?', 'u r eyeliner name please', \"i don't understand the difference between feline &wing eyeliner can u please tell me\", 'its ossam', 'wow', \"i cant do this cause i don't really have a crease, i have a very small eyelid and then theres this blob of skin that covers it :(\", 'i like fishy', 'sooo nice ', 'sooo nice ', 'osmm', \"the dramatic one is me when i can't do regular winged eyeliner and i keep screwing up xd\", 'nice i like this', 'very nice eyes and eye liner', 'wooooooow', 'i still cant do it...my hands start to shake ..', 'please share the details of products.', 'wow like it', 'wow talent you', \"it's all fun and games until you go to the next eye\", 'superbbb....', 'cool i like this', 'nice ', 'is heel mooi te zien', 'i use regular pencil eyeliner and i suck crap at using it xd', 'so so so biutifull', 'brush se eye liner kaise lagaye', 'super', 'nice i love it', 'wow..joss video...i will try it', 'aapki age bahut kam hai', 'very nice!! ', 'i love it. :*', 'nice yaar', 'while dancing', 'so sweet', 'i like 8 look', 'i like your eye so much ', \"it's amazing\", \"i'm your 39,600th subscriber yay :)\", 'bakvaas', 'nice', 'waao..... ', 'helpful video', 'i love it. :*', 'nicooe ', 'drama liner is to much horrer', 'very nice....i am from pakistan...', 'suddeing yar', 'awesome yar', 'its very useful to me', 'muy lindas amiga ', 'u are gorgeous', 'pretty classy eyes', 'super', 'its simple', \"do you think these types go with everyone? meaning i've never used eyeliner like this... i just think it won't look good on me\", 'supew', 'wow i like', 'adorei', 'they too thick', 'love all of these! the fishy tales and feline are soooooo great. but the classic is what it says...classic!\\xa0', 'hello... kindly tell which thing ua usung to apply on both the water lines....', 'lovely', 'you are from america', 'some nice', \"thank you so much! i'm not very good at eyeliner, so this was really helpful! i recently started showing my 13 year old daughter how to do a natural makeup look for school and the 3rd one (i think the third one) really helped me show her! i am not very good at explaining things either, so this was very, very helpful! i love your channel and so does my daughter!\", 'nice job ', 'you are soooooo cute', 'so cool', 'nice', 'super modeler', 'wow very nice eye look.', 'yeah okay but how do you make them equal on both eyelids?', 'i love it', 'veri god', 'sangat cantik', 'it looks easy but it is hard!', 'plzzzzz tall me lipstick kasa laga', 'awsome broo', 'wonderful video', 'i liners', 'nice to alll', 'make up is so good', 'good style', 'very good', 'waoo nice', 'wow... thank you about your tips !!! very useful for me ! i love the fishtail liner~ look pretty all', 'my darling your looks are wonderful! thank you so much! it was great to watch it!! i am going to try a lllllllll of them!!!! super kisses my darling!!!', 'awesome eyebrows make up', 'superb lupe netro', \"i don't know why but i think i'm gifted to have my eyes/eyelashes/whatever because most people compliment me for saying that i look like i'm wearing eyeliner but i'm actually not. my lashes are thick and long so i don't need mascara either. btw are you a fan of exo?\", 'waoo nice', 'suppppperbbbb......', 'looking nice', 'oswemmmmmmm', 'nice video', 'daily k lyeye', 'rhymes', 'niceeeee', 'very nice!', 'plz talk in hindi', 'you are looking very nice', 'wowwwwwwwwwwww', 'nice....', 'nice', 'what brush did she use?', \"it's really helpful for me thank u for this lovely video \", 'sorry but i am not under stand your language properly', 'super', 'nyc video', 'very nic', 'very nice.....', 'sooo swtttt', 'i like you video', 'i know how to use eyeliner... how did i get here', 'soo nice ', 'like it', 'superb!!', 'mantap', 'tapke parke', 'dobul line is osm didi', 'you make this look so easy! after mumble mumble years of doing eyeliner, i still struggle with cat eye and i was doing that before it was popular!', 'waw', 'wow i like it', 'o m g', 'loved this video', 'nice i like it', 'good', 'awesome', \"love the video!! i also made a makeup tutorial,\\xa0but my videos aren't getting much attention yet ((\", 'wao very nice eys', 'very good', 'i like this video', 'wow! ', 'plz name liner and brush', 'mere ankhun py liner sut hi ni karta', 'its really helpful for me', 'very useful nice', 'osm', 'can you do a daily routine? bc you have such flawless skin!!!<3', 'hindi me bk', 'i like 6 bolden', 'nice', 'very nice to good', 'your eye is very nice', 'nice..but her eye makeup has made her eye area a bit dark..like if u agree', 'yo i swear idk why so many asian people find double eyelids to be better than their monolids, i actually wish i had monolids because eyeliner is so much easier to apply', 'mast', 'nice', 'it was fab.....', 'very sweet', 'wow ...', 'how nicy', 'gud eyes', 'nice video..', 'nice video', 'you are ridiculously beautiful ^-^', 'i like ur vidio so much', 'eye', 'i like u style', 'thanks it is really helpful for me and my family', 'ur so btyfl', 'please answer me', 'lupe nitro nice eyeliner', 'awesome', 'good job', 'greesa', 'waw', 'awsm designs frnd!', 'what is that ur using', 'tnxxx', 'you are adorable', 'awesomee', 'baaal', 'hold my beer', 'love love love this tutorial my fav x', 'is soo pretty', 'wow', 'steady hand! ', 'who else came here only to see how she puts her foundation on ?', 'my cousin shanya has vitiligo and she has one white hand and one black hand and has been faking a relationship for a year now(by taking hand holding pictures)- if thats not iconic i don’t know what is.', \"i came here to see how she puts the foundation on, but now i'm just in shock that she applies her face mask with a fork\", 'winnie ya not supposed to use a metal spoon with the aztec clay wahhh', 'when she put the eye drops in my eyes started watering and i couldn’t stop blinking', 'all the comments are stop hating on her but i cant find any hate comment ', 'anyone else couldn’t stop looking at her lips?? they’re perfect ', 'i can’t believe people give her a hard time for covering her eyelids when most ppl wouldn’t have the courage to not cover their whole face with foundation if they had the same skin condition. kudos to her ', 'use me as a: we need zendaya next button ', 'can we all take a minute to appreciate winnie’s beauty she is a true winner', \"please people who will try the clay mask after this: don't use metal when mixing\", \"i discoverd her on america's next top model and sadly she wasn't one of the nice ones ..\", \"i wish society accepted michael jackson's vitiligo as they're doing with winnie and others. all i remember that he was crucified by every media platform about something he couldn't control.\", \"zendaya next please, i've been asking for soooo long \", \"she's the definition of artist, painting her master piece on her beautiful self\", '“i wish i had bushy brows”', 'the foundation part 10:10 :) thank me later ', 'vinegar on your face seems like a bad idea', 'beauty gurus: uses overpriced brushes to apply masks', '“you have to protect yourself no matter what job you’re in” ', 'i’ve had vitiligo for 20 years, and i’ve never been more confident in my life.. ', 'i love how she tries not to cover her vitiligo at all, especially around her eye area ', 'shes using a metal fork for that mask, oh no :(', 'no hate but i will never forget how ungrateful she was to tyra banks...', 'her lips looked better before the make up. ', 'when she showed the pic of her eyebrows before , i mean ive never related to something more', 'she’s honestly so beautiful i can’t', 'i’m just shocked that she doesn’t use spf especially with her vitiligo? not trying to hate just a comment', \"i really love her personality, and she's also very pretty\", 'bro i loved this woman, she is beautiful, funny and sensational.', \"wtf???? she started the video so i thought: omg she ready, but no, it's just the perfection of her.\", 'you are really beautiful i don’t mean that way welp your more prettier then me', \"i absolutely love how winnie embraces her skin, she's so stunning is every single way\", 'god is a women. and like this.', 'please bring aubrey plaza so that she can show us her makeup', 'we need willow smith skin care routine/make up time!!!!!!!!!', 'this called me ugly in 7 different languages', \"i can't get over her lips. i mean they look like somebody drew them. they are that perfect.\", 'her face is almost like a proof the existence of god/something bigger, just look at it! so beautiful and unique', 'who else loves that she avoids her white parts such a beautiful woman', 'she is so beautiful and she is herself i have egzima i be myself you go girl', 'very interesting. i never seen skin like that and i genuinely came to see how you do your makeup. very good! beautiful skin ', 'she has the most beautiful lips wtf ', \"ohkay she's vitiligo and she does not cover it. because she's been sold out only because she has vitiligo\", '10:14 that’s the reason why i love her so much. ', 'what are the eye drops she used to make eyes whiter?', \"she's got the perfect lips \", 'please bring lana del rey to do her make up', 'i wish i had big bushy brows wtf you have big bushy brows', \"you're not supposed to use metal tools with the aztec clay mask when she did thag my heart hurt.\", 'she’s so beautiful with or without makeup ', 'she is soo beautiful and is such an inspiration to girls. i love her so much', \"omg i looked on her lips whole vid, they're gorgeous\", 'am i the only one that doesnt like her bc of how mean she was in antm? lmao', 'i really wanna know what the brand is of the eye drops she puts in in the beginning? ', 'she’s so beautiful ', \"my cousin has vitiligo she wasn't born with it so when she got it she cried but now she loves it\", 'she had to give an explanation as to why she was covering her eyelids. she must have been slightly scared of getting backlash for that. it is crazy that these people cannot do anything without getting backlash and being criticised. ', \"my late mother had vitiligo and i thought she was a special and most beautiful woman i'd ever seen.\", 'she’s beautiful ', 'who else puts eyedrops on their face?!?!', '“cause this lace is expensive” me too', 'why do i feel like this isn’t how her personality actually is, it all seems so forced.', 'was that a fork she used', \"really i love how you're different mix with caramel's skin and pale white very gorgeous\", 'she’s gorgeous but i kept wondering about the fairer areas of her skin and sun exposure. i’d imagine vitiligo patients mush be very cautious with sunscreen and outdoor activities.', \"she's the most gorgeous woman! i like her skin.\", 'we need blake lively next!! imagine how fun it’d be', \"when you lived through the days of dark liner and lip gloss and thought we'd moved past it and it's now coming back. why.\", 'maravilhosa! assisti o video inteiro em inglês, sem legendaaaa e eu nem falo inglês. ', 'she is courageous, confident, beautiful and i love her.. i know people give her a hard time to me our imperfections make us who we are none of us is perfect...', 'eye drops on your skin to get the red out?!! amazing!!', 'i love her but her past ruined the vibe of this video', 'i just realised that everyone is beautiful sometimes it just takes the right person to see it', \"winnie after makeup lowkey looks like kim's twinn\", 'imagine she bought two different foundationf or each-', 'her skin actually looked really good after her homemade mask.', 'you’re not supposed to use metal in aztec clay, right?', 'her eyeshadow is so bad', 'beautiful person and a warm, friendly personality. what’s not to love !!!', 'i’m going to be honest, when i saw the thumbnail, i thought that this video was of someone with white skin, doing their foundation as if they were black. i’m in awe at the confidence you have to not cover up the lighter skin. i don’t judge anyone who has this condition if they do cover up but i wish i had your confidence! ', 'please make one of these videos with blake lively!!!', 'my new idol is youyoure so pretty for me', \"ariana grande next please i've been waiting for her so long \", 'as soon as i clicked this video i saw an amazing model', \"tbh, couldn't stand her in antm\", 'no one:', 'i also have vitiligo and feel uncomfortable, especially when i am in bikini.', \"omg im pregnant she's gorgeous\", 'i love how she accept who she is. i love u', \"she's so beautiful. for real.\", 'she is the epitome of “beautiful on the outside, ugly on the inside”', \"it's so insane that vitiligo even exists. the human body is so insane. also winnie is so incredibly likeable\", 'this woman has a sour personality.. her attitude is not beautiful', 'i love her confidence.', 'she is so beautiful ', 'this video is so relaxing i love this look her voice is so soothing', 'lots of love for you girl, keep on slaying', \"i can't like her after antm and i feel very bad for that \", 'i wanna see once when the mouth area are covered, just to see how it looks ', 'let me take a moment to say, you r beautiful!', 'eu amo essa mulher ', \"this is my 2nd time watching her video! hello guys! let's be friends hit like!\", 'i thought she was pretty down to earth in the video but then i saw the comment section.....', 'she said the brush looks like a cats paw omgggg so cute', 'omg i love her so much <3', \"i've never known her before but now i love her already \", \"beautiful inside & out. here's to your successes and many more to come! \", \"i heard she's mean in real life. don't be fooled guys\", 'winnie has such a beautiful smile! adore!', 'she looks so beautiful i love her skin it’s amazing i’ve never seen one of these people do makeup i love you gurl :3 your perfect and your a model woah :3', 'she’s so beautiful ', 'she’s stunning but her attitude isn’t going to cut it ', 'this was a really good upload. she killed all of my curiosities. hopefully, they do an albino model next', 'when mixing aztec clay, i thought it said not to mix it with a metal utensil? ', 'she’s just so beautiful ', 'your skin is amazing!! your so beautiful. ', 'her lips are so perfect and pretty i cant stop looking at them ', \"metal messes up the bentonite clay. if you're going to use it, mix with none metal utensils.\", 'she’s so unique and so beautiful', 'i love how she put her face mask on with a fork', \"i've always wondered how sis did her foundation\", 'yessss, ive been waiting for this video!! been confused about how to do my own makeup with vitiligo for so long ', 'that lace is laiddddt ', 'i absolutely love winnie ', 'i love how she uses fork to apply her mask gracefully.', 'u aren’t supposed to mix the aztec clay mask with a metal utensil,,,,,', 'your not supposed to use metal with the clay mask ', \"i'm a japanese\", \"she's so freekin gorgeous \", \"she's so beautiful! \", 'you may be pretty but what if the world was blind, who would you impress?', 'she is stunning ', 'i was wondering about the method u follow for fondation to keep this beautiful face colour u have... it’s good to be special and beautiful ', \"this was on my recommend and i'm glad i watched it\", 'god bless & save all of the world ', '“i wish i had fuller brows” ', \"she's so gooojuss! i cant\", 'i was holding my breath when she had that fork near her eyes, oh my god.', 'pro tip:', 'noooo girl u cant use metal in aztec clay', '@mixedmakeup needs this beautiful girl!', 'her lips are so nice she’s so gorgeousss', 'she might be strong and pretty but her personality aint it', \"she's so pretty \", 'she’s absolutely beautiful ', 'i love this girl so much', 'winnie harlow is just gorgeous ! ', 'ur not suppose to use any kind of metal wen using ashtec clay mask and apple cider. its written at the back of the tub.', 'i’ve always been terrified of eye drops ', \"i'm so proud of you sis you deserve the best \", 'you’re gorgeous ', 'i love this shes amazing i love her confidence', 'vogue. please make this video or 72 questions with lana del rey ', 'wow, a model using drug store skin care products !! i stan', \"you can't use a metal fork with green clay bc it loses all its properties !!!\", 'love how she used the eye drops on her skin ', 'after i watched this video now i want to name my future child winnie', 'umm...the first thing on the aztec clay container tells you not to let the clay come into contact with metal.', 'i love her! wow ive never seen her talk? shes so real and cute and raw <3', 'this is so beauifual thnak you for the video x', 'wow. her skin is genuinely so cool!!! i’m amazed ', \"she's so gorgeous \", 'now if only she stopped calling dark skin girls roaches.', 'gorgeous ', 'that orange confusion ', 'this is the most beautiful beauty tutorial ever', \"i'll never forgive her for what she was like on antm. she is so fake\", 'what was the first brand of eyedrops?', \"omg. she's beautiful and a true inspiration. i also have vitiligo and she has inspired me to show my skin as it is. thank you for this vogue \", \"she's so pretty!! \", 'where is zendaya vogue consider this an ultimatum', 'thank you, love the video ^^', 'never realised her eyebrows are that great !! love them', \"wow, she's so beautiful in every possible way.\", 'she’s art ', 'gigi hadid ', 'winnie, thank you. your confidence in yourself truly inspires me. your a wonderful role model, for everyone especially, young/teen girls in this generation it can be hard, because we all have so many insacurities, with social media and stuff. but, thank you, your just so beautiful inside and out!! xx', 'she is soooo beautiful! ', 'she has really nice lips ', \"didn't she make fun of another black celebrities natural hair ?? and everything i've read about her is that she's a pretty sour person. she cute but not that cute....\", 'i never knew that winnie was canadian', \"omg, you're so beautiful\", 'wow i never heard of putting eye drops on skin lol', \"i love what she stands for! i think she's so frickin beautiful and she seems to have such a warm, kind energy and that's so, so cool.\", \"you are so incredibly beautiful! everything you are doing is perfect. it's good to start with , but you could do entirely the wrong thing and still be right, because you are a wonderful soul, and it shines outward. :)\", 'she did that. i remember watching winnie in latoya’s vlogs before i ever knew she had a big modeling career. that makeup look was flawless', 'gosh i just love her confidence and everythings shes absolutely b e a u t i f u l like she flaunts her skin so well and makes it look amazing', 'the sound of the fork in the cup', \"70℅ of the comment section saying she's cancelled and has a bad attitude but noone bothers to tell us why. lol\", \"honestly, she's so beautiful\", '10:35 she legit looks like a giraffe ', 'the whole makeup is amazing! i just wished you would’ve used a different color on your lips. but you are beautiful nonetheless with or without any makeup!!', \"she's so pretty i have lost the ability to\", \"gurrllll you're only there coz of tyra! give credit where credit is due\", 'i love her personality. she seems really centered and mature. these are the vibes!', 'she is so beautiful thooo', 'winnie!! ur not suppose to use a metal utensils to apply it gets rid of the healing properties of the acv & clay! i use all the same products for my face mask', 'positive sun ', 'u would be more gorgeous if u had a nice personality sis , what a shame ', 'it is a very beautiful vitiligo, look like a flower around her lips and nose', 'female michael', 'sis, whoever laid this lace did dat!', 'i love her skin it’s so pretty', 'i love you, winnie harlow. truly one god has loved you very much before you were born. honesty, you are still beautiful. i love it. ', \"you're pretty \", 'her foundation is too orange. she has beautiful skin, and a very pretty face bone structure.', 'uma pessoa maravilhosa! ', '1:00 i kinda didn’t expect that...', '10:26 you’re welcome', 'she’s gorgeous ', 'she \"bakes\" around the mouth - where\\'s no make up/ foundation on. and the \"signature lip \" only lip liner and gloss? i meaaan gurrrrl! lol this sounds like a hate comment but it\\'s not ment to be.', 'if only her personality was as pretty as her <3', 'omg she is so beautiful ', 'a gorgeous human being!', '5:20 i see i see, quick promo', \"shes the one that shaded tyra after tyra gave her, her big shot. shes problematic af and i'm out\", 'winnie we love you....stay amazing', 'you’re so beautiful', 'i came here to see how she puts her foundation ', 'i was wondering why so many people use eye drops when doing their makeup ... is it to make the white of their eyes more prominent??? i never thought that was a thing', 'thank you vogue for this beauty content. im so bored and tired of all the problematic gurus on youtube', 'representing jamaica well!!!', 'you are gorgeous! i love your mouth,eyes and hair.', 'metal utensils deactivates aztec mask. stop using metal.', 'gorgeous girl ', 'her lips look sooo amazing', 'she is so pretty ', 'you are so gorgeous girl!and i think you know it.you rock everything you put on!power!my great grandma was named winnie !', 'without her skin condition she would be just like any average ig influencer', 'she is so pretty ', \"she's pretty even though she had vitiligo \", 'she’s gorgeous ', 'inspiring ', 'lol talks about antm as “quite a learning experience”. she had beef with every person on the show', \"i thought you shouldn't use metal when mixing your clay? love the video btw!\", 'her eyebrows are amazing, love them', 'she’s so beautiful', 'felt awkward watching this. like she is trying hard to be nice and all good, but like all the comments here we shall never forget how shady and ungrateful she was with tyra. never bite the hands of those who helped you, girl. sorry for the hate. ugh. ', 'i love how she used the fork to put on her mask ', 'i have vitiligo i really admire her and i love how she applies her make up on her eyelids. such a queen', 'wonderful confidence', \"anyone who commented they love her personality or is a fan of her most likely have never seen her on antm. she's pretty alright but she has the worst attitude and personality, i can't stand her.\", 'she is so beautiful bye', 'why is she so perfect ', 'hm..using the clay with a metal fork defeats the purpose. it literally says do not use metal but i guess if it works...', 'she’s so beautiful', 'it’s bothering me that she’s calling her own palette “times” when the “x” in collabs usually implies “and” “kim kardashian times winnie” like its an equation lol', 'she is beautiful without makeup and with makeup ', \"it is funny, my grandpa and aunt both have vitiligo, i always knew this skin situation and it simply didnt shook me when i heard about you, it is so normal to me. i guess it's only about being used to it, and thanks to you winnie, people learn and hopefully open their mind about vitiligo\", 'omg you are just so beautiful! x', 'freaking beautiful ', 'she’s cancelled . her attitude towards antm and tyra was disgusting.', \"she's so pretty\", 'n her lips..i cant!!! she has a perfect lips', 'takes pride in being poc and wanted to do journalism. also fat shamed others and talks trash about other beautiful black women ', \"i actually just want to see her in one colour. like i'm not hating her skin right. just curious how she'd look. like in both pale and the other shade.\", 'i don’t see what everyone else is, she’s been a joy to watch!', 'she is so beautiful i’m shook', \"i'm watching the video because i have vitiligo too and think that persons like winnie helps to another people (like me) to accept many complex about our bodies.\", 'i cringed so hard when she used a mettalic spoon with aztec..', 'her voice is so calmingggg i love it', \"sis, you're perfect. i just need to know where you got your hair bc that frontal does not exist!!!!\", 'the most unusual faced girl uses the most normal makeup! stunning, gorgeous, humble and inspiring <3', 'i think whenever i’m stressed i seem to break out', 'her fingers though ', 'she is literally so gorgeous', 'dear winnie,', 'omg your lips perfect guuuuuusomg', 'she is stunning ', 'she’s so pretty', 'gorgeous ', 'gorgeous queen ', 'lol she’s determined to not give antm any credit smh', 'her lips and nose are so perfect ', 'this look kills ', 'you’re so gorgeous', 'she finally give tyra a credit uwu', 'she is so so so beautiful ', 'she said little shoelace brows ', \"she's so beautiful\", \"i don't wear makeup, but this was nice to watch.\", 'i love her and her hair so beauty', 'omfg i use the same clay mask and acv!', ' gorgeous!', 'what happened to his skin i am curious', \"just because someone acts less than pleasant for one moment in their life does not make them an ugly person forever... it makes them an imperfect person. . tyra banks has had plenty of ugly moments in her career, but all of you side with her because she ran the show and has more money. nobody knows what she's been through and everyone has the right to be upset and bitter sometimes ...\", 'she’s gorgeous', 'gorgeous! ', 'omg she is the most beautiful girl in the world ', 'omggg her lips r everything o my godddd', 'the metal fork with the aztec clay mask is giving me anxiety . iykyk', \"she's so gorgeous and cute and sweet\", 'your skin is so beautiful ', 'i am seeing her first time and shocked looking at her face and hands!', 'i see no problem for her covering her vitiligo, i mean we covered our blemishes, dark spots and dark patches on our faces with makeup so if some people are going to complain because she covered her vitiligo then i don’t think people should also cover their pimples and dark spots etc with makeup. let her live!!! gosh people are so judgmental. before you judge someone you better check yourself first no one is perfect ', 'interesting, she doesnt need lipstick. beautiful lips. ', 'she’s just so beautiful like what', 'this was so lovely to watch', 'she was so rude on antm', 'everyone watch winnie harlowe being rude for 10 minutes on youtube looll', 'her voice is so soothing to me omg idk why it just makes me feel so peaceful', 'she looks just like my big sister!!!', \"i came here to confirm for one more time how hypocrites are people...for her all the comments are good and she's beautiful but for michael jackson who also had vitiligo but chose to put makeup and even the color of his skin people are judging him and telling all these lies about him and laugh at him. hypocrisy to the maximum.\", 'i think we take makeup too seriously. it’s supposed to be fun', 'i had no clue she was culturally jamaican. i like her a little bit more now. ', 'your so prettyyyy', \"she's so beautiful\", 'we are using the same mask', \"everybody in the comment section are shading her but i'm just wondering why she calls the yellow shade orange\", \"she's so beautiful \", 'wahhh, nama aku juga winny, seneng bangett', \"she's very pretty tho\", 'what a beautiful woman! ', 'i wonder if she knows you’re not supposed to use metal with that mask', \"orange and purple such a new look.. loved it! i wouldn't have paired them.. it turned out awesome! i'm going to try it, thank you!\", 'honestly her vitiligo is so pretty!', 'nice look! congrats. ', 'this lace is very exspensive', 'i never thought your eye skin looks like that without makeup', '“the waistline cya wuk”', 'whyyyyyy vogue. she’s gorgeous but her personality is such a turn off. no thanks.', \"i got to know winnie through latoya forevers' vlog, who else?\", 'winnie is wonderful! ', 'i love hij <3', 'you are soooo cute and so nice x i honestly aspire to be as confident and inspiring as you x', 'do not regularly put eye drops in your eyes for redness. it will lead to long-term redness. no eye doctor would approve of eye drops to take away redness regularly. do not this. please.', 'she is a complete beauty queen!!!!!', 'ok, but her skin is just amazing. ', 'this video is so chill i love it.', 'can i say *she is one of the most strongest female model in victoria secret*?', 'beautufulll.', 'i have the same condition called vitiligo. it lowered my self esteem.', 'love love love love love her so much.', '1:00 wait', 'i was like “why does this video have so much dislikes” ', 'beautiful with or without makeup i love it !', 'you are so pretty !! u slay girlll !!', 'i thought ur suppose to use non-metallic things when dealing with bentonite clay... something about the negative, positive electrons/ions idk', 'linda', 'your beautiful ', 'i was just listening to her and this byeee reminded me of liza koshy', \"you're an amazing woman\", 'personally think she’s overrated and has a sour personality, having vitiligo just covers up her personality because she’s seen as inspirational but there’s other models with vitiligo with less problematic behaviour.', 'omg her makeup is sooooooooo nice but she’s so perfect she doesn’t need it i wish i was like that', 'she issssss very beautiful really! the unic don like me was in the way she made her lips :(her natiral color is beauty', 'i finally found out how americans pronounce nivea...it was not what i expected at all! ', 'her lips are so beautiful ', 'you are so beautiful :).', \"she's so good.\", 'why bring up antm if you are going to shade tyra and the show', 'she is so beautiful!', 'maravilhosa', 'i love youu are the best', 'omg you are so so so beautiful', \"she is very pretty but without vitiligo i don't think she would've arrived where she is. moreover she is kind of a bully, i'm amazed by how much appearance can be deceiving . it's useless being pretty outside if you're rotten to the core...\", 'she looks humble and pretty ', 'yeah... you’re not supposed to use a metal implement with that face mask, it messes with the properties... i usually use a plastic spoon and then apply it with a flat foundation brush', 'so beautiful ', 'maravilhosaaa ', \"no, please don't use a metal utensil with the aztec clay mask. that reduces the effectiveness of the mask.\", 'and the fork has her winning the \"beauty secrets\" best facial tool ever!', 'that lipcombo is a masterpiece', 'such a cutie, much love!', 'her lips ugh u r perfection hunny', 'wait hold up! she really did that used a fork for her mask and a metal one.', 'the colorization of her vitiligo reminds me of marble.', 'she is just so beautiful.', 'her lips look so good as in the look of it', 'she is very pretty i love the fact that she accept her self as she is she don t cover her vitillego i love that realy bravoooooooo', 'why people couldn’t be like positive when michael jackson was here he also had vitiligo.', 'what yall need 10:34', 'omg this girl more prettier than me when i do my makeup', 'yoooo! who needs a make up artist', \"where's phoebe tonkin on those things? pls\", \"if it isn't the 'self-made' model. would she had been in this vogue video if antm hadn't given her exposure so many years back?\", 'i have vitiligo on my left arm and i actually like it', 'omg!!!!', 'how beautiful is sheeee wow', 'why does everyone seem to have a problem with her lol what did she do to yall', 'she is so pretty help me', 'you should do one with huda beauty', 'i like the vitiligo ', 'you are gorgeous omg', \"what i've heard about her: 80% terrible personality (i've seen receipts) 20% unique looking. conclusion: you can be gorgeous and one of a kind but how you treat people will say a lot about you...\", 'there’s so much pressure not to cover up the vitiligo', 'please have nicola peltz do one ', 'that hair is incredible. jesus lol', 'is it just me who think that she has wig on? i mean i love her so much, she is so beautiful, amazing woman but i just noticed...', 'stop trying to make winnie harlow a thing.', 'wow she so beautiful.', 'i thought she was doing a foundation look . the mask was only in the middle lool', 'you are sooooo beautiful winne!! loooveee uu ', 'smh nobody asked for her', 'omg you should not use any metal when mixing the aztec clay mask', 'winnie: ', 'aw i use that mask too', 'she is so beautiful', 'so beautiful ', 'i love her ', 'honey, you are stunning!!!!!!', 'she is beautifulllllll', 'when she was putting the mask with fork like nooooooo', 'maravilhosaaaaaa', 'beautiful ', \"i'm happy to hear she likes her bushy brows, she actually looks better with natural bushy brows. i love my bushy brows too never want them arched ever again.\", '6:52 now i can see the shape of her eyes xd', 'why are people talking bout antm? she was a teen, people change. ofcourse i don\\'t know how she really is behind the camera, but you don\"t know too.', 'i find her so unlikeable', 'willow so pretty ', 'she slayed ', 'so beautiful ', 'so beautiful ', 'this is the least sponsered video they have. congrats', 'her lips ', 'ur beautiful...', 'she’s stunning', 'she beautiful and unique ', 'njirr gw kira tadi baby fey..', 'she’s so beautiful but i wish she was beautiful on the inside too', 'tip!! don’t use anything metal to mix the indian healing clay— the ingredients that make your skin “pulsate” will be deactivated when you use metal to mix it ', \"i wanna ask something...is someone who has vitiligo......her/his skin going to be white all over body or it's just half of it? \", '0.004861111111111111', 'homer simpson beard', '“i stand for what makes you feel comfortable” sis i really love you', 'she is sooo beautiful ', 'oh god so beautiful', 'am i the only one who thought it was shay mitchell?', 'did anyone catch the name of the french moisturizer?', 'she is so beautiful i cant', 'you are so pretty!!!!!', 'this women is so amazing', 'you are very lucky girl, and very beautiful,', 'she has such beautiful lips', 'her lips are gorgeous', 'elle est très belle et exceptionnel ', 'the way she talks and her mannerisms = kylie jenner. ', 'omg she looks so confusing', 'it must be depressed in heaven all the stuff all over your face', \"noooooooo you shouldn't use metal with aztec and cider. no no \", 'i cannot get over how beautiful you are!', 'omg i was used to love her so much, but since i saw how mean she is, it was a big no honey', 'winnie’s makeup is stunning and she’s absolutely beautiful with or without makeup i enjoyed this tutorial ', 'youre not suppose to use metal for the aztec clay ', 'dang who threw a brick at her?', 'wow you so cute ', 'the waistline can wuk....', 'baby! she is a master! what a demonstration of self knowledge', 'whoa she really is a beauty', 'hiiii, would you mind taking a look at my first video on youtube?? if you have any advices, ill take them!:)))', 'there should be an acid attack survivor model too.', 'my queen and forever girl crush miss emma watson please!!!', 'true beauty.', 'next time use a plastic fork for that bentonite clay gorgeous', 'cream anti age are all bullshits!!!', 'your face is art! what a beaut!', 'sorry but i stopped watching once she mixed aztec clay with a metal fork...that made to whole mask pointless and leads me to believe i cant trust anything shes saying', 'so pretty ', 'maravilhosaaaaa', \"what's the instrumental in background?\", 'everyone wants zendaya to do one but i hope she doesn’t cause everyone just complains about the products they’re using and how they’re doing it wrong as if the model doesn’t usually have better skin than the person complaining', 'is that a wig?', 'you are gourges', 'you are so beautiful ', 'he bberfol', 'everyone in these comments need to chill. ya’ll acting like she kicked ur dad or something. ', 'every time i wonder when i imagine her with one colour skin... she will glow moree....', 'i love this channel i have just recently subscribed', \"you don't need makeup to hide your true self you look beautiful the way you are, different or not.\", 'those eye drops she used are great if your a stoner too', 'she is an average beautiful girl but became a famous model because of vitiligo.', 'shes gorg, but this makeup look was most def not it', 'so beautiful maybe i am crying', 'i love u so mush winnie', 'she is so cute ', 'sorry this ain’t it, she’s beautiful but so rotten! she’s fat-shamed women, makes fun of modes with natural hair, and had beef with everyone on antm! including tyra! ', 'she is so pretty', 'please do zendaya and madison beer ', 'she is so pretty', 'how can a person be that perfect. she is even more beautiful without makeup like how', 'omg after the mask and the toner the difference is so noticiable, never underestimate your skin products ', 'i have this disease at my mouth but why a lot like you when i see you really feel confident .. and also follow bts for this i have confidence myself thanks to them', 'who watched her on americas top model!!me', 'omg her lips look at her lips!!!', 'at 15:10 i actually thought she finished..o-o', 'the metal fork is defeating the purpose of the aztec clay mask.', 'this lace ', \"she's soo pretty\", 'her at 13 looks better than most adults. like wtf how', \"i have the disease too but not too much and i'm so happy to see someone embracing it\", 'she is so beautiful', \"i don't care what anyone says i love her she's amazing\", 'camilla cabello makeup please!! how long should we wait for it ', 'she is so pretty. ', 'she is so pretty', 'which lashes she used they are very beautiful? ', 'when she was doing her skin care my mind was screaming you forgot the neck', \"it came to the time where people are aware of what vitiligo is. because i remember when michael jackson said he has vitiligo, people thought that there's no such thing as that and they don't believe him.\", \"i wonder how she'd look like if she's all white and vice versa\", 'no sense of the whole video,if there is no foundation ....', 'okay, but how about being grateful to tyra! you should try it too! ', 'dam! those lips are the bomb.', 'what lashes sis!!', 'so pretty', 'i still remember when an antm photographer called her “panda” shady ;(', 'my goodness she really does makeup really well. i wasnt a fan of the lip color with this eye look. but my goodness that foundation is on point. even her brows are amazing. the palette does seem nice. i kinda would like to see her do other palettes. thanks vogue', 'beautiful ', 'your beautiful', 'metal fork??? ', 'what foundation and concealer did she use?', 'dope. she could easily use make-up to cover her vitiligo but she rocks it w/ confidence. she must be such an inspiration to others w/ vitiligo', 'you need to be very self-confident to succeed in this very superficial world...', 'she is so beautyful', 'nice i like it', 'que maravilhosa', 'hermosa ', \"for those people's who judge her because of the reality in the past, every cycle was fake and of course the production ask to the contestants to act and create drama in the show to boost the rating, no big deal duh...\", 'her lips r such a nice shape and look so healthy i’m jealousssss', \"winnie's overrated. someone had to represent a previously overlooked group but if she didn't have vitiligo people wouldn't be fawning over her and she's not even a nice person.\", 'so beautiful ', 'wow!! those lips!! u are sooo pretty!!', 'shes so rude', \"she's a queen\", 'u r beautiful', 'what eye drops are they ? anyone know?', 'her vitiligo is so symmetrical (?) ', 'ah..yes . all great soldiers know that the best way to prepare for war is to rub useless powders and vinegar on their face. #happyveteransday', 'so cute and beautiful ', 'you are so beautiful', 'i dont knw y but i dont like her anymore... i just feel she is bitter with her words.. which is not good!', 'she is so pretty', 'so much beautyfull ', 'beautiful !!', 'much power to her !!!', 'what an actually icon', 'wait, is she using a met fork for her clay mask? girrrrl', 'still beautiful', 'ah you so prrety woah ', 'vogue. that background music was soooo relaxing ', 'is that a metal fork? for the aztec mask???!!!', 'as you can see, i spend all my time at the drug store', 'she is so pretty', 'hi. see u on other channels', 'guys do we have to be so rude towards her personality? why us woman have to be so cruel to other woman? like bruh she seems chill calm ur self’s lmao', 'your face , and personality scream supermodel!', 'lana del rey pleaseeeeeeee', 'your so pretty', 'wow! beautiful ', \"you're not supposed to use a metal spoon when using the aztec clay mask\", 'fork scraping intensifies', 'they should do melanie martinez', 'i love her sooo much', 'u r so beautiful', 'the fact she had to explain why she was covering her eyelids is probably cause people are to sensitive and would probably give her backlash.the people who would give her backlash probably don’t even have vitiligo', 'she is sooooooo pretty', 'what was the first eye drop she used?', 'deusaaaaa', 'i love her so much', 'she is soooo pretty naturally and her skin is amazing', 'she is really so cute', 'why does she put her mask on with a fork lol', 'with a fork make a mask? my mom its do it xd', \"isn't visine eye drops?\", 'anyone else’s eyes start watering when she was putting the drops in ', 'her lips care routine plz.', 'zendayaaaaaaa', 'she is very pretty !', 'she is perfec ', 'wow! you look so cooli love your skin', 'she has beautiful hands', 'she so cute ', 'tyra did give you your start hunny.', 'you are really self confident and perfect women.', 'visine, sis? really tho? there are soooooo many things you can use to dull redness that are actually good for the skin ', 'so would eye drops help rosacea ?', 'my sister also has vitiligo ', '“how can one be this beautiful?”', 'this video make me feel like a racist(sorry btw)', 'she’s literally the biggest example of beauty with no brain', 'lipstick was that good', 'where is zendaya???', \"you have to protect yurself, no matter what job you're in\", 'what foundation did she use', 'her putting on the mask with a fork is a whole new energy', 'i used to be inspired by her but now i just find her fake:/', 'she is ungrateful and shady!!!', 'am confused', 'omg she’s sooo beautiful', 'omggggg', 'she is literally so beautiful in every way possible, so unique and stunning, you truly are such an amazing creation ', 'love vid.', 'camila cabello pleaseeee', 'your soo pretty', 'i love your skin ', '15:29 she’s literally wearing a wig ', 'zendaya next please', 'how u got those eyebrows', 'ahh the metal fork makes me cringe', 'our body is our canvas a way to express our inner selfs ', 'beautiful', 'i like her open warm smile and eyes', 'you are so adorable and beautiful', 'i cant stop looking at your lips!!! how i wish mine is like that too. love you winnie!!', 'your lip color is so so so beautiful', 'ok i get the love your own skin advocacy going on here but cant you use foundation to even out ur face', 'omg you are beautiful', \"she is so pretty it's not fair for the rest of us \", 'everybody in these comments quick to judge a person first impression is not always the best.. whether u like her or not she still unbothered, booked and busy..', \"are you talking about hair damage?! girl you're wearing a wig!! just buy another one l\", 'i hate it because she spend more of her time for speaking and not to do her makeup really well.', 'she is so funny ', 'i love the way those things on her skin form a design it looks sooo ugh beautiful', 'i feel like people overglorify her ', 'lol at the visine on the skin', 'her lips are gorgeous', 'i am wondering what shade of foundation is she using.', 'alot of the people commenting on her personality are just commenting because others are. where is your own individual thought process? okay she may or may not have said somethings that don\\'t sit well with others. but dang, let the girl breathe . she is human. y\"all act like y\"all haven\\'t said things that may not have been in the best judgement. you live and you learn. you all act like you all know her personally. you don\\'t know what her personality is like....geesh . i liked the video tho.', 'yo wtf happened to her skin lol', 'on the back of that mask it specifically says not to mix the mask with a metal utensil because the vinegar eats at the metal.. but you do you', 'use this button as she’s pretty!', \"i like how when she put the foundation on she didn't cover her pigment skin on her face!!\", 'where’s latoya forever in the comments!?', \"she looks so exotic, naturally. like a lioness. it's impressive :)\", 'she used a metal fork to mix the aztec clay mask!!!! gurl no', 'she’s so beautiful wow ', 'it\\'s not \"what was i thinking\" that was the style back then and there is nothing wrong with it. everybody always trying to keep up with media sometimes its just so sad, note to self, be yourself.', 'this is simply not true.\\xa0bentonite clay\\xa0contains salts that create an ionic charge when dissolved in water, but\\xa0metal\\xa0has no effect on this - allure. shut up, please.', 'i always wondered what was her feeling after america’s next top model and i got my answer she wanted to stop modelling! it’s sad to see that this experience made her want to stop instead of motivating her but god had a plan for her and i’m glad she continued that path', 'you skin make up very hurt', '“times winnie” im howling', 'u so pretty omygash', 'she have beautiful lips', 'beauteful ', 'she is sooooo pretty', 'whoever reads this...', 'zendaya next please', 'her lips tho ', 'whats happend with the face???', 'finally a real entire makeup ! not only some mascara and blush because \"i already have a natural beauty\"', 'ariana next!!', \"i mean whatever it is. she earned it even tho she was discovered by someone and had some issues but let's talk about the aftermath, she worked hard for all her shows and probably that's why she is behind the lens and we all are commenting down here! she is pretty.\", 'her cupid’s bow is so pretty', 'her lips is gorgeous.', 'imagine waiting for her to get ready to go out on the town....', 'why do i see whitney houston in her?', \"omg aztec and ac vinegar shouldn't have contact with metal. pls take care\", 'she is super skinny yet she has a great smooth skin', 'pretty', '‘boots in london is my fave’ girl same, i go everyday. it needs more recognition', 'she looks like australian cow ... i love her', 'so hot !', 'so beautiful', 'i am not a big makeup person, but i enjoy watching others get creative with doing their makeup!', 'i am so jealous of your lips', 'can someone list the products she uses?', 'so mf beautiful ', 'super beautiful make up', 'beautiful', 'she’s so beautiful.', 'can she say the n word', \"i saw her first in america's next top model. but i guess she changed her name. its good to see her shine after that. she even made it to victoria secret fashion show\", 'next vogue we need queen nicki minaj please please please ', 'casually applys face mask with a fork ', 'wait, did she use eye drops to make her eyeballs bigger? am i tripping? what did she say about the eye drops?', 'listen to me...she is a whole queen like wow', 'which concealer did she use?', 'no eyeliner.....', 'i love you!!!', 'wow so beautifulll ', \"this is what i've sign up for! visine for get rid of your redness!! brillian!\", 'beautiful', 'you are beautiful ', 'i love you', 'why she so pretty gosh', \"i don't even know who she is, i just saw a black woman, and was curious\", 'you are beautiful ', 'no importa el vitíligo ella es la mujer más hermosa del mundo', 'that metal fork for the aztec is making me cringe!', 'she seems like she has let fame go to her head and everyone else is on her shoe!', 'the metal fork deactivates the bentonite clay', 'what becca concealer was it', 'she curled her hair half way through', 'dont use a metal fork', 'nobody: ', 'wow her lips', 'plssss any1 who knows what she wears for baking stuff???', 'stunner!!!!', 'invisible toner.', 'you’re beautiful it takes a lot of strength to accept all our imperfections. god bless you', 'her facial structure is crazy', 'just pure beauty', \"so antm really didn't do that much for her career then\", 'wow i hate her after hearing she said something bad about tyra', 'ure not supposed to use metal spoons/forks when using apple cider vinegar.', \"she's actually not that pretty it's funny how people only like her because she has the skin condition\", 'i love her lips', 'real beauty']\n"
+ ]
+ }
+ ],
+ "source": [
+ "X1=[]\n",
+ "\n",
+ "#row i and column 1 -> 댓글들만 가져오기 \n",
+ "for i in range(sheet1.nrows):\n",
+ " line=sheet1.cell_value(i,0)\n",
+ " line=str(line)\n",
+ " line=line.lower()\n",
+ " line=re.sub(emoji_pattern,'',line)\n",
+ " X1.append(line)\n",
+ " \n",
+ "print(X1)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Tokenizer()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Using TensorFlow backend.\n"
+ ]
+ }
+ ],
+ "source": [
+ "from keras.preprocessing.text import Tokenizer"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Once fit, The Tokenizer provides 4 attributes**\n",
+ "+ word_counts: A dictionary of words and their counts.\n",
+ "+ word_docs: A dictionary of words and how many documents each appeared in.\n",
+ "+ word_index: A dictionary of words and their uniquely assigned integers.\n",
+ "+ document_count:An integer count of the total number of documents that were used to fit the Tokenizer.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "OrderedDict([('who', 94), ('else', 42), ('is', 807), ('shocked', 9), ('by', 42), ('that', 472), ('ending', 2), ('men', 7), ('take', 34), ('her', 474), ('swimming', 29), ('on', 373), ('the', 1297), ('first', 62), ('date', 18), ('to', 749), ('da', 4), ('doesn’t', 17), ('wear', 51), ('makeup', 513), ('but', 276), ('watches', 3), ('all', 169), ('videos', 82), ('“', 9), ('i', 1687), ('am', 86), ('beautiful”', 1), ('13', 15), ('44', 3), ('literally', 44), ('in', 315), ('middle', 4), ('of', 452), ('ocean', 17), ('you', 1173), ('should', 52), ('do', 309), ('an', 63), ('underwater', 17), ('photoshoot', 3), ('while', 12), ('wearing', 25), ('waterproof', 66), ('it’s', 55), ('sad', 9), ('see', 95), ('how', 224), ('many', 31), ('corals', 2), ('are', 409), ('actually', 51), ('dead', 8), ('due', 6), ('climate', 1), ('change', 11), ('and', 803), ('human', 9), ('pollution', 1), ('soak', 1), ('sponge', 9), ('setting', 21), ('spray', 23), ('nikkie', 130), ('out', 91), ('here', 43), ('living', 5), ('3019', 1), ('swear', 4), ('women', 9), ('too', 87), ('much', 150), ('if', 121), ('want', 49), ('know', 116), ('what', 221), ('they', 69), ('really', 160), ('look', 291), ('like', 452), ('them', 82), ('mermaids', 2), ('called', 12), ('were', 39), ('blinded', 1), ('glitter', 2), ('your', 568), ('lids', 3), ('nikki', 38), ('so', 824), ('its', 43), ('summer', 17), ('she’s', 62), ('also', 63), ('rockin', 1), ('cute', 91), ('bathing', 30), ('suite', 1), ('body', 20), ('looks', 166), ('amazing', 113), ('a', 719), ('full', 28), ('face', 167), ('rollercoasters', 1), ('idk', 15), ('when', 164), ('we', 81), ('getting', 17), ('video', 321), ('with', 291), ('ur', 92), ('future', 5), ('husbandd', 1), ('12', 22), ('05', 3), ('those', 55), ('lips', 79), ('brighter', 1), ('than', 30), ('my', 429), (\"can't\", 33), ('believe', 10), ('asked', 4), (\"'ocean\", 2), ('was', 239), (\"deep'\", 2), ('silly', 6), ('girl', 128), ('btw', 17), ('where', 84), ('did', 89), ('get', 100), ('swim', 16), ('suit', 43), ('dang', 8), ('“take', 2), ('date”', 2), ('challenge', 10), ('as', 98), ('that’s', 15), ('gonna', 24), ('stop', 13), ('me', 277), ('lol', 92), ('freaked', 1), ('she', 567), ('curled', 5), ('lower', 17), ('lash', 15), ('line', 19), ('props', 2), ('camera', 16), ('man', 7), ('for', 380), ('close', 7), ('jellyfish', 4), (\"she's\", 70), ('finally', 13), ('understanding', 1), ('people', 61), ('not', 177), ('just', 207), ('room', 8), ('wish', 38), ('knew', 11), ('supposed', 14), ('lick', 8), ('lipsticks', 19), ('before', 40), ('throwing', 3), ('absolutely', 19), ('killing', 2), ('it', 584), ('content', 15), ('at', 103), ('moment', 7), ('hold', 7), ('up', 221), ('have', 291), ('no', 120), ('make', 226), ('days', 13), ('fainted', 1), ('said', 46), ('“waterproof', 4), ('dna”', 5), ('had', 64), ('dying', 4), (\"i'm\", 91), ('this', 483), ('love', 528), ('eyes', 111), ('own', 12), ('liquid', 53), ('soooo', 18), ('definitely', 24), ('try', 62), ('next', 30), ('night', 1), ('omfg', 5), 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('happend', 1), ('earned', 1), ('aftermath', 1), ('cupid’s', 1), ('bow', 1), ('town', 1), ('whitney', 1), ('ac', 1), ('‘boots', 1), ('london', 1), ('fave’', 1), ('australian', 1), ('cow', 1), ('mf', 1), ('nicki', 1), ('minaj', 1), ('casually', 1), ('applys', 1), ('eyeballs', 1), ('tripping', 1), ('beautifulll', 1), ('sign', 1), ('brillian', 1), ('importa', 1), ('vitíligo', 1), ('ella', 1), ('mundo', 1), ('fame', 1), ('shoe', 1), ('plssss', 1), ('any1', 1), ('baking', 1), ('invisible', 1), ('strength', 1), ('pure', 1), ('spoons', 1), ('forks', 1)])\n"
+ ]
+ }
+ ],
+ "source": [
+ "t= Tokenizer()\n",
+ "t.fit_on_texts(X1)\n",
+ "count=t.word_counts\n",
+ "print(count)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "5399\n"
+ ]
+ }
+ ],
+ "source": [
+ "#총 단어의 개수\n",
+ "print(len(t.word_counts))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "4474\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(t.document_count)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'i': 1, 'the': 2, 'you': 3, 'so': 4, 'is': 5, 'and': 6, 'to': 7, 'a': 8, 'it': 9, 'your': 10, 'she': 11, 'love': 12, 'makeup': 13, 'this': 14, 'her': 15, 'that': 16, 'of': 17, 'like': 18, 'my': 19, 'beautiful': 20, 'are': 21, 'for': 22, 'on': 23, 'video': 24, 'in': 25, 'do': 26, 'look': 27, 'with': 28, 'have': 29, 'me': 30, 'but': 31, 'was': 32, 'u': 33, 'make': 34, 'how': 35, 'what': 36, 'up': 37, 'just': 38, 'pretty': 39, 'not': 40, 'without': 41, 'all': 42, 'face': 43, 'looks': 44, 'when': 45, 'can': 46, 'really': 47, 'one': 48, 'use': 49, 'much': 50, 'very': 51, 'eyeliner': 52, 'from': 53, 'good': 54, 'omg': 55, 'eye': 56, 'be': 57, 'nikkie': 58, 'girl': 59, 'loren': 60, 'skin': 61, 'nice': 62, 'if': 63, 'no': 64, 'know': 65, 'more': 66, 'amazing': 67, 'eyes': 68, 'or': 69, 'tips': 70, 'great': 71, 'thank': 72, 'why': 73, 'gorgeous': 74, 'at': 75, \"it's\": 76, 'get': 77, 'wow': 78, 'as': 79, 'please': 80, 'thanks': 81, 'see': 82, 'who': 83, 'ur': 84, 'lol': 85, 'out': 86, 'cute': 87, \"i'm\": 88, 'did': 89, 'too': 90, 'am': 91, 'about': 92, 'where': 93, \"don't\": 94, 'need': 95, 'videos': 96, 'them': 97, 'we': 98, 'way': 99, 'lips': 100, 'loved': 101, 'best': 102, 'only': 103, 'even': 104, 'beauty': 105, 'foundation': 106, 'has': 107, 'would': 108, 'think': 109, 'i’m': 110, 'never': 111, 'liner': 112, \"she's\": 113, 'they': 114, 'hair': 115, 'because': 116, 'lipstick': 117, 'waterproof': 118, 'always': 119, \"you're\": 120, 'lashes': 121, 'put': 122, 'had': 123, 'does': 124, 'an': 125, 'also': 126, 'these': 127, 'freckles': 128, 'first': 129, 'she’s': 130, 'try': 131, 'perfect': 132, 'used': 133, 'people': 134, 'will': 135, 'time': 136, 'using': 137, 'now': 138, 'different': 139, 'it’s': 140, 'those': 141, 'everyday': 142, 'awesome': 143, '3': 144, 'liquid': 145, 'there': 146, 'anyone': 147, 'should': 148, 'some': 149, 'wear': 150, 'actually': 151, 'after': 152, 'such': 153, 'want': 154, 'thought': 155, 'any': 156, 'been': 157, 'got': 158, 'natural': 159, 'said': 160, 'watching': 161, 'products': 162, 'still': 163, 'don’t': 164, 'same': 165, 'looking': 166, 'ever': 167, 'eyeshadow': 168, 'tell': 169, 'super': 170, 'mask': 171, 'metal': 172, 'literally': 173, 'lot': 174, 'tutorial': 175, 'oh': 176, 'doing': 177, 'makes': 178, 'which': 179, 'here': 180, 'its': 181, 'suit': 182, 'going': 183, 'r': 184, 'vitiligo': 185, 'else': 186, 'by': 187, 'say': 188, 'right': 189, 'before': 190, 'long': 191, 'you’re': 192, 'name': 193, 'were': 194, 'off': 195, 'back': 196, 'nikki': 197, 'wish': 198, 'most': 199, 'then': 200, 'god': 201, 'their': 202, \"i've\": 203, 'lip': 204, 'routine': 205, 'eyebrows': 206, 'im': 207, 'new': 208, 'cool': 209, 'take': 210, 'day': 211, 'feel': 212, 'life': 213, 'color': 214, 'other': 215, \"can't\": 216, 'queen': 217, 'everything': 218, 'mean': 219, 'hi': 220, 'could': 221, 'looked': 222, 'many': 223, 'mascara': 224, 'us': 225, 'every': 226, 'bathing': 227, 'than': 228, 'next': 229, 'sooo': 230, 'personality': 231, 'fork': 232, 'swimming': 233, 'someone': 234, 'well': 235, 'better': 236, 'funny': 237, 'chloe': 238, 'clay': 239, 'full': 240, '1': 241, 'something': 242, 'seen': 243, 'watch': 244, 'hate': 245, 'maybelline': 246, 'big': 247, 'done': 248, 'being': 249, \"that's\": 250, 'go': 251, 'wait': 252, 'stunning': 253, 'keep': 254, 'little': 255, 'fun': 256, 'winnie': 257, 'wearing': 258, 'years': 259, 'friends': 260, 'n': 261, 'idea': 262, 'tip': 263, 'gonna': 264, 'definitely': 265, 'made': 266, 'swimsuit': 267, 'real': 268, 'hard': 269, 'eyelashes': 270, 'person': 271, 'shaving': 272, 'spray': 273, 'probably': 274, 'went': 275, 'favorite': 276, 'kind': 277, 'damn': 278, 'everyone': 279, 'channel': 280, 'ears': 281, 'trying': 282, 'dont': 283, 'shes': 284, \"didn't\": 285, 'sweet': 286, 'hacks': 287, '12': 288, 'over': 289, 'brand': 290, 'whole': 291, 'dylan': 292, 'saw': 293, 'cant': 294, 'thing': 295, '2': 296, 'shade': 297, 'helpful': 298, 'setting': 299, 'help': 300, '14': 301, '5': 302, 'voice': 303, 'i’ve': 304, 'since': 305, 'already': 306, 'style': 307, 'tho': 308, 'vid': 309, 'brows': 310, 'o': 311, 'hey': 312, 'watched': 313, 'white': 314, 'fake': 315, 'aztec': 316, 'body': 317, 'come': 318, 'fish': 319, 'red': 320, 'though': 321, 'x': 322, 'woman': 323, 'apply': 324, 'line': 325, 'lipsticks': 326, 'absolutely': 327, 'tutorials': 328, 'colour': 329, 'plz': 330, 'job': 331, 'cause': 332, 'lovely': 333, 'sorry': 334, 'soo': 335, 'ik': 336, 'brush': 337, 'bad': 338, 'date': 339, 'soooo': 340, 'product': 341, 'd': 342, 'talk': 343, 'start': 344, 'happy': 345, 'youtube': 346, '0': 347, \"doesn't\": 348, 'blush': 349, 'end': 350, 'sis': 351, 'give': 352, 'powder': 353, 'age': 354, 'doesn’t': 355, 'ocean': 356, 'underwater': 357, 'summer': 358, 'getting': 359, 'btw': 360, 'lower': 361, 'into': 362, 'down': 363, 'etc': 364, 'lmao': 365, 'find': 366, 'cover': 367, 'show': 368, 'concealer': 369, 'both': 370, 'double': 371, 'shadow': 372, 'under': 373, 'girls': 374, 'dark': 375, 'black': 376, 'easy': 377, 'model': 378, 'drops': 379, 'swim': 380, 'camera': 381, 'work': 382, 'test': 383, '15': 384, 'last': 385, 'bikini': 386, 'ok': 387, 'trick': 388, 'making': 389, 'crazy': 390, 'wonderful': 391, 'guys': 392, 'gel': 393, 'xd': 394, 'de': 395, 'old': 396, 'grow': 397, 'things': 398, 'gray': 399, 'naturally': 400, 'thicker': 401, 'shave': 402, '13': 403, 'idk': 404, 'that’s': 405, 'lash': 406, 'content': 407, 'yes': 408, 'once': 409, 'tried': 410, 'part': 411, 'buy': 412, 'stay': 413, '9': 414, 'drama': 415, 'waiting': 416, '10': 417, 'again': 418, 'putting': 419, 'bc': 420, 'haha': 421, 'comment': 422, 'self': 423, 'bit': 424, 'hack': 425, 'angelina': 426, 'jolie': 427, 'antm': 428, 'supposed': 429, 'can’t': 430, 'didn’t': 431, 'world': 432, 'bottom': 433, 'dry': 434, 'uses': 435, 'says': 436, 'okay': 437, '20': 438, 'dna': 439, 'came': 440, 'sister': 441, 'je': 442, 'let': 443, 'our': 444, 'side': 445, 'especially': 446, 'pimples': 447, 'simple': 448, 'thick': 449, 'kinda': 450, 'stop': 451, 'finally': 452, 'days': 453, 'he': 454, 'wrong': 455, 'highlighter': 456, 'hello': 457, 'sharing': 458, '4': 459, 'pony': 460, 'must': 461, 'sure': 462, 'found': 463, 'views': 464, 'wing': 465, 'comments': 466, 'tiktok': 467, 'except': 468, 'ponytail': 469, 'tail': 470, 'useful': 471, 'tyra': 472, 'while': 473, 'called': 474, 'own': 475, 'primer': 476, 'two': 477, 'care': 478, 'others': 479, 'times': 480, 'imagine': 481, 'either': 482, 'turtles': 483, 'wanna': 484, 'nails': 485, 'curl': 486, 'top': 487, 'hope': 488, 'yourself': 489, 'another': 490, 'xx': 491, 'ugh': 492, 'pls': 493, 'draw': 494, 's': 495, 'catfish': 496, 'superb': 497, 'change': 498, 'knew': 499, 'thinking': 500, 'mermaid': 501, 'baby': 502, 'glad': 503, 'light': 504, 'curling': 505, 'having': 506, 'yet': 507, 'away': 508, 'adorable': 509, 'eyelash': 510, 'seeing': 511, 'vids': 512, 'vlog': 513, 'instead': 514, 'freaking': 515, 'brow': 516, 'y': 517, 'hand': 518, 'myself': 519, 'learn': 520, 'yours': 521, 'almost': 522, 'applying': 523, 'stuff': 524, 'm': 525, 'yeah': 526, 'puts': 527, 'true': 528, 'left': 529, 'confidence': 530, 'darker': 531, 'liked': 532, 'luv': 533, 'instagram': 534, 'wtf': 535, 'weave': 536, 'mix': 537, 'small': 538, 'smooth': 539, 'nd': 540, 'mam': 541, 'believe': 542, 'challenge': 543, 'forever': 544, 'set': 545, '00': 546, 'far': 547, 'matte': 548, 'curacao': 549, 'honestly': 550, 'weird': 551, '16': 552, 'live': 553, 'point': 554, 'house': 555, 'interesting': 556, 'normal': 557, 'nothing': 558, 'ya': 559, 'million': 560, 'e': 561, 'special': 562, 'wig': 563, 'knows': 564, 'around': 565, 'sooooo': 566, 'noticed': 567, 'seems': 568, 'similar': 569, \"wouldn't\": 570, 'understand': 571, \"what's\": 572, 'difference': 573, 'year': 574, 'orange': 575, 'straight': 576, 'faux': 577, 'clip': 578, 'create': 579, 'shocked': 580, '“': 581, 'sad': 582, 'human': 583, 'sponge': 584, 'women': 585, 'ago': 586, 'maybe': 587, 'stayed': 588, 'gives': 589, 'eyelids': 590, 'there’s': 591, 'scared': 592, 'minutes': 593, 'started': 594, 'fan': 595, 'type': 596, 'enjoyed': 597, 'boyfriend': 598, 'asian': 599, 'brown': 600, 'his': 601, 'mouth': 602, 'word': 603, 'didnt': 604, '17': 605, '”': 606, 'remind': 607, 'exact': 608, 'behind': 609, 'shape': 610, 'pencil': 611, 'bomb': 612, 'happened': 613, 'might': 614, 'comes': 615, 'anything': 616, 'saying': 617, 'course': 618, 'sometimes': 619, 'nose': 620, 'remember': 621, 'thats': 622, 'mind': 623, 'subscribed': 624, 'hell': 625, 'works': 626, 'through': 627, 'heard': 628, 'gloss': 629, 'talking': 630, 'pale': 631, 'reason': 632, 'la': 633, 'seem': 634, 'nobody': 635, 'ones': 636, 'elizabeth': 637, 'arden': 638, 'ty': 639, 'candice': 640, 'simply': 641, 'vogue': 642, 'dead': 643, 'dang': 644, 'room': 645, 'lick': 646, 'deep': 647, 'sea': 648, 'stays': 649, 'actual': 650, 'confident': 651, 'curaçao': 652, 'inspiration': 653, 'laugh': 654, 'licking': 655, \"they're\": 656, 'wet': 657, 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'attack': 1701, 'feels': 1702, 'viewers': 1703, 'kept': 1704, 'fingers': 1705, 'brave': 1706, 'depending': 1707, 'los': 1708, 'important': 1709, 'permanent': 1710, 'omggg': 1711, 'rest': 1712, 'shot': 1713, 'convince': 1714, 'mama': 1715, 'info': 1716, 'uhhh': 1717, 'class': 1718, 'por': 1719, 'main': 1720, 'worked': 1721, 'tube': 1722, 'opens': 1723, 'jeffree': 1724, 'effort': 1725, 'curlers': 1726, 'nikkei': 1727, 'app': 1728, 'pleas': 1729, 'mary': 1730, 'prime': 1731, 'uk': 1732, 'screwed': 1733, 'ha': 1734, 'este': 1735, 'vídeo': 1736, 'beach': 1737, 'dislikes': 1738, 'indian': 1739, 'extensions': 1740, 'diver': 1741, 'pressure': 1742, 'mistake': 1743, 'where’d': 1744, 'links': 1745, 'thiss': 1746, 'leuk': 1747, 'lushes': 1748, 'magic': 1749, 'eraser': 1750, 'removes': 1751, 'wrecking': 1752, 'enige': 1753, 'forgets': 1754, 'smell': 1755, 'scars': 1756, 'amo': 1757, 'official': 1758, 'borat': 1759, 'turkısh': 1760, 'translate': 1761, 'mins': 1762, 'growing': 1763, 'propose': 1764, 'rn': 1765, 'anybody': 1766, 'sunlight': 1767, 'tests': 1768, 'thnk': 1769, 'promoting': 1770, 'regarding': 1771, 'waar': 1772, 'bent': 1773, 'niet': 1774, 'bij': 1775, 'rocks': 1776, 'someday': 1777, 'unless': 1778, 'lemme': 1779, 'haven’t': 1780, 'buying': 1781, 'failed': 1782, 'outfit': 1783, 'ar': 1784, 'chat': 1785, 'would’ve': 1786, 'karen': 1787, 'stranger': 1788, 'welcome': 1789, 'tall': 1790, 'disappointed': 1791, 'solely': 1792, 'edits': 1793, 'tax': 1794, 'early': 1795, 'loose': 1796, 'bebe': 1797, \"should've\": 1798, 'marble': 1799, 'signature': 1800, 'opposite': 1801, 'nyx': 1802, 'wonders': 1803, 'exist': 1804, 'hou': 1805, 'lighting': 1806, 'darn': 1807, 'damaged': 1808, 'becoming': 1809, 'addicted': 1810, 'wash': 1811, 'england': 1812, 'commentary': 1813, 'hilarious': 1814, 'moved': 1815, 'awesomely': 1816, 'impressive': 1817, 'blended': 1818, 'skip': 1819, 'suggest': 1820, 'blend': 1821, 'echt': 1822, 'dope': 1823, 'bruh': 1824, 'paint': 1825, 'wild': 1826, 'envy': 1827, 'urban': 1828, 'decay': 1829, 'wife': 1830, 'movie': 1831, 'suits': 1832, 'recognition': 1833, 'swift': 1834, 'om': 1835, 'een': 1836, 'maar': 1837, 'lijkt': 1838, 'mee': 1839, 'wel': 1840, 'mooier': 1841, 'slayed': 1842, 'prevent': 1843, 'lion': 1844, 'giggle': 1845, '02': 1846, 'sides': 1847, 'stands': 1848, 'magical': 1849, 'lookin': 1850, 'wrote': 1851, 'whether': 1852, 'amaze': 1853, 'parts': 1854, 'photos': 1855, 'results': 1856, 'fishes': 1857, 'stick': 1858, 'pink': 1859, 'purple': 1860, 'soap': 1861, 'related': 1862, 'ish': 1863, 'amount': 1864, 'jelly': 1865, 'wasnt': 1866, 'explaining': 1867, 'steps': 1868, '11': 1869, '21': 1870, 'july': 1871, 'suggestion': 1872, '“how': 1873, 'strokes': 1874, 'upward': 1875, 'precious': 1876, 'boy': 1877, 'grown': 1878, '07': 1879, 'albino': 1880, 'friends”': 1881, 'changes': 1882, 'cameron': 1883, 'musty': 1884, 'excited': 1885, 'embracing': 1886, 'generation': 1887, 'cake': 1888, 'sassy': 1889, 'recognize': 1890, 'dryyyy': 1891, 'ingles': 1892, 've': 1893, 'moisturize': 1894, 'key': 1895, 'jenny': 1896, 'humphrey': 1897, 'woke': 1898, 'freak': 1899, 'noone': 1900, 'spell': 1901, 'deactivated': 1902, 'ladies': 1903, 'impress': 1904, '09': 1905, 'curse': 1906, 'candy': 1907, 'cares': 1908, 'rahhhhhh': 1909, 'reaction': 1910, 'uncomfortable': 1911, 'miranda': 1912, 'ngl': 1913, 'holly': 1914, 'somn': 1915, 'below': 1916, 'whoa': 1917, 'boi': 1918, 'crush': 1919, 'alissa': 1920, 'violet': 1921, 'amei': 1922, 'essa': 1923, 'ahh': 1924, 'supporter': 1925, 'happening': 1926, 'subscribers': 1927, 'aunt': 1928, 'oml': 1929, 'posting': 1930, 'personal': 1931, 'hour': 1932, 'lined': 1933, 'struggles': 1934, 'guilty': 1935, 'musically': 1936, 'vdo': 1937, 'anytime': 1938, 'complaining': 1939, 'petite': 1940, \"n'\": 1941, 'models': 1942, 'grateful': 1943, 'v': 1944, 'moisturizing': 1945, 'group': 1946, 'bare': 1947, 'faced': 1948, 'bubbly': 1949, 'throughout': 1950, 'belle': 1951, 'bored': 1952, 'topic': 1953, 'boring': 1954, 'singing': 1955, 'ure': 1956, 'hoping': 1957, 'sa': 1958, 'beat': 1959, 'spot': 1960, 'heaven': 1961, 'garza': 1962, 'entiendo': 1963, 'eres': 1964, 'mejor': 1965, 'idol': 1966, 'lool': 1967, 'acting': 1968, 'hater': 1969, 'hiiii': 1970, 'following': 1971, 'genetically': 1972, 'grandma': 1973, 'una': 1974, 'gusta': 1975, 'teeth': 1976, 'slight': 1977, 'germany': 1978, 'produce': 1979, 'catch': 1980, 'shimmer': 1981, 'estee': 1982, 'mention': 1983, 'reality': 1984, '06': 1985, 'thirsty': 1986, 'awsome': 1987, 'yr': 1988, 'gorg': 1989, 'sub': 1990, 'turkish': 1991, 'juga': 1992, 'bts': 1993, 'army': 1994, 'thingy': 1995, 'gifted': 1996, 'altyazi': 1997, 'fancy': 1998, 'process': 1999, 'grade': 2000, 'lowkey': 2001, 'breathe': 2002, 'bi': 2003, 'naber': 2004, 'speaking': 2005, 'ton': 2006, 'mixed': 2007, 'uhh': 2008, 'acho': 2009, 'nao': 2010, 'precisa': 2011, 'ate': 2012, 'mas': 2013, 'muito': 2014, '43': 2015, 'ways': 2016, 'gossip': 2017, 'wen': 2018, 'diff': 2019, 'send': 2020, 'transform': 2021, 'seconds': 2022, 'handed': 2023, 'angelsquad': 2024, 'omggggg': 2025, 'text': 2026, 'specifically': 2027, 'omgggg': 2028, 'shapes': 2029, 'mini': 2030, 'spatula': 2031, 'exists': 2032, 'pray': 2033, 'weasley': 2034, 'nars': 2035, \"who's\": 2036, 'agree': 2037, 'yellow': 2038, '7th': 2039, 'lonely': 2040, 'wolf': 2041, 'estée': 2042, 'ain’t': 2043, 'depressed': 2044, 'messy': 2045, 'chick': 2046, 'painted': 2047, 'subbed': 2048, 'authentic': 2049, 'irritating': 2050, 'sin': 2051, 'lived': 2052, 'keeps': 2053, 'benefit': 2054, 'filters': 2055, 'kardashian': 2056, 'mua': 2057, '35': 2058, 'quite': 2059, 'whilst': 2060, 'razor': 2061, 'explained': 2062, 'wouldn’t': 2063, 'keeping': 2064, 'twin': 2065, 'laser': 2066, 'lindo': 2067, 'discovered': 2068, 'popped': 2069, 'properly': 2070, 'ingredients': 2071, 'doable': 2072, 'brunette': 2073, 'amazon': 2074, 'bacteria': 2075, 'efficient': 2076, 'tnx': 2077, 'g': 2078, 'ahhh': 2079, 'adore': 2080, 'beautyfull': 2081, 'grows': 2082, 'beginning': 2083, 'pleasant': 2084, 'stunner': 2085, 'gisele': 2086, 'corners': 2087, 'perfeito': 2088, 'solo': 2089, \"hadn't\": 2090, 'silicone': 2091, 'thread': 2092, 'trimming': 2093, 'strobing': 2094, 'havent': 2095, 'listening': 2096, 'ideal': 2097, 'anne': 2098, 'marie': 2099, 'hairdryer': 2100, 'helps': 2101, 'bridge': 2102, 'youthful': 2103, 'patches': 2104, 'trash': 2105, 'vidio': 2106, 'uu': 2107, 'youu': 2108, 'cream': 2109, 'june': 2110, 'cup': 2111, 'linda': 2112, 'thnks': 2113, 'pay': 2114, 'attention': 2115, 'bk': 2116, 'elle': 2117, 'est': 2118, 'nooooooo': 2119, 'kaha': 2120, 'stubble': 2121, 'más': 2122, 'beutifull': 2123, 'negative': 2124, 'trait': 2125, 'harmful': 2126, 'legs': 2127, 'arm': 2128, 'smaller': 2129, 'tough': 2130, 'particular': 2131, 'realistic': 2132, 'fashion': 2133, 'lens': 2134, 'bravo': 2135, 'adriana': 2136, 'lima': 2137, 'blackheads': 2138, 'fades': 2139, 'www': 2140, 'support': 2141, 'prickly': 2142, 'tanned': 2143, 'complexion': 2144, 'yrr': 2145, 'underneath': 2146, 'cards': 2147, 'cham': 2148, 'para': 2149, 'fab': 2150, 'di': 2151, 'stamp': 2152, 'struggle': 2153, 'steady': 2154, 'complicated': 2155, 'plan': 2156, 'impossible': 2157, 'thanku': 2158, 'symmetrical': 2159, 'lover': 2160, 'cuts': 2161, 'kills': 2162, 'mamm': 2163, 'apne': 2164, 'kis': 2165, 'ka': 2166, 'messed': 2167, 'pro': 2168, 'fairer': 2169, 'rough': 2170, 'bite': 2171, 'unda': 2172, 'desires': 2173, 'beginners': 2174, 'suck': 2175, 'didi': 2176, 'bahut': 2177, 'acchi': 2178, 'nycc': 2179, 'equal': 2180, 'nyc': 2181, 'hit': 2182, 'vry': 2183, 'linear': 2184, 'kya': 2185, 'naic': 2186, 'watery': 2187, \"get's\": 2188, 'felicitaciones': 2189, 'están': 2190, 'grande': 2191, 'nic': 2192, 'wowwwww': 2193, 'bataiye': 2194, 'awsm': 2195, 'complete': 2196, 'sy': 2197, 'nam': 2198, 'houston': 2199, 'worst': 2200, 'achieve': 2201, 'flat': 2202, 'designs': 2203, 'yaar': 2204, 'horrible': 2205, 'covers': 2206, 'hindi': 2207, 'mumble': 2208, 'beer': 2209, 'cousin': 2210, 'holding': 2211, 'wahhh': 2212, 'watering': 2213, 'button': 2214, 'winnie’s': 2215, \"america's\": 2216, 'brows”': 2217, 'protect': 2218, 'banks': 2219, 'ready': 2220, 'willow': 2221, 'genuinely': 2222, 'eyedrops': 2223, 'mush': 2224, 'inglês': 2225, 'none': 2226, 'relaxing': 2227, 'hopefully': 2228, 'messes': 2229, 'wondered': 2230, 'confused': 2231, 'apple': 2232, 'drug': 2233, 'contact': 2234, 'stopped': 2235, 'teen': 2236, 'cancelled': 2237, 'rid': 2238, 'healing': 2239, 'acv': 2240, 'structure': 2241, \"where's\": 2242, 'deactivates': 2243, 'average': 2244, 'beef': 2245, 'purpose': 2246, 'winnie”': 2247, 'towards': 2248, 'fat': 2249, 'shamed': 2250, 'humble': 2251, 'waistline': 2252, 'latoya': 2253, 'regularly': 2254, 'overrated': 2255, 'useless': 2256, 'rotten': 2257, 'toner': 2258, 'disease': 2259, 'cabello': 2260, 'hermosa': 2261, 'beautiful”': 2262, 'climate': 2263, 'pollution': 2264, 'soak': 2265, '3019': 2266, 'blinded': 2267, 'rockin': 2268, 'suite': 2269, 'rollercoasters': 2270, 'husbandd': 2271, 'brighter': 2272, 'freaked': 2273, 'understanding': 2274, 'fainted': 2275, 'night': 2276, '25x': 2277, 'drank': 2278, 'coffee': 2279, 'treatment': 2280, 'ms': 2281, 'worrying': 2282, 'incorporate': 2283, '“vlog': 2284, 'style”': 2285, '“we': 2286, 'prime”': 2287, 'kissme': 2288, 'jaunt': 2289, '6ft': 2290, 'jheez': 2291, 'gasped': 2292, 'tlm': 2293, 'changing': 2294, 'multiple': 2295, 'hr': 2296, 'training': 2297, 'meean': 2298, 'oooon”': 2299, 'enter': 2300, 'siri': 2301, '“it’s': 2302, 'back2school': 2303, 'ads': 2304, 'attacking': 2305, 'indeed': 2306, 'ahhhhh': 2307, 'jaw': 2308, 'dropping': 2309, 'separates': 2310, 'warms': 2311, 'boys': 2312, '‘take': 2313, 'face’': 2314, 'fairies': 2315, 'purchasing': 2316, 'church': 2317, 'touched': 2318, 'woop': 2319, 'opthalmologist': 2320, 'consumer': 2321, 'aww': 2322, 'resort': 2323, \"lion's\": 2324, 'aquarium': 2325, 'contest': 2326, 'pick': 2327, 'discussed”': 2328, 'besides': 2329, 'flirty': 2330, 'yooowza': 2331, 'they’ll': 2332, \"'s\": 2333, 'yaaaaas': 2334, \"'boyfriend\": 2335, \"boyfriend's\": 2336, \"makeup'\": 2337, 'fairy': 2338, 'dust': 2339, 'rarely': 2340, '‘doing': 2341, 'underwater’': 2342, 'disgusted”': 2343, 'gross': 2344, 'loooooove': 2345, 'heroin': 2346, 'favorites': 2347, 'crime': 2348, 'skills': 2349, 'wooooah': 2350, 'emmm': 2351, 'tom': 2352, 'ford': 2353, 'emotion': 2354, 'prof': 2355, 'holing': 2356, 'dream': 2357, 'tereible': 2358, 'rewatch': 2359, 'louise': 2360, 'nightmares': 2361, 'texas': 2362, 'melts': 2363, 'inserts': 2364, 'hahahahah': 2365, 'certified': 2366, 'goopy': 2367, 'jumping': 2368, 'aweee': 2369, 'stickiness': 2370, 'yell': 2371, '“nooooooooooo”': 2372, 'sisssss': 2373, 'unhear': 2374, 'priceless': 2375, 'frecking': 2376, 'soacked': 2377, 'tiger': 2378, \"that'll\": 2379, 'staahhhpp': 2380, 'barbecue': 2381, 'sauce': 2382, 'titties': 2383, 'spa': 2384, \"sauna's\": 2385, 'hamam': 2386, 'dinner': 2387, '€10': 2388, 'creatures': 2389, 'l’oréal': 2390, 'infallibles': 2391, 'vaseline': 2392, 'tissue': 2393, 'fiancée': 2394, 'travels': 2395, 'south': 2396, 'nikkiiiii': 2397, 'clinique': 2398, 'perfecting': 2399, 'pwezzzzz': 2400, 'daym': 2401, 'wildlife': 2402, 'dipping': 2403, '“fondation”': 2404, 'seawater': 2405, 'clarity': 2406, 'islands': 2407, \"'it's\": 2408, \"summer'\": 2409, 'glimpse': 2410, 'sp': 2411, 'snacc': 2412, 'nickkie': 2413, 'hshddh': 2414, 'thrilled': 2415, 'somehow': 2416, 'urchin': 2417, 'summer”': 2418, 'drenched': 2419, 'smiled': 2420, 'length': 2421, 'proposed': 2422, 'imo': 2423, 'recreate': 2424, 'boat': 2425, 'dilon': 2426, 'mr': 2427, 'doooo': 2428, 'truuuuueee': 2429, 'heaadsss': 2430, 'gurlss': 2431, '“this': 2432, 'airport”': 2433, 'sksskshhgd': 2434, 'seat': 2435, '2010': 2436, 'slicked': 2437, '5826388888888888': 2438, 'asmr': 2439, 'eargasm': 2440, 'ayo': 2441, 'eva': 2442, 'seennnn': 2443, 'mate': 2444, 'foggy': 2445, 'exisct': 2446, 'somewhere': 2447, 'loolll': 2448, 'expecting': 2449, 'ohmygodddddd': 2450, 'lifeeeee': 2451, 'damnnnn': 2452, 'bbydoll': 2453, 'florencebymills': 2454, 'enjoying': 2455, 'deserved': 2456, 'wanting': 2457, 'damned': 2458, 'uhhhh': 2459, 'handsome': 2460, 'kingto': 2461, 'curcao': 2462, '“for': 2463, 'concealer”': 2464, '“fricken': 2465, 'cealer”': 2466, 'boundaries': 2467, 'canada': 2468, 'neeeeeeed': 2469, 'shopping': 2470, 'pics': 2471, '“eventually': 2472, '04': 2473, 'entering': 2474, 'bathroom': 2475, 'entertainment': 2476, 'responsible': 2477, 'rubbing': 2478, 'omgoodness': 2479, 'brooooooo': 2480, 'maniac': 2481, 'reefs': 2482, 'ogen': 2483, 'zo': 2484, 'thisssssa': 2485, 'adventures': 2486, 'fooooreeeeveeeeer': 2487, 'tipssss': 2488, 'opening': 2489, 'expose': 2490, 'cheating': 2491, 'unknowingly': 2492, 'ripped': 2493, 'greece': 2494, 'grwm': 2495, 'primers': 2496, 'combination': 2497, 'collab': 2498, 'ˏ₍•ɞ•₎ˎ': 2499, 'earths': 2500, 'eyeball': 2501, 'curucao': 2502, 'shimmery': 2503, 'infallible': 2504, 'permant': 2505, 'jefree': 2506, 'rituals': 2507, 'fortunate': 2508, 'liwwi': 2509, 'lipsti': 2510, 'ookey': 2511, 'venezuela': 2512, 'economic': 2513, 'crisis': 2514, 'vacations': 2515, 'lights': 2516, 'fluff': 2517, 'peek': 2518, 'driving': 2519, 'bb': 2520, '“oh': 2521, '“fiancé”': 2522, 'babeeee': 2523, 'thriving': 2524, '41': 2525, 'tatt': 2526, 'patiently': 2527, 'hippie': 2528, 'vintage': 2529, 'cringing': 2530, 'dived': 2531, 'szn': 2532, 'breakdowns': 2533, '“fairies': 2534, 'eyelids”': 2535, '118': 2536, 'degree': 2537, 'cockpit': 2538, 'photographed': 2539, 'girllll': 2540, 'suitttttt': 2541, 'algerian': 2542, 'piercings': 2543, 'subliminal': 2544, 'message': 2545, \"'i\": 2546, 'nymph': 2547, 'suupperrr': 2548, 'kan': 2549, 'vaker': 2550, 'nederlandse': 2551, 'video’s': 2552, 'maken': 2553, 'calmy': 2554, '“girls': 2555, 'stil': 2556, 'liquidlipstick': 2557, 'swatch': 2558, 'screams': 2559, 'iiii': 2560, 'aaaamm': 2561, 'liiiivvviiiing': 2562, 'yess': 2563, 'mold': 2564, 'success': 2565, 'marc': 2566, \"jacob's\": 2567, 'holiday': 2568, 'loveeeeed': 2569, 'technic': 2570, 'fearless': 2571, 'superstar': 2572, 'ester': 2573, 'budge': 2574, \"'must\": 2575, \"to'\": 2576, 'vacay': 2577, 'diamond': 2578, 'taht': 2579, 'chairs': 2580, 'beijos': 2581, 'oommgg': 2582, \"lovin'\": 2583, 'holland': 2584, 'bahamas': 2585, 'migrated': 2586, 'bodygoals': 2587, 'queennn': 2588, 'aaaahhhhh': 2589, 'funniest': 2590, 'dom': 2591, 'bonk': 2592, 'permanently': 2593, 'bruised': 2594, 'focus': 2595, 'computerized': 2596, 'asdlfkjadsfkljsahfksfh': 2597, 'sksksksk': 2598, '⏭': 2599, 'somi': 2600, 'interactions': 2601, 'nickie': 2602, 'whatt': 2603, 'cherlie': 2604, 'base': 2605, 'jumped': 2606, 'omgmgm': 2607, 'omggggggg': 2608, 'boo': 2609, '38': 2610, 'nou': 2611, 'ex': 2612, 'competing': 2613, 'mainly': 2614, 'hits': 2615, 'nos': 2616, 'progression': 2617, 'transition': 2618, 'hatter': 2619, 'wonderland': 2620, 'poolwaterproof': 2621, 'salt': 2622, 'ruins': 2623, '08': 2624, 'bir': 2625, 'makyajı': 2626, 'bırakıp': 2627, 'deniz': 2628, 'belgeseline': 2629, 'geçmek': 2630, 'sailors': 2631, \"lol'd\": 2632, 'snorted': 2633, 'tag': 2634, 'rode': 2635, 'lieve': 2636, 'broertje': 2637, 'nog': 2638, 'whom': 2639, 'gentle': 2640, 'sanitized': 2641, 'woow': 2642, 'daylight': 2643, 'prettyy': 2644, 'underwater14': 2645, 'signed': 2646, 'korea': 2647, 'waterprof': 2648, 'seeee': 2649, 'bacon': 2650, 'cuteeeee': 2651, '95': 2652, 'celeste': 2653, 'angeles': 2654, 'book': 2655, 'suuupperrr': 2656, 'cuuuute': 2657, 'hat': 2658, 'huds': 2659, 'eyeshadows': 2660, 'ruler': 2661, 'cybernova': 2662, 'sh': 2663, 'sneezed': 2664, 'argh': 2665, 'kryolan': 2666, 'island': 2667, 'fucking': 2668, 'senegence': 2669, 'ndjdd': 2670, 'özkaynak’ın': 2671, 'videoyu': 2672, 'daha': 2673, 'önceden': 2674, 'yapması': 2675, 'beni': 2676, 'niye': 2677, 'kadar': 2678, 'mutlu': 2679, 'etti': 2680, 'leuke': 2681, \"halloween's\": 2682, 'funeral': 2683, 'cakset': 2684, 'funnest': 2685, 'efforts': 2686, 'opportunity': 2687, 'meme': 2688, 'allllll': 2689, 'aghhhh': 2690, 'worth': 2691, 'lippies': 2692, 'encouraging': 2693, 'lifeguarding': 2694, 'cpr': 2695, 'played': 2696, 'horn': 2697, 'oiii': 2698, 'sou': 2699, 'favor': 2700, 'coloca': 2701, 'tradução': 2702, 'adoro': 2703, 'seus': 2704, 'beijoss': 2705, 'drink': 2706, 'outa': 2707, 'visit': 2708, 'bonaire': 2709, 'drag': 2710, 'reviews': 2711, 'teqniques': 2712, 'looming': 2713, 'samantha’s': 2714, \"why'll\": 2715, '000': 2716, 'cooler': 2717, 'he’s': 2718, 'milk': 2719, 'bunched': 2720, 'caking': 2721, 'ends': 2722, 'flawlessss': 2723, 'irrelevant': 2724, 'picked': 2725, 'confirmed': 2726, 'count': 2727, 'shockssss': 2728, 'reviewing': 2729, 'toxics': 2730, 'smartest': 2731, 'icons': 2732, 'transparent': 2733, 'arabic': 2734, 'translated': 2735, 'iraq': 2736, 'mtch': 2737, 'pinkish': 2738, 'stuffs': 2739, 'xxxxx': 2740, 'encantado': 2741, 'diferente': 2742, 'divertido': 2743, 'instructivo': 2744, 'boyfrie': 2745, 'oops': 2746, 'fiancee': 2747, 'yaaaaaaaaaas': 2748, '500': 2749, 'dares': 2750, 'legend': 2751, '1request': 2752, 'birdal': 2753, 'farther': 2754, 'bugging': 2755, '55': 2756, 'experiment': 2757, 'handle': 2758, 'kick': 2759, 'accesories': 2760, 'dikke': 2761, 'kus': 2762, \"'non\": 2763, 'israel': 2764, 'laughter': 2765, 'merry': 2766, 'medicine': 2767, 'presence': 2768, 'fullness': 2769, 'faith': 2770, 'shout': 2771, 'zooo': 2772, 'cheaper': 2773, 'alternatives': 2774, 'japan': 2775, 'allow': 2776, 'tattoos': 2777, 'public': 2778, 'onsens': 2779, 'ziet': 2780, 'niks': 2781, 'compilation': 2782, 'quero': 2783, 'ir': 2784, 'pra': 2785, 'esse': 2786, 'lugar': 2787, 'tocar': 2788, 'numa': 2789, 'tartaruguinha': 2790, 'mostly': 2791, 'kathleen': 2792, \"mom's\": 2793, 'pool': 2794, 'bissshhhhh': 2795, 'kl': 2796, 'maxineczka': 2797, 'gone': 2798, 'zie': 2799, 'allemaal': 2800, 'engelse': 2801, 'reacties': 2802, 'dan': 2803, 'denk': 2804, 'winter': 2805, 'australia': 2806, 'spring': 2807, '5791666666666667': 2808, 'bags': 2809, 'chungha': 2810, '‘smoking’': 2811, 'angelically': 2812, 'mass': 2813, 'papermassmask': 2814, 'kipsinaamio': 2815, 'sprayed': 2816, 'coughed': 2817, 'bottle': 2818, 'tommorow': 2819, \"nikki's\": 2820, 'eyelooks': 2821, 'sloppy': 2822, 'lately': 2823, 'shoulders': 2824, 'sleeves': 2825, 'issue': 2826, 'overcome': 2827, 'ti': 2828, 'wins': 2829, 'unofficial': 2830, 'award': 2831, '2k19': 2832, 'eh': 2833, 'tude': 2834, 'lovers': 2835, 'you’ll': 2836, '5527777777777778': 2837, 'lipstains': 2838, 'dayssss': 2839, 'niiice': 2840, 'plase': 2841, 'meter': 2842, 'deadliest': 2843, 'aloe': 2844, 'accident': 2845, 'stung': 2846, 'geboren': 2847, 'western': 2848, 'gay': 2849, 'unready': 2850, 'feat': 2851, 'pet': 2852, 'soneone': 2853, 'punched': 2854, 'betty': 2855, 'vlogggg': 2856, 'magnet': 2857, 'versus': 2858, '641': 2859, '‘cmon': 2860, 'weakkkk': 2861, 'snap': 2862, 'magically': 2863, 'shooketh': 2864, 'prachtig': 2865, 'whales': 2866, 'jaccuzzi': 2867, 'dis': 2868, 'rnd': 2869, 'team': 2870, 'companies': 2871, 'understandable': 2872, 'nerve': 2873, 'calming': 2874, 'snatch': 2875, 'gurllllll': 2876, 'jij': 2877, 'curacau': 2878, 'gezien': 2879, 'alleen': 2880, 'durfde': 2881, 'stappen': 2882, 'hemigway': 2883, 'divin’': 2884, 'arabian': 2885, 'mamsh': 2886, 'vindt': 2887, 'vallen': 2888, 'hoe': 2889, 'rood': 2890, 'ou': 2891, 'jewelry': 2892, 'cam': 2893, 'respect': 2894, 'girlllll': 2895, 'exciting': 2896, 'livin': 2897, 'scent': 2898, 'phase': 2899, 'hole': 2900, 'ayeee': 2901, 'badass': 2902, 'shots': 2903, 'özkaynağın': 2904, 'içeriğini': 2905, 'çalmışlarrr': 2906, 'ummmm': 2907, 'jour': 2908, 'vidéo': 2909, 'si': 2910, 'annoys': 2911, 'funko': 2912, 'disney': 2913, 'villain': 2914, 'collection': 2915, 'bikinis': 2916, 'chubby': 2917, 'funy': 2918, 'shocker': 2919, 'wahhhhhh': 2920, 'özkaynak': 2921, 'florence': 2922, 'jor': 2923, 'buatefool': 2924, 'tammy': 2925, 'faye': 2926, 'baker': 2927, 'thisss': 2928, 'viddd': 2929, 'enters': 2930, 'summers': 2931, 'nikkes': 2932, 'secretly': 2933, 'national': 2934, 'geographie': 2935, 'shouts': 2936, 'giveaways': 2937, 'wheeler': 2938, 'snatched': 2939, 'autumn': 2940, 'country': 2941, 'bulletproof': 2942, 'burned': 2943, 'digging': 2944, 'dayuuum': 2945, 'dilan': 2946, 'shorts': 2947, 'burn': 2948, 'tackiness': 2949, 'alien': 2950, 'obvious': 2951, '„damn': 2952, 'genius“': 2953, 'lmk': 2954, 'caribbean': 2955, 'weather': 2956, 'brutal': 2957, 'sing': 2958, 'opportunities': 2959, 'woahhh': 2960, 'coolest': 2961, 'levels': 2962, 'desperate': 2963, 'raised': 2964, 'cuteee': 2965, 'youuuuuu': 2966, 'aspect': 2967, 'suriname': 2968, 'mosquitoes': 2969, 'cement': 2970, 'copying': 2971, 'sylvia': 2972, 'gani': 2973, 'rethought': 2974, 'longlasting': 2975, 'clothes': 2976, 'decision': 2977, 'lowerlash': 2978, 'hen': 2979, 'ironic': 2980, 'sorrow': 2981, 'alphabetical': 2982, 'hydrophobic': 2983, 'smudgeproof': 2984, 'angled': 2985, 'remnant': 2986, 'case': 2987, 'packed': 2988, 'ellana': 2989, 'visited': 2990, 'eytude': 2991, 'lexi': 2992, 'fro': 2993, 'vampire': 2994, 'diaries': 2995, 'jump': 2996, 'unsure': 2997, 'pointing': 2998, \"maybelline's\": 2999, 'solid': 3000, 'microbladed': 3001, 'itcoz': 3002, 'improving': 3003, 'eyesadow': 3004, '13th': 3005, 'wss': 3006, 'suprised': 3007, 'lasted': 3008, 'z': 3009, 'poppin': 3010, 'afford': 3011, 'vicariously': 3012, 'ins': 3013, 'challenges': 3014, 'heeeeaaaaaavvvyyyyy': 3015, 'married': 3016, 'lose': 3017, 'sweaty': 3018, 'sweating': 3019, 'deze': 3020, 'eindresultaat': 3021, 'normaal': 3022, 'koop': 3023, 'al': 3024, 'perm': 3025, 'toned': 3026, 'offs': 3027, 'dit': 3028, 's0o0o': 3029, 'l0vely': 3030, 'vide0s': 3031, 'ended': 3032, 'months': 3033, 'coool': 3034, 'picture': 3035, 'scrubbing': 3036, 'coconut': 3037, 'drives': 3038, 'nighter': 3039, 'scientist': 3040, 'stable': 3041, 'molecules': 3042, 'nikkies': 3043, 'yoh': 3044, 'ursula': 3045, 'playdoh': 3046, 'involve': 3047, 'thid': 3048, 'vlogger': 3049, 'funn': 3050, 'dermacol': 3051, 'underrated': 3052, '“beauty': 3053, 'gurus”': 3054, 'licks': 3055, 'recreation': 3056, 'awards': 3057, '576388888888889': 3058, 'wipes': 3059, 'chemicals': 3060, 'irritate': 3061, 'gewoon': 3062, 'engaged': 3063, 'mooie': 3064, 'raar': 3065, 'geven': 3066, 'haarlijn': 3067, 'fik': 3068, 'staan': 3069, 'merk': 3070, 'nooit': 3071, 'meeneemt': 3072, 'geleerd': 3073, 'visagie': 3074, 'opleiding': 3075, 'nemen': 3076, 'persoonlijk': 3077, 'vind': 3078, 'geheel': 3079, 'verder': 3080, 'wil': 3081, 'zeggen': 3082, 'mij': 3083, 'geweldig': 3084, 'mens': 3085, 'sunglasses': 3086, 'marks': 3087, 'bet': 3088, 'aerogel': 3089, 'king': 3090, 'lions': 3091, 'sleeps': 3092, 'tonight': 3093, 'talked': 3094, 'underlashes': 3095, 'turning': 3096, 'upside': 3097, 'automatically': 3098, 'ponyyy': 3099, 'vacaa': 3100, 'son': 3101, 'stat': 3102, 'reapply': 3103, 'hottie': 3104, 'duch': 3105, 'compare': 3106, 'amazingggggg': 3107, 'sickening': 3108, 'wooowww': 3109, 'amped': 3110, 'dory': 3111, 'whale': 3112, 'dankuwel': 3113, 'onder': 3114, 'wimpers': 3115, 'laat': 3116, 'juist': 3117, 'gedaan': 3118, 'evvvvverything': 3119, 'giiiiiiiirl': 3120, 'front': 3121, 'divin': 3122, 'recommendations': 3123, 'purchased': 3124, 'catrice': 3125, 'lipbalm': 3126, 'treding': 3127, 'snorkling': 3128, 'traps': 3129, 'co2': 3130, 'loool': 3131, 'aged': 3132, 'kissproof': 3133, 'swimmin': 3134, 'destination': 3135, 'idky': 3136, 'gopro': 3137, 'signs': 3138, 'dank': 3139, 'promotie': 3140, 'eiland': 3141, 'leon': 3142, 'venomous': 3143, 'existed': 3144, 'final': 3145, 'meeeee': 3146, 'fixing': 3147, 'paying': 3148, 'zeg': 3149, 'jullie': 3150, 'eerlijk': 3151, 'zonder': 3152, 'veel': 3153, 'natuurlijker': 3154, 'miami': 3155, 'pritty': 3156, 'nederland': 3157, 'gurll': 3158, 'romantic': 3159, 'philosopher': 3160, 'av': 3161, 'xxxx': 3162, 'laughed': 3163, 'supportive': 3164, 'beginnings': 3165, 'owesome': 3166, 'incorperated': 3167, 'sleek': 3168, 'pleaseeeeeeeee': 3169, 'refectiv': 3170, 'catfishing”': 3171, \"ya'll\": 3172, 'yourselves': 3173, 'movies': 3174, 'forhead': 3175, 'certain': 3176, 'ooh': 3177, 'texted': 3178, 'balm': 3179, 'beware': 3180, 'cmts': 3181, 'peoples': 3182, 'feelings': 3183, 'hve': 3184, 'amd': 3185, 'good”': 3186, 'wastes': 3187, 'loren’s': 3188, 'ghad': 3189, '“everyday': 3190, '“full': 3191, 'look”': 3192, '“im': 3193, 'spraytan': 3194, '656': 3195, 'tween': 3196, '“not': 3197, 'surprised': 3198, 'dyed': 3199, '“that’s': 3200, 'thicc': 3201, 'rolls': 3202, 'atleast': 3203, 'ahh”if': 3204, 'hdjdjdshsnssj': 3205, 'dunno': 3206, 'sounded': 3207, 'sniperwolf': 3208, 'crusty': 3209, 'dusty': 3210, 'cuss': 3211, 'frog': 3212, 'reliable': 3213, 'currently': 3214, 'clock': 3215, 'held': 3216, 'pokimane': 3217, 'remembers': 3218, 'wist': 3219, 'standard': 3220, '“quirky': 3221, 'girl”': 3222, 'stereotype': 3223, 'truth': 3224, \"army's\": 3225, 'hilirious': 3226, 'soy': 3227, 'unica': 3228, 'puede': 3229, 'hablar': 3230, 'igual': 3231, 'active': 3232, 'distracted': 3233, 'adoreble': 3234, 'momsen': 3235, 'arrogant': 3236, 'image': 3237, 'boom': 3238, \"idea's\": 3239, 'gad': 3240, '“ooh': 3241, 'stuck': 3242, 'lives': 3243, 'picking': 3244, 'healed': 3245, 'everytime': 3246, 'lazy': 3247, 'stories': 3248, 'sc': 3249, 'jelous': 3250, 'everleigh': 3251, 'cole': 3252, 'sav': 3253, 'rmr': 3254, 'fb': 3255, 'beech': 3256, 'facebook': 3257, 'approach': 3258, 'anywhore': 3259, 'binging': 3260, 'bitchy': 3261, 'laughin': 3262, 'gf': 3263, 'mekaup': 3264, 'everthyng': 3265, '01': 3266, 'til': 3267, '“crusty': 3268, 'dusty”': 3269, 'four': 3270, 'sos': 3271, 'hairclips': 3272, 'falling': 3273, 'fricking': 3274, 'idolize': 3275, 'equally': 3276, 'mirror': 3277, 'onto': 3278, 'received': 3279, 'tattooed': 3280, 'skone': 3281, 'filled': 3282, 'giiiirl': 3283, 'madnesssss': 3284, 'lad': 3285, '“anywhore”': 3286, 'blush’s': 3287, 'graduation': 3288, 'coachella': 3289, 'swollen': 3290, 'breathing': 3291, 'sucked': 3292, 'queeeennn': 3293, 'skill': 3294, '”i': 3295, 'luxurious': 3296, 'observation': 3297, 'chemically': 3298, 'gal': 3299, 'application': 3300, 'herrrrrrrrr': 3301, 'mamo': 3302, 'duo': 3303, '“soo': 3304, 'oo': 3305, 'texting': 3306, 'desperately': 3307, 'comparing': 3308, 'falsies': 3309, 'depends': 3310, 'choking': 3311, 'sings': 3312, 'nooffence': 3313, 'faaaaaaaan': 3314, \"ariana's\": 3315, 'kit': 3316, 'anywayyyy': 3317, 'uuuu': 3318, 'hers': 3319, 'yeahyeah': 3320, 'lorengray': 3321, 'mystory': 3322, 'dudes': 3323, 'therapeutic': 3324, 'prep': 3325, 'musicheals': 3326, 'worldwide': 3327, '“drying”': 3328, 'unbalanced': 3329, 'smth': 3330, 'rly': 3331, 'spotted': 3332, 'pretier': 3333, '31': 3334, 'ahah': 3335, \"someone's\": 3336, 'formal': 3337, 'hearts': 3338, '“brat”': 3339, 'dewy': 3340, 'loveeee': 3341, 'idgaf': 3342, '23': 3343, 'ly': 3344, 'uaaau': 3345, 'realmente': 3346, 'lessen': 3347, 'cuteeeeee': 3348, 'babie': 3349, 'skjssksksk': 3350, 'dramas': 3351, 'buitifu': 3352, 'kayla': 3353, 'falsfies': 3354, 'x3': 3355, '6013888888888889': 3356, 'jules': 3357, 'blank': 3358, 'hrvy': 3359, 'fave': 3360, 'bean': 3361, 'looong': 3362, 'iil': 3363, 'absorbed': 3364, 'waaaaayyyyyyy': 3365, 'eleven': 3366, 'brazil': 3367, 'avoid': 3368, \"garza's\": 3369, 'recent': 3370, 'twins': 3371, 'filtered': 3372, 'translucent”': 3373, 'clumsybutstillpretty': 3374, 'yoo': 3375, '5993055555555555': 3376, 'bunun': 3377, 'çevirisini': 3378, 'yaptı': 3379, 'dry”': 3380, 'strange': 3381, '07777777777777778': 3382, 'beautifullll': 3383, 'bootiful': 3384, 'anfd': 3385, 'illuminati': 3386, 'hecking': 3387, 'haaaaaa': 3388, '9021': 3389, 'launch': 3390, 'beverly': 3391, 'hills': 3392, \"pretty's\": 3393, '3am': 3394, 'females': 3395, '8pounds': 3396, 'microblading': 3397, 'belgium': 3398, 'pleeeeeease': 3399, 'jasmin': 3400, 'kay': 3401, 'lorene': 3402, 'sponsor': 3403, 'relli': 3404, 'counter': 3405, '‘translucent’': 3406, 'ommmgggg': 3407, 'gracias': 3408, 'devolverme': 3409, 'autoestima': 3410, 'girly': 3411, 'flakes': 3412, 'switch': 3413, 'pur': 3414, 'six': 3415, 'flags': 3416, 'pleaseeeeeeeeee': 3417, 'helping': 3418, '“grow': 3419, 'boyfriend”': 3420, 'jk': 3421, 'pretties': 3422, 'stills': 3423, 'squishing': 3424, 'who’s': 3425, 'rather': 3426, 'remembered': 3427, 'celeb': 3428, 'tati': 3429, 'westbrook': 3430, 'shining': 3431, 'grew': 3432, 'hahahah': 3433, 'itch': 3434, 'oula': 3435, 'tu': 3436, 'au': 3437, 'naturelle': 3438, 'blackhead': 3439, \"i's\": 3440, 'puberty': 3441, 'vedios': 3442, 'kadiri': 3443, 'daw': 3444, 'pag': 3445, 'nangungulangot': 3446, 'hahahahaha': 3447, 'sarap': 3448, 'kaya': 3449, 'nun': 3450, 'ooo': 3451, 'pimple': 3452, 'aaaaaaand': 3453, 'videosss': 3454, 'loran': 3455, 'repent': 3456, 'sins': 3457, 'kingdom': 3458, 'utube': 3459, 'code': 3460, 'muchhhh': 3461, 'soonn': 3462, 'mmuahh': 3463, 'malaysia': 3464, 'nada': 3465, 'quedó': 3466, 'grind': 3467, 'ultimate': 3468, 'jeez': 3469, 'kitkat': 3470, 'acc': 3471, 'krisy': 3472, 'ma': 3473, 'duper': 3474, 'bday': 3475, 'humbe': 3476, 'dominant': 3477, 'wide': 3478, 'foreign': 3479, 'vdieo': 3480, 'toks': 3481, 'specailly': 3482, 'xo': 3483, 'drugstore': 3484, 'ilys': 3485, 'muchhhhhhh': 3486, \"'loreen'\": 3487, 'loud': 3488, 'fit': 3489, 'begin': 3490, 'mierrrd': 3491, 'ver': 3492, 'tus': 3493, 'iyour': 3494, 'scin': 3495, '74': 3496, 'drunk': 3497, 'discoloration': 3498, 'busted': 3499, 'city': 3500, 'aesthetic': 3501, 'yoy': 3502, 'loveeeee': 3503, 'diffferent': 3504, 'countries': 3505, 'beautifuli': 3506, 'jessa': 3507, 'duggar': 3508, 'wed': 3509, 'january': 3510, 'february': 3511, 'march': 3512, 'damaging': 3513, 'causing': 3514, 'oils': 3515, 'leading': 3516, 'outs': 3517, '“queer”': 3518, 'lite': 3519, 'animal': 3520, '“ugh': 3521, 'alison': 3522, 'dilaurentis': 3523, 'aawaa': 3524, 'lmfao': 3525, 'bein': 3526, 'morphe': 3527, 'diffrent': 3528, 'bus': 3529, 'nightroutine': 3530, 'muddy': 3531, \"grey's\": 3532, '‘i': 3533, 'it’': 3534, 'teresa': 3535, 'palmer': 3536, 'rubia': 3537, 'craters': 3538, 'holes': 3539, 'ground': 3540, 'refer': 3541, 'vs': 3542, '99': 3543, 'carried': 3544, 'moving': 3545, 'sheesh': 3546, 'plsssssss': 3547, 'fricken': 3548, 'transfering': 3549, 'tightlining': 3550, 'gawd': 3551, 'thinkkkk': 3552, 'robe': 3553, 'woulda': 3554, 'ganna': 3555, 'followers': 3556, 'algorithms': 3557, 'standards': 3558, 'government': 3559, 'catfished': 3560, 'millennial': 3561, 'yeahhh': 3562, 'dissapointment': 3563, 'suncream': 3564, 'volla': 3565, 'thu': 3566, 'arent': 3567, 'dakota': 3568, 'fanning': 3569, 'sdkjkj': 3570, 'poeple': 3571, 'indonesia': 3572, 'biasa': 3573, 'apa': 3574, 'ngrti': 3575, 'kaga': 3576, 'irritated': 3577, 'kız': 3578, 'makyajsız': 3579, 'neneme': 3580, 'benziyomuş': 3581, 'makup': 3582, 'hairstyle': 3583, 'lorennn': 3584, 'simulation': 3585, 'rigged': 3586, 'transformation': 3587, 'ouuo': 3588, \"filte'r\": 3589, 'rihanna': 3590, 'bee': 3591, 'babysitter': 3592, '22': 3593, 'plsss': 3594, 'kid': 3595, \"guru's\": 3596, \"'changed\": 3597, \"face'\": 3598, 'waited': 3599, 'gym': 3600, 'mouch': 3601, 'passion': 3602, 'altyazılı': 3603, 'koydu': 3604, 'jsmskskd': 3605, 'haley': 3606, 'morales': 3607, 'morphy': 3608, 'jacket': 3609, 'cuter': 3610, 'wht': 3611, 'modest': 3612, 'miracles': 3613, 'baştaki': 3614, 'çeviri': 3615, 'için': 3616, 'bastım': 3617, 'keşke': 3618, 'devamını': 3619, 'sen': 3620, 'çevirseydin': 3621, 'reis': 3622, 'closet': 3623, 'jokes': 3624, 'imissyou': 3625, 'vietsup': 3626, 'şaka': 3627, 'apqlakjsbsksbszb': 3628, 'prettyyyyy': 3629, '‘kennel': 3630, 'centred': 3631, 'isnttttt': 3632, 'youtuberrrr': 3633, 'hellooooğ': 3634, 'şsödnsldk': 3635, 'hydrate': 3636, 'itself': 3637, 'bullying': 3638, '9th': 3639, '“today': 3640, 'july“': 3641, 'dude': 3642, 'forehead': 3643, 'siuwm': 3644, 'tiktoks': 3645, 'salty': 3646, '‘s': 3647, 'admits': 3648, 'catfishes': 3649, 'ordinary': 3650, 'highschool': 3651, 'wdym': 3652, 'costs': 3653, 'stores': 3654, 'outfits': 3655, 'annoyinggg': 3656, 'offffff': 3657, 'imissyoy': 3658, 'diyince': 3659, 'şaşırdım': 3660, 'insta': 3661, 'thingz': 3662, 'layers': 3663, 'dryaa': 3664, 'moisturise': 3665, 'dries': 3666, 'blondie': 3667, 'kanel': 3668, 'selling': 3669, 'replays': 3670, 'vaya': 3671, 'faquinjarvar': 3672, 'obnoxious': 3673, 'psychopaths': 3674, 'rat': 3675, 'prestigious': 3676, 'temporarily': 3677, 'lifetime': 3678, 'ubb': 3679, 'ughhh': 3680, 'tanta': 3681, 'maquiagem': 3682, 'tipo': 3683, 'pode': 3684, 'gostar': 3685, '“before”': 3686, 'cannelle': 3687, 'cinnamon': 3688, 'songs': 3689, 'oohh': 3690, 'sick': 3691, 'sweeting': 3692, 'bed': 3693, 'praise': 3694, 'quirky': 3695, 'canes': 3696, 'mines': 3697, 'audition': 3698, 'reboot': 3699, 'tea': 3700, 'sana': 3701, 'ol': 3702, 'danielle': 3703, 'chon': 3704, 'skillz': 3705, 'bratz': 3706, 'universe': 3707, 'diego': 3708, 'velazquez': 3709, 'girlfriend': 3710, 'iz': 3711, 'beutifol': 3712, 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3772, 'babyyyy': 3773, 'esta': 3774, 'wera': 3775, 'cara': 3776, 'zoomed': 3777, 'necklas': 3778, 'o’clock': 3779, 'yayy': 3780, 'mormon': 3781, 'phone': 3782, 'fanpage': 3783, 'name‘s': 3784, 'daisylors': 3785, 'itily': 3786, 'rupert': 3787, 'grint': 3788, 'ron': 3789, 'figure': 3790, 'offence': 3791, 'correctors': 3792, 'rexha': 3793, 'qué': 3794, 'ridículo': 3795, 'compren': 3796, '5th': 3797, 'makeupgoals': 3798, 'christmas': 3799, 'meantime': 3800, 'focusing': 3801, 'goalsss': 3802, 'peace': 3803, 'upon': 3804, 'saudi': 3805, 'arabia': 3806, 'rainer': 3807, 'messageand': 3808, '“thats': 3809, 'chy': 3810, 'hides': 3811, 'angelic': 3812, 'gurlll': 3813, 'hidden': 3814, 'danis': 3815, 'annoyed': 3816, 'thinnnnn': 3817, 'snickers': 3818, 'sweatpants': 3819, 'tank': 3820, 'isnt': 3821, 'mutch': 3822, 'won’t': 3823, 'basis': 3824, 'millions': 3825, 'ignore': 3826, 'goshhh': 3827, 'luuuv': 3828, 'bestie': 3829, 'nirvana': 3830, 'chemical': 3831, 'romance': 3832, 'delta': 3833, 'parole': 3834, 'lmaooo': 3835, 'collaboration': 3836, 'poppy': 3837, 'odd': 3838, 'epic': 3839, 'measure': 3840, 'feed': 3841, '\\xa0i': 3842, 'minority': 3843, 'hes': 3844, 'bothered': 3845, 'blink': 3846, 'dios': 3847, 'cambia': 3848, 'pays': 3849, 'request': 3850, 'updo': 3851, 'center': 3852, 'rollerlash': 3853, '45yrs': 3854, 'jabbering': 3855, 'blurring': 3856, 'within': 3857, \"dond't\": 3858, 'tweaks': 3859, 'nicer': 3860, 'unë': 3861, 'doja': 3862, 'shumë': 3863, 'përbërjen': 3864, 'tuaj': 3865, 'jus': 3866, 'ordered': 3867, 'dermo': 3868, 'settling': 3869, 'tuning': 3870, 'blur': 3871, 'chlo': 3872, 'sweetie': 3873, 'checked': 3874, 'paid': 3875, 'waste”': 3876, 'excuse': 3877, 'drive': 3878, 'prob': 3879, 'moves': 3880, 'spoolie': 3881, 'mistakes': 3882, 'spet': 3883, 'sudden': 3884, 'craze': 3885, 'migrate': 3886, 'across': 3887, 'disappear': 3888, 'omgggggggg': 3889, 'meeeeee': 3890, 'lobe': 3891, 'ray': 3892, 'sunshine': 3893, 'status': 3894, 'vibrant': 3895, 'ummm': 3896, 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3955, 'retouch': 3956, 'remarkable': 3957, 'followed': 3958, 'spoli': 3959, 'congratulations': 3960, 'successful': 3961, 'subscriptions': 3962, 'mashaallah': 3963, 'turorials': 3964, 'previous': 3965, 'series': 3966, 'anneka': 3967, 'wooooh': 3968, 'mashallah': 3969, \"chloe's\": 3970, 'discontunued': 3971, 'comparable': 3972, 'explanations': 3973, 'thxx': 3974, 'waaaw': 3975, 'sunspots': 3976, 'resemblance': 3977, 'pulling': 3978, 'tight': 3979, 'ponytails': 3980, 'grab': 3981, 'hairroots': 3982, 'usefull': 3983, 'aluminium': 3984, 'foil': 3985, 'scissors': 3986, 'bbeeaauuttiiffuull': 3987, 'ggiirrll': 3988, 'zealand': 3989, 'continue': 3990, \"youtube's\": 3991, 'admirable': 3992, \"'n\": 3993, 'vein': 3994, 'subscribing': 3995, 'nikkia': 3996, 'genuine': 3997, 'slick': 3998, 'frizz': 3999, 'instructions': 4000, 'cuticle': 4001, 'mack': 4002, 'vedio': 4003, 'nicely': 4004, 'thissss': 4005, 'coloring': 4006, 'yeeeeaaars': 4007, 'unfortunately': 4008, 'illness': 4009, 'thinned': 4010, 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4071, 'blot': 4072, 'pulls': 4073, 'redo': 4074, 'healthier': 4075, 'bosnia': 4076, 'hercegovina': 4077, 'bulldog': 4078, 'mich': 4079, 'sweetheart': 4080, 'veins': 4081, 'moustache': 4082, 'suggestions': 4083, 'liplining': 4084, 'blending': 4085, 'embroidery': 4086, 'shears': 4087, 'strip': 4088, 'originally': 4089, 'veryyyy': 4090, 'youniloofar': 4091, 'mauritius': 4092, '“sanitary': 4093, 'liners”': 4094, '“feminine': 4095, 'pads”': 4096, 'hairbands': 4097, 'height': 4098, 'volume': 4099, 'ecuador': 4100, 'satan': 4101, 'flexible': 4102, 'handling': 4103, 'applications': 4104, 'comparison': 4105, 'bellissima': 4106, 'lookd': 4107, 'bald': 4108, 'dab': 4109, 'enhance': 4110, 'brownish': 4111, 'semi': 4112, 'uniform': 4113, 'finding': 4114, 'gran': 4115, 'parecido': 4116, 'joeli': 4117, 'rápido': 4118, 'sencillo': 4119, 'ame': 4120, 'lo': 4121, 'tratare': 4122, 'acer': 4123, 'saludos': 4124, 'desde': 4125, 'argentina': 4126, 'complained': 4127, 'cloe': 4128, 'thk': 4129, 'blessings': 4130, 'unnecessary': 4131, 'bebeth': 4132, 'monteiro': 4133, 'waauw': 4134, 'resolution': 4135, 'economize': 4136, 'conextion': 4137, 'connect': 4138, 'mesmerized': 4139, 'wisdom': 4140, '08958333333333333': 4141, 'bom': 4142, 'darl': 4143, 'sex': 4144, 'toys': 4145, 'c': 4146, 'heaps': 4147, 'gorge': 4148, 'tv': 4149, 'glamorous': 4150, 'unnatural': 4151, 'babygirl': 4152, 'zits': 4153, 'motivation': 4154, 'clients': 4155, 'satisfied': 4156, 'promoted': 4157, 'puzzled': 4158, 'solve': 4159, 'updation': 4160, 'youtu': 4161, '3k6uepxb4aa': 4162, 'tweezing': 4163, 'tweeze': 4164, 'ee': 4165, 'sofe': 4166, 'prity': 4167, 'unfair': 4168, 'lols': 4169, 'insted': 4170, 'bandwagon': 4171, 'glossy': 4172, 'ewwwww': 4173, 'dig': 4174, 'thinner': 4175, 'thickens': 4176, 'figured': 4177, 'overboard': 4178, 'plucking': 4179, '2005': 4180, 'beautitorials': 4181, 'smother': 4182, 'sees': 4183, 'released': 4184, 'stupid': 4185, 'chronological': 4186, 'katie': 4187, 'holmes': 4188, 'betyou': 4189, 'är': 4190, 'reference': 4191, 'reg': 4192, 'sweden': 4193, 'bible': 4194, 'encantó': 4195, 'fits': 4196, 'contacts': 4197, 'inspire': 4198, 'feminine': 4199, 'hygiene': 4200, 'loss': 4201, 'restaurant': 4202, 'contains': 4203, 'waste': 4204, 'pieces': 4205, 'rougher': 4206, 'knoww': 4207, 'elettra': 4208, 'lamborghini': 4209, 'carte': 4210, 'original': 4211, 'jared': 4212, 'leto': 4213, 'lindíssima': 4214, 'whaaaaat': 4215, 'sasha': 4216, 'pieterse': 4217, 'lordy': 4218, 'crud': 4219, '“tease': 4220, 'ponytail”': 4221, 'sont': 4222, 'azdwdsadcwedwedzsdcwef': 4223, 'ottimo': 4224, 'piace': 4225, 'ragazzuole': 4226, 'avete': 4227, 'voglia': 4228, 'venite': 4229, 'spiarmi': 4230, 'yrs': 4231, 'tots': 4232, 'disposable': 4233, 'regardless': 4234, 'fool': 4235, 'luster': 4236, 'malade': 4237, 'enlever': 4238, 'le': 4239, 'duvet': 4240, 'lift': 4241, 'esp': 4242, 'false': 4243, 'preeetttty': 4244, 'hun': 4245, 'hats': 4246, 'uhbest': 4247, 'kiplinger': 4248, 'lushious': 4249, 'banana': 4250, 'pallet': 4251, 'hint': 4252, 'highlighting': 4253, 'saving': 4254, 'ke': 4255, 'liye': 4256, 'aapne': 4257, 'jo': 4258, 'kiye': 4259, 'wo': 4260, 'milega': 4261, 'injections': 4262, 'sentry': 4263, 'scotch': 4264, 'shedow': 4265, 'guard': 4266, 'maura': 4267, 'sehr': 4268, 'gut': 4269, '61': 4270, 'eventually': 4271, 'buu': 4272, 'con': 4273, 'tanto': 4274, 'estuco': 4275, 'está': 4276, 'pobre': 4277, 'alos': 4278, 'tendrá': 4279, 'arrugas': 4280, 'frena': 4281, 'cuncunana': 4282, 'noma': 4283, 'drugs': 4284, 'discontinue': 4285, 'noooooo': 4286, 'dermaplane': 4287, 'heating': 4288, 'worthy': 4289, 'dos': 4290, 'dumbfounded': 4291, 'ubeat': 4292, 'sponges': 4293, 'selections': 4294, 'indigenous': 4295, 'usa': 4296, 'lvoe': 4297, 'beats': 4298, 'framing': 4299, 'undereye': 4300, 'aid': 4301, 'straighter': 4302, 'ffs': 4303, 'cotton': 4304, 'bioldegradable': 4305, 'compostable': 4306, 'category': 4307, 'towels': 4308, 'tp': 4309, 'otherpaper': 4310, 'wonderfull': 4311, 'arms': 4312, 'pits': 4313, 'shaver': 4314, 'url': 4315, 'chanique': 4316, 'quaking': 4317, 'clump': 4318, 'blast': 4319, 'dramatically': 4320, 'dose': 4321, 'whaaa': 4322, 'bear': 4323, 'children': 4324, 'afraid': 4325, 'faceon': 4326, 'expiriences': 4327, 'further': 4328, 'ups': 4329, 'waaay': 4330, 'faaar': 4331, 'resmen': 4332, 'tras': 4333, 'oldu': 4334, 'wizard': 4335, 'blown': 4336, 'pat': 4337, 'mineral': 4338, 'velour': 4339, 'puff': 4340, 'pouty': 4341, 'balance': 4342, 'hoarder': 4343, 'lining': 4344, 'chime': 4345, 'pounds': 4346, 'astuce': 4347, 'youself': 4348, 'pens': 4349, 'chloé': 4350, 'inform': 4351, 'professional': 4352, 'searching': 4353, 'opaque': 4354, 'specially': 4355, 'ochre': 4356, 'mel': 4357, 'overreacting': 4358, 'globalfreehousing': 4359, 'org': 4360, 'rent': 4361, 'grid': 4362, 'cun': 4363, 'leather': 4364, 'presentation': 4365, 'megan': 4366, 'fox': 4367, 'kardashians': 4368, 'wowooo': 4369, '2017': 4370, 'mila': 4371, 'kunis': 4372, 'pareces': 4373, 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'wax': 4435, 'tendency': 4436, 'stimulate': 4437, 'growth': 4438, 'makeupholic': 4439, 'wrinkles': 4440, 'trim': 4441, 'therefore': 4442, 'cutting': 4443, 'notching': 4444, 'lighten': 4445, 'hid': 4446, 'sportss': 4447, 'fce': 4448, 'whyy': 4449, 'dnt': 4450, 'undrstndd': 4451, 'orangey': 4452, 'clogged': 4453, 'bits': 4454, 'dirt': 4455, 'dropped': 4456, 'flaky': 4457, \"you'd\": 4458, 'mascaras': 4459, 'unbelievable': 4460, 'planet': 4461, 'vegan': 4462, 'pins': 4463, 'pin': 4464, 'spread': 4465, 'armpit': 4466, 'abnormal': 4467, 'brrrr': 4468, 'cosmetic': 4469, 'reuse': 4470, 'specific': 4471, 'card': 4472, 'nhan': 4473, 'chi': 4474, 'vay': 4475, 'destroy': 4476, 'ball': 4477, 'flames': 4478, 'occasional': 4479, 'cortex': 4480, 'copy': 4481, 'harm': 4482, 'enviroment': 4483, 'frikles': 4484, 'bust': 4485, 'terrific': 4486, 'sexy': 4487, 'bucks': 4488, 'kardhasian': 4489, 'strongly': 4490, 'resembled': 4491, 'survey': 4492, 'reveal': 4493, 'bonita': 4494, 'demasiado': 4495, 'apto': 4496, 'fiesta': 4497, 'fotos': 4498, 'publicitarias': 4499, 'newest': 4500, 'inkz2oeo4wo': 4501, 'harmless': 4502, 'pissed': 4503, 'sometimes\\u200b': 4504, \"eyeshadow's\": 4505, 'aahhhhh': 4506, 'memories': 4507, 'universal': 4508, 'shop': 4509, 'beautyzy': 4510, 'rozaline': 4511, 'accessible': 4512, 'bird': 4513, 'information': 4514, 'sentences': 4515, 'intros': 4516, 'blabla': 4517, 'thumbs': 4518, 'stretch': 4519, 'guidelines': 4520, 'ameizing': 4521, 'deffo': 4522, 'hyderabad': 4523, 'line\\xa0': 4524, 'prefer': 4525, 'marriage': 4526, 'resembles': 4527, 'belly': 4528, 'closely': 4529, 'dearie': 4530, 'learnt': 4531, 'helpd': 4532, \"sister's\": 4533, 'flashed': 4534, 'aap': 4535, 'bhout': 4536, 'ho': 4537, 'bleeding': 4538, 'redoing': 4539, 'dedication': 4540, 'icing': 4541, 'ficou': 4542, 'critical': 4543, 'correcting': 4544, 'tot': 4545, 'size': 4546, \"'start\": 4547, \"out'\": 4548, 'crooked': 4549, 'infuriating\\xa0': 4550, 'giri': 4551, 'dra': 4552, 'tha': 4553, 'penicle': 4554, 'iee': 4555, 'dounle': 4556, 'bihar': 4557, 'dimple': 4558, 'compact': 4559, 'konsaa': 4560, 'usee': 4561, 'kiaa': 4562, 'failtaa': 4563, 'tend': 4564, 'ful': 4565, 'gr8': 4566, 'yarrrr': 4567, 'lst': 4568, 'sutz': 4569, 'gril': 4570, 'thnx': 4571, 'provide': 4572, 'fail': 4573, 'rcalso': 4574, \"wildabeast's\": 4575, 'horns': 4576, 'wayy': 4577, '50m': 4578, 'kaivaave': 4579, 'impending': 4580, 'naughty': 4581, 'desire': 4582, 'ride': 4583, 'variety': 4584, 'permission': 4585, 'distorted': 4586, '\\xa0batman': 4587, 'logo': 4588, 'smoothly': 4589, 'ahaaa': 4590, 'amaging': 4591, 'uploading': 4592, 'subcriber': 4593, '\\xa0it': 4594, 'tt': 4595, 'tt\\xa0': 4596, 'cleaning': 4597, 'naoki': 4598, 'par': 4599, 'bada': 4600, 'chal': 4601, 'raha': 4602, 'wand': 4603, 'nib': 4604, 'ignorance': 4605, 'cack': 4606, 'gained': 4607, 'thankuu': 4608, 'uuuuuuummmmmaaaa': 4609, 'ohhh': 4610, 'smeared': 4611, 'wndrful': 4612, 'ooooo': 4613, 'during': 4614, 'prfect': 4615, 'finishing': 4616, 'beside': 4617, 'ooooooo': 4618, 'grace': 4619, 'horror': 4620, 'asylum\\xa0': 4621, 'plse': 4622, 'yor': 4623, 'thiccccc': 4624, 'exam': 4625, 'louisville': 4626, 'ky': 4627, 'decided': 4628, 'afterwards': 4629, 'decorative': 4630, 'crisp': 4631, 'bht': 4632, 'lv': 4633, 'ker': 4634, 'rihe': 4635, 'eyelaynar': 4636, 'teacher': 4637, 'plss': 4638, 'twitch': 4639, 'hii': 4640, 'wich': 4641, 'diz': 4642, '7million': 4643, 'learns': 4644, '200k': 4645, 'subbiessssss': 4646, 'niceee': 4647, 'insha': 4648, \"'bold'\": 4649, 'attempt': 4650, \"the'\\xa0smooth'\\xa0look\": 4651, 'looks\\xa0like': 4652, 'equal\\xa0and': 4653, 'strategy': 4654, 'theme': 4655, 'cooking': 4656, 'nintendo': 4657, 'gametufjjk': 4658, 'leyak': 4659, 'kre': 4660, 'idiotic': 4661, 'thoes': 4662, 'aata': 4663, 'iska': 4664, 'gorgeuosss': 4665, 'evry': 4666, 'mny': 4667, 'maintain': 4668, 'continuity': 4669, 'wowwwwwww': 4670, 'soooooooooooooooooooooooooooooooooooooooo': 4671, 'butiful': 4672, 'village': 4673, 'nateve': 4674, 'plese': 4675, 'gooty': 4676, 'amzing': 4677, 'twitches': 4678, 'allot': 4679, 'bcz': 4680, 'catty': 4681, 'namely': 4682, 'iliner': 4683, 'aha': 4684, 'bonito': 4685, 'llosa': 4686, 'delineados': 4687, 'ojo': 4688, 'urdu': 4689, 'useing': 4690, 'effortlessly': 4691, 'magnify': 4692, 'sore': 4693, 'whch': 4694, 'eyelner': 4695, 'konsa': 4696, 'kea': 4697, 'rply': 4698, 'dimples': 4699, 'chhhhhhoooo': 4700, 'osam': 4701, 'tanuja': 4702, 'kumari': 4703, 'segundo': 4704, 'perder': 4705, 'delineado': 4706, 'todos': 4707, 'sytle': 4708, 'pen': 4709, 'aj': 4710, 'lee': 4711, \"how's\": 4712, 'stly': 4713, \"'double\": 4714, \"trouble'\": 4715, 'dummies': 4716, 'beautifuls': 4717, 'tepas': 4718, 'eyelanar': 4719, 'mauch': 4720, 'created': 4721, 'fvrt': 4722, 'dense': 4723, 'eyeslashes': 4724, 'wt': 4725, 'fleek': 4726, 'lence': 4727, 'workkin': 4728, 'so\\xa0good\\xa0vodeo': 4729, 'heated': 4730, 'panda': 4731, 'struggke': 4732, 'liik': 4733, 'sucks': 4734, 'lashline': 4735, 'awesomeness': 4736, 'mono': 4737, 'techniques': 4738, 'soooooooo': 4739, 'pancil': 4740, 'effortless': 4741, 'converted': 4742, 'wowwww': 4743, 'blowing': 4744, 'iloveyou': 4745, 'download': 4746, 'offline': 4747, '46m': 4748, '1km': 4749, 'hv': 4750, 'smoother': 4751, 'tug': 4752, 'yeh': 4753, 'kon': 4754, 'arena': 4755, 'unstoppable': 4756, 'urge': 4757, 'woooo': 4758, 'plzzzz': 4759, 'frm': 4760, 'soooooooooo': 4761, 'osama': 4762, 'mackup': 4763, 'ata': 4764, 'ki': 4765, 'kajol': 4766, 'na': 4767, 'ilean': 4768, 'ice': 4769, 'mek': 4770, 'liyenar': 4771, 'plzz': 4772, 'uplode': 4773, 'baat': 4774, 'krugi': 4775, '\\xa0good': 4776, 'reallllyy': 4777, 'messing': 4778, 'dx': 4779, 'intersting': 4780, 'attractive': 4781, 'evn': 4782, 'bhot': 4783, 'achi': 4784, 'thi': 4785, 'legana': 4786, 'bhi': 4787, 'btado': 4788, 'bast': 4789, 'saggy': 4790, 'yi': 4791, 'lainar': 4792, 'kitny': 4793, 'mily': 4794, 'ga': 4795, 'veryyyyyyy': 4796, 'sweeeet': 4797, 'lujhe': 4798, 'tie': 4799, 'camping': 4800, 'beatifup': 4801, 'simplicity': 4802, 'upcoming': 4803, 'doen': 4804, 'vary': 4805, 'osmmmmm': 4806, 'súper': 4807, '47': 4808, 'banned': 4809, 'tali': 4810, 'buetifull': 4811, 'ap': 4812, 'interested': 4813, 'charmingful': 4814, 'prete': 4815, 'arrasoooo': 4816, 'beutyfull': 4817, 'telll': 4818, 'replied': 4819, 'bewpoooof': 4820, 'log': 4821, 'tweakin': 4822, 'wooooooooo': 4823, 'awosam': 4824, 'omgg': 4825, 'wallaaahh': 4826, 'mota': 4827, 'horha': 4828, 'patla': 4829, '6th': 4830, 'jan': 4831, 'nmber': 4832, 'puerto': 4833, 'rico': 4834, 'woooooooooooww': 4835, 'eyelinearliquid': 4836, 'lovelyy': 4837, '57': 4838, 'energetic': 4839, 'lyiners': 4840, 'wrinkly': 4841, 'frustrating': 4842, 'suap': 4843, 'vidieo': 4844, 'handicapped': 4845, 'ossam': 4846, 'blob': 4847, 'osmm': 4848, 'dramatic': 4849, 'screwing': 4850, 'wooooooow': 4851, 'shake': 4852, 'details': 4853, 'games': 4854, 'superbbb': 4855, 'heel': 4856, 'zien': 4857, 'biutifull': 4858, 'kaise': 4859, 'lagaye': 4860, 'joss': 4861, 'aapki': 4862, 'kam': 4863, 'dancing': 4864, '39': 4865, '600th': 4866, 'bakvaas': 4867, 'waao': 4868, 'nicooe': 4869, 'horrer': 4870, 'pakistan': 4871, 'suddeing': 4872, 'lindas': 4873, 'amiga': 4874, 'classy': 4875, 'meaning': 4876, 'supew': 4877, 'adorei': 4878, 'tales': 4879, 'ua': 4880, 'usung': 4881, 'america': 4882, '3rd': 4883, 'third': 4884, 'modeler': 4885, 'veri': 4886, 'sangat': 4887, 'cantik': 4888, 'plzzzzz': 4889, 'kasa': 4890, 'laga': 4891, 'broo': 4892, 'alll': 4893, 'lllllllll': 4894, 'exo': 4895, 'suppppperbbbb': 4896, 'oswemmmmmmm': 4897, 'lyeye': 4898, 'rhymes': 4899, 'niceeeee': 4900, 'wowwwwwwwwwwww': 4901, 'language': 4902, 'swtttt': 4903, 'mantap': 4904, 'tapke': 4905, 'parke': 4906, 'dobul': 4907, 'popular': 4908, '\\xa0but': 4909, 'wao': 4910, 'eys': 4911, 'mere': 4912, 'ankhun': 4913, 'py': 4914, 'sut': 4915, 'ni': 4916, 'karta': 4917, 'bolden': 4918, 'mast': 4919, 'nicy': 4920, 'gud': 4921, 'ridiculously': 4922, 'family': 4923, 'btyfl': 4924, 'nitro': 4925, 'greesa': 4926, 'frnd': 4927, 'tnxxx': 4928, 'awesomee': 4929, 'baaal': 4930, 'shanya': 4931, 'faking': 4932, 'iconic': 4933, 'shock': 4934, 'blinking': 4935, 'courage': 4936, 'kudos': 4937, 'winner': 4938, 'discoverd': 4939, 'society': 4940, 'accepted': 4941, \"jackson's\": 4942, 'crucified': 4943, 'platform': 4944, 'control': 4945, 'asking': 4946, 'overpriced': 4947, 'brushes': 4948, 'masks': 4949, '“you': 4950, 'in”': 4951, 'tries': 4952, 'pic': 4953, 'spf': 4954, 'sensational': 4955, 'welp': 4956, 'embraces': 4957, 'aubrey': 4958, 'plaza': 4959, 'smith': 4960, 'languages': 4961, 'existence': 4962, 'avoids': 4963, 'egzima': 4964, 'ohkay': 4965, 'whiter': 4966, 'tools': 4967, 'thag': 4968, 'cried': 4969, 'explanation': 4970, 'slightly': 4971, 'criticised': 4972, '“cause': 4973, 'expensive”': 4974, 'forced': 4975, \"caramel's\": 4976, 'patients': 4977, 'cautious': 4978, 'activities': 4979, 'it’d': 4980, \"we'd\": 4981, 'assisti': 4982, 'inteiro': 4983, 'sem': 4984, 'legendaaaa': 4985, 'nem': 4986, 'falo': 4987, 'courageous': 4988, \"kim's\": 4989, 'twinn': 4990, 'foundationf': 4991, 'homemade': 4992, 'thumbnail': 4993, 'awe': 4994, 'youyoure': 4995, 'pregnant': 4996, 'epitome': 4997, '“beautiful': 4998, 'inside”': 4999, 'likeable': 5000, 'slaying': 5001, 'mulher': 5002, '2nd': 5003, 'cats': 5004, 'paw': 5005, \"here's\": 5006, 'successes': 5007, 'fooled': 5008, 'curiosities': 5009, 'yessss': 5010, 'laiddddt': 5011, 'gracefully': 5012, 'freekin': 5013, 'blind': 5014, 'method': 5015, 'fondation': 5016, 'fuller': 5017, 'gooojuss': 5018, 'breath': 5019, 'noooo': 5020, 'mixedmakeup': 5021, 'gorgeousss': 5022, 'ashtec': 5023, 'written': 5024, 'tub': 5025, 'terrified': 5026, '72': 5027, 'questions': 5028, 'loses': 5029, 'child': 5030, 'umm': 5031, 'container': 5032, 'tells': 5033, 'raw': 5034, 'beauifual': 5035, 'thnak': 5036, 'roaches': 5037, 'confusion': 5038, 'forgive': 5039, 'consider': 5040, 'ultimatum': 5041, 'inspires': 5042, 'role': 5043, 'insacurities': 5044, 'canadian': 5045, 'frickin': 5046, 'entirely': 5047, 'shines': 5048, 'outward': 5049, 'latoya’s': 5050, 'modeling': 5051, 'everythings': 5052, 'flaunts': 5053, '70℅': 5054, 'giraffe': 5055, 'nonetheless': 5056, 'ability': 5057, 'gurrllll': 5058, 'centered': 5059, 'mature': 5060, 'thooo': 5061, 'shame': 5062, 'flower': 5063, 'laid': 5064, 'honesty': 5065, 'bone': 5066, 'uma': 5067, 'pessoa': 5068, 'bakes': 5069, 'meaaan': 5070, 'gurrrrl': 5071, 'ment': 5072, 'promo': 5073, 'shaded': 5074, 'prominent': 5075, 'representing': 5076, 'jamaica': 5077, 'named': 5078, 'influencer': 5079, '“quite': 5080, 'learning': 5081, 'experience”': 5082, 'awkward': 5083, 'shall': 5084, 'admire': 5085, 'commented': 5086, 'alright': 5087, 'hm': 5088, 'defeats': 5089, 'bothering': 5090, '“times”': 5091, '“x”': 5092, 'collabs': 5093, 'implies': 5094, '“and”': 5095, '“kim': 5096, 'equation': 5097, 'grandpa': 5098, 'situation': 5099, 'disgusting': 5100, 'pride': 5101, 'poc': 5102, 'journalism': 5103, 'persons': 5104, 'complex': 5105, 'bodies': 5106, 'cringed': 5107, 'mettalic': 5108, 'calmingggg': 5109, 'frontal': 5110, 'unusual': 5111, 'stressed': 5112, 'guuuuuusomg': 5113, 'determined': 5114, 'uwu': 5115, 'shoelace': 5116, 'imperfect': 5117, 'plenty': 5118, 'moments': 5119, 'ran': 5120, 'upset': 5121, 'godddd': 5122, 'iykyk': 5123, 'blemishes': 5124, 'complain': 5125, 'judgmental': 5126, 'harlowe': 5127, 'looll': 5128, 'peaceful': 5129, 'confirm': 5130, 'hypocrites': 5131, 'chose': 5132, 'judging': 5133, 'lies': 5134, 'hypocrisy': 5135, 'maximum': 5136, 'culturally': 5137, 'jamaican': 5138, 'prettyyyy': 5139, 'shading': 5140, 'calls': 5141, 'nama': 5142, 'aku': 5143, 'winny': 5144, 'seneng': 5145, 'bangett': 5146, 'paired': 5147, 'exspensive': 5148, '“the': 5149, 'cya': 5150, 'wuk”': 5151, 'whyyyyyy': 5152, \"forevers'\": 5153, 'hij': 5154, 'aspire': 5155, 'lead': 5156, 'term': 5157, 'doctor': 5158, 'approve': 5159, 'strongest': 5160, 'beautufulll': 5161, 'lowered': 5162, 'esteem': 5163, '“why': 5164, 'dislikes”': 5165, 'girlll': 5166, 'non': 5167, 'metallic': 5168, 'dealing': 5169, 'electrons': 5170, 'ions': 5171, 'byeee': 5172, 'liza': 5173, 'koshy': 5174, 'inspirational': 5175, 'behaviour': 5176, 'sooooooooo': 5177, 'issssss': 5178, 'unic': 5179, 'natiral': 5180, 'americans': 5181, 'pronounce': 5182, 'nivea': 5183, 'arrived': 5184, 'moreover': 5185, 'bully': 5186, 'deceiving': 5187, 'implement': 5188, 'maravilhosaaa': 5189, 'reduces': 5190, 'effectiveness': 5191, 'winning': 5192, 'tool': 5193, 'lipcombo': 5194, 'masterpiece': 5195, 'colorization': 5196, 'vitillego': 5197, 'bravoooooooo': 5198, '34': 5199, 'yoooo': 5200, 'phoebe': 5201, 'tonkin': 5202, \"'self\": 5203, \"made'\": 5204, 'given': 5205, 'sheeee': 5206, '80': 5207, 'receipts': 5208, 'conclusion': 5209, 'treat': 5210, 'nicola': 5211, 'peltz': 5212, 'winne': 5213, 'loooveee': 5214, 'beautifulllllll': 5215, 'maravilhosaaaaaa': 5216, 'arched': 5217, 'ofcourse': 5218, 'unlikeable': 5219, 'sponsered': 5220, 'njirr': 5221, 'gw': 5222, 'kira': 5223, 'tadi': 5224, 'fey': 5225, 'clay—': 5226, '“pulsate”': 5227, '004861111111111111': 5228, 'homer': 5229, 'simpson': 5230, 'comfortable”': 5231, 'shay': 5232, 'mitchell': 5233, 'très': 5234, 'et': 5235, 'exceptionnel': 5236, 'mannerisms': 5237, 'confusing': 5238, 'noooooooo': 5239, 'brick': 5240, 'wuk': 5241, 'demonstration': 5242, 'knowledge': 5243, 'advices': 5244, 'ill': 5245, 'acid': 5246, 'survivor': 5247, 'watson': 5248, 'anti': 5249, 'bullshits': 5250, 'beaut': 5251, 'pointless': 5252, 'leads': 5253, 'maravilhosaaaaa': 5254, 'instrumental': 5255, 'complains': 5256, 'gourges': 5257, 'bberfol': 5258, 'ya’ll': 5259, 'kicked': 5260, 'moree': 5261, 'stoner': 5262, 'modes': 5263, 'including': 5264, 'madison': 5265, 'noticiable': 5266, 'underestimate': 5267, 'americas': 5268, 'defeating': 5269, 'adults': 5270, 'camilla': 5271, 'screaming': 5272, 'aware': 5273, 'vice': 5274, 'versa': 5275, 'photographer': 5276, '“panda”': 5277, 'palettes': 5278, 'succeed': 5279, 'superficial': 5280, 'beautyful': 5281, \"people's\": 5282, 'cycle': 5283, 'production': 5284, 'contestants': 5285, 'boost': 5286, 'rating': 5287, 'duh': 5288, 'jealousssss': 5289, \"winnie's\": 5290, 'represent': 5291, 'previously': 5292, 'overlooked': 5293, 'fawning': 5294, 'soldiers': 5295, 'prepare': 5296, 'war': 5297, 'powders': 5298, 'happyveteransday': 5299, 'knw': 5300, 'icon': 5301, 'girrrrl': 5302, 'prrety': 5303, 'cruel': 5304, 'self’s': 5305, 'supermodel': 5306, 'pleaseeeeeeee': 5307, 'scraping': 5308, 'intensifies': 5309, 'melanie': 5310, 'martinez': 5311, 'deusaaaaa': 5312, 'else’s': 5313, 'zendayaaaaaaa': 5314, 'perfec': 5315, 'cooli': 5316, 'dull': 5317, 'rosacea': 5318, 'racist': 5319, 'brain': 5320, 'yurself': 5321, 'creation': 5322, 'camila': 5323, 'pleaseeee': 5324, 'canvas': 5325, 'express': 5326, 'selfs': 5327, 'advocacy': 5328, 'impression': 5329, 'unbothered': 5330, 'booked': 5331, 'busy': 5332, 'overglorify': 5333, 'individual': 5334, 'somethings': 5335, 'sit': 5336, \"haven't\": 5337, 'judgement': 5338, 'geesh': 5339, 'eats': 5340, 'pigment': 5341, 'exotic': 5342, 'lioness': 5343, 'note': 5344, '\\xa0bentonite': 5345, 'clay\\xa0contains': 5346, 'salts': 5347, 'ionic': 5348, 'charge': 5349, 'dissolved': 5350, 'but\\xa0metal\\xa0has': 5351, 'allure': 5352, 'america’s': 5353, 'modelling': 5354, 'motivating': 5355, 'continued': 5356, 'path': 5357, '“times': 5358, 'howling': 5359, 'omygash': 5360, 'beauteful': 5361, 'reads': 5362, 'happend': 5363, 'earned': 5364, 'aftermath': 5365, 'cupid’s': 5366, 'bow': 5367, 'town': 5368, 'whitney': 5369, 'ac': 5370, '‘boots': 5371, 'london': 5372, 'fave’': 5373, 'australian': 5374, 'cow': 5375, 'mf': 5376, 'nicki': 5377, 'minaj': 5378, 'casually': 5379, 'applys': 5380, 'eyeballs': 5381, 'tripping': 5382, 'beautifulll': 5383, 'sign': 5384, 'brillian': 5385, 'importa': 5386, 'vitíligo': 5387, 'ella': 5388, 'mundo': 5389, 'fame': 5390, 'shoe': 5391, 'plssss': 5392, 'any1': 5393, 'baking': 5394, 'invisible': 5395, 'strength': 5396, 'pure': 5397, 'spoons': 5398, 'forks': 5399}\n"
+ ]
+ }
+ ],
+ "source": [
+ "#빈도수에 따라 부여된 인덱스\n",
+ "print(t.word_index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "defaultdict(<class 'int'>, {'ending': 2, 'who': 92, 'is': 735, 'that': 431, 'else': 42, 'shocked': 9, 'by': 40, 'men': 7, 'her': 388, 'take': 34, 'date': 18, 'swimming': 29, 'on': 338, 'the': 962, 'first': 61, 'to': 611, 'da': 4, 'all': 153, 'videos': 82, 'but': 262, 'watches': 3, 'doesn’t': 16, 'makeup': 460, 'wear': 47, '“': 7, 'am': 82, 'i': 1269, 'beautiful”': 1, 'literally': 43, '44': 3, '13': 15, 'in': 289, 'middle': 4, 'of': 411, 'ocean': 15, 'you': 939, 'do': 281, 'while': 12, 'should': 52, 'wearing': 25, 'an': 60, 'underwater': 17, 'photoshoot': 3, 'waterproof': 62, 'human': 9, 'corals': 2, 'many': 30, 'climate': 1, 'see': 91, 'how': 215, 'change': 11, 'due': 6, 'actually': 50, 'it’s': 52, 'sad': 9, 'and': 623, 'pollution': 1, 'are': 381, 'dead': 8, 'soak': 1, 'living': 5, 'spray': 21, 'swear': 4, 'sponge': 8, 'setting': 21, 'out': 87, 'nikkie': 127, 'here': 43, '3019': 1, 'women': 9, 'they': 64, 'look': 278, 'know': 112, 'like': 418, 'much': 144, 'them': 74, 'too': 81, 'really': 151, 'if': 110, 'want': 49, 'what': 214, 'blinded': 1, 'mermaids': 2, 'lids': 3, 'glitter': 2, 'called': 12, 'your': 479, 'were': 37, 'so': 730, 'summer': 15, 'nikki': 38, 'its': 43, 'amazing': 112, 'she’s': 60, 'rockin': 1, 'bathing': 30, 'cute': 90, 'looks': 158, 'suite': 1, 'also': 63, 'body': 19, 'full': 27, 'rollercoasters': 1, 'face': 157, 'idk': 15, 'a': 618, 'husbandd': 1, 'getting': 16, 'ur': 86, 'we': 77, 'future': 5, 'video': 311, 'when': 159, 'with': 269, 'than': 30, '05': 3, '12': 22, 'lips': 74, 'brighter': 1, 'my': 377, 'those': 52, 'was': 219, 'girl': 125, \"can't\": 32, \"'ocean\": 2, 'asked': 4, 'silly': 6, 'believe': 10, \"deep'\": 2, 'where': 84, 'btw': 17, 'suit': 43, 'get': 97, 'did': 88, 'swim': 16, 'dang': 8, '“take': 2, 'date”': 2, 'challenge': 10, 'that’s': 15, 'lol': 90, 'as': 78, 'gonna': 23, 'me': 265, 'stop': 12, 'she': 464, 'lash': 15, 'lower': 17, 'line': 18, 'freaked': 1, 'curled': 5, 'man': 7, 'close': 7, 'camera': 16, 'for': 340, 'jellyfish': 4, 'props': 2, 'just': 193, 'room': 8, 'understanding': 1, \"she's\": 69, 'finally': 13, 'not': 167, 'people': 54, 'throwing': 3, 'lick': 8, 'lipsticks': 18, 'before': 40, 'knew': 10, 'supposed': 14, 'wish': 38, 'killing': 2, 'content': 15, 'it': 486, 'at': 100, 'moment': 7, 'absolutely': 19, 'make': 204, 'up': 197, 'have': 261, 'fainted': 1, 'no': 111, 'days': 13, 'hold': 7, 'had': 63, 'dna”': 5, 'said': 43, '“waterproof': 4, 'dying': 4, 'eyes': 104, \"i'm\": 82, 'soooo': 18, 'this': 444, 'night': 1, 'definitely': 24, 'love': 490, 'try': 61, 'liquid': 48, 'next': 30, 'own': 12, '1': 27, 'drank': 1, 'accidentally': 2, 'omfg': 5, 'coffee': 1, '25x': 1, 'smh': 5, 'thought': 48, 'legit': 6, 'lost': 7, 'james': 4, 'upload': 3, 'charles': 4, 'wait': 24, 'ago': 9, 'say': 42, 'over': 22, 'same': 42, 'month': 3, 'footage': 3, 'filmed': 3, 'he': 12, 'can’t': 14, 'week': 6, 'come': 20, 'pain': 2, 'treatment': 1, 'watching': 46, 'today': 6, 'thinking': 11, 'ms': 1, 'made': 24, 'or': 106, 'crying': 4, 'worrying': 1, 'deep': 8, 'from': 133, 'help': 21, 'need': 82, 'swimsuit': 24, 'someone': 29, '“vlog': 1, 'into': 16, 'lot': 44, 'work': 16, 'style”': 1, 'tutorials': 19, 'incorporate': 1, 'good': 131, 'prime”': 1, 'didn’t': 14, '“we': 1, 'going': 42, 'optimus': 3, 'mascara': 28, 'product': 18, 'even': 76, 'brand': 21, 'because': 64, 'one': 150, 'their': 35, 'remover': 3, 'japanese': 3, 'recommendation': 2, 'kissme': 1, 'jaunt': 1, 'will': 57, 'off': 38, 'something': 28, '6ft': 1, 'probably': 21, 'looking': 44, 'beautiful': 421, 'got': 47, 'artist': 7, 'awesome': 54, 'hands': 7, 'talented': 5, 'whole': 22, 'down': 17, 'world': 14, 'most': 37, 'there': 50, \"you're\": 63, 'mermaid': 11, '51': 3, 'second': 7, 'jheez': 1, '14': 19, 'loved': 76, 'then': 38, 'went': 22, 'clothing': 2, 'gasped': 1, 'changing': 1, 'colour': 18, 'tlm': 1, 'foundation': 68, 'test': 16, 'u': 203, 'hi': 32, 'dylan': 22, 'survive': 2, 'truly': 7, 'maybelline': 26, 'lip': 34, 'multiple': 1, 'yes': 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'purpose': 2, 'hm': 1, 'defeats': 1, '“and”': 1, 'collabs': 1, 'bothering': 1, 'equation': 1, 'winnie”': 2, '“times”': 1, '“kim': 1, '“x”': 1, 'implies': 1, 'grandpa': 1, 'situation': 1, 'disgusting': 1, 'towards': 2, 'shamed': 2, 'poc': 1, 'journalism': 1, 'pride': 1, 'fat': 2, 'bodies': 1, 'complex': 1, 'persons': 1, 'mettalic': 1, 'cringed': 1, 'calmingggg': 1, 'frontal': 1, 'unusual': 1, 'humble': 2, 'stressed': 1, 'guuuuuusomg': 1, 'determined': 1, 'uwu': 1, 'shoelace': 1, 'moments': 1, 'ran': 1, 'imperfect': 1, 'upset': 1, 'plenty': 1, 'godddd': 1, 'iykyk': 1, 'judgmental': 1, 'complain': 1, 'blemishes': 1, 'harlowe': 1, 'looll': 1, 'peaceful': 1, 'hypocrites': 1, 'chose': 1, 'judging': 1, 'hypocrisy': 1, 'maximum': 1, 'jackson': 3, 'lies': 1, 'confirm': 1, 'jamaican': 1, 'culturally': 1, 'prettyyyy': 1, 'shading': 1, 'calls': 1, 'seneng': 1, 'nama': 1, 'bangett': 1, 'winny': 1, 'aku': 1, 'paired': 1, 'exspensive': 1, '“the': 1, 'cya': 1, 'waistline': 2, 'wuk”': 1, 'whyyyyyy': 1, \"forevers'\": 1, 'latoya': 2, 'hij': 1, 'aspire': 1, 'term': 1, 'redness': 3, 'doctor': 1, 'approve': 1, 'regularly': 1, 'lead': 1, 'strongest': 1, 'beautufulll': 1, 'lowered': 1, 'esteem': 1, 'dislikes”': 1, '“why': 1, 'girlll': 1, 'dealing': 1, 'non': 1, 'metallic': 1, 'electrons': 1, 'ions': 1, 'byeee': 1, 'liza': 1, 'koshy': 1, 'inspirational': 1, 'behaviour': 1, 'overrated': 2, 'sooooooooo': 1, 'issssss': 1, 'natiral': 1, 'unic': 1, 'americans': 1, 'nivea': 1, 'pronounce': 1, 'rotten': 2, 'moreover': 1, 'deceiving': 1, 'bully': 1, 'useless': 2, 'arrived': 1, 'implement': 1, 'maravilhosaaa': 1, 'effectiveness': 1, 'reduces': 1, 'winning': 1, 'tool': 1, 'masterpiece': 1, 'lipcombo': 1, 'colorization': 1, 'bravoooooooo': 1, 'vitillego': 1, '34': 1, 'yoooo': 1, 'tonkin': 1, 'phoebe': 1, \"made'\": 1, \"'self\": 1, 'given': 1, 'sheeee': 1, 'treat': 1, 'conclusion': 1, 'receipts': 1, '80': 1, 'peltz': 1, 'nicola': 1, 'winne': 1, 'loooveee': 1, 'beautifulllllll': 1, 'maravilhosaaaaaa': 1, 'arched': 1, 'ofcourse': 1, 'unlikeable': 1, 'sponsered': 1, 'gw': 1, 'kira': 1, 'fey': 1, 'tadi': 1, 'njirr': 1, 'clay—': 1, '“pulsate”': 1, '004861111111111111': 1, 'homer': 1, 'simpson': 1, 'comfortable”': 1, 'mitchell': 1, 'shay': 1, 'exceptionnel': 1, 'très': 1, 'et': 1, 'mannerisms': 1, 'confusing': 1, 'noooooooo': 1, 'brick': 1, 'wuk': 1, 'demonstration': 1, 'knowledge': 1, 'advices': 1, 'ill': 1, 'survivor': 1, 'acid': 1, 'watson': 1, 'anti': 1, 'bullshits': 1, 'beaut': 1, 'pointless': 1, 'leads': 1, 'maravilhosaaaaa': 1, 'instrumental': 1, 'complains': 1, 'gourges': 1, 'bberfol': 1, 'ya’ll': 1, 'kicked': 1, 'moree': 1, 'stoner': 1, 'including': 1, 'modes': 1, 'madison': 1, 'underestimate': 1, 'noticiable': 1, 'toner': 2, 'disease': 2, 'americas': 1, 'defeating': 1, 'adults': 1, 'cabello': 2, 'camilla': 1, 'screaming': 1, 'aware': 1, 'versa': 1, 'vice': 1, 'photographer': 1, '“panda”': 1, 'palettes': 1, 'succeed': 1, 'superficial': 1, 'beautyful': 1, 'hermosa': 2, 'duh': 1, 'cycle': 1, 'rating': 1, 'boost': 1, \"people's\": 1, 'contestants': 1, 'production': 1, 'jealousssss': 1, 'represent': 1, \"winnie's\": 1, 'fawning': 1, 'previously': 1, 'overlooked': 1, 'prepare': 1, 'happyveteransday': 1, 'war': 1, 'soldiers': 1, 'powders': 1, 'knw': 1, 'icon': 1, 'girrrrl': 1, 'prrety': 1, 'self’s': 1, 'cruel': 1, 'supermodel': 1, 'pleaseeeeeeee': 1, 'scraping': 1, 'intensifies': 1, 'martinez': 1, 'melanie': 1, 'deusaaaaa': 1, 'visine': 4, 'else’s': 1, 'zendayaaaaaaa': 1, 'perfec': 1, 'cooli': 1, 'dull': 1, 'rosacea': 1, 'racist': 1, 'brain': 1, 'yurself': 1, 'creation': 1, 'pleaseeee': 1, 'camila': 1, 'selfs': 1, 'express': 1, 'canvas': 1, 'advocacy': 1, 'impression': 1, 'booked': 1, 'unbothered': 1, 'busy': 1, 'overglorify': 1, 'individual': 1, 'geesh': 1, 'sit': 1, \"haven't\": 1, 'judgement': 1, 'somethings': 1, 'eats': 1, 'pigment': 1, 'lioness': 1, 'exotic': 1, 'note': 1, 'clay\\xa0contains': 1, '\\xa0bentonite': 1, 'ionic': 1, 'dissolved': 1, 'charge': 1, 'allure': 1, 'salts': 1, 'but\\xa0metal\\xa0has': 1, 'continued': 1, 'path': 1, 'motivating': 1, 'modelling': 1, 'america’s': 1, '“times': 1, 'howling': 1, 'omygash': 1, 'beauteful': 1, 'reads': 1, 'happend': 1, 'earned': 1, 'aftermath': 1, 'bow': 1, 'cupid’s': 1, 'town': 1, 'whitney': 1, 'ac': 1, 'london': 1, '‘boots': 1, 'fave’': 1, 'australian': 1, 'cow': 1, 'mf': 1, 'minaj': 1, 'nicki': 1, 'casually': 1, 'applys': 1, 'tripping': 1, 'eyeballs': 1, 'beautifulll': 1, 'brillian': 1, 'sign': 1, 'importa': 1, 'vitíligo': 1, 'mundo': 1, 'ella': 1, 'fame': 1, 'shoe': 1, 'plssss': 1, 'baking': 1, 'any1': 1, 'invisible': 1, 'strength': 1, 'pure': 1, 'spoons': 1, 'forks': 1})\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(t.word_docs)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1-2. 데이터 셋 분석"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "댓글의 최대 길이 : 590\n",
+ "댓글의 평균 길이 : 56.03\n",
+ "댓글의 중앙값 길이 : 41.00\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "\n",
+ "len_result = [len(s) for s in X1]\n",
+ "\n",
+ "print('댓글의 최대 길이 : {}'.format(np.max(len_result)))\n",
+ "print('댓글의 평균 길이 : {:.2f}'.format(np.mean(len_result)))\n",
+ "print('댓글의 중앙값 길이 : {:.2f}'.format(np.median(len_result)))\n",
+ "\n",
+ "plt.subplot(1,2,1)\n",
+ "plt.boxplot(len_result)\n",
+ "plt.subplot(1,2,2)\n",
+ "plt.hist(len_result, bins=50)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('i', 1687),\n",
+ " ('the', 1297),\n",
+ " ('you', 1173),\n",
+ " ('so', 824),\n",
+ " ('is', 807),\n",
+ " ('and', 803),\n",
+ " ('to', 749),\n",
+ " ('a', 719),\n",
+ " ('it', 584),\n",
+ " ('your', 568),\n",
+ " ('she', 567),\n",
+ " ('love', 528),\n",
+ " ('makeup', 513),\n",
+ " ('this', 483),\n",
+ " ('her', 474),\n",
+ " ('that', 472),\n",
+ " ('of', 452),\n",
+ " ('like', 452),\n",
+ " ('my', 429),\n",
+ " ('beautiful', 426),\n",
+ " ('are', 409),\n",
+ " ('for', 380),\n",
+ " ('on', 373),\n",
+ " ('video', 321),\n",
+ " ('in', 315),\n",
+ " ('do', 309),\n",
+ " ('look', 291),\n",
+ " ('with', 291),\n",
+ " ('have', 291),\n",
+ " ('me', 277),\n",
+ " ('but', 276),\n",
+ " ('was', 239),\n",
+ " ('u', 233),\n",
+ " ('make', 226),\n",
+ " ('how', 224),\n",
+ " ('what', 221),\n",
+ " ('up', 221),\n",
+ " ('just', 207),\n",
+ " ('pretty', 193),\n",
+ " ('not', 177),\n",
+ " ('without', 171),\n",
+ " ('all', 169),\n",
+ " ('face', 167),\n",
+ " ('looks', 166),\n",
+ " ('when', 164),\n",
+ " ('can', 161),\n",
+ " ('really', 160),\n",
+ " ('one', 160),\n",
+ " ('use', 151),\n",
+ " ('much', 150),\n",
+ " ('very', 150),\n",
+ " ('eyeliner', 145),\n",
+ " ('from', 139),\n",
+ " ('good', 135),\n",
+ " ('omg', 134),\n",
+ " ('eye', 134),\n",
+ " ('be', 133),\n",
+ " ('nikkie', 130),\n",
+ " ('girl', 128),\n",
+ " ('loren', 128),\n",
+ " ('skin', 126),\n",
+ " ('nice', 124),\n",
+ " ('if', 121),\n",
+ " ('no', 120),\n",
+ " ('know', 116),\n",
+ " ('more', 116),\n",
+ " ('amazing', 113),\n",
+ " ('eyes', 111),\n",
+ " ('or', 110),\n",
+ " ('tips', 108),\n",
+ " ('great', 108),\n",
+ " ('thank', 106),\n",
+ " ('why', 106),\n",
+ " ('gorgeous', 104),\n",
+ " ('at', 103),\n",
+ " (\"it's\", 101),\n",
+ " ('get', 100),\n",
+ " ('wow', 100),\n",
+ " ('as', 98),\n",
+ " ('please', 98),\n",
+ " ('thanks', 96),\n",
+ " ('see', 95),\n",
+ " ('who', 94),\n",
+ " ('ur', 92),\n",
+ " ('lol', 92),\n",
+ " ('out', 91),\n",
+ " ('cute', 91),\n",
+ " (\"i'm\", 91),\n",
+ " ('did', 89),\n",
+ " ('too', 87),\n",
+ " ('am', 86),\n",
+ " ('about', 86),\n",
+ " ('where', 84),\n",
+ " (\"don't\", 84),\n",
+ " ('need', 83),\n",
+ " ('videos', 82),\n",
+ " ('them', 82),\n",
+ " ('we', 81),\n",
+ " ('way', 80),\n",
+ " ('lips', 79),\n",
+ " ('loved', 78),\n",
+ " ('best', 78),\n",
+ " ('only', 78),\n",
+ " ('even', 77),\n",
+ " ('beauty', 77),\n",
+ " ('foundation', 74),\n",
+ " ('has', 74),\n",
+ " ('would', 74),\n",
+ " ('think', 73),\n",
+ " ('i’m', 72),\n",
+ " ('never', 72),\n",
+ " ('liner', 72),\n",
+ " (\"she's\", 70),\n",
+ " ('they', 69),\n",
+ " ('hair', 68),\n",
+ " ('because', 67),\n",
+ " ('lipstick', 67),\n",
+ " ('waterproof', 66),\n",
+ " ('always', 66),\n",
+ " (\"you're\", 65),\n",
+ " ('lashes', 65),\n",
+ " ('put', 65),\n",
+ " ('had', 64),\n",
+ " ('does', 64),\n",
+ " ('an', 63),\n",
+ " ('also', 63),\n",
+ " ('these', 63),\n",
+ " ('freckles', 63),\n",
+ " ('first', 62),\n",
+ " ('she’s', 62),\n",
+ " ('try', 62),\n",
+ " ('perfect', 62),\n",
+ " ('used', 62),\n",
+ " ('people', 61),\n",
+ " ('will', 60),\n",
+ " ('time', 60),\n",
+ " ('using', 59),\n",
+ " ('now', 59),\n",
+ " ('different', 58),\n",
+ " ('it’s', 55),\n",
+ " ('those', 55),\n",
+ " ('everyday', 55),\n",
+ " ('awesome', 54),\n",
+ " ('3', 54),\n",
+ " ('liquid', 53),\n",
+ " ('there', 53),\n",
+ " ('anyone', 53),\n",
+ " ('should', 52),\n",
+ " ('some', 52),\n",
+ " ('wear', 51),\n",
+ " ('actually', 51),\n",
+ " ('after', 51),\n",
+ " ('such', 50),\n",
+ " ('want', 49),\n",
+ " ('thought', 49),\n",
+ " ('any', 49),\n",
+ " ('been', 48),\n",
+ " ('got', 47),\n",
+ " ('natural', 47),\n",
+ " ('said', 46),\n",
+ " ('watching', 46),\n",
+ " ('products', 46),\n",
+ " ('still', 46),\n",
+ " ('don’t', 46),\n",
+ " ('same', 45),\n",
+ " ('looking', 45),\n",
+ " ('ever', 45),\n",
+ " ('eyeshadow', 45),\n",
+ " ('tell', 45),\n",
+ " ('super', 45),\n",
+ " ('mask', 45),\n",
+ " ('metal', 45),\n",
+ " ('literally', 44),\n",
+ " ('lot', 44),\n",
+ " ('tutorial', 44),\n",
+ " ('oh', 44),\n",
+ " ('doing', 44),\n",
+ " ('makes', 44),\n",
+ " ('which', 44),\n",
+ " ('here', 43),\n",
+ " ('its', 43),\n",
+ " ('suit', 43),\n",
+ " ('going', 43),\n",
+ " ('r', 43),\n",
+ " ('vitiligo', 43),\n",
+ " ('else', 42),\n",
+ " ('by', 42),\n",
+ " ('say', 42),\n",
+ " ('right', 41),\n",
+ " ('before', 40),\n",
+ " ('long', 40),\n",
+ " ('you’re', 40),\n",
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+ " ('off', 39),\n",
+ " ('back', 39),\n",
+ " ('nikki', 38),\n",
+ " ('wish', 38),\n",
+ " ('most', 38),\n",
+ " ('then', 38),\n",
+ " ('god', 38),\n",
+ " ('their', 37),\n",
+ " (\"i've\", 37),\n",
+ " ('lip', 36),\n",
+ " ('routine', 36),\n",
+ " ('eyebrows', 36),\n",
+ " ('im', 36),\n",
+ " ('new', 35),\n",
+ " ('cool', 35),\n",
+ " ('take', 34),\n",
+ " ('day', 34),\n",
+ " ('feel', 34),\n",
+ " ('life', 34),\n",
+ " ('color', 34),\n",
+ " ('other', 34),\n",
+ " (\"can't\", 33),\n",
+ " ('queen', 33),\n",
+ " ('everything', 33),\n",
+ " ('mean', 33),\n",
+ " ('hi', 32),\n",
+ " ('could', 32),\n",
+ " ('looked', 32),\n",
+ " ('many', 31),\n",
+ " ('mascara', 31),\n",
+ " ('us', 31),\n",
+ " ('every', 31),\n",
+ " ('bathing', 30),\n",
+ " ('than', 30),\n",
+ " ('next', 30),\n",
+ " ('sooo', 30),\n",
+ " ('personality', 30),\n",
+ " ('fork', 30),\n",
+ " ('swimming', 29),\n",
+ " ('someone', 29),\n",
+ " ('well', 29),\n",
+ " ('better', 29),\n",
+ " ('funny', 29),\n",
+ " ('chloe', 29),\n",
+ " ('clay', 29),\n",
+ " ('full', 28),\n",
+ " ('1', 28),\n",
+ " ('something', 28),\n",
+ " ('seen', 28),\n",
+ " ('watch', 28),\n",
+ " ('hate', 28),\n",
+ " ('maybelline', 27),\n",
+ " ('big', 27),\n",
+ " ('done', 27),\n",
+ " ('being', 27),\n",
+ " (\"that's\", 27),\n",
+ " ('go', 27),\n",
+ " ('wait', 26),\n",
+ " ('stunning', 26),\n",
+ " ('keep', 26),\n",
+ " ('little', 26),\n",
+ " ('fun', 26),\n",
+ " ('winnie', 26),\n",
+ " ('wearing', 25),\n",
+ " ('years', 25),\n",
+ " ('friends', 25),\n",
+ " ('n', 25),\n",
+ " ('idea', 25),\n",
+ " ('tip', 25),\n",
+ " ('gonna', 24),\n",
+ " ('definitely', 24),\n",
+ " ('made', 24),\n",
+ " ('swimsuit', 24),\n",
+ " ('real', 24),\n",
+ " ('hard', 24),\n",
+ " ('eyelashes', 24),\n",
+ " ('person', 24),\n",
+ " ('shaving', 24),\n",
+ " ('spray', 23),\n",
+ " ('probably', 23),\n",
+ " ('went', 23),\n",
+ " ('favorite', 23),\n",
+ " ('kind', 23),\n",
+ " ('damn', 23),\n",
+ " ('everyone', 23),\n",
+ " ('channel', 23),\n",
+ " ('ears', 23),\n",
+ " ('trying', 23),\n",
+ " ('dont', 23),\n",
+ " ('shes', 23),\n",
+ " (\"didn't\", 23),\n",
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+ " ('12', 22),\n",
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+ " ('brand', 22),\n",
+ " ('whole', 22),\n",
+ " ('dylan', 22),\n",
+ " ('saw', 22),\n",
+ " ('cant', 22),\n",
+ " ('thing', 22),\n",
+ " ('2', 22),\n",
+ " ('shade', 22),\n",
+ " ('helpful', 22),\n",
+ " ('setting', 21),\n",
+ " ('help', 21),\n",
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+ " ('5', 21),\n",
+ " ('voice', 21),\n",
+ " ('i’ve', 21),\n",
+ " ('since', 21),\n",
+ " ('already', 21),\n",
+ " ('style', 21),\n",
+ " ('tho', 21),\n",
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+ " ('brows', 21),\n",
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+ " ('hey', 21),\n",
+ " ('watched', 21),\n",
+ " ('white', 21),\n",
+ " ('fake', 21),\n",
+ " ('aztec', 21),\n",
+ " ('body', 20),\n",
+ " ('come', 20),\n",
+ " ('fish', 20),\n",
+ " ('red', 20),\n",
+ " ('though', 20),\n",
+ " ('x', 20),\n",
+ " ('woman', 20),\n",
+ " ('apply', 20),\n",
+ " ('line', 19),\n",
+ " ('lipsticks', 19),\n",
+ " ('absolutely', 19),\n",
+ " ('tutorials', 19),\n",
+ " ('colour', 19),\n",
+ " ('plz', 19),\n",
+ " ('job', 19),\n",
+ " ('cause', 19),\n",
+ " ('lovely', 19),\n",
+ " ('sorry', 19),\n",
+ " ('soo', 19),\n",
+ " ('ik', 19),\n",
+ " ('brush', 19),\n",
+ " ('bad', 19),\n",
+ " ('date', 18),\n",
+ " ('soooo', 18),\n",
+ " ('product', 18),\n",
+ " ('d', 18),\n",
+ " ('talk', 18),\n",
+ " ('start', 18),\n",
+ " ('happy', 18),\n",
+ " ('youtube', 18),\n",
+ " ('0', 18),\n",
+ " (\"doesn't\", 18),\n",
+ " ('blush', 18),\n",
+ " ('end', 18),\n",
+ " ('sis', 18),\n",
+ " ('give', 18),\n",
+ " ('powder', 18),\n",
+ " ('age', 18),\n",
+ " ('doesn’t', 17),\n",
+ " ('ocean', 17),\n",
+ " ('underwater', 17),\n",
+ " ('summer', 17),\n",
+ " ('getting', 17),\n",
+ " ('btw', 17),\n",
+ " ('lower', 17),\n",
+ " ('into', 17),\n",
+ " ('down', 17),\n",
+ " ('etc', 17),\n",
+ " ('lmao', 17),\n",
+ " ('find', 17),\n",
+ " ('cover', 17),\n",
+ " ('show', 17),\n",
+ " ('concealer', 17),\n",
+ " ('both', 17),\n",
+ " ('double', 17),\n",
+ " ('shadow', 17),\n",
+ " ('under', 17),\n",
+ " ('girls', 17),\n",
+ " ('dark', 17),\n",
+ " ('black', 17),\n",
+ " ('easy', 17),\n",
+ " ('model', 17),\n",
+ " ('drops', 17),\n",
+ " ('swim', 16),\n",
+ " ('camera', 16),\n",
+ " ('work', 16),\n",
+ " ('test', 16),\n",
+ " ('15', 16),\n",
+ " ('last', 16),\n",
+ " ('bikini', 16),\n",
+ " ('ok', 16),\n",
+ " ('trick', 16),\n",
+ " ('making', 16),\n",
+ " ('crazy', 16),\n",
+ " ('wonderful', 16),\n",
+ " ('guys', 16),\n",
+ " ('gel', 16),\n",
+ " ('xd', 16),\n",
+ " ('de', 16),\n",
+ " ('old', 16),\n",
+ " ('grow', 16),\n",
+ " ('things', 16),\n",
+ " ('gray', 16),\n",
+ " ('naturally', 16),\n",
+ " ('thicker', 16),\n",
+ " ('shave', 16),\n",
+ " ('13', 15),\n",
+ " ('idk', 15),\n",
+ " ('that’s', 15),\n",
+ " ('lash', 15),\n",
+ " ('content', 15),\n",
+ " ('yes', 15),\n",
+ " ('once', 15),\n",
+ " ('tried', 15),\n",
+ " ('part', 15),\n",
+ " ('buy', 15),\n",
+ " ('stay', 15),\n",
+ " ('9', 15),\n",
+ " ('drama', 15),\n",
+ " ('waiting', 15),\n",
+ " ('10', 15),\n",
+ " ('again', 15),\n",
+ " ('putting', 15),\n",
+ " ('bc', 15),\n",
+ " ('haha', 15),\n",
+ " ('comment', 15),\n",
+ " ('self', 15),\n",
+ " ('bit', 15),\n",
+ " ('hack', 15),\n",
+ " ('angelina', 15),\n",
+ " ('jolie', 15),\n",
+ " ('antm', 15),\n",
+ " ('supposed', 14),\n",
+ " ('can’t', 14),\n",
+ " ('didn’t', 14),\n",
+ " ('world', 14),\n",
+ " ('bottom', 14),\n",
+ " ('dry', 14),\n",
+ " ('uses', 14),\n",
+ " ('says', 14),\n",
+ " ('okay', 14),\n",
+ " ('20', 14),\n",
+ " ('dna', 14),\n",
+ " ('came', 14),\n",
+ " ('sister', 14),\n",
+ " ('je', 14),\n",
+ " ('let', 14),\n",
+ " ('our', 14),\n",
+ " ('side', 14),\n",
+ " ('especially', 14),\n",
+ " ('pimples', 14),\n",
+ " ('simple', 14),\n",
+ " ('thick', 14),\n",
+ " ('kinda', 14),\n",
+ " ('stop', 13),\n",
+ " ('finally', 13),\n",
+ " ('days', 13),\n",
+ " ('he', 13),\n",
+ " ('wrong', 13),\n",
+ " ('highlighter', 13),\n",
+ " ('hello', 13),\n",
+ " ('sharing', 13),\n",
+ " ('4', 13),\n",
+ " ('pony', 13),\n",
+ " ('must', 13),\n",
+ " ('sure', 13),\n",
+ " ('found', 13),\n",
+ " ('views', 13),\n",
+ " ('wing', 13),\n",
+ " ('comments', 13),\n",
+ " ('tiktok', 13),\n",
+ " ('except', 13),\n",
+ " ('ponytail', 13),\n",
+ " ('tail', 13),\n",
+ " ('useful', 13),\n",
+ " ('tyra', 13),\n",
+ " ('while', 12),\n",
+ " ('called', 12),\n",
+ " ('own', 12),\n",
+ " ('primer', 12),\n",
+ " ('two', 12),\n",
+ " ('care', 12),\n",
+ " ('others', 12),\n",
+ " ('times', 12),\n",
+ " ('imagine', 12),\n",
+ " ('either', 12),\n",
+ " ('turtles', 12),\n",
+ " ('wanna', 12),\n",
+ " ('nails', 12),\n",
+ " ('curl', 12),\n",
+ " ('top', 12),\n",
+ " ('hope', 12),\n",
+ " ('yourself', 12),\n",
+ " ('another', 12),\n",
+ " ('xx', 12),\n",
+ " ('ugh', 12),\n",
+ " ('pls', 12),\n",
+ " ('draw', 12),\n",
+ " ('s', 12),\n",
+ " ('catfish', 12),\n",
+ " ('superb', 12),\n",
+ " ('change', 11),\n",
+ " ('knew', 11),\n",
+ " ('thinking', 11),\n",
+ " ('mermaid', 11),\n",
+ " ('baby', 11),\n",
+ " ('glad', 11),\n",
+ " ('light', 11),\n",
+ " ('curling', 11),\n",
+ " ('having', 11),\n",
+ " ('yet', 11),\n",
+ " ('away', 11),\n",
+ " ('adorable', 11),\n",
+ " ('eyelash', 11),\n",
+ " ('seeing', 11),\n",
+ " ('vids', 11),\n",
+ " ('vlog', 11),\n",
+ " ('instead', 11),\n",
+ " ('freaking', 11),\n",
+ " ('brow', 11),\n",
+ " ('y', 11),\n",
+ " ('hand', 11),\n",
+ " ('myself', 11),\n",
+ " ('learn', 11),\n",
+ " ('yours', 11),\n",
+ " ('almost', 11),\n",
+ " ('applying', 11),\n",
+ " ('stuff', 11),\n",
+ " ('m', 11),\n",
+ " ('yeah', 11),\n",
+ " ('puts', 11),\n",
+ " ('true', 11),\n",
+ " ('left', 11),\n",
+ " ('confidence', 11),\n",
+ " ('darker', 11),\n",
+ " ('liked', 11),\n",
+ " ('luv', 11),\n",
+ " ('instagram', 11),\n",
+ " ('wtf', 11),\n",
+ " ('weave', 11),\n",
+ " ('mix', 11),\n",
+ " ('small', 11),\n",
+ " ('smooth', 11),\n",
+ " ('nd', 11),\n",
+ " ('mam', 11),\n",
+ " ('believe', 10),\n",
+ " ('challenge', 10),\n",
+ " ('forever', 10),\n",
+ " ('set', 10),\n",
+ " ('00', 10),\n",
+ " ('far', 10),\n",
+ " ('matte', 10),\n",
+ " ('curacao', 10),\n",
+ " ('honestly', 10),\n",
+ " ('weird', 10),\n",
+ " ('16', 10),\n",
+ " ('live', 10),\n",
+ " ('point', 10),\n",
+ " ('house', 10),\n",
+ " ('interesting', 10),\n",
+ " ('normal', 10),\n",
+ " ('nothing', 10),\n",
+ " ('ya', 10),\n",
+ " ('million', 10),\n",
+ " ('e', 10),\n",
+ " ('special', 10),\n",
+ " ('wig', 10),\n",
+ " ('knows', 10),\n",
+ " ('around', 10),\n",
+ " ('sooooo', 10),\n",
+ " ('noticed', 10),\n",
+ " ('seems', 10),\n",
+ " ('similar', 10),\n",
+ " (\"wouldn't\", 10),\n",
+ " ('understand', 10),\n",
+ " (\"what's\", 10),\n",
+ " ('difference', 10),\n",
+ " ('year', 10),\n",
+ " ('orange', 10),\n",
+ " ('straight', 10),\n",
+ " ('faux', 10),\n",
+ " ('clip', 10),\n",
+ " ('create', 10),\n",
+ " ('shocked', 9),\n",
+ " ('“', 9),\n",
+ " ('sad', 9),\n",
+ " ('human', 9),\n",
+ " ('sponge', 9),\n",
+ " ('women', 9),\n",
+ " ('ago', 9),\n",
+ " ('maybe', 9),\n",
+ " ('stayed', 9),\n",
+ " ('gives', 9),\n",
+ " ('eyelids', 9),\n",
+ " ('there’s', 9),\n",
+ " ('scared', 9),\n",
+ " ('minutes', 9),\n",
+ " ('started', 9),\n",
+ " ('fan', 9),\n",
+ " ('type', 9),\n",
+ " ('enjoyed', 9),\n",
+ " ('boyfriend', 9),\n",
+ " ('asian', 9),\n",
+ " ('brown', 9),\n",
+ " ('his', 9),\n",
+ " ('mouth', 9),\n",
+ " ('word', 9),\n",
+ " ('didnt', 9),\n",
+ " ('17', 9),\n",
+ " ('”', 9),\n",
+ " ('remind', 9),\n",
+ " ('exact', 9),\n",
+ " ('behind', 9),\n",
+ " ('shape', 9),\n",
+ " ('pencil', 9),\n",
+ " ('bomb', 9),\n",
+ " ('happened', 9),\n",
+ " ('might', 9),\n",
+ " ('comes', 9),\n",
+ " ('anything', 9),\n",
+ " ('saying', 9),\n",
+ " ('course', 9),\n",
+ " ('sometimes', 9),\n",
+ " ('nose', 9),\n",
+ " ('remember', 9),\n",
+ " ('thats', 9),\n",
+ " ('mind', 9),\n",
+ " ('subscribed', 9),\n",
+ " ('hell', 9),\n",
+ " ('works', 9),\n",
+ " ('through', 9),\n",
+ " ('heard', 9),\n",
+ " ('gloss', 9),\n",
+ " ('talking', 9),\n",
+ " ('pale', 9),\n",
+ " ('reason', 9),\n",
+ " ('la', 9),\n",
+ " ('seem', 9),\n",
+ " ('nobody', 9),\n",
+ " ('ones', 9),\n",
+ " ('elizabeth', 9),\n",
+ " ('arden', 9),\n",
+ " ('ty', 9),\n",
+ " ('candice', 9),\n",
+ " ('simply', 9),\n",
+ " ('vogue', 9),\n",
+ " ('dead', 8),\n",
+ " ('dang', 8),\n",
+ " ('room', 8),\n",
+ " ('lick', 8),\n",
+ " ('deep', 8),\n",
+ " ('sea', 8),\n",
+ " ('stays', 8),\n",
+ " ('actual', 8),\n",
+ " ('confident', 8),\n",
+ " ('curaçao', 8),\n",
+ " ('inspiration', 8),\n",
+ " ('laugh', 8),\n",
+ " ('licking', 8),\n",
+ " (\"they're\", 8),\n",
+ " ('wet', 8),\n",
+ " ('chill', 8),\n",
+ " ('appreciate', 8),\n",
+ " ('stand', 8),\n",
+ " ('entire', 8),\n",
+ " ('goddess', 8),\n",
+ " ('giving', 8),\n",
+ " ('seriously', 8),\n",
+ " ('mom', 8),\n",
+ " ('school', 8),\n",
+ " ('guy', 8),\n",
+ " ('couple', 8),\n",
+ " ('save', 8),\n",
+ " ('hahaha', 8),\n",
+ " ('place', 8),\n",
+ " ('50', 8),\n",
+ " ('earrings', 8),\n",
+ " ('testing', 8),\n",
+ " ('attitude', 8),\n",
+ " ('bring', 8),\n",
+ " ('l', 8),\n",
+ " ('fast', 8),\n",
+ " ('sun', 8),\n",
+ " ('needs', 8),\n",
+ " ('doesnt', 8),\n",
+ " ('sense', 8),\n",
+ " ('follow', 8),\n",
+ " ('6', 8),\n",
+ " ('w', 8),\n",
+ " ('contour', 8),\n",
+ " ('honest', 8),\n",
+ " ('dat', 8),\n",
+ " ('ily', 8),\n",
+ " ('lots', 8),\n",
+ " ('glam', 8),\n",
+ " ('barely', 8),\n",
+ " ('emma', 8),\n",
+ " ('young', 8),\n",
+ " ('older', 8),\n",
+ " ('neck', 8),\n",
+ " ('basic', 8),\n",
+ " ('wanted', 8),\n",
+ " ('less', 8),\n",
+ " ('unique', 8),\n",
+ " ('environment', 8),\n",
+ " ('swanepoel', 8),\n",
+ " ('peach', 8),\n",
+ " ('fuzz', 8),\n",
+ " ('styles', 8),\n",
+ " ('zendaya', 8),\n",
+ " ('men', 7),\n",
+ " ('man', 7),\n",
+ " ('close', 7),\n",
+ " ('moment', 7),\n",
+ " ('hold', 7),\n",
+ " ('lost', 7),\n",
+ " ('artist', 7),\n",
+ " ('hands', 7),\n",
+ " ('second', 7),\n",
+ " ('truly', 7),\n",
+ " ('“i', 7),\n",
+ " ('took', 7),\n",
+ " ('cry', 7),\n",
+ " ('staying', 7),\n",
+ " (\"'\", 7),\n",
+ " ('wears', 7),\n",
+ " ('shark', 7),\n",
+ " ('gurl', 7),\n",
+ " ('dear', 7),\n",
+ " ('possible', 7),\n",
+ " ('coming', 7),\n",
+ " ('ideas', 7),\n",
+ " ('wedding', 7),\n",
+ " ('sunscreen', 7),\n",
+ " ('friend', 7),\n",
+ " ('totally', 7),\n",
+ " ('gave', 7),\n",
+ " ('past', 7),\n",
+ " ('joke', 7),\n",
+ " ('eyebrow', 7),\n",
+ " ('sounds', 7),\n",
+ " ('highlight', 7),\n",
+ " ('gosh', 7),\n",
+ " ('outside', 7),\n",
+ " ('ive', 7),\n",
+ " ('curler', 7),\n",
+ " ('flawless', 7),\n",
+ " ('fine', 7),\n",
+ " ('t', 7),\n",
+ " ('takes', 7),\n",
+ " ('ben', 7),\n",
+ " ('may', 7),\n",
+ " (\"aren't\", 7),\n",
+ " ('short', 7),\n",
+ " ('lines', 7),\n",
+ " ('mine', 7),\n",
+ " ('te', 7),\n",
+ " ('se', 7),\n",
+ " ('xoxo', 7),\n",
+ " ('winged', 7),\n",
+ " ('fantastic', 7),\n",
+ " ('7', 7),\n",
+ " ('moisturizer', 7),\n",
+ " ('rude', 7),\n",
+ " ('itchy', 7),\n",
+ " ('que', 7),\n",
+ " ('bro', 7),\n",
+ " ('reminds', 7),\n",
+ " ('tik', 7),\n",
+ " ('soooooo', 7),\n",
+ " ('until', 7),\n",
+ " ('kylie', 7),\n",
+ " ('prettier', 7),\n",
+ " ('step', 7),\n",
+ " ('gets', 7),\n",
+ " ('perfectly', 7),\n",
+ " ('excellent', 7),\n",
+ " ('liners', 7),\n",
+ " ('tricks', 7),\n",
+ " ('hide', 7),\n",
+ " ('bold', 7),\n",
+ " ('osm', 7),\n",
+ " ('due', 6),\n",
+ " ('silly', 6),\n",
+ " ('legit', 6),\n",
+ " ('week', 6),\n",
+ " ('today', 6),\n",
+ " ('easily', 6),\n",
+ " ('youtuber', 6),\n",
+ " ('recommend', 6),\n",
+ " ('ppl', 6),\n",
+ " ('herself', 6),\n",
+ " ('heart', 6),\n",
+ " ('glue', 6),\n",
+ " ('showed', 6),\n",
+ " ('share', 6),\n",
+ " ('inspiring', 6),\n",
+ " ('bright', 6),\n",
+ " (\"he's\", 6),\n",
+ " ('hear', 6),\n",
+ " ('p', 6),\n",
+ " (\"couldn't\", 6),\n",
+ " ('blender', 6),\n",
+ " ('guess', 6),\n",
+ " ('few', 6),\n",
+ " ('freakin', 6),\n",
+ " ('hot', 6),\n",
+ " ('what’s', 6),\n",
+ " ('etude', 6),\n",
+ " ('satisfying', 6),\n",
+ " ('bought', 6),\n",
+ " ('they’re', 6),\n",
+ " ('30', 6),\n",
+ " ('huda', 6),\n",
+ " ('eyeliners', 6),\n",
+ " ('goofy', 6),\n",
+ " ('thinks', 6),\n",
+ " ('oil', 6),\n",
+ " ('spend', 6),\n",
+ " ('8', 6),\n",
+ " ('felt', 6),\n",
+ " ('minute', 6),\n",
+ " ('45', 6),\n",
+ " ('woah', 6),\n",
+ " ('af', 6),\n",
+ " ('whatever', 6),\n",
+ " ('goes', 6),\n",
+ " ('wondering', 6),\n",
+ " ('lucky', 6),\n",
+ " ('die', 6),\n",
+ " ('everybody', 6),\n",
+ " ('area', 6),\n",
+ " ('gurus', 6),\n",
+ " ('tan', 6),\n",
+ " ('en', 6),\n",
+ " ('curious', 6),\n",
+ " ('notice', 6),\n",
+ " ('fact', 6),\n",
+ " ('post', 6),\n",
+ " ('talks', 6),\n",
+ " ('check', 6),\n",
+ " ('tiny', 6),\n",
+ " ('fall', 6),\n",
+ " ('hella', 6),\n",
+ " ('exactly', 6),\n",
+ " (\"isn't\", 6),\n",
+ " ('covering', 6),\n",
+ " ('daily', 6),\n",
+ " ('wonder', 6),\n",
+ " ('plans', 6),\n",
+ " ('acne', 6),\n",
+ " ('annoying', 6),\n",
+ " ('acts', 6),\n",
+ " ('chamberlain', 6),\n",
+ " ('spots', 6),\n",
+ " ('tbh', 6),\n",
+ " ('translucent', 6),\n",
+ " ('matter', 6),\n",
+ " ('learned', 6),\n",
+ " ('kidding', 6),\n",
+ " ('told', 6),\n",
+ " ('tok', 6),\n",
+ " ('usually', 6),\n",
+ " ('each', 6),\n",
+ " ('art', 6),\n",
+ " ('ask', 6),\n",
+ " ('fade', 6),\n",
+ " ('blow', 6),\n",
+ " ('dryer', 6),\n",
+ " ('discontinued', 6),\n",
+ " ('cannot', 6),\n",
+ " ('problem', 6),\n",
+ " ('easier', 6),\n",
+ " ('hai', 6),\n",
+ " ('bushy', 6),\n",
+ " ('living', 5),\n",
+ " ('future', 5),\n",
+ " ('curled', 5),\n",
+ " ('dna”', 5),\n",
+ " ('omfg', 5),\n",
+ " ('smh', 5),\n",
+ " ('talented', 5),\n",
+ " ('between', 5),\n",
+ " ('studio', 5),\n",
+ " ('become', 5),\n",
+ " ('vacation', 5),\n",
+ " ('gotta', 5),\n",
+ " ('inks', 5),\n",
+ " ('subscriber', 5),\n",
+ " (\"you've\", 5),\n",
+ " ('anxiety', 5),\n",
+ " ('taken', 5),\n",
+ " ('intro', 5),\n",
+ " ('question', 5),\n",
+ " ('taking', 5),\n",
+ " ('heavy', 5),\n",
+ " ('superstay', 5),\n",
+ " ('touch', 5),\n",
+ " ('amazed', 5),\n",
+ " ('needed', 5),\n",
+ " ('ass', 5),\n",
+ " (\"would've\", 5),\n",
+ " ('couldn’t', 5),\n",
+ " ('vibes', 5),\n",
+ " ('feeling', 5),\n",
+ " ('cheap', 5),\n",
+ " ('49', 5),\n",
+ " ('remove', 5),\n",
+ " ('q', 5),\n",
+ " ('loving', 5),\n",
+ " ('honey', 5),\n",
+ " ('nearly', 5),\n",
+ " ('half', 5),\n",
+ " ('taught', 5),\n",
+ " ('soon', 5),\n",
+ " ('often', 5),\n",
+ " ('crap', 5),\n",
+ " ('vlogs', 5),\n",
+ " ('realised', 5),\n",
+ " ('forget', 5),\n",
+ " ('him', 5),\n",
+ " ('act', 5),\n",
+ " ('turtle', 5),\n",
+ " ('title', 5),\n",
+ " ('blue', 5),\n",
+ " ('least', 5),\n",
+ " ('friendly', 5),\n",
+ " ('cosmetics', 5),\n",
+ " ('loves', 5),\n",
+ " ('25', 5),\n",
+ " (\"there's\", 5),\n",
+ " ('lauder', 5),\n",
+ " ('forward', 5),\n",
+ " ('realy', 5),\n",
+ " ('power', 5),\n",
+ " ('clicked', 5),\n",
+ " ('rock', 5),\n",
+ " ('40', 5),\n",
+ " ('guru', 5),\n",
+ " ('voor', 5),\n",
+ " ('india', 5),\n",
+ " ('purchase', 5),\n",
+ " ('difficult', 5),\n",
+ " ('eu', 5),\n",
+ " ('eat', 5),\n",
+ " ('together', 5),\n",
+ " ('types', 5),\n",
+ " ('shades', 5),\n",
+ " ('yay', 5),\n",
+ " ('upper', 5),\n",
+ " ('animals', 5),\n",
+ " ('shook', 5),\n",
+ " ('later', 5),\n",
+ " ('informative', 5),\n",
+ " ('haters', 5),\n",
+ " ('het', 5),\n",
+ " ('tour', 5),\n",
+ " ('means', 5),\n",
+ " ('commenting', 5),\n",
+ " ('whenever', 5),\n",
+ " (\"i'll\", 5),\n",
+ " ('cuz', 5),\n",
+ " ('song', 5),\n",
+ " ('whats', 5),\n",
+ " ('order', 5),\n",
+ " ('mentioned', 5),\n",
+ " (\"shouldn't\", 5),\n",
+ " ('favourite', 5),\n",
+ " ('fav', 5),\n",
+ " ('problems', 5),\n",
+ " ('fabulous', 5),\n",
+ " ('compared', 5),\n",
+ " ('quick', 5),\n",
+ " ('music', 5),\n",
+ " ('chanel', 5),\n",
+ " ('enjoy', 5),\n",
+ " ('chin', 5),\n",
+ " ('blonde', 5),\n",
+ " ('lighter', 5),\n",
+ " ('tone', 5),\n",
+ " ('example', 5),\n",
+ " ('relatable', 5),\n",
+ " ('yall', 5),\n",
+ " ('expect', 5),\n",
+ " ('princess', 5),\n",
+ " ('morning', 5),\n",
+ " ('single', 5),\n",
+ " ('lauren', 5),\n",
+ " ('low', 5),\n",
+ " ('mood', 5),\n",
+ " ('add', 5),\n",
+ " ('brooke', 5),\n",
+ " ('52', 5),\n",
+ " ('inspired', 5),\n",
+ " ('media', 5),\n",
+ " (\"she'd\", 5),\n",
+ " ('alot', 5),\n",
+ " ('edit', 5),\n",
+ " ('jenner', 5),\n",
+ " (\"i'd\", 5),\n",
+ " ('drew', 5),\n",
+ " ('completely', 5),\n",
+ " ('painting', 5),\n",
+ " ('enough', 5),\n",
+ " ...]"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#빈도수 순으로 정렬\n",
+ "sorted_count=sorted(count.items(), key=lambda item: item[1], reverse=True)\n",
+ "sorted_count"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>key</th>\n",
+ " <th>value</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>i</td>\n",
+ " <td>1687</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>the</td>\n",
+ " <td>1297</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>you</td>\n",
+ " <td>1173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>so</td>\n",
+ " <td>824</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>is</td>\n",
+ " <td>807</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>and</td>\n",
+ " <td>803</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>to</td>\n",
+ " <td>749</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>a</td>\n",
+ " <td>719</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>it</td>\n",
+ " <td>584</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>your</td>\n",
+ " <td>568</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>she</td>\n",
+ " <td>567</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>love</td>\n",
+ " <td>528</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>makeup</td>\n",
+ " <td>513</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>this</td>\n",
+ " <td>483</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>her</td>\n",
+ " <td>474</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>that</td>\n",
+ " <td>472</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>of</td>\n",
+ " <td>452</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>like</td>\n",
+ " <td>452</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>my</td>\n",
+ " <td>429</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>beautiful</td>\n",
+ " <td>426</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>are</td>\n",
+ " <td>409</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>for</td>\n",
+ " <td>380</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>on</td>\n",
+ " <td>373</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>video</td>\n",
+ " <td>321</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>in</td>\n",
+ " <td>315</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>do</td>\n",
+ " <td>309</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>look</td>\n",
+ " <td>291</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>with</td>\n",
+ " <td>291</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>have</td>\n",
+ " <td>291</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>me</td>\n",
+ " <td>277</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5369</th>\n",
+ " <td>ac</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5370</th>\n",
+ " <td>‘boots</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5371</th>\n",
+ " <td>london</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5372</th>\n",
+ " <td>fave’</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5373</th>\n",
+ " <td>australian</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5374</th>\n",
+ " <td>cow</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5375</th>\n",
+ " <td>mf</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5376</th>\n",
+ " <td>nicki</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5377</th>\n",
+ " <td>minaj</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5378</th>\n",
+ " <td>casually</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5379</th>\n",
+ " <td>applys</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5380</th>\n",
+ " <td>eyeballs</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5381</th>\n",
+ " <td>tripping</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5382</th>\n",
+ " <td>beautifulll</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5383</th>\n",
+ " <td>sign</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5384</th>\n",
+ " <td>brillian</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5385</th>\n",
+ " <td>importa</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5386</th>\n",
+ " <td>vitíligo</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5387</th>\n",
+ " <td>ella</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5388</th>\n",
+ " <td>mundo</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5389</th>\n",
+ " <td>fame</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5390</th>\n",
+ " <td>shoe</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5391</th>\n",
+ " <td>plssss</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5392</th>\n",
+ " <td>any1</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5393</th>\n",
+ " <td>baking</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5394</th>\n",
+ " <td>invisible</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5395</th>\n",
+ " <td>strength</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5396</th>\n",
+ " <td>pure</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5397</th>\n",
+ " <td>spoons</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5398</th>\n",
+ " <td>forks</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>5399 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " key value\n",
+ "0 i 1687\n",
+ "1 the 1297\n",
+ "2 you 1173\n",
+ "3 so 824\n",
+ "4 is 807\n",
+ "5 and 803\n",
+ "6 to 749\n",
+ "7 a 719\n",
+ "8 it 584\n",
+ "9 your 568\n",
+ "10 she 567\n",
+ "11 love 528\n",
+ "12 makeup 513\n",
+ "13 this 483\n",
+ "14 her 474\n",
+ "15 that 472\n",
+ "16 of 452\n",
+ "17 like 452\n",
+ "18 my 429\n",
+ "19 beautiful 426\n",
+ "20 are 409\n",
+ "21 for 380\n",
+ "22 on 373\n",
+ "23 video 321\n",
+ "24 in 315\n",
+ "25 do 309\n",
+ "26 look 291\n",
+ "27 with 291\n",
+ "28 have 291\n",
+ "29 me 277\n",
+ "... ... ...\n",
+ "5369 ac 1\n",
+ "5370 ‘boots 1\n",
+ "5371 london 1\n",
+ "5372 fave’ 1\n",
+ "5373 australian 1\n",
+ "5374 cow 1\n",
+ "5375 mf 1\n",
+ "5376 nicki 1\n",
+ "5377 minaj 1\n",
+ "5378 casually 1\n",
+ "5379 applys 1\n",
+ "5380 eyeballs 1\n",
+ "5381 tripping 1\n",
+ "5382 beautifulll 1\n",
+ "5383 sign 1\n",
+ "5384 brillian 1\n",
+ "5385 importa 1\n",
+ "5386 vitíligo 1\n",
+ "5387 ella 1\n",
+ "5388 mundo 1\n",
+ "5389 fame 1\n",
+ "5390 shoe 1\n",
+ "5391 plssss 1\n",
+ "5392 any1 1\n",
+ "5393 baking 1\n",
+ "5394 invisible 1\n",
+ "5395 strength 1\n",
+ "5396 pure 1\n",
+ "5397 spoons 1\n",
+ "5398 forks 1\n",
+ "\n",
+ "[5399 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#빈도수를 기준으로 한 plot \n",
+ "data=pd.DataFrame(sorted_count)\n",
+ "data= data.rename(columns={0: \"key\", 1:\"value\"})\n",
+ "x=data[0:500]['key']\n",
+ "y=data[0:500]['value']\n",
+ "data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<function matplotlib.pyplot.show(*args, **kw)>"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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V1ntyFP93H8NfCVyZo/xu4O4BDK1P6VRKlegiIgXQlehZdAQiIlIYJZAsZamUEoiISAGUQLKkTM14RUQKoQSSJZ1CzXhFRAqgBJJFlegiIoVRAsmiSnQRkcIogWTRI21FRAqjBJIlnQqrRBXpIiJ9UwLJko5rRBXpIiJ9UwLJsu8IRBXpIiJ9UgLJoiMQEZHCKIFkSVl4BIkq0kVE+qYEkqUsFRKIKtFFRPqmBJIlHROITmGJiPRNCSRLKnMEokp0EZE+KYFkKdMRiIhIQZRAsmQq0VUHIiLSNyWQLGVptcISESmEEkiWsnghYUdXd4kjEREZ2pRAslSXpwHY29FV4khERIY2JZAsNRUhgbS0K4GIiPSlaAnEzK43s0YzW5Yo+zcze8HMnjazO81sQiyfY2Z7zWxpfH0/Mc7JZvaMma00s2vMYi13kVTHBLJXCUREpE/FPAK5ATgvq+xe4FXu/hpgBfDFRL9V7r4gvj6aKL8WuByYF1/Z0xxQ+xKITmGJiPSpaAnE3RcC27LKfuvunfHjY8DMvqZhZtOAce7+qLs7cCPwjmLEm1FTXgboFJaISD6lrAP5K+DXic9zzexJM3vQzM6MZTOA9Ylh1seynMzscjNbbGaLm5qa+hVUzymszjxDioiMbiVJIGb2ZaAT+Eks2gjMdvcTgU8Dt5jZOCBXfUevF2i4+3Xu3uDuDfX19f2KTaewREQKUzbYMzSzS4C3AufE01K4exvQFruXmNkq4GjCEUfyNNdMYEMx48s049UpLBGRvg3qEYiZnQd8Hni7u7ckyuvNLB27jyBUlr/k7huBZjN7XWx99QHgF8WMMZ0yKstSaoUlIpJH0Y5AzOxW4CxgspmtB75KaHVVCdwbW+M+FltcvQH4upl1Al3AR909UwH/14QWXdWEOpNkvUlRVFekdQpLRCSPoiUQd39PjuL/7mXYO4A7eum3GHjVAIaWV015WqewRETy0JXoOVRXpHUKS0QkDyWQHHQKS0QkPyWQHGrKy2jRdSAiIn1SAsmhoixFR5eeByIi0hclkBzSKdMjbUVE8lACySGdMrq69UApEZG+KIHkEBJIqaMQERnalEByKNMRiIhIXkogOagOREQkPyWQHMIRiBKIiEhflEBySKWMTjXjFRHpkxJIDmUpo9uVQERE+qIEkkM6lVIdiIhIHkogOagOREQkPyWQHNIpo1MXgoiI9EkJJAcdgYiI5KcEkkM6ZXSpEl1EpE9KIDmkdQQiIpKXEkgOZboSXUQkLyWQHNKpFO7QrSQiItKroiYQM7vezBrNbFmirM7M7jWzF+P7xFhuZnaNma00s6fN7KTEOJfE4V80s0uKGTNAWdoAdBQiItKHYh+B3ACcl1X2BeA+d58H3Bc/A5wPzIuvy4FrISQc4KvAqcApwFczSadYUhYSiK5GFxHpXVETiLsvBLZlFV8A/Dh2/xh4R6L8Rg8eAyaY2TTgXOBed9/m7tuBezkwKQ2ospSOQERE8ilFHchUd98IEN+nxPIZwLrEcOtjWW/lBzCzy81ssZktbmpq6neA6ZhAunRDRRGRXg2lSnTLUeZ9lB9Y6H6duze4e0N9fX2/A+mpA9HV6CIivSlFAtkcT00R3xtj+XpgVmK4mcCGPsqLZt8RiE5hiYj0qhQJ5C4g05LqEuAXifIPxNZYrwN2xlNc9wBvNrOJsfL8zbGsaNKxEl1Xo4uI9K6smBM3s1uBs4DJZrae0Jrqm8DtZnYZsBZ4Vxz8buAtwEqgBfgggLtvM7NvAIvicF939+yK+QGVOQLRQ6VERHpX1ATi7u/ppdc5OYZ14GO9TOd64PoBDK1PmToQncISEeldQaewzOz0QspGinQqrBY14xUR6V2hdSDfLbBsRChTJbqISF59nsIys9OA1wP1ZvbpRK9xQLqYgZWSWmGJiOSXrw6kAhgbh6tNlO8C3lmsoEptXyssJRARkV71mUDc/UHgQTO7wd3XDFJMJZfWhYQiInkV2gqr0syuA+Ykx3H3PylGUKWmOhARkfwKTSD/A3wf+CHQVbxwhoa0bqYoIpJXoQmk092vLWokQ0hZbMarB0qJiPSu0Ga8vzSzvzGzafGBUHXxOR0jUjquFR2BiIj0rtAjkMy9qz6bKHPgiIENZ2jIXEioOhARkd4VlEDcfW6xAxlK9EApEZH8CkogZvaBXOXufuPAhjM09FxIqGa8IiK9KfQU1msT3VWEmyE+AYzIBNLTjLfEgYiIDGGFnsL6RPKzmY0HbipKRENATzNeZRARkd7094FSLcC8gQxkKNHzQERE8iu0DuSX9DyHPA0cB9xerKBKrb62kop0ihc27Sp1KCIiQ1ahdSDfSnR3AmvcfX0R4hkSairKOO3ISfzyqY18/Ox5jK8pL3VIIiJDTkGnsOJNFV8g3JF3ItBezKCGgktPn8OmXa1c8/sXSx2KiMiQVOgTCd8NPE54fvm7gT+a2Yi9nTvA2cdM4djDalmztaXUoYiIDEmFnsL6MvBad28EMLN64HfAz4oV2FBQX1tJ0+62UochIjIkFdoKK5VJHtHWgxh32JpSW0XTrtZShyEiMiQVegTyGzO7B7g1fr4IuLs/MzSzY4DbEkVHAP8ATAA+DDTF8i+5+91xnC8ClxFuJf+37n5Pf+Z9sDJHIO6OxacUiohIkO+Z6EcBU939s2b258AZgAGPAj/pzwzdfTmwIE4/DbwC3Al8ELja3ZMtvjCz44GLgfnAdOB3Zna0uxf9uST1tZV0dDk7WjqYOKai2LMTERlW8p2G+g7QDODu/+vun3b3TxGOPr4zAPM/B1iV53G5FwA/dfc2d38ZWAmcMgDzzmtKbSUAjc2qBxERyZYvgcxx96ezC919MeHxtofqYnpOiwF83MyeNrPrzWxiLJsBrEsMsz6WHcDMLjezxWa2uKmpKdcgB+XwSTUAvLxl9yFPS0RkpMmXQKr66Fd9KDM2swrg7YTH5QJcCxxJOL21EbgqM2iO0XPeY8Tdr3P3BndvqK+vP5TwADhqyljMYPkmJRARkWz5EsgiM/twdqGZXQYsOcR5nw884e6bAdx9s7t3uXs38AN6TlOtB2YlxpsJbDjEeRekpqKM2XU1rNjcPBizExEZVvK1wvokcKeZvZeehNEAVAAXHuK830Pi9JWZTXP3jfHjhcCy2H0XcIuZfZtQiT6PcFHjoDiyfiwvb9kzWLMTERk2+kwg8ejg9WZ2NvCqWPx/7v77Q5mpmdUAfwp8JFH8r2a2gHB6anWmn7s/a2a3A88R7sP1scFogZUxtrKMlvbOwZqdiMiwUejzQO4H7h+ombp7CzApq+z9fQx/JXDlQM3/YFSXp2nt0HNBRESyjfiryQ9VdUWavR2DdsAjIjJsKIHkUVWuBCIikosSSB5V5SnaO7vp6tbTCUVEkpRA8qguTwPQqqMQEZH9KIHkUV2hBCIikosSSB5V8QhE9SAiIvtTAsmjSqewRERyUgLJI1MHsrdd14KIiCQpgeRRrVNYIiI5KYHkUV0RVpFOYYmI7E8JJI/KMh2BiIjkogSSh5rxiojkpgSSR08luhKIiEiSEkge46vLSRms295S6lBERIYUJZA8xlSWcercSfzokdWs2aoHS4mIZCiBFODS0+fQ0t7Fv96zvNShiIgMGUogBTh3/mGcOW+yjkBERBKUQAo0Z9IY1m5VPYiISIYSSIFm19Wwq7WTnS0dpQ5FRGRIUAIp0Ky6GgBW6zSWiAhQwgRiZqvN7BkzW2pmi2NZnZnda2YvxveJsdzM7BozW2lmT5vZSYMd74JZEzCDhSuaBnvWIiJDUqmPQM529wXu3hA/fwG4z93nAffFzwDnA/Pi63Lg2sEO9LDxVbz28DruXrZpsGctIjIklTqBZLsA+HHs/jHwjkT5jR48Bkwws2mDHdwpc+tYsbmZtk5dlS4iUsoE4sBvzWyJmV0ey6a6+0aA+D4lls8A1iXGXR/L9mNml5vZYjNb3NQ08Keajj6slq5u56Um1YOIiJQygZzu7icRTk99zMze0MewlqPMDyhwv87dG9y9ob6+fqDi3OfYw2oBWL6pecCnLSIy3JQsgbj7hvjeCNwJnAJszpyaiu+NcfD1wKzE6DOBDYMXbTB38hgm1JRz02NraG5Vc14RGd1KkkDMbIyZ1Wa6gTcDy4C7gEviYJcAv4jddwEfiK2xXgfszJzqGkzl6RSfO/dYlqzZzufveHqwZy8iMqSUlWi+U4E7zSwTwy3u/hszWwTcbmaXAWuBd8Xh7wbeAqwEWoAPDn7IwV+eOpvHX97Kvc9tpqOrm/L0UGuHICIyOEqSQNz9JeCEHOVbgXNylDvwsUEIrSBvnn8YP1+6gQ/+aBE3f+jUUocjIlIS+vvcD2cfM4X62koeXrmFHS3tpQ5HRKQklED6oboizTUXnwjAk2t3lDgaEZHSUALppxNmjacineLrv3qOlvbOUocjIjLolED6qaaijK9dMJ+Xt+zhgeW6P5aIjD5KIIfgXSfPZEJNOb97bnOpQxERGXRKIIegLJ3i1Ll1LF2nehARGX2UQA7RsYeNY/XWPext1w0WRWR0UQI5RMceVku3w4uNuj+WiIwuSiCH6NUzx2MGP3lsbalDEREZVEogh2jmxBoufu1s7nhiPV3dB9wgWERkxFICGQDHTauls9vZtkdXpYvI6KEEMgCm1FYCsHlXa4kjEREZPEogA2DKuCoAmprbShyJiMjgUQIZADoCEZHRSAlkANTHBNKoIxARGUWUQAZAZVmawyfVcMcT61WRLiKjhhLIALn6ogVs2tnK536mR92KyOigBDJATpo9kUtPn8MDyxtpbu0odTgiIkWnBDKAzj5mCp3dzpuvXsjNj60pdTgiIkWlBDKAGg6fyIfOmEtlWYqrfrtcN1gUkRFNCWQAlaVTfOWtx/P5845le0sHF//gsVKHJCJSNIOeQMxslpndb2bPm9mzZvZ3sfwKM3vFzJbG11sS43zRzFaa2XIzO3ewYz5Y5796GmccNZnlm3bRrftjicgIVVaCeXYCf+/uT5hZLbDEzO6N/a52928lBzaz44GLgfnAdOB3Zna0uw/p80Pnzp/Kwyu30NjcxmHjq0odjojIgBv0IxB33+juT8TuZuB5YEYfo1wA/NTd29z9ZWAlcErxIz00h08aA8CarXtKHImISHGUtA7EzOYAJwJ/jEUfN7Onzex6M5sYy2YA6xKjraeXhGNml5vZYjNb3NTUVKSoCzMnJpAVjbtLGoeISLGULIGY2VjgDuCT7r4LuBY4ElgAbASuygyaY/ScFQvufp27N7h7Q319fRGiLtyMidUcPXUsV9+7gnXbWkoai4hIMZQkgZhZOSF5/MTd/xfA3Te7e5e7dwM/oOc01XpgVmL0mcCGwYy3P9Ip4/vvO5mOzm7O/tYDvP+//8iqJh2NiMjIUYpWWAb8N/C8u387UT4tMdiFwLLYfRdwsZlVmtlcYB7w+GDFeyiOqB/LnR87ncvOnMuTa3dw1W+XlzokEZEBU4pWWKcD7weeMbOlsexLwHvMbAHh9NRq4CMA7v6smd0OPEdowfWxod4CK+moKWP54vnH0dbRzS2Pr6W5tYPaqvJShyUicsgGPYG4+8Pkrte4u49xrgSuLFpQg+DtC6Zzwx9W85tlm3hXw6z8I4iIDHG6En2QnDhrArPrarjrqSFffSMiUhAlkEFiZlywYDqPrNxCo55cKCIjgBLIILrwxHD5ysdveZL7X2iko6u7xBGJiPRfKSrRR60j6sfyzb94DVf+3/N88IZFTBpTwVtePY3XHzmJc+cfRiqVq2pIRGRoMveRebO/hoYGX7x4canDyKmts4uFK7bw86Wv8Jtlm+jqdj585lze/7o5zJ5UU+rwRGSUMrMl7t5Q8PBKIKW1t72LS370OI+/vI2UwVXvPoELT5xZ6rBEZBQ62ASiU1glVl2R5qbLTmHJmu18594X+fTtT/Fy0x5eNWM8DXPqqBtTUeoQRURyUgIZAirL0rz+yMmcNHsif/OTJ7jm9ysBqCpPcc6xU3ndkZN4+wnTGV+tCxBFZOjQKawhxt3ZsLOVTTv3cssf1/HwyiY272qjsizFOxbM4P2nHc786eMId4QRERk4OoU1zJkZMyZUM2Mu3X7rAAAQy0lEQVRCNScfXoe7s+yVXfx00Vp+umgdty1ex2tmjufPXj2NE2ZN4FUzxjO2Ul+jiAw+HYEMI6uadvPIyi3c/NgaVmzuubPvMVNrOXf+VI45bBzHTatl5sQaKsp0iY+IHBy1wopGYgJJWrethec37uL5jc08smoLi1ZvI/NV1lSkOXVuHacdOYnZdTWMqSzjqCljmTa+urRBi8iQpgQSjfQEkm3n3g7Wbm3hmVd28uyGnTy6aisvbdn/cbonzBzP0VNrOW7aOI6aMpYp4yqZO3kMlWXpEkUtIkOJ6kBGqfHV5bx65nhePXM8ECrjm5rb2LSrlb3tXSxes53fv9DIb57dxP8sWb9vvPK0MW9KLRPHlDOhuoI5k2s4de4k6sZUcET9GMrTKcrTOh0mIgfSEcgo09nVzY69Hby4eTdNu9t4fuMuntuwi91tnWzZ3cbabS0kN4mUwYJZE3jtnDqmja9i6rgqpoyrpLIszZRxlUwaU0lat2ARGRF0BCJ9KkunmDy2ksljKwF4+wnT9+u/blsLm3a10rirjTXb9tDc2skfVm3lR4+spj3HzR/LUkY6ZVRXpKmrCRc9VpanmTdlLJPHVlJfW8mZ8yZz9NRaVeyLjDBKILKfWXU1zKo78H5cHV3d7GjpoLE5JJe2zi4am9vYtLOVLnd27e1kd1snAM2tHTy5bjtNzW20dnTzL78J0xhfXU59bSVjKtL7ksvYyjKmjKtkdl0NleVpjp5ay6QxFVSVq15GZKhTApGClKdT1NeGnf786fmHh1APs6Olg18sfYXm1k42x+TT2tnNKzv2snTdDvZ2dNHSvv8Tis2gMh6tjKkoY3zN/lfgj6sqp7aqZ9OtSKeYNLYCiw+6nFBTzpjKMg4bV8XMidVgMGlMJdXlaeprKylL275lEpH+UwKRojEzJo6p4NLT5/Y53NbdbWze1cbutk5WNu6mqbmNlvZwNLNzb8e+I5uMbXva2ZMoa2zr4tkNuwBwnG172unoyl+3N7EmHBHVVJRRnjamjKtiSm0lZbFOp6o8zcSaCsxgSm0VlWUppo6rwiwcTWUu4Mx81t0BZLRRApGSmzS2kkmxTuaUuXWHPL3ubqfLnXXbWmhsbsMdGptbae/sjp+drm72HRG1d3XT2t7Fs6/s5IHmNjKpp62zm67uwhqZVJSlSCcSSN2YCqrKwxFOyowp4ypJxf7V5Wkmje25SebEmgqq4ym7VMqor63cb1oA4xIJqzc1FSHh5VI3tmce+aQMJUMpyLBJIGZ2HvDvQBr4obt/s8QhyRCVShkpjCPqx3JE/dh+T6e9s5uW9k66up3Nsd6nKSaYbXvaaesIp946u31fOYRTd1t2t+9rdNDZFRJXxsadrSxdtyMMG6dVaKIaDOOqyqiu2D/ZTB5b2WcjiMqyFJPGVEKevDOuqozaqv7dFDTMo+Kgk1tFP8fLqKlIM6Hm4GI2jKnjDr6FYk1F2bBqbDIsEoiZpYH/AP4UWA8sMrO73P250kYmI1lFWYqKsvCPPnOEVAxd3U6mOX1HV0hG2bbuCQ0S+rKrtYPdrZ0HlDvQ1NxW0COU3aFpdyudiVOA3R4SaHcfTf73tHXywqZdeae/vaWDvVl1XoVq7yr8iHC4SqdsX/3fwaoqT1M3poK6mgpu/+hpAxxZbsMigQCnACvd/SUAM/spcAGgBCLDXviXGv6plqXJ+VRKPakyHBFm14cVYk9bJzv3dvR7vrv2dtB8kPPt7HKamls52HS3bU87rR39S7C743KO6+cRXn8MlwQyA1iX+LweODV7IDO7HLgcYPbs2YMTmYgMioqyFHVlB/+AtboxFcwqQjwCw+VkW64TiQckd3e/zt0b3L2hvr5+EMISERm9hksCWQ/7/YmYCWwoUSwiIsLwSSCLgHlmNtfMKoCLgbtKHJOIyKg2LOpA3L3TzD4O3ENoxnu9uz9b4rBEREa1YZFAANz9buDuUschIiLBcDmFJSIiQ4wSiIiI9IsSiIiI9MuIfSKhmTUBa/o5+lygGaiNnzPducoK6S7WsCNlHkMtnpEyj6EWj5Z58ObxMv1zuLsXfBHdiD0Ccff6zEWFB/sCqoAt8T3ZnauskO5iDTtS5jHU4hkp8xhq8WiZB2ke/d33HUzygBGcQEREpLiUQEREpF+GzXUgg+x/gYeAM+PnTHeuskK6izXsSJnHUItnpMxjqMWjZR7ceRTdiK1EFxGR4tIpLBER6RclEBER6R93HzUvYA6wDJgA/E0sOwv4FbA7ft4FLI7DOtAN/DyO58DNwDZgJbAHeCWWvxjfG4Fvxe5fA9cA3wM6Y1k70BaHez3hOe8e+3cBj8X3LcBOYDOwG/hZjMUJbbwfDl/fvmU7KyuObmAToV348sS4O+P4DnTEeHZnxbYU+CrwnzGWFuCJOD1PvHbG99Y4ngNLgCdj3N1Zwz8ey7rj8K1x+BuA7wJ3xGkm59MV319JfH4i0b85MZ9PAE8l+nXHeWyLn3ckylsS01sbh3sQ2JtYlsz6aYzrqC1+T8vicOvicLviPFoSsXQTrkNqzbEeWmK/bsI5672xvC12txMeYbAjzm8LYbtoifE+T7gvXHJ6XXG8nYn5J+fbxv7rJXv9dsflfSJ2fwe4NK7PrljWCPwhscwPx/gWxs83xuE2x2H2ZC33Y1nr9leE30ZX/Lwzfp+7Cb/RDuDORIyZ121xWXMtSybW7viddAG/TUwj8ztsy4qvjbDddcdpL43jdGaNl3x1xldmfp3AiriePC7HdKCJ8JtopWeb3ZuYzr8k1slbY/fTcfiuxLT+CBxP2O4WAquB3ySmuyLGsROYkLXv+2Ec9yzC9jI5TvN3cVkv6s8+dbQegUwA/qaXfn8FnBS7MxVE5fTsEM8BfunuR7H/hvVA7E4D743jXQB8Mnan43BL4+ca4Djg6kT/zPfRCVQTGjl8N873YsKDtf5Az449KR3HOypRVhOn2UTPQ7mcsPESp58GzoufW+PrcGA+sCAx3uHA9Yl1AmGHC1AJrIrd0wg/oMWEDTUzzw7gTfQkg4pYdkSM2Qg/4nGEDTujNb5XJ8q2xPfuuAyZh31vBY5O9HsReITQPp44beJ8X4rDdAFTCTtrCDudcsIOkdjdTnjSZeZZoc/E+NOJePbG/pkHmmd2bhVx2ToScT6UKN9B2HFB+K7K4zJlEsg24JuEnW9lHMYICSiz08zMrz2xjrYTEmNGJvauxLJBz7ZAnO8KwnYEIYF8hf3PVGSW+an4bnEaKcLvxoBJsd+/J9YHhG3qlbguyoC6xHK305MAqgi/0TLgjNg/+UzZXfRsh5nvsCMrzkb2lxkuM51nCNvUzsSyb4nxPgPUx2XZnrXcJKZxU4zDCNtsKi575ju5wd03AJ8lbOO9PU7x2kT32Pg+nfB9Z+aVAu5w9+fi9GfT8zvIrIu/ju8vATvNLGVmZQDu/qE4bobRs72d7O639RJbn0ZFJbqZzSFk6qXAhYSVV07Piu9CLdJEZOTrpidhJxPabmAjYT+4lXD25NPuPvaAKSSMpiOQo4AfEVbaRkLS+BlhxZWx/z+cbCM/y4rISNMR35NHqZbVr5vwdNd/oyehvJsCn/g6mhLIy4S6gHWE0yudhPN/mVMjfR2B5Homu4jIUJY5bZk8/ZbZl2X+MHcAUwinyA+P/ecBtxQyg9GUQJLnpjMVWe9l/+SwM3skEZFhqivrvYOeuqHM0UYnYV/41jjcPHf/baEzGE0JJGM2PZWpDVn9asmtu5dyEZGhIvtUezrx7oSksSmrXwehsc37CA03Pm5mYwhHJHmNxgTyPOFQrYZwiJdpJge9r4/RuJ5EZHjp61R7pt9x8T3TQrKTsB/8XOz+OqGJ8DQKOSNT6mszSnhNSIrQKuvo+D6vP9eUZJWdA7QmPv8KOCd2H09od/4mQh3M6+P7SbH/2PheT2imuIFwuPm1OJ0/xte3CZX/awhNDE/qJb53AjflKM/Mx4D7CM1kb8peLuDHhH8rywht9S9LDPMA0BC7P0NoivxSYtgPxY3vA3HYVcD/JaeTtbyLgbPjcIcRmi+WEZo0fomeay5Opqcl3UOEpo4rstZzZronxfF+EdfjVkJb/Ma4zH+I08qsh4ey1lMy1pzrMvbLxJDKKr+P8Mfkh4lYvhTjOJ3QRLqdcI3C52P35LjubgKeBU4DXiD8S6yP8b46xlwD3ENoFnsHcG9cR/vFEtfh1vg9rSLU++0kNPE9J34/X6LnWonM7+KEOE53/G7vIm7vwNsIO6DaGONThOtHPhuHXUXPdv1OwrUcm4D/AH4JXJiIbTqhuXULcEEv6zjznU6K8zkJeJTwezo7fp8P0bPtTo9x7CX+ruP6egmYHj//nrDDbASOjOtoF/CR2P29uO4bEnGuIDSh/xThTMbO+FpFaJhzWlyv349lXwa2JtbDzYRGO0uB8+P3Ojn2Py/Geyqh6flpcbgH4jjHAouA9jj8ZuCl2P0F4N/z7K/GJrpzDh/XUaZl7sXAL/LuB0u9Iy/Fi7Azf4nQKusl4Kp+TGMOiQQCXBk3iKsJbdhXAP+T6P8Lwg90NyE5vAB8MdH/FkL78y56Lj5bHTfE3fHVTM8RUyvwb73E9l3ChY5H5+j3qbhhrozTWAt8L2u59hKS1YrYvRCoTAzzQPxh3RnHf4VwXc1ewk66HVgeh10f57MqOZ24vEsJO44NwHPApbHfPHouvOom/LAXxu9qISF5fiNOe0PWes5MN3mhVuZ6icxFZ+2EayyWx/k+Cnw/MY0lmVjzrMsPEHba70qUTYjrJDPfp2L8mQv91tJzsV8n4RqdRXE5JhOSyTZ6LoLsIFw49xJwFeFGeU/Rc/FYNz3bVFOOWDIXN7YRdozNMZ71cTq7CTvlN8YYM/O5n56LC7cS6guXxVg64/y2x+mvjvNui9P/SWI7zFwI2xSHv4aendSjcfqdZCXwrPWc+U7XxO81891mrhvZQ/gjOCcu18Y4vy1x/DfF9X4NIWF0JNZde5zeC3GcTTHehYTrnBqAn8Th1sXuI+KyZrapXfH7WES4mLKZcP3XZ+K6y2xDf07PBa3twH/F+DLr9KFYvimu17WJZWyN8a2K4+yIMSwj/Dmrz7O/uiiuw16Hp2fbejou/1H59oOj4joQEREZeDq3LyIi/aIEIiIi/aIEIiIi/aIEInIIzOxqM/tk4vM9ZvbDxOerzOzT/Zz2FWb2mYGIU6QYlEBEDs0fCE2yMbMUoSXV/ET/1xOaZfbJzNL5hhEZapRARA7NI8QEQkgcy4BmM5toZpWEC7eWmtm/mdkyM3vGzC4CMLOzzOx+M8s04cbMvmxmy83sd8Axg784IoXTLcxFDoG7bzCzTjObTUgkjwIzCBeC7SS0qX8r4cLBEwhHKIvMbGGcxCnAq9z9ZTM7mXAB14mE3+YThGtSRIYkJRCRQ5c5Cnk94U4BM2L3TsIprjOAW929C9hsZg8CryVcgPa4u78cp3MmcKe7twCY2V2DuhQiB0mnsEQOXaYe5NWEU1iPEY5AMvUffd2jaE/WZ13ZK8OGEojIoXuEcJpqm7t3ufs2wm1ETiOc0loIXGRmaTOrB95AeD58toXAhWZWbWa1hHtOiQxZOoUlcuieIdRt3JJVNtbdt5jZnfTcdNCBz7n7JjM7NjkRd3/CzG6j575PDw1K9CL9pHthiYhIv+gUloiI9IsSiIiI9IsSiIiI9IsSiIiI9IsSiIiI9IsSiIiI9IsSiIiI9Mv/BxE2x420qt/fAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax=plt.subplots()\n",
+ "plt.plot(x, y)\n",
+ "plt.title('Frequency Distribution1 (top 500 words)')\n",
+ "plt.xlabel('Word')\n",
+ "plt.ylabel('Count')\n",
+ "plt.show"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def createList(r1, r2): \n",
+ " # Create empty list \n",
+ " res = [] \n",
+ " \n",
+ " # loop to append successors to \n",
+ " # list until r2 is reached. \n",
+ " while(r1 < r2+1 ): \n",
+ " \n",
+ " res.append(r1) \n",
+ " r1 += 1\n",
+ " return res \n",
+ " \n",
+ "# Driver Code \n",
+ "r1, r2 = 1, 1687\n",
+ "list1=createList(r1, r2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [],
+ "source": [
+ "#y2: word count\n",
+ "y2=data['value']\n",
+ "y2_l=len(y2)\n",
+ "list1=[]\n",
+ "list2=[]\n",
+ "index=0\n",
+ "for i in range(1687): #1~1688 \n",
+ " cnt=0\n",
+ " while y2_l-index-1>=0 and i+1==y2[y2_l-index-1]:\n",
+ " cnt+=1\n",
+ " #print(y2_l-index-1,y2[y2_l-index-1],cnt)\n",
+ " index+=1\n",
+ " if(cnt!=0):\n",
+ " list1.append(i+1)\n",
+ " list2.append(cnt) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>count</th>\n",
+ " <th>ammount</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1</td>\n",
+ " <td>3138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2</td>\n",
+ " <td>706</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3</td>\n",
+ " <td>339</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4</td>\n",
+ " <td>193</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5</td>\n",
+ " <td>152</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>6</td>\n",
+ " <td>93</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>7</td>\n",
+ " <td>72</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>8</td>\n",
+ " <td>64</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>9</td>\n",
+ " <td>63</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>10</td>\n",
+ " <td>38</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>11</td>\n",
+ " <td>44</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>12</td>\n",
+ " <td>25</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>13</td>\n",
+ " <td>22</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>14</td>\n",
+ " <td>22</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>15</td>\n",
+ " <td>26</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>16</td>\n",
+ " <td>23</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>17</td>\n",
+ " <td>25</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>18</td>\n",
+ " <td>16</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>19</td>\n",
+ " <td>14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>20</td>\n",
+ " <td>8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>21</td>\n",
+ " <td>18</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>22</td>\n",
+ " <td>11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>23</td>\n",
+ " <td>15</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>24</td>\n",
+ " <td>9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>25</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>26</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>27</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>28</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>29</td>\n",
+ " <td>7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>30</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>124</th>\n",
+ " <td>233</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>125</th>\n",
+ " <td>239</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>126</th>\n",
+ " <td>276</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>127</th>\n",
+ " <td>277</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>128</th>\n",
+ " <td>291</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>129</th>\n",
+ " <td>309</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>130</th>\n",
+ " <td>315</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>131</th>\n",
+ " <td>321</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>132</th>\n",
+ " <td>373</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>133</th>\n",
+ " <td>380</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>134</th>\n",
+ " <td>409</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>135</th>\n",
+ " <td>426</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>136</th>\n",
+ " <td>429</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>137</th>\n",
+ " <td>452</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>138</th>\n",
+ " <td>472</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>139</th>\n",
+ " <td>474</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>140</th>\n",
+ " <td>483</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>141</th>\n",
+ " <td>513</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>142</th>\n",
+ " <td>528</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>143</th>\n",
+ " <td>567</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>144</th>\n",
+ " <td>568</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>145</th>\n",
+ " <td>584</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>146</th>\n",
+ " <td>719</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>147</th>\n",
+ " <td>749</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>148</th>\n",
+ " <td>803</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>149</th>\n",
+ " <td>807</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>150</th>\n",
+ " <td>824</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>151</th>\n",
+ " <td>1173</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>152</th>\n",
+ " <td>1297</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>153</th>\n",
+ " <td>1687</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>154 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " count ammount\n",
+ "0 1 3138\n",
+ "1 2 706\n",
+ "2 3 339\n",
+ "3 4 193\n",
+ "4 5 152\n",
+ "5 6 93\n",
+ "6 7 72\n",
+ "7 8 64\n",
+ "8 9 63\n",
+ "9 10 38\n",
+ "10 11 44\n",
+ "11 12 25\n",
+ "12 13 22\n",
+ "13 14 22\n",
+ "14 15 26\n",
+ "15 16 23\n",
+ "16 17 25\n",
+ "17 18 16\n",
+ "18 19 14\n",
+ "19 20 8\n",
+ "20 21 18\n",
+ "21 22 11\n",
+ "22 23 15\n",
+ "23 24 9\n",
+ "24 25 6\n",
+ "25 26 6\n",
+ "26 27 6\n",
+ "27 28 6\n",
+ "28 29 7\n",
+ "29 30 6\n",
+ ".. ... ...\n",
+ "124 233 1\n",
+ "125 239 1\n",
+ "126 276 1\n",
+ "127 277 1\n",
+ "128 291 3\n",
+ "129 309 1\n",
+ "130 315 1\n",
+ "131 321 1\n",
+ "132 373 1\n",
+ "133 380 1\n",
+ "134 409 1\n",
+ "135 426 1\n",
+ "136 429 1\n",
+ "137 452 2\n",
+ "138 472 1\n",
+ "139 474 1\n",
+ "140 483 1\n",
+ "141 513 1\n",
+ "142 528 1\n",
+ "143 567 1\n",
+ "144 568 1\n",
+ "145 584 1\n",
+ "146 719 1\n",
+ "147 749 1\n",
+ "148 803 1\n",
+ "149 807 1\n",
+ "150 824 1\n",
+ "151 1173 1\n",
+ "152 1297 1\n",
+ "153 1687 1\n",
+ "\n",
+ "[154 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.DataFrame(list(zip(list1, list2)), \n",
+ " columns =['count', 'ammount']) \n",
+ "df "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig1, ax1 = plt.subplots()\n",
+ "ax1.pie(list2, labels=list1, autopct='%1.1f%%',\n",
+ " shadow=True, startangle=90)\n",
+ "ax1.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n",
+ "plt.title('Frequency Distribution2')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "179\n"
+ ]
+ }
+ ],
+ "source": [
+ "#stopwords 불러오기 \n",
+ "from nltk.corpus import stopwords\n",
+ "stop_words=set(stopwords.words('english'))\n",
+ "print(len(stop_words))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "50.28 of Stopwords are included in the top 5% of word dict.\n"
+ ]
+ }
+ ],
+ "source": [
+ "#빈도순으로 정렬한 단어 사전 상위 5%에 stopwords가 포함되는 비율 \n",
+ "five=int(len(count)*5/100)\n",
+ "#print(five)\n",
+ "c=0\n",
+ "\n",
+ "for i in range(five):\n",
+ " for j in stop_words:\n",
+ " if sorted_count[i][0]==j:\n",
+ " c+=1\n",
+ " break\n",
+ "print('{:.2f} of Stopwords are included in the top 5% of word dict.'.format(c/len(stop_words)*100))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1-3. BPE 적용 \n",
+ "Training sentencepiece model from the word list with frequency"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['▁', 'T', 'h', 'is', '▁is', '▁i', '▁the', '▁you', '▁so', '▁to', '▁a', '▁your']\n",
+ "[1959, 0, 1969, 50, 48, 4, 20, 17, 35, 43, 6, 66]\n"
+ ]
+ }
+ ],
+ "source": [
+ "import sentencepiece as spm\n",
+ "\n",
+ "with open('word_freq_list.tsv', 'w') as f:\n",
+ " for k, v in sorted_count:\n",
+ " f.write('%s\\t%d\\n' % (k, v))\n",
+ " \n",
+ "spm.SentencePieceTrainer.train('--input=word_freq_list.tsv --input_format=tsv --model_prefix=m_bpe --vocab_size=2000 --model_type=bpe')\n",
+ "sp = spm.SentencePieceProcessor()\n",
+ "sp.load('m_bpe.model')\n",
+ "\n",
+ "print(sp.encode_as_pieces('This is i the you so to a your'))\n",
+ "print(sp.encode_as_ids('This is i the you so to a your'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0= ⁇ \n",
+ "1=\n",
+ "2=\n",
+ "3=t\n",
+ "4=i\n",
+ "5=s\n",
+ "6=a\n",
+ "7=he\n",
+ "8=ou\n",
+ "9=l\n",
+ "10=w\n",
+ "11=m\n",
+ "12=in\n",
+ "13=re\n",
+ "14=b\n",
+ "15=ha\n",
+ "16=y\n",
+ "17=you\n",
+ "18=er\n",
+ "19=o\n",
+ "20=the\n",
+ "21=f\n",
+ "22=lo\n",
+ "23=d\n",
+ "24=ke\n",
+ "25=c\n",
+ "26=ing\n",
+ "27=nd\n",
+ "28=e\n",
+ "29=ve\n",
+ "30=p\n",
+ "31=n\n",
+ "32=g\n",
+ "33=ut\n",
+ "34=ma\n",
+ "35=so\n",
+ "36=ll\n",
+ "37=ea\n",
+ "38=u\n",
+ "39=it\n",
+ "40=es\n",
+ "41=on\n",
+ "42=or\n",
+ "43=to\n",
+ "44=li\n",
+ "45=ow\n",
+ "46=th\n",
+ "47=id\n",
+ "48=is\n",
+ "49=hat\n",
+ "50=is\n",
+ "51=and\n",
+ "52=it\n",
+ "53=at\n",
+ "54=v\n",
+ "55=make\n",
+ "56=se\n",
+ "57=she\n",
+ "58=he\n",
+ "59=ha\n",
+ "60=st\n",
+ "61=an\n",
+ "62=on\n",
+ "63=love\n",
+ "64=up\n",
+ "65=ic\n",
+ "66=your\n",
+ "67=ul\n",
+ "68=if\n",
+ "69=loo\n",
+ "70=en\n",
+ "71=ay\n",
+ "72=ey\n",
+ "73=bea\n",
+ "74=oo\n",
+ "75=el\n",
+ "76=beaut\n",
+ "77=that\n",
+ "78=makeup\n",
+ "79=ed\n",
+ "80=look\n",
+ "81=of\n",
+ "82=as\n",
+ "83=h\n",
+ "84=this\n",
+ "85=her\n",
+ "86=do\n",
+ "87=eo\n",
+ "88=like\n",
+ "89=in\n",
+ "90=al\n",
+ "91=ith\n",
+ "92=with\n",
+ "93=om\n",
+ "94=et\n",
+ "95=vid\n",
+ "96=my\n",
+ "97=for\n",
+ "98=beautif\n",
+ "99=are\n",
+ "100=out\n",
+ "101=beautiful\n",
+ "102=ir\n",
+ "103=video\n",
+ "104=re\n",
+ "105=all\n",
+ "106=ot\n",
+ "107=ac\n",
+ "108=ver\n",
+ "109=le\n",
+ "110=be\n",
+ "111=ar\n",
+ "112=ch\n",
+ "113=j\n",
+ "114=ally\n",
+ "115=ie\n",
+ "116=ly\n",
+ "117=wh\n",
+ "118=st\n",
+ "119=han\n",
+ "120=me\n",
+ "121=k\n",
+ "122=gh\n",
+ "123=have\n",
+ "124=me\n",
+ "125=an\n",
+ "126=ld\n",
+ "127=but\n",
+ "128=ct\n",
+ "129=whe\n",
+ "130=ne\n",
+ "131=tt\n",
+ "132=ur\n",
+ "133=ust\n",
+ "134=what\n",
+ "135=r\n",
+ "136=was\n",
+ "137=up\n",
+ "138=than\n",
+ "139=can\n",
+ "140=ti\n",
+ "141=ion\n",
+ "142=iner\n",
+ "143=pre\n",
+ "144=ma\n",
+ "145=ren\n",
+ "146=use\n",
+ "147=ps\n",
+ "148=how\n",
+ "149=ge\n",
+ "150=ik\n",
+ "151=ore\n",
+ "152=thank\n",
+ "153=ee\n",
+ "154=su\n",
+ "155=not\n",
+ "156=just\n",
+ "157=ent\n",
+ "158=prett\n",
+ "159=eyel\n",
+ "160=ould\n",
+ "161=fe\n",
+ "162=ever\n",
+ "163=ace\n",
+ "164=ght\n",
+ "165=pretty\n",
+ "166=fr\n",
+ "167=il\n",
+ "168=im\n",
+ "169=od\n",
+ "170=al\n",
+ "171=tr\n",
+ "172=nik\n",
+ "173=pr\n",
+ "174=nikk\n",
+ "175=don\n",
+ "176=pl\n",
+ "177=all\n",
+ "178=eye\n",
+ "179=mu\n",
+ "180=ck\n",
+ "181=ill\n",
+ "182=ear\n",
+ "183=wat\n",
+ "184=ous\n",
+ "185=ice\n",
+ "186=we\n",
+ "187=face\n",
+ "188=without\n",
+ "189=when\n",
+ "190=looks\n",
+ "191=ick\n",
+ "192=est\n",
+ "193=br\n",
+ "194=ver\n",
+ "195=one\n",
+ "196=eyes\n",
+ "197=really\n",
+ "198=qu\n",
+ "199=om\n",
+ "200=1\n",
+ "201=irl\n",
+ "202=ood\n",
+ "203=sh\n",
+ "204=much\n",
+ "205=very\n",
+ "206=every\n",
+ "207=ine\n",
+ "208=per\n",
+ "209=eyeliner\n",
+ "210=sa\n",
+ "211=girl\n",
+ "212=les\n",
+ "213=ce\n",
+ "214=kin\n",
+ "215=omg\n",
+ "216=kn\n",
+ "217=am\n",
+ "218=au\n",
+ "219=ol\n",
+ "220=no\n",
+ "221=good\n",
+ "222=sha\n",
+ "223=from\n",
+ "224=nikkie\n",
+ "225=did\n",
+ "226=one\n",
+ "227=as\n",
+ "228=loren\n",
+ "229=ad\n",
+ "230=ation\n",
+ "231=skin\n",
+ "232=pp\n",
+ "233=know\n",
+ "234=or\n",
+ "235=reat\n",
+ "236=any\n",
+ "237=lip\n",
+ "238=sw\n",
+ "239=un\n",
+ "240=ama\n",
+ "241=get\n",
+ "242=see\n",
+ "243=amaz\n",
+ "244=ter\n",
+ "245=hing\n",
+ "246=ig\n",
+ "247=who\n",
+ "248=nice\n",
+ "249=if\n",
+ "250=ound\n",
+ "251=com\n",
+ "252=more\n",
+ "253=ab\n",
+ "254=amazing\n",
+ "255=her\n",
+ "256=ab\n",
+ "257=pr\n",
+ "258=out\n",
+ "259=lo\n",
+ "260=ays\n",
+ "261=hes\n",
+ "262=us\n",
+ "263=orge\n",
+ "264=ind\n",
+ "265=why\n",
+ "266=wow\n",
+ "267=tips\n",
+ "268=ease\n",
+ "269=cut\n",
+ "270=does\n",
+ "271=great\n",
+ "272=at\n",
+ "273=ight\n",
+ "274=gorge\n",
+ "275=gorgeous\n",
+ "276=ra\n",
+ "277=ink\n",
+ "278=ant\n",
+ "279=us\n",
+ "280=am\n",
+ "281=please\n",
+ "282=ple\n",
+ "283=ish\n",
+ "284=ur\n",
+ "285=ex\n",
+ "286=and\n",
+ "287=con\n",
+ "288=would\n",
+ "289=pe\n",
+ "290=need\n",
+ "291=thanks\n",
+ "292=go\n",
+ "293=lol\n",
+ "294=ell\n",
+ "295=ven\n",
+ "296=too\n",
+ "297=nder\n",
+ "298=sup\n",
+ "299=ashes\n",
+ "300=fre\n",
+ "301=put\n",
+ "302=soo\n",
+ "303=cute\n",
+ "304=found\n",
+ "305=think\n",
+ "306=where\n",
+ "307=ial\n",
+ "308=fa\n",
+ "309=ss\n",
+ "310=oof\n",
+ "311=some\n",
+ "312=lipst\n",
+ "313=aw\n",
+ "314=ause\n",
+ "315=ack\n",
+ "316=about\n",
+ "317=lipstick\n",
+ "318=fect\n",
+ "319=try\n",
+ "320=they\n",
+ "321=ry\n",
+ "322=“\n",
+ "323=art\n",
+ "324=wear\n",
+ "325=ose\n",
+ "326=our\n",
+ "327=mas\n",
+ "328=them\n",
+ "329=videos\n",
+ "330=bec\n",
+ "331=way\n",
+ "332=even\n",
+ "333=beauty\n",
+ "334=3\n",
+ "335=liner\n",
+ "336=best\n",
+ "337=lips\n",
+ "338=ess\n",
+ "339=dif\n",
+ "340=hair\n",
+ "341=only\n",
+ "342=loved\n",
+ "343=foundation\n",
+ "344=ng\n",
+ "345=cl\n",
+ "346=de\n",
+ "347=proof\n",
+ "348=row\n",
+ "349=act\n",
+ "350=has\n",
+ "351=wor\n",
+ "352=perfect\n",
+ "353=een\n",
+ "354=watch\n",
+ "355=water\n",
+ "356=ny\n",
+ "357=ble\n",
+ "358=nt\n",
+ "359=ful\n",
+ "360=ome\n",
+ "361=ta\n",
+ "362=wa\n",
+ "363=never\n",
+ "364=there\n",
+ "365=2\n",
+ "366=ked\n",
+ "367=lit\n",
+ "368=nat\n",
+ "369=ive\n",
+ "370=uct\n",
+ "371=ways\n",
+ "372=feren\n",
+ "373=swim\n",
+ "374=thou\n",
+ "375=na\n",
+ "376=day\n",
+ "377=ite\n",
+ "378=had\n",
+ "379=ean\n",
+ "380=ely\n",
+ "381=de\n",
+ "382=cur\n",
+ "383=orial\n",
+ "384=prod\n",
+ "385=differen\n",
+ "386=ull\n",
+ "387=ting\n",
+ "388=freck\n",
+ "389=because\n",
+ "390=so\n",
+ "391=dow\n",
+ "392=son\n",
+ "393=super\n",
+ "394=utorial\n",
+ "395=always\n",
+ "396=lashes\n",
+ "397=product\n",
+ "398=waterproof\n",
+ "399=bl\n",
+ "400=ch\n",
+ "401=mo\n",
+ "402=ving\n",
+ "403=qu\n",
+ "404=irst\n",
+ "405=are\n",
+ "406=hi\n",
+ "407=im\n",
+ "408=na\n",
+ "409=col\n",
+ "410=now\n",
+ "411=peo\n",
+ "412=also\n",
+ "413=natur\n",
+ "414=these\n",
+ "415=freckles\n",
+ "416=tutorial\n",
+ "417=x\n",
+ "418=app\n",
+ "419=used\n",
+ "420=will\n",
+ "421=first\n",
+ "422=people\n",
+ "423=af\n",
+ "424=fun\n",
+ "425=want\n",
+ "426=person\n",
+ "427=ually\n",
+ "428=time\n",
+ "429=should\n",
+ "430=ain\n",
+ "431=king\n",
+ "432=ment\n",
+ "433=ther\n",
+ "434=using\n",
+ "435=co\n",
+ "436=awes\n",
+ "437=different\n",
+ "438=ar\n",
+ "439=el\n",
+ "440=en\n",
+ "441=fe\n",
+ "442=ate\n",
+ "443=id\n",
+ "444=pro\n",
+ "445=quid\n",
+ "446=lot\n",
+ "447=those\n",
+ "448=everyday\n",
+ "449=ub\n",
+ "450=5\n",
+ "451=ool\n",
+ "452=iend\n",
+ "453=met\n",
+ "454=liquid\n",
+ "455=awesome\n",
+ "456=po\n",
+ "457=oooo\n",
+ "458=chan\n",
+ "459=after\n",
+ "460=other\n",
+ "461=anyone\n",
+ "462=sm\n",
+ "463=got\n",
+ "464=hel\n",
+ "465=under\n",
+ "466=hh\n",
+ "467=oy\n",
+ "468=4\n",
+ "469=say\n",
+ "470=actually\n",
+ "471=ep\n",
+ "472=th\n",
+ "473=help\n",
+ "474=such\n",
+ "475=tell\n",
+ "476=thought\n",
+ "477=te\n",
+ "478=ue\n",
+ "479=0\n",
+ "480=ich\n",
+ "481=ush\n",
+ "482=sp\n",
+ "483=ro\n",
+ "484=may\n",
+ "485=back\n",
+ "486=been\n",
+ "487=suit\n",
+ "488=nikki\n",
+ "489=um\n",
+ "490=ity\n",
+ "491=met\n",
+ "492=red\n",
+ "493=ad\n",
+ "494=by\n",
+ "495=god\n",
+ "496=hadow\n",
+ "497=still\n",
+ "498=natural\n",
+ "499=eyeshadow\n",
+ "500=ks\n",
+ "501=ri\n",
+ "502=ash\n",
+ "503=oh\n",
+ "504=hat\n",
+ "505=long\n",
+ "506=said\n",
+ "507=take\n",
+ "508=metal\n",
+ "509=products\n",
+ "510=watching\n",
+ "511=ast\n",
+ "512=inn\n",
+ "513=wo\n",
+ "514=off\n",
+ "515=vit\n",
+ "516=eyeb\n",
+ "517=mask\n",
+ "518=same\n",
+ "519=could\n",
+ "520=looking\n",
+ "521=aa\n",
+ "522=igo\n",
+ "523=tal\n",
+ "524=thing\n",
+ "525=brow\n",
+ "526=here\n",
+ "527=real\n",
+ "528=erally\n",
+ "529=doing\n",
+ "530=makes\n",
+ "531=which\n",
+ "532=literally\n",
+ "533=gl\n",
+ "534=its\n",
+ "535=iligo\n",
+ "536=else\n",
+ "537=going\n",
+ "538=eyebrow\n",
+ "539=vitiligo\n",
+ "540=pl\n",
+ "541=ist\n",
+ "542=ody\n",
+ "543=fore\n",
+ "544=feel\n",
+ "545=wait\n",
+ "546=gg\n",
+ "547=mm\n",
+ "548=uy\n",
+ "549=mayb\n",
+ "550=mean\n",
+ "551=name\n",
+ "552=right\n",
+ "553=thing\n",
+ "554=ard\n",
+ "555=ide\n",
+ "556=se\n",
+ "557=kind\n",
+ "558=before\n",
+ "559=iz\n",
+ "560=lf\n",
+ "561=able\n",
+ "562=ning\n",
+ "563=most\n",
+ "564=were\n",
+ "565=wish\n",
+ "566=color\n",
+ "567=somet\n",
+ "568=friend\n",
+ "569=car\n",
+ "570=hed\n",
+ "571=ho\n",
+ "572=un\n",
+ "573=ming\n",
+ "574=ear\n",
+ "575=cool\n",
+ "576=hack\n",
+ "577=happ\n",
+ "578=then\n",
+ "579=rd\n",
+ "580=ies\n",
+ "581=ke\n",
+ "582=vo\n",
+ "583=bat\n",
+ "584=bet\n",
+ "585=bot\n",
+ "586=day\n",
+ "587=curl\n",
+ "588=didn\n",
+ "589=outine\n",
+ "590=their\n",
+ "591=ty\n",
+ "592=fav\n",
+ "593=new\n",
+ "594=sim\n",
+ "595=cont\n",
+ "596=comment\n",
+ "597=routine\n",
+ "598=eyebrows\n",
+ "599=os\n",
+ "600=to\n",
+ "601=yl\n",
+ "602=act\n",
+ "603=ers\n",
+ "604=ian\n",
+ "605=gr\n",
+ "606=le\n",
+ "607=ious\n",
+ "608=dar\n",
+ "609=ins\n",
+ "610=rem\n",
+ "611=idea\n",
+ "612=life\n",
+ "613=year\n",
+ "614=doesn\n",
+ "615=ta\n",
+ "616=xt\n",
+ "617=per\n",
+ "618=tle\n",
+ "619=jo\n",
+ "620=big\n",
+ "621=sis\n",
+ "622=tur\n",
+ "623=chlo\n",
+ "624=winn\n",
+ "625=queen\n",
+ "626=everything\n",
+ "627=pt\n",
+ "628=ag\n",
+ "629=sc\n",
+ "630=self\n",
+ "631=dis\n",
+ "632=dra\n",
+ "633=ality\n",
+ "634=show\n",
+ "635=start\n",
+ "636=ud\n",
+ "637=ure\n",
+ "638=mi\n",
+ "639=def\n",
+ "640=set\n",
+ "641=sub\n",
+ "642=haha\n",
+ "643=apply\n",
+ "644=looked\n",
+ "645=mascar\n",
+ "646=wonder\n",
+ "647=bathing\n",
+ "648=der\n",
+ "649=clay\n",
+ "650=full\n",
+ "651=many\n",
+ "652=over\n",
+ "653=stay\n",
+ "654=winnie\n",
+ "655=mascara\n",
+ "656=ff\n",
+ "657=ts\n",
+ "658=eal\n",
+ "659=eet\n",
+ "660=ong\n",
+ "661=ac\n",
+ "662=ok\n",
+ "663=ater\n",
+ "664=eas\n",
+ "665=sty\n",
+ "666=wom\n",
+ "667=fork\n",
+ "668=next\n",
+ "669=sooo\n",
+ "670=yout\n",
+ "671=chloe\n",
+ "672=thick\n",
+ "673=someone\n",
+ "674=personality\n",
+ "675=su\n",
+ "676=ady\n",
+ "677=ony\n",
+ "678=pec\n",
+ "679=dam\n",
+ "680=hell\n",
+ "681=pony\n",
+ "682=seen\n",
+ "683=stun\n",
+ "684=well\n",
+ "685=funny\n",
+ "686=better\n",
+ "687=youtub\n",
+ "688=swimming\n",
+ "689=something\n",
+ "690=ia\n",
+ "691=sc\n",
+ "692=ans\n",
+ "693=ens\n",
+ "694=ied\n",
+ "695=nel\n",
+ "696=ring\n",
+ "697=dry\n",
+ "698=red\n",
+ "699=spr\n",
+ "700=dark\n",
+ "701=fish\n",
+ "702=give\n",
+ "703=hate\n",
+ "704=keep\n",
+ "705=test\n",
+ "706=elline\n",
+ "707=cover\n",
+ "708=soooo\n",
+ "709=maybelline\n",
+ "710=ip\n",
+ "711=ead\n",
+ "712=gel\n",
+ "713=ort\n",
+ "714=ched\n",
+ "715=init\n",
+ "716=cha\n",
+ "717=lau\n",
+ "718=light\n",
+ "719=done\n",
+ "720=inst\n",
+ "721=being\n",
+ "722=definit\n",
+ "723=friends\n",
+ "724=te\n",
+ "725=suit\n",
+ "726=gur\n",
+ "727=low\n",
+ "728=tip\n",
+ "729=high\n",
+ "730=angel\n",
+ "731=sweet\n",
+ "732=little\n",
+ "733=channel\n",
+ "734=stunning\n",
+ "735=mb\n",
+ "736=ms\n",
+ "737=sol\n",
+ "738=pose\n",
+ "739=cat\n",
+ "740=old\n",
+ "741=water\n",
+ "742=conf\n",
+ "743=damn\n",
+ "744=hand\n",
+ "745=hard\n",
+ "746=made\n",
+ "747=favor\n",
+ "748=spray\n",
+ "749=years\n",
+ "750=wearing\n",
+ "751=ag\n",
+ "752=ap\n",
+ "753=orm\n",
+ "754=ude\n",
+ "755=20\n",
+ "756=et\n",
+ "757=ince\n",
+ "758=less\n",
+ "759=onna\n",
+ "760=che\n",
+ "761=guy\n",
+ "762=mod\n",
+ "763=pow\n",
+ "764=solut\n",
+ "765=prob\n",
+ "766=wing\n",
+ "767=brand\n",
+ "768=gonna\n",
+ "769=shaving\n",
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+ "1138=smooth\n",
+ "1139=superb\n",
+ "1140=tiktok\n",
+ "1141=useful\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1142=finally\n",
+ "1143=sharing\n",
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+ "1498=ut\n",
+ "1499=wi\n",
+ "1500=cont\n",
+ "1501=ient\n",
+ "1502=ling\n",
+ "1503=load\n",
+ "1504=more\n",
+ "1505=reci\n",
+ "1506=side\n",
+ "1507=ular\n",
+ "1508=201\n",
+ "1509=add\n",
+ "1510=bre\n",
+ "1511=dat\n",
+ "1512=kid\n",
+ "1513=mat\n",
+ "1514=mor\n",
+ "1515=sat\n",
+ "1516=sho\n",
+ "1517=sur\n",
+ "1518=tat\n",
+ "1519=vac\n",
+ "1520=wed\n",
+ "1521=wee\n",
+ "1522=wet\n",
+ "1523=ating\n",
+ "1524=icked\n",
+ "1525=ities\n",
+ "1526=itude\n",
+ "1527=lands\n",
+ "1528=rings\n",
+ "1529=ucent\n",
+ "1530=amer\n",
+ "1531=anyw\n",
+ "1532=bold\n",
+ "1533=cura\n",
+ "1534=dear\n",
+ "1535=emma\n",
+ "1536=fian\n",
+ "1537=flaw\n",
+ "1538=form\n",
+ "1539=fuzz\n",
+ "1540=gurl\n",
+ "1541=less\n",
+ "1542=lots\n",
+ "1543=near\n",
+ "1544=rock\n",
+ "1545=room\n",
+ "1546=save\n",
+ "1547=woww\n",
+ "1548=youu\n",
+ "1549=estion\n",
+ "1550=onment\n",
+ "1551=basic\n",
+ "1552=bring\n",
+ "1553=chill\n",
+ "1554=hands\n",
+ "1555=impre\n",
+ "1556=needs\n",
+ "1557=older\n",
+ "1558=peach\n",
+ "1559=place\n",
+ "1560=secre\n",
+ "1561=sense\n",
+ "1562=stays\n",
+ "1563=sweat\n",
+ "1564=reciate\n",
+ "1565=actual\n",
+ "1566=barely\n",
+ "1567=couple\n",
+ "1568=doesnt\n",
+ "1569=giving\n",
+ "1570=liners\n",
+ "1571=moment\n",
+ "1572=remove\n",
+ "1573=school\n",
+ "1574=styles\n",
+ "1575=talent\n",
+ "1576=unique\n",
+ "1577=wanted\n",
+ "1578=oooooooo\n",
+ "1579=contour\n",
+ "1580=discont\n",
+ "1581=goddess\n",
+ "1582=licking\n",
+ "1583=testing\n",
+ "1584=zendaya\n",
+ "1585=attitude\n",
+ "1586=earrings\n",
+ "1587=flawless\n",
+ "1588=confident\n",
+ "1589=seriously\n",
+ "1590=appreciate\n",
+ "1591=environment\n",
+ "1592=aj\n",
+ "1593=bb\n",
+ "1594=br\n",
+ "1595=do\n",
+ "1596=go\n",
+ "1597=ij\n",
+ "1598=jk\n",
+ "1599=ka\n",
+ "1600=cha\n",
+ "1601=erg\n",
+ "1602=gar\n",
+ "1603=hos\n",
+ "1604=ics\n",
+ "1605=isf\n",
+ "1606=ize\n",
+ "1607=lly\n",
+ "1608=not\n",
+ "1609=ory\n",
+ "1610=oxo\n",
+ "1611=pes\n",
+ "1612=rav\n",
+ "1613=res\n",
+ "1614=ula\n",
+ "1615=ump\n",
+ "1616=30\n",
+ "1617=45\n",
+ "1618=ed\n",
+ "1619=hy\n",
+ "1620=ny\n",
+ "1621=pa\n",
+ "1622=ra\n",
+ "1623=east\n",
+ "1624=iety\n",
+ "1625=illy\n",
+ "1626=ison\n",
+ "1627=lash\n",
+ "1628=ntil\n",
+ "1629=ouch\n",
+ "1630=pped\n",
+ "1631=sent\n",
+ "1632=ssss\n",
+ "1633=ylie\n",
+ "1634=adv\n",
+ "1635=ass\n",
+ "1636=bor\n",
+ "1637=bur\n",
+ "1638=del\n",
+ "1639=die\n",
+ "1640=eff\n",
+ "1641=eng\n",
+ "1642=exp\n",
+ "1643=ext\n",
+ "1644=fab\n",
+ "1645=gir\n",
+ "1646=hor\n",
+ "1647=hot\n",
+ "1648=hud\n",
+ "1649=int\n",
+ "1650=ive\n",
+ "1651=jen\n",
+ "1652=lid\n",
+ "1653=mag\n",
+ "1654=men\n",
+ "1655=net\n",
+ "1656=osm\n",
+ "1657=pad\n",
+ "1658=pat\n",
+ "1659=que\n",
+ "1660=rid\n",
+ "1661=ton\n",
+ "1662=vis\n",
+ "1663=won\n",
+ "1664=hhhhh\n",
+ "1665=ilhos\n",
+ "1666=inued\n",
+ "1667=ished\n",
+ "1668=itive\n",
+ "1669=llent\n",
+ "1670=rated\n",
+ "1671=bent\n",
+ "1672=bigg\n",
+ "1673=blow\n",
+ "1674=each\n",
+ "1675=fall\n",
+ "1676=fant\n",
+ "1677=fine\n",
+ "1678=gave\n",
+ "1679=gets\n",
+ "1680=gosh\n",
+ "1681=heal\n",
+ "1682=hide\n",
+ "1683=joke\n",
+ "1684=lost\n",
+ "1685=mine\n",
+ "1686=move\n",
+ "1687=past\n",
+ "1688=rude\n",
+ "1689=soon\n",
+ "1690=step\n",
+ "1691=subb\n",
+ "1692=tatt\n",
+ "1693=took\n",
+ "1694=xoxo\n",
+ "1695=screen\n",
+ "1696=chang\n",
+ "1697=gurus\n",
+ "1698=heart\n",
+ "1699=ideas\n",
+ "1700=itchy\n",
+ "1701=kylie\n",
+ "1702=lines\n",
+ "1703=marav\n",
+ "1704=shark\n",
+ "1705=short\n",
+ "1706=takes\n",
+ "1707=truly\n",
+ "1708=until\n",
+ "1709=utens\n",
+ "1710=wears\n",
+ "1711=appear\n",
+ "1712=artist\n",
+ "1713=beutif\n",
+ "1714=bright\n",
+ "1715=coming\n",
+ "1716=curler\n",
+ "1717=forget\n",
+ "1718=incred\n",
+ "1719=inform\n",
+ "1720=purcha\n",
+ "1721=satisf\n",
+ "1722=sounds\n",
+ "1723=tricks\n",
+ "1724=upload\n",
+ "1725=winged\n",
+ "1726=complet\n",
+ "1727=explain\n",
+ "1728=mention\n",
+ "1729=outside\n",
+ "1730=reminds\n",
+ "1731=staying\n",
+ "1732=totally\n",
+ "1733=wedding\n",
+ "1734=annoying\n",
+ "1735=possible\n",
+ "1736=prettier\n",
+ "1737=youtuber\n",
+ "1738=excellent\n",
+ "1739=fantastic\n",
+ "1740=perfectly\n",
+ "1741=sunscreen\n",
+ "1742=maravilhos\n",
+ "1743=moisturizer\n",
+ "1744=translucent\n",
+ "1745=11\n",
+ "1746=33\n",
+ "1747=bh\n",
+ "1748=ef\n",
+ "1749=gl\n",
+ "1750=ph\n",
+ "1751=alm\n",
+ "1752=ane\n",
+ "1753=ced\n",
+ "1754=cky\n",
+ "1755=eas\n",
+ "1756=iny\n",
+ "1757=ito\n",
+ "1758=ius\n",
+ "1759=lla\n",
+ "1760=lll\n",
+ "1761=man\n",
+ "1762=min\n",
+ "1763=ond\n",
+ "1764=oon\n",
+ "1765=rrr\n",
+ "1766=ses\n",
+ "1767=ted\n",
+ "1768=ubb\n",
+ "1769=ugg\n",
+ "1770=vel\n",
+ "1771=25\n",
+ "1772=si\n",
+ "1773=7777\n",
+ "1774=8888\n",
+ "1775=atic\n",
+ "1776=cept\n",
+ "1777=elly\n",
+ "1778=ette\n",
+ "1779=ired\n",
+ "1780=ized\n",
+ "1781=lain\n",
+ "1782=mmmm\n",
+ "1783=oofy\n",
+ "1784=ooke\n",
+ "1785=port\n",
+ "1786=ried\n",
+ "1787=smet\n",
+ "1788=ures\n",
+ "1789=ushy\n",
+ "1790=ask\n",
+ "1791=beg\n",
+ "1792=dan\n",
+ "1793=due\n",
+ "1794=eat\n",
+ "1795=enc\n",
+ "1796=equ\n",
+ "1797=few\n",
+ "1798=hai\n",
+ "1799=kaj\n",
+ "1800=mad\n",
+ "1801=med\n",
+ "1802=oil\n",
+ "1803=ppl\n",
+ "1804=tbh\n",
+ "1805=ter\n",
+ "1806=tit\n",
+ "1807=tok\n",
+ "1808=yay\n",
+ "1809=ately\n",
+ "1810=nding\n",
+ "1811=acne\n",
+ "1812=acts\n",
+ "1813=anim\n",
+ "1814=area\n",
+ "1815=brav\n",
+ "1816=char\n",
+ "1817=exam\n",
+ "1818=fact\n",
+ "1819=fade\n",
+ "1820=felt\n",
+ "1821=fill\n",
+ "1822=glue\n",
+ "1823=goes\n",
+ "1824=guru\n",
+ "1825=heav\n",
+ "1826=huda\n",
+ "1827=kiss\n",
+ "1828=lind\n",
+ "1829=lion\n",
+ "1830=maqu\n",
+ "1831=miss\n",
+ "1832=prom\n",
+ "1833=remo\n",
+ "1834=slay\n",
+ "1835=song\n",
+ "1836=tech\n",
+ "1837=tiny\n",
+ "1838=told\n",
+ "1839=vers\n",
+ "1840=wast\n",
+ "1841=week\n",
+ "1842=woah\n",
+ "1843=ations\n",
+ "1844=bushy\n",
+ "1845=check\n",
+ "1846=class\n",
+ "1847=cring\n",
+ "1848=daily\n",
+ "1849=derma\n",
+ "1850=disli\n",
+ "1851=dryer\n",
+ "1852=etude\n",
+ "1853=exist\n",
+ "1854=goofy\n",
+ "1855=guess\n",
+ "1856=hella\n",
+ "1857=inter\n",
+ "1858=intro\n",
+ "1859=jelly\n",
+ "1860=legit\n",
+ "1861=lucky\n",
+ "1862=music\n",
+ "1863=plans\n",
+ "1864=share\n",
+ "1865=silly\n",
+ "1866=spend\n",
+ "1867=spots\n",
+ "1868=talks\n",
+ "1869=today\n",
+ "1870=bought\n",
+ "1871=cannot\n",
+ "1872=cosmet\n",
+ "1873=easier\n",
+ "1874=easily\n",
+ "1875=matter\n",
+ "1876=minute\n",
+ "1877=notice\n",
+ "1878=omgggg\n",
+ "1879=scream\n",
+ "1880=showed\n",
+ "1881=tattoo\n",
+ "1882=thinks\n",
+ "1883=mberlain\n",
+ "1884=blender\n",
+ "1885=curious\n",
+ "1886=exactly\n",
+ "1887=feeling\n",
+ "1888=freakin\n",
+ "1889=herself\n",
+ "1890=kidding\n",
+ "1891=learned\n",
+ "1892=superst\n",
+ "1893=usually\n",
+ "1894=covering\n",
+ "1895=question\n",
+ "1896=whatever\n",
+ "1897=everybody\n",
+ "1898=eyeliners\n",
+ "1899=inspiring\n",
+ "1900=wondering\n",
+ "1901=satisfying\n",
+ "1902=chamberlain\n",
+ "1903=discontinued\n",
+ "1904=55\n",
+ "1905=66\n",
+ "1906=fg\n",
+ "1907=jn\n",
+ "1908=ky\n",
+ "1909=ym\n",
+ "1910=za\n",
+ "1911=q\n",
+ "1912=ake\n",
+ "1913=ale\n",
+ "1914=app\n",
+ "1915=ars\n",
+ "1916=ayl\n",
+ "1917=ect\n",
+ "1918=eps\n",
+ "1919=gly\n",
+ "1920=idd\n",
+ "1921=iii\n",
+ "1922=ins\n",
+ "1923=ipp\n",
+ "1924=mas\n",
+ "1925=mer\n",
+ "1926=mor\n",
+ "1927=oot\n",
+ "1928=oud\n",
+ "1929=oun\n",
+ "1930=por\n",
+ "1931=pro\n",
+ "1932=40\n",
+ "1933=49\n",
+ "1934=52\n",
+ "1935=ba\n",
+ "1936=bi\n",
+ "1937=eu\n",
+ "1938=ev\n",
+ "1939=fi\n",
+ "1940=ig\n",
+ "1941=ki\n",
+ "1942=os\n",
+ "1943=ri\n",
+ "1944=yo\n",
+ "1945=ains\n",
+ "1946=anit\n",
+ "1947=anty\n",
+ "1948=arth\n",
+ "1949=band\n",
+ "1950=cked\n",
+ "1951=eder\n",
+ "1952=enty\n",
+ "1953=grat\n",
+ "1954=hael\n",
+ "1955=head\n",
+ "1956=hhhh\n",
+ "1957=ider\n",
+ "1958=iece\n",
+ "1959=\n",
+ "1960=e\n",
+ "1961=o\n",
+ "1962=t\n",
+ "1963=i\n",
+ "1964=a\n",
+ "1965=s\n",
+ "1966=n\n",
+ "1967=r\n",
+ "1968=l\n",
+ "1969=h\n",
+ "1970=u\n",
+ "1971=y\n",
+ "1972=d\n",
+ "1973=m\n",
+ "1974=w\n",
+ "1975=k\n",
+ "1976=c\n",
+ "1977=g\n",
+ "1978=p\n",
+ "1979=f\n",
+ "1980=b\n",
+ "1981=v\n",
+ "1982='\n",
+ "1983=’\n",
+ "1984=j\n",
+ "1985=z\n",
+ "1986=x\n",
+ "1987=1\n",
+ "1988=q\n",
+ "1989=0\n",
+ "1990=3\n",
+ "1991=2\n",
+ "1992=5\n",
+ "1993=4\n",
+ "1994=“\n",
+ "1995=”\n",
+ "1996=8\n",
+ "1997=7\n",
+ "1998=6\n",
+ "1999=9\n"
+ ]
+ }
+ ],
+ "source": [
+ "for i in range(2000):\n",
+ " print('{}={}'.format(i,sp.decode_ids([i])))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/week3/data analysis2.ipynb b/week3/data analysis2.ipynb
new file mode 100644
index 0000000..919f471
--- /dev/null
+++ b/week3/data analysis2.ipynb
@@ -0,0 +1,5578 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "뷰티 장르 데이터 4519개를 대상으로 함. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 2-1. 전처리를 한 데이터 생성 \n",
+ "+ 이모티콘 제거 \n",
+ "+ 대소문자 통합\n",
+ "+ 빈도수 1인 단어 제거 \n",
+ "+ BPE 단어사전 2000+180개로 늘림. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import re"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#이모티콘 제거를 위한 모듈\n",
+ "emoji_pattern = re.compile(\"[\"\n",
+ " u\"\\U0001F600-\\U0001F64F\" # emoticons\n",
+ " u\"\\U0001F300-\\U0001F5FF\" # symbols & pictographs\n",
+ " u\"\\U0001F680-\\U0001F6FF\" # transport & map symbols\n",
+ " u\"\\U0001F1E0-\\U0001F1FF\" # flags (iOS)\n",
+ " u\"\\U00002702-\\U000027B0\"\n",
+ " u\"\\U000024C2-\\U0001F251\"\n",
+ " u\"\\U0001f926-\\U0001f937\"\n",
+ " u'\\U00010000-\\U0010ffff'\n",
+ " u\"\\u200d\"\n",
+ " u\"\\u2640-\\u2642\"\n",
+ " u\"\\u2600-\\u2B55\"\n",
+ " u\"\\u23cf\"\n",
+ " u\"\\u23e9\"\n",
+ " u\"\\u231a\"\n",
+ " u\"\\u3030\"\n",
+ " u\"\\ufe0f\"\n",
+ " \"]+\", flags=re.UNICODE)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#크롤링한 엑셀 파일 불러오기\n",
+ "import xlrd\n",
+ "\n",
+ "loc=(\"/Users/apple1/Projects/NLP/comments.xlsx\")\n",
+ "\n",
+ "wb=xlrd.open_workbook(loc)\n",
+ "sheet1=wb.sheet_by_index(1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['who else is shocked by that ending??', 'men: take her swimming on the first date', 'men: take her to swimming on first da-', 'who else doesn’t wear makeup but watches all her videos ', '“ i am beautiful”', 'men: take her swimming on the first date ', '13:44 literally in the middle of the ocean', 'you should do an underwater photoshoot while wearing waterproof makeup', 'it’s sad to see how many corals are actually dead due to climate change and human pollution ', 'soak the sponge in setting spray?!?!?!? nikkie out here living in 3019 i swear ', 'men: women wear too much makeup! if you want to know what they really look like, take them swimming on the first date!', 'mermaids called , they were blinded by the glitter on your lids ', 'nikki: so its summer!', 'and she’s also rockin that cute bathing suite and her body looks amazing!!!!', 'you should do a full face of makeup on rollercoasters idk', 'when are we getting a video with ur future husbandd :)', '12:05 those lips are brighter than my future', \"i can't believe you asked if the 'ocean was deep' !!! silly girl!!\", 'btw where did you get your swim suit?! it’s so dang cute!', 'the “take them swimming on the first date” challenge', '“take her swimming on the first date” as if that’s gonna stop me lol !!', 'i was freaked out when she curled her lower lash line', 'props to the camera man for getting that close to the jellyfish.', \"she's finally understanding what people want.. not just the makeup room\", 'i wish i knew i was supposed to lick those lipsticks before throwing them out ', 'nikkie absolutely killing it with the content at the moment!!', 'hold up.....you have no make up make up days? fainted', 'when nikkie said “waterproof dna” had me dying ', \"i'm actually living for this look i love the eyes! i actually own all of those liquid lips, soooo... i'm gonna definitely try it on my next date night. lol.\", 'omfg i accidentally had it on 1.25x and i legit thought she drank too much coffee. smh ', 'can’t wait for james charles to upload this same video in a week and say that he filmed it over a month ago and lost the footage ', ' when she said they gonna come out with “waterproof dna” ', 'had my treatment for my ms today and watching your videos made me stop crying, worrying, or thinking of the pain. ', 'is it deep? ', 'someone help me: where is her swimsuit from? i need it.', 'i know it’s a lot of work but i love when you incorporate “vlog-style” into your makeup tutorials. so good!', 'she didn’t say “we are going to optimus prime” ', 'one product recommendation is the japanese brand, kissme waterproof mascara! they even have their own makeup remover because that jaunt will not come off.', 'nikkie is like 6ft something so that’s probably really deep for me', 'is it like deep?', 'i just want to know where she got her swimsuit from. looking beautiful nikki!', \"most talented makeup artist out there in the whole world hands down! you're awesome nikkie!\", 'summer : ending ', '14:51 jheez i thought she was a mermaid for a second', 'i loved your bathing suit.. at first i was like \"is she really going in with her full clothing\" then when your camera went down i gasped', 'u need to test the \"tlm colour changing foundation\" !!', 'nikkie : hi dylan!', 'yes! i have multiple colours of those maybelline lip products and they do survive my 1.5 hr swimming training! they are truly amazing :)', '“i meean my eyes are burning but.. is it oooon”!?!', 'about to enter the sea ', 'i love the siri voice in between lol ', '“it’s summer now” meanwhile back2school ads attacking me', 'love the maybelline lipstick! indeed stays on forever, as in literally . as i d like to change colours once in a while, any tips on how to get it of easily? thanks ', 'ahhhhh an unproblematic beauty youtuber that’s new', 'can we talk about her amazing body?! girl you look absolutely jaw dropping!!!!', 'love this! do you recommend the same products for ppl that sweat a lot on their face? i’ve tried using the becca 24hr, mac studio fix, maybelline 24hr, etc and once i set it and start to sweat, it separates! maybe i’m using the wrong primer? help!', ':’) nikkie looks like an actual mermaid. i love you, queen!', \"the baby roll mascara is my absolute favorite! it's sooo good!\", \"omg i love your bathing suit!! so cute!! i'm so happy for you girl! any og glow baby will know that nikkie filming herself in a two-piece is kind of a big deal.. you look amazing as you always have but it truly warms my heart to see how confident you have become over the years. you are stunning and i'm so glad you're starting to realize that queen ilysm!\", 'boys: ‘take a girl swimming on the first date, then you can see her natural face’ ', 'when you said fairies took a big dump on you eye lips i literally died! lmao ', \"when you're at a vacation but you gotta make a video\", 'now we can dive in', 'i love this so much and will be purchasing that lash glue in definitely for when i cry at church', 'i have a \"waterproof\" mascara. touched my lashes with a finger. woop, rip', \"the maybelline lip inks are not opthalmologist tested and not eye safe, according to maybelline consumer care! don't put them on your eyes friends!\", \"aww!!! you showed the resort i stayed in the first time i was there!!! i love the lion's dive too! the curaçao sea aquarium has my heart!\", 'look! u have lost so much weight ,,,, but how ,,,, plz share your experience n routine', 'take her swimming on a first date', 'love the way you do make up!! you should do a contest where you pick a subscriber and do their make up. your amazing at inspiring others. keep it up, and i will definitely keep watching.', '“omg i’m discussed” over the liquid highlighter not staying me', '15:00 i would love to do that with my husband!', \"besides the lips, i think this is my favorite look you've ever done. it's so light, bright, and flirty. yooowza!\", 'youtubers use so much setting spray it gives me anxiety', '13:28 she is so beautiful ', 'this was so cool one day i going to try this, she for an inspiration', '12:33 or the suitcase they’ll find my body in', \"...like 's have taken a big dump on your eyelids yaaaaas! \", \"i want a 'boyfriend does my make up ' and ' i did my boyfriend's makeup' videos\", 'the eyeshadow looks like fairy dust :)', 'it is photo, from riverdale! (cheryl blossom)', 'love this!!', 'loved the last part. would love to see more like this', 'who else rarely ever wears makeup but watches tons and tons of makeup videos', \"omg i can't believe literally everything but your favorite part stayed on!! out of everything your highlighter let's you down\", 'nikkie please try ‘doing my makeup underwater’ challenge!!!', '“omg i’m disgusted” ', 'the best intro i am living for this lol', 'the real question here is where did you buy that bikini?!?!?!?!? its look soooo cute.', \"i don't know but this made me feel like gross being in underwater \", 'i loooooove that heroin lipstick one of my favorites by far ', 'i am beautiful. yes, you are, queen, lord, and savior of makeup.', 'men : * taking nikkie to a swimming date *', 'i could cover up a crime with that foundation ', 'i love how she laughs', 'i love the way you laugh ', 'i just have to tell you, i love how you say hello!', 'amazing eyeshadow skills, however i feel like you use to heavy of a foundation. it’s just my opinion, your very talented.', 'curling your bottom lashes? licking your lipstick? wooooah you always teach us something', 'when i saw this cover, emmm, i need this! so, ', \"i love using the superstay matte inks on my eyes. they're my favorite liquid lip too since i know that once i put them on i don't have worry about them or touch up.\", 'love having you in curacao ', 'try the tom ford emotion prof mascara and u r going to be amazed !!!!! i went to a swimming date with that and it was holing like a dream, and after u dry it ,it still looks good', 'honestly love how the lashes look wet too!', \"i love that you show dylan more, he's very cute ! <3\", 'when i wear that lipstick it looks tereible, yet looks amazing on you. ', '12:15 had me rewatch so many times', \"it's so weird to hear nikki use a primer that's not p louise\", '14:16 what i see in my nightmares', 'yasss love this i really needed this tutorial. i live in texas an girl the heat does not play here lol my face literally melts', 'omg love the inserts oh i am pretty when doing lower lash line... hahahahah cracking up over here in us.', 'i love curaçao!! i was scuba certified there!', 'first of all i need to know where you got that cute ass swim suit! ', 'omg i can’t imagine using that liquid lipstick on my eyelids... i thought that formula was so goopy and sticky for a liquid lip ', 'i was so chill watching the test and then oh my god stay away from that fish', 'your makeup still looks so good after jumping in! aweee your fiancé is so adorable filming you! also, i love your bathing suit, it looks on you babe!', \"where is that swim suit from!!!! i need to know!! it's so adorable! <3\", 'can we just take a moment to appreciate how gorgeous nikkie is with/without makeup ', \"i wish i would've known about setting that liquid lipstick before i threw them away. i couldn't stand the stickiness.\", 'when i she was curling her lower lashes i couldn’t help but yell “nooooooooooo” the entire time. that is some damn eyelash commitment right there', 'sisssss i have to know where you got ur swimsuit it’s so stunning ', 'this is so awesome! love that you test these items!!!!', 'ever since that dutch video i can’t unhear it', 'looooved this video girl!! you look amazing', 'ok nikkie wearing a two piece being a fierce goddess is literally giving me all the vibes i cant.', 'that feeling when you saw that kind video on polish youtube first - priceless ;)', 'people who dislike nikkie’s videos look like: ', 'when she said there’s a shark she seriously frecking scared me', 'nikkie: uses a mascara that just says waterproof! and it stays!!', \"this beauty blender is soacked in setting spray my broke ass can't relate\", 'me seeing you swim near that tiger fish: \"that\\'ll kill you nikki!!! staahhhpp!!!\"', 'maybeline super stay matt ink is by far my favorite lipgloss ever! i\\'ve been using it for a long time already. one time, my mom took me on a surprise day out.. \"dress nice.\" she said. so, i\\'m there, full face of make- up, barbecue sauce on my titties, and bright red, matt maybeline lips. turns out the surprise was a full spa- day. sauna\\'s, hamam, everything. after that, lipstick was still on. took a shower, lipstick stayed on..went out for dinner after..you guess it: it stayed on. i just absolutely love it! it\\'s cheap as well.. here in the netherlands it\\'s just €10,-', 'you’re so gorgeous! loved you’re swimsuit!', 'the point where i died laughing- 9:48 9:49', 'dylan in the back recording , love it', 'so beautiful!!! love the underwater lil creatures <3', 'the maybelline lipsticks are too drying on me. i find the l’oréal infallibles better for me personally. the best way to remove either is with vaseline. rub it in, wait a few minutes, then wipe off with a tissue.', 'you should do a q&a video with your fiancée', 'your body is perfect and cute swim suit!!! also loved the sea life :)', 'nikki: travels places to test waterproof makeup', 'nikki: so its summer! everyone: school started two weeks ago. me: laughs in south american', 'nikkiiiii,i love your vids so freakin much can u try the clinique beyond perfecting foundation and concealer pwezzzzz', 'loved the last part when you showed the corals and the turtles ', 'i loved this video daym your hot was beautiful to see your man being your biggest fan ', 'i’m loving this wildlife vlog type style ', 'girl, the only thing i was looking at was that bathingsuit. love!', 'you looked so gorgeous dipping into the ocean!', 'love this so much', 'dylan in the back recording is giving serious \"you doing great, honey!\" vibes lol.', 'nikki i think it’s funny how you say “fondation” instead of foundation lol', 'what’s on your chest?! it looks sooo glowy and beautiful!! ', 'awesome job nikkie, it nearly all did a great job & you’re still looking beautiful after the seawater ', 'i absolutely love this video!!! best waterproof makeup test <3 what underwater camera do you use?? that clarity though!', 'guy - taking her for swimming on first date cause i got trust issues', 'amazed! loved the video the eyebrows and lip color sold me! i now know what to take on my next trip to the islands! thank you ', \"nikkie: 'it's summer' \", 'i just love you so much , super talented ', 'i love the swim suit!! and obviously the look ', \"so we finally get a glimpse of dylan (sp?) and it turns out that he's a snacc and a half\", \"gurl, i've been curling my lower lashes since i was 12 and now, seeing nickkie doing it, just makes me wanna keep living. hshddh\", 'seeing nikki used etude house product gives me thrilled somehow ', 'is it just me or do u find her doing her makeup satisfying ', 'love the lashes, we can now call it sea urchin lashes.. ', 'nikkie: “it is summer”', 'i enjoyed every second of this video! such an amazing idea nikkie. also you and your boyfriend you are an amazing couple ', 'drenched the beauty blender in setting spray?! i aint wasting my spray on that lol', 'i literally smiled the entire length of this video....this is some damn good content!!!', 'oh! that video was before or after dylan proposed to you? i can tell, because of nails :d', 'omg i loved this video!', 'maybelline do some of the best lipsticks ever imo ', 'i love your videos so much!!! you have taught me so much about how to do makeup. i try to recreate your looks and every time i do people compliment me and i am like nikkie taught me this', 'you just look so beautiful with that makeup in the boat. ', 'dear dilon aka mr. tutorial ', 'omg i loved this ', 'this is why we need to save the ocean ', 'loved this content from you! would love to see more of you out the beauty room x', 'i literally bought that liquid lipstick as soon as i finished watching this video. i was impressed!', 'ok waterproof makeup is good and all but what we need is the sweatproof makeup', 'thank you for sharing that dive, stunning ', 'you’re skin is glowing!', 'doooo a vlog ur life is so interesting ', '9:48 so truuuuueee heaadsss up gurlss', '“this better seal my face like a damn suitcase at the airport” omg sksskshhgd im dead', \"she's so pretty! \", 'petition for nikkie to start her everyday vlogging channel ', '14:03 hahaha me', \"i nearly fell out of my seat when i saw you film that lionfish. they're known for their poison.\", 'adele do her makeup so well... i love you adele! ur fan since 2010', 'wow what an amazing video !!!! this is one of my favorite videos you have done!!!!!!!', 'love you, girl!', 'okay so i think you should definitely wear your hair in the slicked back look more often, because holy crap you looked even more gorgeous than normal! (i didn’t think it was possible)', 'me: watching this in school', 'what a gorgeous place! loved this ', 'love these outdoor vlogs.... keep them coming', \"nikkie's so gorgeous when wet tho. love it!\", 'i love this eye look', 'nikkie: it is summer', 'this was such a good video.', '0.5826388888888888', '12:37 asmr eargasm <3', 'i loved this video so much! love you nikkie!!! ', 'loved seeing dylan a little more in your video. your relationship is so cute!', '14:50 ayo stay away from these', 'what a beautiful place! stunning make up like always ', 'the most amazing video i have eva seennnn', 'ok i was really concerned about her earrings', \"mate my waterproof mascara doesn't even stay on when it's foggy\", 'i looove that bikini and btw you look amazing!!!', \"all this time i've been wearing that maybelline lipstick all wrong. i just wait for it dry, but it's still tacky on the lips hours after. ok, gotta try that trick next time. \", 'this video is amazing ', 'nikkie tutorials giving you glamour, drama, nature! she’s a goddess we love u nikkie ', 'love this video. i cant lie though i was shocked to my core when i realised you could exisct somewhere other than the studio', 'you looked like a beautiful mermaid . ariel got nothing on you ', 'queen of new content ideas <3', 'a lot of asian beauty people have been curling their lower lashes forever lmao', '*\"take her to swimming on the first date\"*. wont work now', 'loolll!! i was not expecting such a good result! i mean other than the highlighter its pretty good!!', 'oh wow there is no way i could ever curl my lower lashes', 'ohmygodddddd!!! seeing nikkie in the swimsuit for the very first time gives me lifeeeee. you look so damnnnn good bbydoll. i love you sm nikkie', 'ohhhhh nikkie i love u ', 'can you test out florencebymills? it’s a new brand from millie bobby brown', 'this is in my top 5 videos, because you look so happy and enjoying a well deserved vacation! love u!', 'this should be called using lipstick for everyting . love ya nikki bo h8', 'i’m over here wanting to see how adorable the damned bathing suit is! ', 'uhhhh i can’t believe most of the makeup stayed on ', 'dylan is so freaking handsome, the perfect kingto his gorgeous queen.', \"now, that's how you test waterproof makeup!!\", '3 days ago i was in curcao too', 'when she said “for concealer” i thought she said “fricken cealer” ', 'love love love your swim suit!!! ', 'is it deep?!', 'lol when you were doing the eyes with the maybelline lipsticks, i had a flashback to the full face of liquid lipstick love seeing how you play with makeup and push the boundaries of products! sending love from canada ', 'i neeeeeeed a wedding dress shopping vid', 'you are looking so gorgeous, nikkie <3', 'love this!! i hope you took advantage and took some beautiful pics of yourself', '“eventually they’re gonna come out with waterproof dna”', '0:04 entering the bathroom after my husband', 'love you nikkie <3', 'nikkie gives me good makeup tutorials and 20-30 minutes of entertainment ', 'damn nikkie what else can that tongue do ', 'i think the scuba mask is more likely responsible for rubbing off the highlighter. everything else looked perfect.', \"don't forget to put sunscreen on your ears! \", 'omgoodness how could someone like him like her brooooooo has he seen her without makeup', \"i never in a million years would've thought to lick a liquid lipstick to get it to set you are a maniac and ilysm you genius!! \", 'huda beauty setting spray probably killed the coral reefs ', 'there is a lot good waterproof makeup... that doesn’t move. i think it was missing the waterproof eyeliners...etc', 'you have the cutest goofy laugh ', 'heyy nikki jouw ogen zijn zo mooi!! ', 'i loved it i hope you enjoyed diving and the challenge ', 'love your nails ', 'nikkie!', 'omg i love thisssssa', 'the turtles are soooo cute', 'thank you!! i love it!!!', 'nikkie going on adventures to test if these products really work is something i can never do. q.u.e.e.n', 'i need this lash glue in my life asap !!!', \"finally nikkie! i've been waiting for this video forever! fooooreeeeveeeeer!\", 'is it just me that thinks nikki’s laugh is everything?', 'omg so many tipssss love this', '3:56 —> every girl trying to act normal not opening their mouth ', 'ohh curaçao? my friend is from curaçao ', 'i wish i could have so beautiful eyes like you ', 'omg that was dangerous but thanks to you for making this now we can finally.... expose', \"that's cheating on the eyes! using lipstick \", 'nikki is giving us body body you look super gorgeous! ', 'what about the dutch word for the day?', 'i just bought that lipstick she used for her eyes unknowingly and ripped off my lips trying to get it off ', 'i went from to when you applied that blush, but loved it in the end anyways lol', 'looooved this video idea thank you and kisses from greece!!!', 'how about testing makeup in outer space next? you can grwm on the way into space then do an all day wear test in space.', 'is it deep??', 'what a beautiful swim suit!! ', 'i really enjoyed watching your video but i guess you should be doing more \"vlog-style\" videos out. it\\'s so fun to watch them', 'this video was so fun and lovely, also that place was beautiful.', 'i wanna see a video where nikkie does her brows on camera', 'she got me at \"waterproof dna\"', \"okay but that swimsuit is so cute! i love the top, please tell me where it's from!!\", 'hahahaha! that turtle totally gave you some attitude ', 'i didnt even see the title', 'i don’t even really wear makeup, i just keep here to listen to your voice.', 'y’all know my girl michelle phan did this too', 'great tip the 2 primers combination should collab for a special formula ˏ₍•ɞ•₎ˎ', 'so happy for you nikki <3', 'omg that eye brow though', 'sis how an earths did you curl your bottom lashes i’ve literally been trying for the past 5 minutes & nearly curled my eyeball instead', 'you are so beautiful!', \"honey, this video it's just on another level best one so far\", 'hi! what was your swimsuit? i need it ', 'omg a turtle!!! ', 'nikki: it is summer-', 'i went to curucao its absolutely beautiful and the food is amazing', 'those maybelline color tattoo products are no joke i’ve loved them for years my favorite was the blue shimmery one', 'i loved your lipstick shade so beautiful ', 'loreal infallible liquid lipstick is super long lasting! at least 2 days permant blush is the best color ever ', 'jefree:my real friends do my makeup', 'omg! you look so hot with that set', 'i’m so happy you used that lipstick from maybeline. i have them in every color. i use make up remover for long lasting make up (with oil) from bobby brown or rituals to remove the lipstick :)', \"nikkie you're such a joy. i feel like your boyfriend - wait! - *fiance, is a very fortunate guy to spend his life with you. i'm so happy for you both.\", 'i like blush', 'eyeshadow looks amazing. the eyeshadow makes your eyes pop', '8:44 liwwi lipsti', '12:17 you are crazy ', 'yassssss i loveee this challenge!', 'i no it looks like a cheap wig but it is burnt flesh omg ', 'ookey that was different and very fun ', 'i love this beautiful look', 'her eyebrow said \\\\ ... and i felt that ', \"thanks for this video. i'm from venezuela and can't go on vacation due to the economic crisis, so this video was like going on a little vacations with you, hahaha. loved it!\", 'okay honestly do way more videos like this without all of the lights and the fluff, i live for you looking natural and getting a peek into your life.', 'now, this is actually test driving waterproof make up claims! nikkie that bathing suit is everything!!', \"13:53 minute for what y'all came for\", 'omg i curl my lower lashes too', 'give em that content bb gurl ', '“oh my god am disgusted!” lmao why was that so funny ', 'okay can i just say.... we need a video of you and your ~ahem ahem~ “fiancé” .... please?', 'nikkie, you’re so beautiful even without makeup. how is it possible?', 'never even thought to curl my bottom lashes. thanks for the tip!', 'nikkie babeeee you look so good you’ve lost so much weight you’re thriving i’m happy for you ', 'her makeup looked so good after she got out. you couldve had a wet photoshoot', 'amazing video!! ', 'when you licked the liquid lipstick, i about died hahahaha', 'loved it! ', \"13:41 that's what it's like in real life\", 'nikki: i‘m gonna use the maybelline tatt-', 'just patiently waiting for an eco-friendly makeup video. bring on the dirty hippie cosmetics! ', 'she sounds like goofy', 'your so pretty sister', 'why dont you do a full face of vintage make up that will be awesome...', 'my 45 y/o mom started watching your videos and you have no clue how much she loves you', '10:15 so hot babe', 'now i know what products to wear for the first date', 'love this type of video !!', 'for once a different eye primer!!!!', 'you are so pretty <3', 'so gorgeous!!! that lip is everything!', 'the way i was cringing before u dived i literally looked away', 'needed this video for back to school szn, waterproof everything to last thru all the mental breakdowns', 'hello ! you are so wonderful !! i love you from france .', 'the setting spray beauty blender trick is so smart why have i never thought of it before', 'wow amazing ', 'i love your laugh ', 'did you see the coral it’s dead we need to help the earth', 'omg you’re crazy ', 'more than your makeup... i love your suit! what brand is it?', 'you’re so great l!!', 'this remind anyone of michelle phan ? lmao', '“fairies have taken a big dump on your eyelids”', 'thanks for this tutorial! i race cars and i’m always looking for waterproof/sweatproof makeup that can survive a 118 degree cockpit of a car, and i hate being photographed with no makeup on! can’t wait to try some of this!', 'i need that lipstick!!', 'omg i love your bikini!!! where is it from ?', 'love the make up!!!! but your earrings are so beautiful!!! where you buy them??', \"waterproof? what i really want to know is if it's sweat proof \", 'girllll you look so good in that suitttttt', 'algerian ..', 'hey nikkie could you maybe so a video about your piercings some time? ', 'why would you film on a first date home girl', 'you are so pretty ! but girl, we need more vlogs of that vacation :o xx', 'wow!!', 'was that a subliminal message when it said \"\\'i am beautiful\"?', \"i want to know if i'm the only one who thinks she should have used the huda beauty nymph as a highlight.... \", '13:25 am i looking at a glowing goddess right now?', 'that was suupperrr fun to watch, i loved it !!!!!!', 'kan je vaker nederlandse video’s maken?? i love you', \"nikki :*calmy* there's a shark, there's a shark\", 'all guys: “girls need to be taken swimming to see them without makeup.”', 'it was so fun to watch ! <3', 'loved ittt!!!!! :o', 'she just looks like adel when i was like 12 i thought she was adel and now i stil do ', ' love it', 'that maybelline superstay ink liquidlipstick swatch stays on my hand for 4 days.', 'i know your probably not gonna see this, but i just wanna day i love your swimming wear. an girl we’re i get myself one of those', 'nikkie you’re so pretty without makeup too oh my gosh', 'flashback marry ~screams~', 'that bathing suit is beautiful! anyone know where it’s from??', 'i really love that shade colour of your lipstick ', 'iiii aaaamm liiiivvviiiing for nikkie vlogging. yess.', '14:03 me', \"you killed it! thinking outside the box! breaking the mold. you deserve your success! work! and congrats on the new marc jacob's x nikkie coming to sephora\", 'oh my god i thought i was the only one who licked the maybelline lipstick to set it', 'thanks for sharing beautiful underwater life!', 'your lipstick has the exact same color as you nails wow', 'did you learn the curling of your lower lashes from pony?!!', 'i use the mac fix plus spray and- i don’t know i feel like it makes the makeup get oily faster and it doesn’t really set it but it does a good job on making all of the makeup on top of my face look like skin again.', 'ur body is banging using all these tips for my holiday in 9 days ', 'loveeeeed this lol', 'loved this video! loved it!', 'u look so good and u did it the healthy way, putting in work', 'could you review the technic be fearless palette ?', '“waterproof dna” me: isn’t...that called the human body??', 'your lipstick has the exact same color as you nails wow', 'you are so beautiful ', 'i love the maybelline superstar matte inks!', 'ohh wish there was a liner in this! the ester lauder double wear liquid eyeliner is the best liner i’ve tried that doesn’t budge and is so hard to get off but it’s super expensive ', 'banging body! i can see how much weight you’ve lost and i’m proud sis!', '12:42 when she starts', 'nikkie, please do euphoria make-up ', 'loved ur swimsuit!!', 'this was so awesome. you go girl! also loved your bathing suit. where is it from?', \"now curacao is on my 'must go to' vacay list! def gonna try that liquid lipstick and the diamond eye glitter. loved this vid! \", 'loved this!! please do some videos with dylan!', 'more licking like that please i need a gif of that', 'more licking like that please i need a gif of that', 'can we have an updated brow tutorial please?? ', 'woah i am shocked and i think it was only u nikkie taht did everything good ', 'musical chairs makeup challenge - @nikkietutorials, you down? ', 'love this video ', 'i freaking loved this video girl !!!!!', 'i am looking forward to see your wedding make up', 'i just had this idea...a week ago...j....the j....u already know...', 'i need that lipstick shade!!', 'you are awesome nikkie! ', 'beijos do brasil ', 'if this is blue you love nikkie', 'oommgg i think this has to be the best video ive seen if yours yet! so fun to watch i absolutely love you nikkie!!!!!', \"lovin' the look! but how is this location in holland? i never knew the bahamas migrated to there!!!\", 'you are stunning nikkie! gorgeous ', 'i have one word to say: bodygoals', 'we need another video with your mother!shes just a queennn', 'this is such a beautiful, satisfying video', 'aaaahhhhh! right behind you! a shark!', 'licking the lipstick was the best and funniest part in this video....', 'you and dom with that little goggles bonk omg so cute.', 'need this for swimming on the first date', 'why does her bottom lip look permanently bruised, it bothers me so much i can only focus on that, ', 'i screamed at the computerized voice asdlfkjadsfkljsahfksfh sksksksk', \"i'm sorry miss nikkie but this time girl, my favorite part of this entire video was literally like the last 2 minutes!! ⏭ but still nothing but for ya babe\", 'nikkie what happens to your video with somi? i was waiting since i saw your interactions with her on ig', 'nickie: it’s summer ', 'whatt nikkie is a boss that makeup looked realy good', 'this must have been what cherlie used in riverdale', 'okay bc why do her ears look soo red ', 'can we take a moment, she used a different eyeshadow base!!!', 'i jumped when she went near that lionfish omgmgm they’re poisonous af', 'beautiful as always !', \"my face shape is like yours and i'm watching you for first time but im gonna subscribe you right away because of the same face shape ..\", 'omggggggg i live in curacao ', '12:50 title', 'curacao my home', 'we need more vlogs boo', 'hoi nikkie,', '14:38 nou, mijn ex is er ook', 'ok so i like how she was going on a bout how there’s brands competing with waterproof makeup but she mainly used lipsticks??? i’m sure i’ve seen eye makeup with waterproof or long wear whatever claims', 'i love this!!!', 'awww the turtles ', 'it would have been really great to test makeup without primer and setting spray to really see their waterproof power !', 'who else clicked fast asf?', 'omg that were i live omg ', 'i need to know where did you get the swimsuit', 'anyone else almost scream when she brought the eyelash curler that close to her eye', 'oh dang i was there too last week!', \"omg i have one of the superstay liquid lips and never realised you're meant to lick your lips i really been out here with tacky lips \", 'amazing video !! would love to see some more \"hits and oh god nos\" videos', 'video progression is a slow transition from walking dead to the mad hatter in wonderland.:)', 'u were high went u filmed this video', 'when it says \"waterproof\" they really mean \"poolwaterproof\" just so you know guys, salt ruins everything', 'nikki had an amazing body!! gorgeous!', \"how did you dare to put that liquid lipstick on your eyes .. i used that one, couldn't get it off my lips.. let alone my eyes \", 'i loved the sea life... girl you rock....', 'where is that bathing suit from!! ', 'the brows are still on! omg need that eyebrow pencil!', '12:08 your lips... so satisfying ', 'bir anda makyajı bırakıp deniz belgeseline geçmek 14:40', 'nikki b drawing in the sailors with this look lmao that lipstick color is bomb ', 'i love this look!', 'nikkie: wears waterproof make-up', 'i love this look!', 'wow. nikkie always goes above and beyond with her videos ', 'now i know what products to wear for the first date', \"i lol'd at 3:00 am when i saw your tongue. i actually snorted when i saw you licking your lips.\", 'omg this was amazing!! you looked so beautiful!! that bathing suit is gorgeous on you', 'i was wondering if make up have the same damage as sun screen to the ocean if someone knows, tag me', 'more videos in dutch!!!!!!!! ', 'i love seeing a youtube guru in natural light with a full face of makeup . i feel like we really get to see if it’s good or not and yours is still flawless.', 'je had rode lipstick op!! voor je lieve broertje nog?!', \"you are the only makeup artist whom i don't have anxiety attack when using their hands in applying product with yourself, it is very gentle, neat and looks sanitized. it also feels light to us viewers. \", 'woow you look more beautiful out in daylight ', \"lol with that nail polish you're so lucky you kept those fingers!!! brave girl!!! \", 'her eye shadow matches her ears no hate her makeup looks prettyy', 'okay but like where is your bathing suit from ?!? ', 'i just love nikkie , she’s goddess of makeup! love from india ', 'nikkie underwater14:00 is it on? is it on? is the quality content i signed up for', 'you even look beautiful underwater ', \"fyi the eye brow gel that you use from korea it's not waterprof and actually that's an lash gel by etude house not the eyebrow gel\", 'seeee the turtles are fine ', 'you said burnt flesh and voice inside my head went: bacon ', 'the turtle is so cuteeeee', 'up to 95% off on wish, depending on purchase', 'theres a shark ', 'please do a review on celeste los angeles lash book !!!!', 'most important tip lick ur lips to remove that tacky feeling from maybelline superstay liquid lipsticks.', 'that lip colour looks super suuupperrr cuuuute on you girl ', \"nikkie you must take care of your skin! start wearing a hat or something, so you don't get permanent sun damage!\", 'your suit is so freaking cute!!!', 'someone please tell me where she got that bathing suit from ', '9:48 ', 'i wish you actually used waterproof eyeshadow. like the huds beauty liquid eyeshadows. and waterproof liquid liner or gel liner. but either way good one!', '4:13 is it just me or she looks really scary when she was applying the foundation i just think it didnt look so right? or is that how its supposed to look? i know nothing about makeup..', 'omg nikki i bought the maybelline matte lipstick in ruler and omg it was the best purchase i’ve ever made!!!! thank you so much for using it!!!!', 'love this video nikkie!! ', 'u look like cybernova in a pretty way because she’s rlly pretty :d so r u', 'oh sh*t, i had a sneezed and after this her voice start to be double and i am like omg what happened with my ears', 'what eyelash glue did you, use? & where can i , purchase? ', 'argh, you should have done it with kryolan products — they by far have the best waterproof stuff', 'you killed it ', 'omggg. you were on my island', 'can we all just take a moment to think about how fucking cute this swimsuit is?! i want one!', \"this didn't need to be a nearly 20 minute video.\", 'waterproof dna.... mermaid? haha.. love the video thanks!', '', 'so use lip products on the rest of your face.. i love it', 'take a shot every time nikkie says \"waterproof\" in this video (you might die lol).', 'loved this video. best one yet. please do more like this!', 'great video! i’m amazed that the makeup really waterproof', 'senegence waterproof stays on for 3 days it’s difficult to remove ', \"are your ears okay? they're so red\", 'i always loved your videos, but.... idk if the ocean is ok with all that makeup ', 'god your pretty ', '9:49 scared me ndjdd', '10:15 10:16 ', 'merve özkaynak’ın bu videoyu daha önceden yapması beni niye bu kadar mutlu etti?', '9.49 me trying to convince myself every day', 'leuke video love you', \"since halloween's just around the corner, can you do a funeral cakset make-up challenge?\", \"me: doesn't wear any make-up\", 'oh my god funnest video ever nikkie! all the points in the world for the efforts', 'red ears!', 'cheryl blossom who?-', 'omg i love it', 'missed opportunity to bring back the \"take her swimming on the first date\" meme.', \"these gaps on your face not bc of highlighter, it's bc of your diving mask) love u\", 'where was this when summer started ', 'she really went allllll the damn way to the ocean', 'mama i loved this. i need all the info on that swimsuit. so damn cute! aghhhh', 'this video made my day! you are so awesome! always new content..worth watching!', 'omg! i am worried how she will take off that super stay lippies from her lower lash line. ', 'nikkie, i think your intro needs to be updated lol it’s time.', 'pony ( korean make up artist ) used to curl her bottom eyelashes for years and everyone thought it was crazy i m glad you are encouraging us to try this trick', 'you look amazing! you have to tell us where to get that bathing suit. ', 'i love your video nikkie :)', 'that super stay stuff.. yeah uhhh i literally did a lifeguarding class (cpr and all) and i played a french horn and *it didnt come off*', 'oiii eu sou do brasil e por favor coloca tradução eu adoro o seus videos beijoss', 'that’s so weird to me that the maybelline lipsticks last so long on other people... it literally comes off after i eat or drink ', 'nikkie, you take the product testing to next (very high) level! ', 'her makeup looked so good after she got out. you couldve had a wet photoshoot', 'hello ...love your makeup ..make more videos like that outside .', \"nikkie that swimsuit is gorgeous and you're looking so so good!\", 'please more videos with dylan ', 'she scared tf outa me when she said \"theres a shark\" ', 'omg nikkie there was a jellyfish im sooo scared', 'you should also visit bonaire! ', 'can you say \"drag queen\"', 'where is your swimsuit from!? it’s adorable', 'what a fun video!!! and a beautiful place to go swimming.', 'all these summer product reviews and summer make up videos from everybody and it’s the end of summer!', 'omg ..she was my main inspiration... her teqniques worked well on me my you tube channel is looming thanks to her tips... way to go girl..love you...you are soooo real', 'btw this samantha’s daughter', 'omg i live in curaçao', 'thank god for makeup for having that face', 'omg i love this video', \"who else opens their mouth why'll applying concealer?? 4:00\", 'i just found out you are form the netherlands, you just became 1,000 times cooler then you already are ', 'your ears were so red it made me think of jeffree star and how he always puts his foundation on his ears too', 'you are amazing', 'is anyone gonna talk about how her title doesnt make sense, \"testing waterproof makeup underwater!!\" it should just be \"testing waterproof makeup\" damn nikkie..', 'you and dylan are sooooo cute together he’s such a lucky guy!!!', 'i thought i was the only one who curled my bottom lashes!!!!', '', 'who else tried the milk primer and their foundation bunched up and caking i literally tried different types of foundation and it ends with the same result', 'love this video', 'i was scared when she was curling her lower lash line but when she curled and applied the primer and did mascara the lashes really looks beautiful .', \"that's so true about the liquid lipstick, i love it because it doesn't move, but it takes effort to get it off at the end of the day\", 'hey nikkie !!! ik ben nederlands ', 'you need to do a video on your skincare routine because your skin is flawlessss', \"the absolute best makeup content i've seen in years! such a great video nikkie! thank you. \", 'loving this look ', 'i know this is irrelevant but those turtles were so cute', 'that was cool and beautiful area you picked', 'nikki u r gorgeous ', 'i’m actually curlers my lower lashes all the time before you said anything ', 'nikkei got her views back! omg!', 'confirmed: nikkie is a mermaid', 'i love you!', 'hello help like ', 'let me count my shockssss::', 'i’m shocked after reviewing all the products at the think dirty app. to many toxics!!!', 'probably one of the smartest video idea ever', 'amazing', \"i love the icons telling us where you got the products! very transparent. you're one of the last no-drama beauty gurus...keep it up!\", 'i am beautiful.', 'i love swimming with makeup on!!!', 'nikkie! where did you get that adorable swimsuit?!', 'pleas speak arabic or translated of talk you ,i follow from iraq ,&i love you sooooo mtch', 'flashback mary is that you? 4:00', 'what happen to saying the optimus prime joke? ', \"this look is so gorgeous tho the pinkish stuffs on the eyes make it look innocent but the lips says don't even try\", 'i literally just am obsessed. okay bye , love from the uk!!! xxxxx', 'the face mask screwed up the highlight area,', 'i love your bikini ', 'i want to know where she got her suit from!?', 'that swimsuit looks super cute on you!', 'men: take her swimming on first date', 'wow what a creative content ? : d', \"i have like 6 shades of that lipstick and i'm going to try licking it!\", 'i love putting blush like this too!', 'me ha encantado este vídeo tan diferente, divertido e instructivo.', 'when are you gonna make a video with your boyfrie- oops sorry with your fiancee?', 'may i know which brand of eyelash glue did you used? thank you', 'i love u ', 'nikkie’s lipstick matches her nails. xd', 'yaaaaaaaaaas i love nature', 'what a great video! so funny xxx', 'nikkie new to your channel. what is the best full coverage matte foundation you have ever used and love?', 'your bikini is so beautiful!!', \"i love makeup, but i can't wear it to the beach, i just can't.\", \"it doesn't even have 500 views and already 4 dislikes? who dares?!\", \"girl why aren't you wearing your ?!?!\", 'you still beautiful ', \"its like nikkie's everyday makeup look using everyday products but with different title\", 'what a skinny legend. ', 'what a cute bikini!!!! ', 'hi nikkie im from india nice makeup i seen all ur video n i love it i have 1request plz do indian birdal makeup if it possible thanx again for video', 'your bikini is so cute!!!! ', 'your swimsuit is so cute!!!', 'her right eye brow is farther up then her left and it’s bugging me', '13:55 is when the experiment happens, no need to like', 'the look and suit are beautiful on you.', 'this was such a beautiful video', 'girl that bathing suit, where did you get it?! i need it in my life the makeup is bomb too of course', 'hey..im from curaçao, yay', 'eyelash extensions are my savior as a scuba diver!! they’re the only thing that can handle the pressure plus had another diver kick my mask off my face but those lashes still looked fierce!! also, i used that exact same lip for our last dive trip!', 'that liquid highlighter was a mistake lol', 'girl where’d you get that bathing suit?? so freakin cute', 'can you please give us the links for your ear accesories? i looove them', 'i love you nikkie ', 'i love you and your videos ', 'your body is amazing, dikke kus girl', '', \"please do more 'non studio ' videos i live for thiss\", 'wow love you from israel', 'can we have a skin care routine??', 'i loved your video you taught me how to do makeup', 'you need to do this with sweat proof makeup and do a super crazy workout', 'laughter makes a heart merry like medicine jesus said that in his presence is the fullness of joy and faith comes by hearing and hearing by the word of god ', 'omg i love your vids please shout me out', 'no one :', 'zooo leuk', \"do you have any cheaper alternatives to waterproof foundation? i need one asap for japan because they don't allow tattoos in public onsens \", \"i can't even curl my upper lushes and here comes nikki curling her under lushes \", 'this should be called using lipstick for everyting . love ya nikki bo h8', 'the real test was on the animals first lol', 'nikki: it is summer', 'for the maybelline lipstick there is a magic eraser, that removes the lipstick formula', 'ohhhhh je ziet er niks van ', \"please someone make a compilation of nikkie's short and goofy laughs.\", 'quero ir pra esse lugar !!! tocar numa tartaruguinha', 'video starts at 12 :50', \"i swim a lot, and sometimes forget to take my makeup off. my experience is that almost all makeup will stay mostly in place as long as you don't rub your eyes/touch your face\", 'throwing some shade at kathleen with the \"not my mom\\'s pool\" comment...bissshhhhh kl did it first!', 'polish youtuber maxineczka did it first ;)', 'girl that eyeshadow has gone way to close to the brows and nose this time ', 'i want waterproof hair! go swimming without wrecking my do!', 'nikkie is doing the best content in beauty community of all 2019!!! great done nikkie!', 'ik zie allemaal engelse reacties en dan denk ik ben ik de enige die nederlands is', 'it’s winter in australia right now, well tomorrow it’s spring but still.', '0.5791666666666667', 'this is such a good ass video! i knew she was a mermaid. i knew it', 'been waiting for this since the liquid lipstick vid ', 'i’m shocked that i don’t see any plastic bags in that part of the ocean. ', 'why she with only foundation look like kim chungha lol', 'w/ or w/out makeup shes still pretty', 'i’m glad i’m not the only one that forgets to contour sometimes', 'omg i literally never clicked faster in my entire life', 'w a t e r p r o o f d n a', 'so i know i’m a little late, but am i the only one that saw, that nikkie, was like ‘smoking’?', 'ok but like how is she so angelically beautiful and where did she get that swim suit because i love it', 'i can believe how beautiful you are nikki!', \"i've noticed this from a lot of other beauty gurus, but why do they always do their eyebrows off camera?\", 'she’s gorgeous', 'yay dylan on camera!!!!', 'that make up mass is almost the same than an papermassmask! @kipsinaamio', 'when you sprayed the huda beauty setting spray on your face i coughed cause i remember that strong smell that comes out of that bottle lol love you nikkie!!!!!', 'obsessed with you swimsuit', 'what’s nikki’s favorite foundations?', 'best video hahaha loved it', 'haha nikki i love you!!!', 'this video was right on time because i am going to the tommorow ...', 'this is such a cool video. i love your videos.', 'that looks so cool', \"i feel like nikki's eyelooks have become pretty sloppy lately?\", 'does anyone know what swimsuit she wears? i have scars on my shoulders and the sleeves would be so nice!', 'yesss my inspiration self confidence has been a big issue in my life but i’m happy to say i’ve overcome it by watching you, so thank you!', 'those turtles were so cute!!!', 'ti amo ', 'i like funny nikkie ', 'i’m pretty sure those turtles were shook with that makeup', 'dylan wins the official-unofficial best boyfriend, fiance, and future husband award of 2k19!', 'i have one of those lipsticks and i have the darker color', 'hi nikkie! do you always use sunscreen?', 'did she rlly just say waterproof dna.. 0:20 ', 'there’s a shark she says ', 'etude house is pronounced eh-tude house k-beauty lovers, you’ll know!', '0.5527777777777778', 'korean brands are great for lipstains, it stays for dayssss', 'what a pretty bikini', 'can you do a \"mermaid\" make up tutorial?', 'is it me, or did her boyfriend sound like borat? \"it look niiice\" ', 'wow those lower lashes!!!', 'she looks absolutely beautiful at 14:18', 'turkısh translate,plase!', '13:26 thank me later', 'do a vlog please please please!!', 'you forgot your ears!!!!', 'that fish you filmed there from a meter away is one of the most deadliest animals in the world due to poison', 'saw this when you had posted 46 mins before ;)', 'your eyebrows really growing like that? like i don’t get it. you can use aloe or it was like a accident that happened to you', 'so she in the ocean wouldnt she get stung by a jellyfish', 'ik ben geboren in curaçao ', 'i like how i’m watching this when i don’t wear makeup', 'i love your videos nikkie ', 'nikki uses etude house? wow! a western beauty guru who uses k-beauty!?!?', 'love love love the colour tattoo', 'old idea, this has been done 100 times', 'am i just super gay or is your upper chest like? so clear and beautiful. like so glowy and i’m so. i love you you are glowing wow ugh', 'one of the best videos of nikkie ever', 'next video: get unready with me feat. my new pet turtles | nikkietutorials', 'where was she on vacation? that place looks gorgeous', 'you do your makeup really really well', 'is there where dylan supposed to propose you?', 'you really look like soneone punched you in the face!! what happened to you??', 'what fine lines,i mean i dont see any.', 'james charles who lol', 'too much of foundation ', 'im a bitter betty & cant watch this cause i wish i was at the ocean rn', 'we need a nikkie vlogggg', 'that was a cool idea! you guys are super cute couple', 'you should have used magnet lashes. those are stronger hold up better.', \"it would've been a lot better to see the end result with the sun on your face versus staying in the shade, but very informative either way.\", 'loved this video nikkie! we want more of this kind of content! maybe even start vlogging!', 'gorgeous bf', '641 haters i mean ‘cmon the video was good', 'that lipstick color tho! ', 'borat lines have me weakkkk', 'anybody else wish they could snap and have those lashes magically appear', 'i am shooketh ', 'no one:', 'can you do a full face of products you used from your first youtube video? like if you want to see this video', 'forget about the makeup! your body looks amazing!!!! prachtig ', 'xd', 'looks like a ', 'that was so shocking', \"i can't believe you asked if the 'ocean was deep' !!! silly girl!! of course, it's a whales jaccuzzi\", 'dylan, what are you doing recording nikkie??', \"nikkie's makeup after diving looks better than mine \", 'well... you look nice in the outside sunlight...', 'who tests makeup like dis?? i thnk d rnd team of cosmetics companies will learn from u', 'you keep promoting for huda beauty products , understandable for being friends with her, but you should be honest regarding her makeup quality , which is not good as u keep showing', '#20 on trending', 'this is a nerve wrecking video but a fun and awesome one. with all the fish/turtle/jellyfish in the sea, its so calming. and your makeup still snatch gurllllll i love it so much ', 'oh nikkie. your swimsuit is so beautiful. where did you buy it?', 'omg waar jij nu bent ik curacau ben ik nu ook en ik heb je gezien alleen ik durfde niet op je af te stappen (was dat bij hemigway)', 'nikki’s bathing suit looks incredible! she rocks it! great video ', 'nikkie really be out here divin’ in the ocean for us!!! we don’t deserve her!!!! love you baby!!!', 'did you learn the curling lashes trick from pony?xd', '', 'u need some makeup though', 'nikkie: \"we\\'re gonna test waterproof everything\"', 'arabian make up mamsh challenge', 'ben ik de enige die het op vindt vallen hoe rood jouw oren zijn ', 'where did ou get that swim top?!', 'i was waiting for this video no lie ily nikkie', 'i wanna see a video of you taking this all off. hahah thats the real challenge...', 'please tell us where u buy ur jewelry ', 'loved the new video?', 'petition that nikkie should do her eyebrows on cam', 'this is why you are the queen!! the result is incredible and that underwater tour', 'james charles did the same kind of video', 'best video ever nikki. much respect.', 'where did you get that swimsuit?!', 'nikki you are always beautiful and girlllll your fiancé ... great job girl ...', 'this video is very exciting and i really love. hope u will make another video like this in someday. anyway love u so much nikkie', 'only nikkie would give us this !! i’m livin !!', 'she put that setting spray on her face like the scent didn’t even phase her ', 'the hole video was here makeup', 'ayeee curaçao ', 'by the guess of it, pony probably taught you the curling lower lashes part & queen, you look gorgeous ', \"i do not wear makeup unless i know a camera is coming around, so i don't really race about anything, but lemme say, the tattoo maybelline stuff is the absolute badass for going on and staying put.\", 'can we just appreciate the camera person got getting the close up shots of the dangerous animals', 'merve özkaynağın içeriğini çalmışlarrr', 'where is your eyebrows let them grow you look good by the way', 'that was very cool. you look stunning as always. ummmm where did you get your swimsuit?? i love it!', 'nikkie:heyy fish . ', 'omg nikkie ', 'nikki i love jour nails un this vidéo love you si much', 'it annoys me when people use setting spray in these videos because that means it could just be the spray and not the products', 'i haven’t watched the video yet but i’m here commenting', 'who can help me? i lost the name of glue for eyelashes', \"you're beautiful nikki x\", 'omg i love your bikini', 'good makeup!!', 'your funko pop are making a disney villain makeup collection!', 'its always so satisfying to se u put on full coverage foundation', 'i love you', 'nikkie is so gorgeous! super cool video! :)', \"where do you buy your bikinis? it's so hard to find one that looks good on a chubby body.\", 'your bathing suit, your body your hair, your face, all of it just gorgeous!', 'the way she pronounced etude house', ' you were worried about the lashes and they turned out great....', 'it should be very satisfying if you’ve taken your makeup off on camera', 'love you you are so cool and funy', 'shocker!! as if i’m not buying those products now!!', 'my sister uses those matte liquid lipsticks!', 'licking ur lips to set lipstick wahhhhhh', 'who else has been watching her for years?! ', 'what setting spray does nikkie use??', 'later than merve özkaynak?', \"that was pretty good waterproof make-up. i'm glad that only one thing failed. sorry your eyes were burning\", 'girl where did you find that outfit for swimming? it is too cute and i have been looking for something like that for so long now!!', 'i have the liquid lipsticks and i don’t know how to get it off', 'do you ever follow your viewers if they have a youtube?', 'please review florence by millie bobby brown', 'your bikini is super nice where is it from?', 'half face using liquid lipsticks', 'jor ar so buatefool', '12:37 like for how long girl.......', 'hey girl ur very beautiful', '3 words come to mind here: tammy faye baker', 'why her ears are looking red... ????? ', 'yassssss', 'like thisss viddd', 'i hope the products u use are nature friendly', \"what are those pr & o coming on the bottom left side if the video whenever nikkie uses any product.... curious i'm\", 'omg what underwater camera did you use??', 'maybelline enters the chat ... wow literally just wow', 'where is the bikini from? ', 'why have i never thought to curl my bottom lashes', 'summers almost over lol', 'you should do more vlogs nikkie.', \"me: nikkes videos can't get any better....\", 'nikki can you a hair tutorial?', 'she looks a lot like gigi hadid in this one', 'i really feel like if you didn’t put your liquid highlight & just normal highlight with lots of setting spray it would’ve stayed put', 'did anyone else notice how red her ears were... i- 5:25', 'waterproof ', 'nikkie is secretly working with national geographie for those cool shouts', 'save our world ', 'where are the giveaways?', 'karen wheeler from stranger things just got her wig snatched.', 'it is end of summer legit autumn in my country..', \"your liquid highlighter can't of because of the goggles...\", 'where did you get your bathing suit ?!?!?! ', 'it seems bulletproof lol', 'as soon as you said burned flesh i subscribed', '1 word # why?', 'hi everyone... welcome to my channel ', 'your so brave. x', 'great idea! digging into your video now. ', 'can we get a dayuuum for dilan in his swim shorts?', 'is dylan as tall as you?', 'what happened to her eyes brown she burn them off', \"omg licking it. i've tried the tattoo ink lipsticks before but hated the tackiness. i'll try it again and lick!\", 'video with dylan?? who agrees?', 'oh my gosh what happened to your they are soo red like your eye shadow', 'dat alien face /20 ?', 'setting spray on the sponge... so obvious but i was like „damn.. she is a genius“', 'i need to know where you got your bathing suit!! it looks perfect on you and we have similar body types! if anyone knows pls lmk!!', 'you look so pretty, nikki! xoxo', \"how came you didn't optimus prime???\", 'who is that bathing suit from so cute!!!!', 'i definitely need some waterproof makeup cuz this caribbean weather is brutal ', 'disappointed in nikkie solely for the fact she said \"under the ocean\" and didn\\'t say \"under da sea\" and sing the song. missed opportunities.', 'nikki, you are seriously stunning. also, i love your bathing suit. can you please tell me where it’s from?', 'you guys are a cute couple!!', 'best video out there', 'you look like same my big sister', 'what happened to her old bf', 'those edits are making me cringe...', 'what was used on the brows???', 'how to use your beach day trip as a tax write off ', 'amazing video', 'i always used cheap makeup and went swimming and nothing ever came off. waterproof mascara and u just have to set everything with powder and it stays lol', 'woahhh', 'coolest video you have ever done', '“waterproof dna” ', 'waterproof dna im-', 'waterproof dna', 'new levels of desperate', 'save the turtles', 'no winged liner???!!!!', 'why she has one brow more raised than the other ?? she used to have similar brows', 'nice nice nice ', 'you and your fiance are so cuteee', \"no i'm not first\", 'save the turtles', 'save the turtles', 'ur face is always red ? why', 'where is your bathingsuit from?', \"so early you didn't even post on snapchat yet!!! love youuuuuu\", \"you should have tested the huda eyeliner in this video. she talks great about her products but i just think she takes the long lasting aspect of her products so seriously that they don't even come off when you want to\", 'pretty sure dna is waterproof though lol', 'try a full face of fenty beauty', 'what is the sponge u use', 'curacao and suriname are truly stunning places but i don’t miss the mosquitoes', 'whats the korean brow gel woman', 'i liked the eye look better with only top mascara', 'why her ears are soo red?!', 'yeah these lipsticks are like cement too', 'you look dare without makeup', 'where did she say she is at 12:42?', 'how old i you?', 'she’s copying sylvia gani', 'hi dylan.', 'waterproof dna????? u could have rethought that one', 'i dont get it u did this only to check if your makeup is really waterproof n longlasting ', 'i love your bathing suit', 'full face using only foundation ', 'instead of swimming with your clothes on, just loose the f. weight. you will feel amazing. i did it, it was the best decision in my life!', 'amazing video bebe', \"should've used green marble spray\", 'i see that pony has showed you her signature lowerlash curl technique', 'are you really testing the eye primer if you use a liquid lipstick instead of eye shadow???? if it’s already a product that stays on way too well hen you’re wasting the chance to test that primer underwater really', \"it's really ironic that so many people comment to show their sorrow about the coral but actually, it's extremely not eco-friendly and ocean-friendly to wear makeup in the ocean.\", 'nikkie - using primer for her bottom lashes', 'opposite alphabetical order makeup challenge', 'wait ... dna is hydrophobic..it is already waterproof ..lol', 'anyone know where i can get her swimsuit?', 'the nyx brow gel is waterproof and smudgeproof for all i know. i know, because i put a tiny drop on my hand and then use an angled brush to apply it and the remnant on my hand only comes of with an oily lotion. in case anyone wonders ', 'you haven’t mentioned the powder highlighter you packed on ur face after liquid highlighter', 'lol \"no make up makeup look\" does not exist to nikki lol', 'hou should try the ellana waterproof cosmetics girl', 'can we just talk about how banging nikkie is looking in her bikini??????', 'the concealer didn’t last either', '(almost)14 minutes : applying makeup 1 minute : actually testing the make up:d', 'where is her bathing suit from?', 'you have also visited us under the sea thanks', 'hello, humans.', 'eytude house', 'why am i never the first ?', 'when i see her i face she look like lexi fro, the vampire diaries', 'waterproof dna?????????', 'where’s her bathing suit from', 'nikkie is already super pretty in the studio lighting but in the natural lighting she looked so darn pretty', \"i don't think anyone would want a full glam underwater\", 'whats the name of the song at the end?', \"nikkie you shouldn't jump into the ocean with makeup your unsure that will come off or not, pointing it out because the ocean is as damaged by humans as it is. ;-;-;-;-;-;-;-;\", 'waterproof', \"i only stand maybelline's liquid stay matte lipstick. i do not wear any lipstick that i can eat off, and that liquid lipstick is as solid as a rock. it is fantastic.\", 'for the love of god get your eyebrows microbladed', 'why does she say \"liquid\" like that', 'i do my makeup underwater', 'can we have dylan on the next video?????????????', 'yes queen', 'what sponge is that?', 'its waterproof but does it come off when u wipe itcoz of course u need to wipe your face after swimming', 'don’t ever do make up!', \"i'm becoming addicted to your videos while improving my english. nikkie you're gorgeous!\", 'im just thinking... how the hell are you going to wash off this lipstick eyesadow????', 'how to u get it off if it works underwater?', 'wow', 'nikkie: i’m disgusted. ', 'damn i might need a waterproof wig after this one ', 'my eyes are burning ', \"this video just became far my favourite :d i also like the look so much!! it's so pretty <3\", 'this look is so beautiful! love it', '13th on trending in england ', 'omg i wss sooo suprised that mascara lasted and lashes didn’t fall of! such z cool & fun video!!', 'i love your tutorials nikkie! your commentary is hilarious! you are so beautiful. xoxo', 'bomb video. makeup stayed poppin. love the underwater footage and that bathing suit!!!', 'beautiful as always! i love that it barely moved. now about dylan doing your makeup. ', \"i can barely afford makeup let alone a trip to the ocean lmao so i love that i can live vicariously through you! i love when you do these crazy tests and like vlog-style check-ins! you're my fav girl! always!!\", \"curacao. i've been saying it wrong my whole life.\", 'what swim suit are you wearing? i love it!', 'your makeup was still flawless love that', 'when she said at 5:37 i felt that', 'this has got to be one of my fav videos/ challenges you have ever done this was such an awesomely fun video and nice to know maybelline has so many nice waterproof lipsticks !!! loved this so much', \"wait do i lick my lips after the liquid lip is dry i would really like to know this trick i've never heard of it before.\", 'i love the new intro screen she got, am i the only one?', 'am i the only one who found it impressive when she blended that liquid lip so well?', 'that make up is hella heeeeaaaaaavvvyyyyy ', 'this is exactly the video i needed right now, my sister is getting married soon and i know i’m going to cry like a baby from start to finish and i need a total waterproof make up for that day thanks nikkie x', 'you always go on trending. way to go girl ', 'turtles!!!', 'great video i was worried you lose your earrings ', 'i might stop watching your videos because you always skip brows and for some that’s the most interesting part', 'this was cool content!!', 'damn her ears!!!!!', 'wow ', 'hey nikki my face is sweaty and the makeup removes as soon as i start sweating. please suggest any technique', 'you need to blend that foundation in', 'nikkie’s swim suit is the cutest and she looks so good in it! yasss queen', 'testing starts at 13:45', 'where is your bikini from, it is gorgeous and so are you!', 'ik hou van deze video nikkie!! en het eindresultaat.... niet normaal!!! waar koop je al die make-up? ', 'your swimming suit is to die for!!! you look so gorgeous!!!!', 'waterproof dna. think that’s just skin ', 'the most waterproof mascara us by far the one from etude house called lash perm curl fix+', 'i loved this!!!!!!', 'lick the lips trick!! i am obsessed with the maybelline lip colors and i could never get them to not be tacky!', 'amazing', \"are those liquid lipsticks eye-safe? especially since they're red-toned, i'm very concerned about them not being safe for the eyes.. they look great, i just wouldn't want anyone having eye problems doing this!\", 'you look sooo great!!!!', 'waterproof dna... ', 'nice business write offs ', 'dit was echt dope', 'when is dylan gonna do a video???!!!!', 's0o0o cute n l0vely nikkie i like ur all vide0s...', 'my summer ended 3 months ago', 'loved your bathing suit.', 'i made miss mermaid in france, and we went underwater with makeup !!! it was sooooo coool !!!!! and make some wonderful picture!!!! ', 'bruh i knew about the lipstick. when i wear i can take it off only by scrubbing with coconut oil it is like a paint', 'love this video', 'loving yourself natural way is the best way for anyone to love u back', 'nikkie put sunscreen on your ears ', \"no shade but, curious if you've mentioned why you draw your brows on so un-even? drives me wild haha. but if you like it that way that's cool...\", \"this guy propose u but the video u uploaded (boyfriend does makeup) the guy in that video they aren't the same\", 'interesting', 'ugh i wanna go swimming !!', 'thank you for the beautiful location footage. and i so have lip envy', 'she looks so fabulous 13:32 come on!!! just wowww!!!!! yes girl! slay', \"i am disappointed that she didn't use urban decay all nighter waterproof setting powder\", 'the best makeup that is waterproof is all natural!', 'i love nikki vids always', \"scientist here: all dna is waterproof ;) it's one of the most stable molecules in the world.\", 'luv ur vids', 'who else clicked fast asf? ', 'my wife looks just like her mother when she does her makeup the right way', 'who else noticed how red nikkies ears were compared to her face? ', 'your bottom lashes had white on them. do you use something before the mascara?', 'i think yoh should be ursula in ariel mermaid movie. so suits you ', 'who came as quick as they could ', 'hey guys i’m early ', 'waterproof makeup=playdoh', \"nikkie is the only one in the beauty community who isn't involve in some kind of drama.\", \"it's a mermaid!\", 'nikkie \"life as a mermaid\" awesome.... love you !!!', 'if this is blue you love thid video ', 'im down for vlogger nikkie', 'this is too funn', 'you could test the dermacol one', 'nikkie’s way too underrated compared to other “beauty gurus”.. she works so hard on this channel, can’t wait for her to get even more recognition.', 'who the hell licks their lips like? ', 'i like your lipstick', 'why do you look like this', 'can you do like a recreation of taylor swift music awards look? please!', '0.576388888888889', \"does anyone know how hard it is to take off waterproof makeup when you have sensitive skin and you can't use makeup wipes cause they have like chemicals in them that could irritate sensitive skin\", 'hoi ik ben gewoon nederlands', 'who else noticed this is before nikkie got engaged', 'super mooie make-up nikkie het is raar om je een tip te geven, maar nu had je het over dat je haarlijn in fik lijkt te staan met de foundation, maar ik merk dat je nooit de oren ook meeneemt.. ik heb dat geleerd bij mijn visagie opleiding om de oren mee te nemen met foundation en persoonlijk vind ik dat ook echt wel mooier voor het geheel. verder wil ik zeggen dat je mij een geweldig leuk mens lijkt en super bent in de make-up!', 'you slayed with this video', 'youre wild nikkie!!', 'nice full lips to s a d', 'who thought she was cheryl blossom', 'how do you prevent sunglasses marks?!?', 'i bet it’s made from aerogel.', 'so cute on natural light nikkie', '12:15 “ and that’s how lion king makes the lions sleeps tonight song “', 'i just loved the way you always try to bring something different and real', \"absolutely love this makeup look - and you're such a gorgeous couple...\", 'this was so amazing ', 'found my wedding makeup thank you', 'if i could subscribe again, i would! amazing video as always xx', 'thank you for this amazing video ', 'amazing video, dear nikkie ', 'this is such a great video nikkie! love it!!!', 'the makeup looked so good ', 'there’s too days of summer left...', 'when nikkie talked about curling underlashes and turning the curler upside down i automatically screamed \"ponyyy\"', 'great great video, u should do more vacaa videos. you’re always so fun , love u', 'it was son funny!! your make-up is great, at the end you were still beautiful but yes the highlighter went off...', '2:05 im dead', 'nice video! took me back to my good times in curacao ;)', 'girl you are so freaking gorgeous with or without that ring light however, you look even more beautiful with natural light and that bathing was made for you, body goals', 'how are your lips staying so well, i love the maybelline stat lips but i have to reapply two - three times a day i wait for them to dry down and then apply a lip gloss over top', 'your videos are the best! love this! ', 'love it! ur dylan is a hottie! you forgot duch word of the day for swimming!', 'idk why i love her short giggle at 7:02', \"all i can say is . . . dang that's commitment to makeup\", 'this is such a cool and interesting video!! i wish she did her face with two sides of products though so we could compare but still super fun', ' you are amazing girl ', 'like if nikkie should start a vlog chanel ', ' curacao', \"where is that bathing suit from? it's adorable and you looked amazing in it.\", 'your bathing suit is ', 'wow u r so amazingggggg', 'saw this on her instagram weeks ago, btw that lipstick is sickening ', 'wooowww! nikki really amped up this video! loved it!', 'p.s.s. you are so beautiful ', 'oh my god i thought i was the only one who licked the maybelline lipstick to set it', 'that was literally how dory called the whale.', 'i love you ', 'absolutely love your bikini!!', 'wow that lower lashes ', 'got to say you look amazing', 'dankuwel voor de tip voor de onder wimpers! te laat ik heb juist mijn makeup gedaan! ', '2:45 i think she used too much foundations', \"girl, please be careful with that fish 14:50 it's one the most poisonous fish in this world.\", 'hot makeup-look!!!', 'your swimsuit is evvvvverything ', 'giiiiiiiirl nothing stands a chance in front of your magical makeup power ', 'really fun video girl!! good job', 'i thought it was lookin pretty good after a real good divin date', \"i really wished you would've also tried liquid liner or gel liner that's supposed to be waterproof like a cat eye bc i would love some product recommendations that last through everything for my eyeliner\", 'i love how nikki edits and wrote on the corner of the video whether the product was in pr or she purchased it', 'catrice has a very good waterproof concealer', 'a tip to removing liquid lipstick is covering it with lipbalm and them removing it with or without makeup remover', 'your intro is amaze.', '#12 on treding!!!!', 'you look stunning wet. lol', 'be careful with that snorkling mask some people died bc it traps the co2', 'we love an unproblematic queen', 'nikki needs to foundation her ears because they are bright red in some parts of the video xx', 'waterproof dna', 'legit thought she was gonna do her makeup underwater loool', 'i want to see your without makeup 16 aged and now photos and with makeup photos side by side. 3 faces side by side.', 'are those superstay matte inks kissproof?', 'okay where did you get that bathing suit coz girl... i need it', 'still beautiful even while swimmin w the ', 'it looks like it was the concealer that broke down actually', 'interesting', 'beautiful nikkie ', 'waterproof wig?', 'i just want to to this', 'i love this video', 'o love nikkei but her eyebrows are so un even :(((', 'whats the destination ? didnt understand the word', 'idky but i always loved the sound the gopro makes underwater', 'anyone know what brow product that is??', 'nikkie turned into a turtle', 'what do the signs in the corner mean?', 'dank je wel voor de promotie van mijn eiland curacao.', 'she looks so happy', 'why ur ears red??', 'is the one at 14:49 a leon fish? one of the most venomous fish ever existed? am i wrong?', \"you don't use final seal\", 'meeeee', 'what is the name of fixing spray', 'it was summer*', 'i mean your makeup is pretty bomb.. but can we please talk about your body???! you look amazing! i love to see the results, your hard work is really paying off!', 'ik zeg jullie eerlijk zonder makeup ben je veel mooier en natuurlijker', 'are you dutch', 'rip miami lashes', 'she is so cute wtf', 'pictures would have been so much better at the end.', 'why is nikkie the only one talking about the maybelline super stay inks???? they are literally the best lipsticks ever!!!!!!!!!!', 'you are pritty without makeup', 'why you always do your brows of camera?!?', 'nederland?????????', 'look out for those fishes gurll', 'to bright lip stick', 'where she go????', 'girl i have 2 of those lipsticks one in 30 romantic (pink color) and one in 100 philosopher (light purple color) i use soap and i end up getting soap in my mouth and there is still left over lipstick even after i wash i am like how tho?? ', 'it’s official. mermaids are real!', \"i'm waiting for that one day nikkie making a vlog just a normal-daily/challenge-no-makeup-related-vlog-ish\", 'nikkie \"is it deep\" of course it\\'s the ocean haha i love you u look amazing and i\\'m so happy u found ur special person, i was shocked that liquid highlight let u down u would av been better just putting powder highlight on thats crazy xxxx', 'i laughed and liked the video at \"waterproof dna\" ', 'we love a supportive fiance \"looking nice\" nikkie', \"i love that in the beginnings of your videos, there's a little vlog that shows what's about to happen it's so good!!!!\", 'so apart from the highlighter, everything looked hella fine.', 'watching you apply that amount of full coverage foundation gave me anxiety lol', 'this was owesome !!! nikkie such a great idea !!! loved it. you should make a part 2 of this. to talk more about it', 'the liquid lipsticks on the eyes reminded me of the full face of liquid lipsticks video.', 'wait wait wait, i was on curacao a month ago and all i was scared of were lion fish and jelly fishes (never saw one) and you’re just filming them up close? hahah', 'where’s the swimsuit from?? i need it', 'would love to see more vlog style videos incorperated!!', 'u look so beautiful at the swim. 15: girl, ur good u enjoy your time and keep us posted xoxo', 'nikkie we need hair tutorials as you always have sleek gorgeous hair please !! or if someone does your hair then we need them on your channel showing us pleaseeeeeeeee ', 'your chest is so refectiv i could see my double chin lol', 'damn girl u look amazing in that bikini ', 'when i swim with make-up on it is also still on my face after swimming for a long time ... just normal make-up .. brows eyeshadow highlighter that’s all i use ..', 'omg how did your lashes grow', \"i hate when people say they don't have friends when they actually have a lot of friends lol no hate tho\", 'sometimes i wonder...', 'this is my first loren gray video and omg she is not what i expected', 'no one:', 'my everyday makeup is:', 'loren: is frustrated with 2 tiny pimples', \"i'm not her fan but idk why y'all hating , i mean she looked bomb at the end\", \"she does her make up for herself not for y'all, so if u don't like it \", '“i’m pretty much catfishing”', 'if she wasnt this pretty then ya\\'ll wouldnt be trying to convince yourselves that shes \"not that pretty\"', '“my skin is not the best right now” my skin doesn’t even look like that on a good day', \"she's just like the mean rich blonde girl in the movies\", 'i have never seen such a little forhead omg', 'this is her everyday makeup which means this is what she does everyday. not what you should do everyday. can u guys calm down', \"i love how she's not just showing us her routine but also explaining why she does certain steps!\", 'she looks 11 without makeup and 21 with makeup', 'i don’t care if she is a catfish,she is beautiful the way she is,everyone is', 'if my face literally looks like that i’ll never wear any makeup tho', 'ooh my dad just texted me', 'she literally doesn’t even look that different without makeup she’s just a lighter skin tone with no mascara it’s not that different', \"that's her everyday make up. and me is just eyebrows and balm.\", 'she literally went from 15 to 25 ...', 'beware of what you’re saying in the cmts..it can hurt peoples feelings..', 'loren: today is the 4th of july i hve no plans ', 'this makeup is literally what i’d wear for my wedding or something', 'i feel like this is the perfect example of how weird amd random girls get when we put makeup on.', 'title suggestion: “how i trick people into thinking i actually look good”', 'someone who can actually match their foundation ..', \"just take little strokes upward, that's what she said, that's not what she said that made no sense\", 'loren: i have no friends', 'bottom lashes make such a difference i don’t understand how some people don’t do it', 'she wastes hours of precious time on face.-_-', 'my everyday makeup.', 'she is beautiful without makeup but also very different looking', 'i love how loren’s everyday makeup routine is what i wear for my going out makeup ', 'ghad, ur “everyday makeup routine “ is my “full glam makeup look”', 'is it weird being a boy and watching this', 'my everyday makeup:', 'loren: my skin is not the best right now', '“im not doing anything, because i have no friends.” sooo relatable', \"me: mom can i get spraytan? i'm sooo pale!\", \"and he's grown really big \", '0:07 to 17:15', '“i’m done!”', 'fun fact, the total price of all the products in this video is $656', 'wow this girl is the definition of a catfish she looks albino with no makeup ', 'loren: i put on etc', 'she does her makeup every day and she has 2 pimples and i do no makeup and have like my whole face full of them', 'i was laughing through this whole video ', 'loren: puts barely any moisturizer on', 'without makeup: looks like a tween', '“not bad!” ', 'not sure how i got here. but i’m just surprised with how many dislikes on this video....chill people', \"i'm so blonde can literally see dyed roots\", 'loren: i have no friends', 'did anyone else not notice that was loren?', 'loren: 10:03', \"i'm a changed woman\", '“that’s not what she said. that made no sense.” ', 'loren: “i have no friends”', 'everyday makeup:', 'i know it’s gonna be rude but, why do yall love her?', '“i have no plans , because i have no friends. “', 'i dont were makeup every day', 'i always thought she was really pretty, but the makeup changes her appearance a lot. she’s pretty without makeup, but makeup makes her look different', 'does anyone here found her so freaking cute without makeup or just mee', \"he's grown really big and he's thicc\", 'loren i dare you to make a video \"no make up for a week\" it would be nice', 'ur lip,eye rolls and voice looks like dove cameron', 'she is so pretty', 'ik everyone says this but you are so pretty even without it', 'my skin is not the best rn atleast u dont have acne i have it and its so annoying-', '“my face is so dry ahh”if i use this products for every day my face is doesn’t even on my face(do you understand what i mean)hdjdjdshsnssj', '“my skin is not the best right now”', 'oh she is so cute actually didn’t expect that dunno why', 'she sounded like sniperwolf when she said her lips were crusty musty and dusty', \"anyone remember when she didn't cuss?\", 'did she just say her weave was itchy', 'am i wrong or does she look exactly like the white girl from princess and the frog!?', 'i love her eyes and lips.', 'honestly your the most reliable in this video', 'my everyday makeup is..a little foundation to cover my dark circles, a mascara and lips gloss', '“i have no plans , because i have no friends “ most of us can actually relate ', 'it is currently 8 o clock in the morning', \"i don't make everyday makeup routine.. no simple, times end\", '5:19 she said \"he\\'s thick\"', 'who else is in love with her goofy personality? ', 'loren: does full face of makeup everyday', '4:14 the way she held the concealer triggered my anxiety', 'she kinda acts like emma chamberlain who agrees?', 'pokimane without makeup ', 'i love how she says am done then remembers something she didn’t do it’s so cute', 'i used to like hate her for no reason but when i watched this i fell in love w her shes funny and so sweet yall', 'the double wear is probably what’s breaking you out lol', 'my everyday makeup routine is:', 'my everyday makeup is:', 'go without makeup or spray tan (go all natural) for a day or week,, idk just a cool video idea :)', 'this is literally my favorite tutorial by her i literally watch it every single day', \"i never wear makeup because i'm just 13 and my mother don't want me to wear and your young but i'm excited to wear and my friends also i'm the only one who don't wear makeup wist to wear\", \"you're beautiful even without make up you look so adorable \", 'i’m so happy when i see celebrities embracing their imperfections in such a high standard generation. proud of u ', \"her ' everyday makeup ' is my full glam look\", 'this is the best example of a “quirky girl” stereotype i have ever seen', 'lol everyone looks like a cake with foundation lemme tell u the truth', '6:32 sassy moment', \"am i the only one that didn't recognize her without the makeup? \", 'loren : my face is so dryyyy', \"2:19 bring the soul any army's here??\", \"she's so hilirious lol! love her!!!! also its my first time watching her \", 'soy la unica que no puede hablar ingles pero igual ve los videos de loren?', 'she’s so pretty without makeup!', 'lauren without makeup looks so much like the old taylor swift', \"my face is so dryyyy!1!1! girl you didn't even use that much moisturize i-\", 'what i put on my face:', 'glad you’re being more active on youtube!!', 'imagine being pretty', \"i noticed that loren is getting distracted easily, it's funny \", 'sis has a thick bf luv her sm', 'she looks so cute and adoreble without make up', 'if i had that skin, i would never put on make up lol =))))', 'am i the only one who doesn’t like blush?', 'why does she low key look like taylor momsen (aka jenny humphrey hehe)', 'omg she is so cute without makeup and she looks bomb with it. how can a person be that beautiful', \"i've never watched a video of her talking i had this arrogant image of her but now.. boom she's funny!* \", \"video idea's for loren! \", 'make sure you smile when you blush so you put on the right spots', 'when she was trying not to be pretty. oh my gad i love her.', '“ooh my weave is itchy “?', 'girl you so freakin cute omg i love you ', 'this is how many times loren stuck her tongue out ', 'me be like \"i cant do that make up in my everyday lives i woke up late \"', 'bro i had no clue she was this relatable and funny lol', \"what's wrong with picking your nose?? i can tell you're human when you do that\", 'as someone with recently healed acne i freak out everytime i have to put on foundation lmao i only do it for special events now', \"noone: what's your favorite part of the day?\", 'it feels like i’m in her room and she’s just doing her makeup we love that', 'can you do a tutorial on how you take the makeup off?', 'i just noticed this was posted on my birthday lmao', 'products mentioned:', \"i have friends but i'm still to lazy to go out\", 'dang she looks sooo different without makeup ', 'it’s crazy how many stories she post on her sc everyday hahaha so funny', 'i dont understand why people hating tho she is beautiful. people are so jelous these days! she cant help that she is perfect', 'tbh loren without makeup looks like an older version of everleigh(idk how to spell her name) from cole and sav', 'ah i rmr being fb friends loren beech!! n then u deactivated ur facebook.', 'if i saw her without makeup, i would most definitely approach her. its true beauty without the makeup.', 'anyone gonna talk about how she said anywhore in the description ?', 'why did i always hate this girl? i’ve never watched her... been binging her videos today and her personality is ', 'loren : i have no friends ', 'i just do my eyebrows and put mascara and highlighter :)', \"this is my first time watching loren video and i like her already !! i seriously did not expect she act like this. i thought she's like bitchy type, sorry loren \", 'she looks really good. but just... like. ', '0:07 wow she is a very pale person i love it', 'loren: \"i don\\'t have a lot of eyebrows, i never have and i probably never will\" lol im laughin so hard', \"yo ladies, i'm here just to understand how makeup is put on.. trying to impress my gf and also have a sense on what to buy.. don't mind me, y'all!\", 'yes i do .. but of mekaup everthyng day ..on time', '00:01 -17:09 a lot of makeup ', \"if i am that beautiful i wouldn't even wear make up lmao\", 'we appreciate u for staying up til 3:30 am for this. angel.', 'thats a lot of makeup for a everyday look for me but still beautiful tho', 'omg you look so pretty without your makeup', \"i'm naturally... translucent same girl, same.\", '“crusty musty and dusty”', 'if this is blue you love loren ', 'why everything since the past four days ', '3:20 did yall hear that lol', 'loren: sos i forgot !! ', 'chin up, princess. your... hairclips are... falling?', 'my makeup routine(depending on my outfit and mood):', 'since when do u curse like i never heard u curse before ', 'no one:', 'i feel like she looks her actual age without makeup....but hey, shes still gorgeous', '1:26 when i eat a candy at 3 a.m', \"you're so fricking pretty even without makeup!! oh my god, i love you so much. we all stan a queen. \", \"o my goofy lord,first of all i couldn't recognize her at all \", 'this doesn’t really matter but...', 'is it bad that i feel like i used to idolize her looks but now i’ve started loving myself more and feel like we’re both equally beautiful when we both don’t have makeup on?', 'omg love you loren who cares about the haters', '*when i noticed i will never can do make-up like her*: ', 'look at the mirror after watch this video', 'love this makeup routine, definitely learned some things to add onto my makeup routine. and your eyeliner is stunning i don’t know how you do it! i received this tattooed liquid eyeliner by skone cosmetics and i can never get my eyeliner right, do you think you could do a tutorial on that next??', \"makeup is cute but ur eyebrows aren't filled all the way in\", 'my everyday makeup routine is', 'i have no plans because i have no friends', 'you’re face is cute without makeup and with makeup giiiirl perfect ', 'rahhhhhh foundation is a madnesssss as a lad i am shocked', 'i need this exact look for my wedding please', '1:59 had me dying', 'lmao am i the only one who noticed she said “anywhore” instead of anyone in the description box!? no hate tho!', 'fun fact : she finally showed her natural eyebrows on camera lmao ', 'you look so pretty! i also made an everyday makeup routine video go check it out!', 'i want to know her blush’s exact name', 'i think you look beautiful with or without makeup', 'shes so cute ah \"im naturally translucent\"', 'sis really needs to find a foundation that matches her face', \"girl, can you do my makeup for my graduation please ??? i just can't get the eyeliner right xoxo :) <3 btw. i am kidding she couldn't even do that sadly because i think she has better stuff to do (even though i wish she would do it cause she looks amazing).\", 'girl i had literally the exact same allergic reaction at coachella this year. home girl looked all swollen and red. breathing sucked.', 'ppl watching this video are probably like omg she\\'s catfish \"that\\'s true\" this is so me', 'queeeennn slay girl', 'i wish i had skill and time to do this', 'looks like pony !!! u r sooooooo beautiful ', '”i have no friends”', 'she must be rich. that room is luxurious looking. just an observation no hate lol', 'it’s a little bit chemically ', 'lol this gal makes me laugh', \"she's literally a mood lmao\", 'is it bad that i kind of like her better without makeup?', 'loren:*talks about brooke for the whole video * ', 'i love your makeup application and colours! ^^ ', 'this is the first video i watch with her and omg...... i love herrrrrrrrr', 'with or without make up, you still look pretty loren!', '3:20 se mamo', 'am i the only person who doesn’t think she looks that different without makeup? or did y’all really think her eyes naturally have a black wing on them ', 'i have no friends', \"i tried foundation on my face and it was perfect but the entire day i felt so uncomfortable (like i've got a new skin layer on my face) so i gave up.\", 'loren: puts barely any moisturizer on', 'tf your so freaking pretty !!!!', 'she is gorgeous without make up. i love her without makeup ', 'can someone tell me what lipstick and gloss duo she’s using?', 'every makeup video on youtube- “soo my skin is not the best right now”', 'i love the minute 0:18 oo my dad is texting me, ', 'when her roots said i felt that', 'her: has amazing skin ', 'watched youtube for 10 years & been a youtuber 4 years & just found you today.....wtf', 'please do a workout routine. i desperately need to know how you’re so skinny!!!', 'from how she looked then, to how she looks now! the change!', \"why is it some of the comments comparing their make up routine to loren's\", '3:19 what', 'ok we literally do the exact same makeup routine only difference is that i don’t wear falsies and liner depends on my mood', 'more tutorials. your so good at them! ', \"thanks for the vid! i've been looking for good makeup tutorials to try it out and i'm in love with makeup now! i'm 13 but i need to learn how to do simple makeup cuz everyone knows practice makes perfect\", 'she said her weave was itchy....... she wears a weave?????', 'she was choking all the way till the end of the video and was using miranda sings voice. cracked me up af ', \"loren: people watching this video are probably like omg she's a catfish \", \"she's giving me the regina george vibes #nooffence\", 'omg i love your make up you’re so beautiful i’m a big faaaaaaaan ', 'fenty beauty as in ariana\\'s song \" make up \" : \" like the fenty beauty kit \" ! i know you don\\'t care but anywayyyy love uuuu', 'i don’t even like watching loren so this is the first video i’ve seen of hers and it’s kinda cute ngl ', 'no one :', 'love your personality ', 'loren i have the same tarte eyeshadow that you have', \"#yeahyeah <3 #lorengray #mystory dudes! it's therapeutic to watch lovely ladies put on makeup! :) we learned today mascara prep before eyelashes..contour, blush, highlight, add eyelashes and then again add mascara wow! <3 #beauty #musicheals #worldwide\", 'idk why but she reminds me of one of the mean girls', 'loren, you should moisturize you’re whole face. by “drying” out your skin you’re actually making it more oily and unbalanced which means more pimples', 'holly make up can change everything damn ', 'i hope one day you makeup like the korean style love you', 'i love her personality sm', 'this is probably my first loren video.. can somn tell me if there’s smth wrong with her skin cause it looks rly dry and spotted and i kind of concerned..somn pls tell me if they know', 'loren:\" if you wanna see more makeup videos let me know down below\"', 'is it that important to put make up on ,you look pretier without', '14:27 all the way to 14:31 sassy no hate tho ', '1:52 ahah x', \"what's on your lips? i'm so curious. please let me know. \", 'whoa i’ve never seen her without makeup on. she changed her whole face', 'your skin is perfect tho', \"i use that kind of makeup when there are a special events like someone's wedding or something formal. \", '15:48 sweet xd', 'ur really cute loren. love u so so much with all of my hearts ', 'that is everyday makeup? ugh girl you have a really strong mind which is great because i would be never able to do that for everyday', 'my friend told me you were a “brat” so i went to your channel and found this video, and after this.. i subscribed and j love your videos~ i don’t know what to tell my friend ', 'gurl your skin is so dewy and glowy i loveeee ', 'your so damn gorgeous loren', 'idgaf bout makeup but its a loren gray video so i gotta watch it all, ily.', 'first video i’ve watched of her and i really like her attitude ', 'rahhhhhh ya boi had a crush on the makeup, big l ', '14:23-14:32 ', 'your voice reminds me of alissa violet all though i’ve been a fan since musical.ly', 'uaaau, eu realmente amei essa make', 'she’s gorgeous with and without makeup.', 'who else loves loren', 'love you so much loren don’t lessen to the haters and you are good ', 'beautiful tho without make up! :)) just being honest ;)', 'she is totally another person in tik tok', 'on recommend:17:25', 'she’s super cute ahh', 'am i the only one that liked or skin tone before more low key?', 'you inspired me to make a video of my everyday makeup routine! i love your talking and you’re so funny! big supporter of your channel here ', 'is it just me or do her eyes look even more pretty with the whole natural skin', 'gorgeous without makeup!!!', 'you r so cuteeeeee <3 <3 <3', 'big babie energy><', 'what we all expected ', 'i love that she’s back on youtube skjssksksk', 'your so pretty without makeup', 'you look beautiful without make up', \"omg! you're so beautiful \", 'no one :', 'dang she is so chill what has the media made her out to be?', 'is it just me or i always see dramas happening in the comments?', 'when you look at the subscribers and views this means (probably)all of her subscribers watched this video', 'you don’t need makeup to be perfect and pretty you are already buitifu', 'loren is one of those people that i never skip their vids', 'shes so pretty without make up but probably because she doesnt look that different', 'y do u remind me of my aunt kayla', 'ur everyday makeup is my special going out makeup and even then i dont wear falsfies wtf', 'check out my everyday makeup routine guys thank u', 'do more makeup videos!! they are so good! i love them', 'im so broke she cute though', 'omg such a cutie x3', 'loren: i have no friends.', 'pls do more makeup tutorials i love them soooo much', '0.6013888888888889', 'your rlly pretty even without makeup ! oml i love you so much please never stop posting ', 'u remind me of jules from euphoria', 'i literally wish i was u.', 'she is so cool in makeup and looks young blank', 'omg i love u ', 'u wear makeup everyday?!', \"i just realized you have a very long neck and that's all i can think about.\", \"i only saw loren on personal by hrvy music video and i didn't expect she'd be as chill as this.\", 'my fave bean <3', 'do this so you can take 5 hour long videos of your self all day looong a iil self absorbed', 'it looked so weird with only the other eye lined', 'no one:', 'how is it that it takes her almost 20 minutes to do makeup but it takes me 45 minutes to put lotion on ... my face only', 'this is not without makeup youre wearing little makeup to neat up your face before actual makeup', 'you waaaaayyyyyyy pretty without your makeup ', 'in the video of your make-up morning routine you said that you already used make-up at the age of eleven, you did everything you do now for make-up or just the basic things and i love your videos ', 'she looks so different with makeup lol', 'i like how you do your makeup', 'my everyday makeup goals not there yet though am trying', 'i think you dont have struggles with facial hair', \"my makeup routine: sunscreen, cause i'm pale and brazil sun is always trying to kill me with pain, powder to set the sunscreen and avoid the shine, red lipstick and black eyeliner. done.\", 'i think that its good how she does not care what ppl think of her with no make up on, and that she knows she looks different with it. <3', \"she's stunning without makeup too .\", 'there’s more blush on the right sis', 'she looks alot different without makeup and tan-ish with it , she did get famous because of her looks tho ', 'girl you dont even need makeup ur skin is amazing', '2:14 same.', \"omg go watch antonio garza's recent video their twins im shook\", 'if i would use that much makeup and post filtered pictures of me on instagram i would definitely feel guilty about myself without makeup on... nearly every girl on instagram seems to be perfect but they aren’t. i don’t want to hate loren gray and i hope she is happy with herself in every way...', 'i like your musically vdo', '“i’m naturally translucent”', 'you look so gorgeous with makeup omg beautiful', \"lol you're so funny lots of love from the philippines #clumsybutstillpretty\", 'beautiful', 'yoo she looks so different with make up on (no hate tho)', 'because ur so pretty anytime u would just apply foundation i see all the glam in u and i see full makeup on ur face ', 'can you please do a hair tutorial, your hair {and makeup} always looks amazing', 'you are pretty', '0.5993055555555555', 'bunun çevirisini kim yaptı aw', 'beutiful!!!!', 'loren: “my skin is so dry”', 'strange how she didn’t draw any of the wings using the eyeliner on camera', '0.07777777777777778', 'r u a doll??? beautifullll', 'loren your still pretty without makeup', 'oml you are soooooo bootiful', 'dang bro first comment and anfd first makeup ever!!!!!!!! awesome excited illuminati second queen 1', \"you're hecking beautiful without makeup on tf you mean catfish woman\", 'loren: does this makeup routine and looks like a freakin goddess', \"girl i have a full face of acne but you don't see me complaining.\", 'haaaaaa ', \"you are hilarious!! i don't know if you remember me but we met at the 9021-glow petite n' pretty launch party in beverly hills. i'm one of petite n' pretty's og models!!! you just got a new subscriber!\", \"you are the best...you've stayed until 3am to edit this...i can't be more grateful\", 'her hairline got me hella triggered', 'oh~~good', 'this was uploaded on my birthday not that anyone cares but i finally found a video that was uploaded on my birthday ', '*loren acts weird*people:she’s so cute ', 'super beautiful and down to earth! females should really look up to you :)', 'how are so amazingly beautiful without makeup', 'really so pretty before make up :)', 'bro she’s got like 8pounds of makeup on. i don’t understand how people do this everyday', 'your video makes me laugh. lol', 'natural omg ', 'this makes me feel better. it’s not me it’s that i don’t wear makeup. hahah', 'great job on the makeup! have you done microblading?', 'loren: does full face makeup', 'hi loren i wish i was you do you know why bc you ar sooo pretty and btw im from belgium', 'my beautiful queen:)))', 'she looks soooo different without makeup but in a good way', 'are you on the app like', 'this is how many times she mentioned her two tiny pimples', 'lol i barely have the energy to put on sunscreen for work', 'pleeeeeease jasmin makeup!!! ', 'so beautiful!', 'wait... i need that necklace. where can i find those!!!', 'for some reason, i can imagine your name as a brand name. loren gray cosmetics. almost like a mix of loreal & mary kay. lol', 'makeup can change the whole look ', 'i love you lorene', 'wow, you seem like a doll.', 'blush brush: \"how much blush do u want loren?\" ', 'this is my first loren gray video', 'my everyday look is just nyx lipstick ', 'tarte should sponsor you lmao', 'your relli so cute and lovely loved your makeup tutorial you kinda look like blake lively tbh', 'i got told at a makeup counter that the shade ‘translucent’ was too dark for me. ', 'girl you look so good without makeup ommmgggg', 'gracias por devolverme mi autoestima :v', 'girly your face dry cause the foundation and primer you use is extremely drying! i used that foundation once and woke up with flakes on my face the next morning! switch your foundation to something more moisturizing like pur', '1:25 ... ew', \"i'm naturally translucent\", 'ngl you are scary with makeup', 'im dying 1:53', 'i wish i had your skin!! you have no pimples compared to mine', '2 years ago i went to six flags new england and a group of girls came up to me and asked if i was ur boyfriend lol i didn’t even know who u we’re at the time or who ur old boyfriend was', 'aw, skincare pleaseeeeeeeeee.', 'thanks for helping me to how makeup ', 'you know you alone when you go to a store and buy a “grow a boyfriend” jk love you loren ', 'this is the first video i have seen by you but i just wanted to say you look really really pretty bare faced lol but you kind of look like kylie jenner with your makeup style', 'don’t know why, but i love your face skin tone. it looks soft love ittt', 'you look bubbly', 'theres a little bit loren in the make up', \"i love loren's lips!!\", 'you look so beautiful', 'ugh pretties girl ever', 'i love how she stills squishing her face after 3 years ', 'you looks sooo sweet', 'omg!! you look sooooo cute without make up!!!!!!!!!!!!!!!!', 'i can see that she was tired cause she forgets something like every 5 minutes', 'absolutely gorgeous without makeup', 'please do more make up vid! i like how explain what u do', 'she is soo beautiful with and without makeup', 'have a good skin \")', 'i don’t get how a human being can be this pretty', 'wow beautiful ~!', 'who’s brooke', 'my everyday makeup is just a concealer and some blush', 'i’d rather have dry skin than oily skin', 'i just remembered karen from mean girls', \"you are so funny and cute and pretty and i don't know how long i'm going to talk.. \", 'loren you so beutiful!!', 'having a celeb do your makeup ! (like, jeffree star, tati westbrook etc', 'i like how you do your makeup', 'wait she looks so young without makeup', 'omg i love', 'omg ur so adorable', 'i love how confident you are, you are always yourself and honest keep shining! ', 'you look like jenny humphrey', 'throughout the video you grew 20 years older', 'loren: my everyday makeup routine', 'my everyday makeup :', 'i subscribe because of this makeup tutorial so yes i think you should do more looks ', 'hahahah my weave itch', 'oula tu es bcp bcp bcp + belle au naturelle', 'i’m thinking about doing contour like you', 'loren has maybe a blackhead: my skin is not the best right now', 'oh my god,you are so cute!!!love this video,i\\'s not bored at all,i mean usually youtuber\"s make up topic are so boring.', \"girl if i had ur face i'd never put makeup on ^^\", 'i love you loren', 'i wish i was pretty like you', 'her voice sounds like jojo siwa after puberty', 'you are so beautiful', 'do you love your makeup more or your singing life..bc it doesn’t look both to me', 'why do i love this so much', 'why people always say \"first\" ', 'i love ure vedios and was hoping if u could do a workout routine as well', 'kadiri daw pag nangungulangot hahahahaha sarap kaya sa feeling nun!', 'is it weird i like her without the makeup ', 'the double wear is literally paint', 'ooo my weave is itchy this girl got face beat and weave? at her age i didnt even like lip gloss', 'woah you look so different', 'i have a pimple on exact same spot on her chin lol', 'aaaaaaand her skin still great without makeup.... i’m not mad you are!!!', 'yesss more makeup videosss!!!', 'love u', 'i love you', 'love loran nice', 'jesus loves you. repent of your sins for the kingdom of heaven is at hand. ', 'hi loren.... this is my first time watching ur video on utube.. it was fun n i love it... would u mind what is the code/color for the lipstick. ? i love the color soooo muchhhh.. hope to hear from you soonn.. xoxo... mmuahh. from malaysia....', 'omg your makeup is so good', 'your nails are real', 'omg, you are a queen girl', 'how the hell do you speak??!', 'brasil ', 'someone been watching too much antonio garza', 'no entiendo nada, pero me encanta como quedó, eres la mejor.', 'wow she looks so different with out makeup', 'i luv u soo much', 'with out makeup:', 'actually the most beautiful human wow so happy ur back on that youtube grind', 'i love you my ultimate idol love from the philippines ', 'jeez she looks hella tired at the start of vid', 'you look too different with no makeup ', 'omg you are so pretty', 'hey loren i’m @kitkat.loren in instagram can you see my acc and can you say hi krisy ilysm', 'gurl ma eyebrows are hella super duper thick!!!6:59', \"lool who else think she didn't do her eyeliner herself\", 'i love your vids and your beautiful', 'i have to do this on my bday', 'am i the only one who noticed the queen necklace loren was wearing', \"she's more prettier without make up tbh\", 'just be humbe not being dominant at all!', 'the way she opens her mouth wide open while doing her mascara is me', 'wtf shes damn beautiful without makeup', 'tbh you look cute without/with makeup ', 'thats literally talent', 'lipstick color is pretty', \"she is very different from all the videos i've seen her in\", 'you’re great subscribed', 'somebody know what eyeliner did she use?', 'how do you edit your instagram pictures? would it be possible for you to make a video for that? btw ily', 'y was she acting foreign? ', \"this is my very first vid of her and i'll never look at her her same way again. she's funny. before this i was a hater haha\", 'hiiii i m from tiktok i have done start following u on both', \"i have natural under-eye circles genetically and don't wear makeup, i think their cool, people should own their under-eye circles!\", 'youuu look so pretty u dont need makeup hunny x', \"without makeup, i would not believe that she's loren \", 'you look more presentable without make up !!!!', 'i relate to this video so much', 'do more makeup looks', \"i'm addicted with this vdieo\", 'loren is frustrated with 2 tiny pimples', 'loren i love your tik toks specailly the one your a nice guy i think about it baby xo baby', 'is nobody gonna talk about how sweet she is!', '5:49 which powder is it', 'if anyone wants a cheap drugstore natural makeup look for school this is what i use:', 'i love u sm', 'she’s actually prettier without makeup', 'love your videos sis! ', 'if i would look this pretty without makeup... i would never use makeup again ( my english is bad i‘m sorry)', 'you are presentable in any kind of way!', 'hey grandma you look young', 'ilys loren u have a beautiful voice and ur too pretty i love u so freakin muchhhhhhh', \"wait her name is pronounced as 'loreen'\", 'mom was being loud?', 'ily ', 'her grow a bf looks like a fit orange', 'ok but she was already perfect without makeup to begin with', 'no entiendo una mierrrd* pero me gusta ver tus videos ', 'iyour scin', 'you are so funny and cute and natural. ', 'what are the shades of the foundations', '5 views 74 likes and 29 comments youtube drunk again', 'what the name of the eyelashes?', 'who knew loren gray could be so relatable.', \"i have a question do u have to have white teeth in order to be beautiful? bc my teeth have a slight discoloration but their in a straight line and i feel like that's the reason i'm not pretty?\", 'omg the power of make up', 'loren: catfish', 'hella busted!', 'where you live? what is your city?', 'i think we would all look pretty if we had a ', 'aesthetic', 'now i get what men say about girls looking different without makeup ', 'omg! yoy change a lot with makeup! btw loveeeee u', 'this is literally not a hate comment', 'loren: i have 2 acne on my face.', 'do a skincare routine x', '....its funny how diffferent people look without makeup', 'what was the brow product??!!', 'can u try food or candy from different countries (germany as example) ', 'ily loren ', 'loren you are so cute and beautifuli love you', 'this is how middle school girls talk...', 'your mouth area reminds me of jessa duggar when u talk', 'oh my god she\\'s a catfish \"that\\'s true\" :\\')', 'i loveee thiss', 'with no makeup you look like emma ', 'on wed january and february and march to the next few years', 'her: my skin is not the best ', 'putting on less moisturizer can be damaging to your skin because your skin will be more dry, causing your face to produce more oils, leading to break outs', 'what eyebrow thing do u use', 'why her background look like a green screen', 'for a second i thought her necklace said “queer” i had to catch myself', 'plz tell me blush name that you used it', 'regina george who?', 'you da best!i love you ', 'two words: shimmer lite', 'please do more make up videos!', 'estee lauder does animal testing', 'selamın hello ', 'is it just me or did she say “ugh my weave is itchy?”', 'different person with and without makeup.', 'why i see her soooooo silly', 'why does loren remind me of alison dilaurentis? ', 'how beautiful she is!', 'yes beat up those cheeks girl', 'what shade is the lipstick you didnt mention it', 'a wig!! sorry im new', 'she looks sooooo different without makeup', 'loren: -so your face doesnt feel like \"aawaa\", ya know?', 'makeup does wonders lmfao', 'there is no such thing as a perfect human bein-', 'her: fenty beauty, morphe, beauty blender, chanel', 'you and i have the same birthday diffrent year bus still', 'the best makeup', 'can you make a video of your nightroutine?', 'everything is fine except her contour and blush, it makes her face look so muddy lol', 'we love you ', 'everyday makeup:', \"wait, you're taylor grey's sister??! what?!\", 'loren: ‘i am in love with make-up and spend way too much money on it’', 'u look totally different', 'i love you', 'teresa palmer + drew barrymore ==?', 'eres como la kylie jenner rubia!', 'what’s the first setting powder you used???', 'craters are holes in the ground, i don’t know if that’s a good word for you to refer to your pimples', 'she so cute!!!!!', 'reality vs instagram', \"you're cute\", 'i feel like 99% the look is carried solely by the lashes. because at 5:06 you different i will like to see a natural look someday .', 'hello, what shades you use for your face? please write me. :)', 'catfish routine ', \"didn't you get thirsty. actually im got thirsty\", 'without makeup 16 y/o . with makeup 29 y/o', 'pls do more makeup routine videos', \"haha from musically moving to tiktok then posting videos on youtube .. what's next girl ?? \", 'for each step there’s like 3 products that she uses sheesh', 'pls film another makeup tutorial', 'love you loren', 'more make up tutorials plsssssss', 'loren is a whole fricken mood.', 'random question how do you keep your eyeliner from transfering to the bottom of your eye when tightlining? or does it still smudge throughout the day? (:', 'beautiful', 'oh my gawd. you are stunning without makeup. also with makeup of course but my goodness, rock that natural beauty girl! ', 'i thinkkkk u should wear a ponytail more often lol', 'i would definitely want u to make more makeup tutorials. next time why dont u go for a more \"glam makeup\" tutorial.', 'where is your robe from?', 'love you baby you look good with or without makeup ', 'you are so beautiful', \"can someone please write a list of the products she actually used in the video? she should've wrote it in the description, woulda been more helpful but oh well\", 'my friend: how is life going?', 'selamın hello', 'bro, not ganna lie, she’s so pretty and awsome. also why do you wear makeup again??? your way to pretty!', 'antonio? oh wait just loren ', 'why yr face is glowing so much ?', 'loren if you see my comment please like it it will mean the world to me love ya', \"she doesn't need that much makeup,she's beautiful just the way she is\", \"i like it when.if your young pretty and a girl talking about make up.and being so pretty that you.get so many followers??? wtf omg i've done so much more than that and never ever going to be known good work algorithms and social standards! you are the new government \", \"idk why u guys saying that she catfished the internet like damn she looks drop dead gorg without makeup. anyways, she's kinda funny\", 'millennial drew barrymore anyone?', 'yeahhh.....catfish. that’s the word', 'hi i’m new can i get one sub by tomorrow', \"don't hate but without makeup she doesn't even look like loren gray, so it's a big dissapointment\", \"my everyday makeup is putting a moisturizer and a suncream and volla that's it\", \"i'm just looking thu vids for a fan edit\", 'turkish translate is ... ok just funny', 'her voice is so calm', 'lol arent you 12 or 13?', 'she looks like dakota fanning without makeup', 'she has such beautiful eyes ', 'such a beauty', 'your everyday makeup routine does not look like a daily, or everyday makeup look at all... it looks like natural glam lmao ', 'do more makeup videos please', 'hello im from tiktok', \"i'm actually translucent sdkjkj that cracked me off ily sooo much\", 'i have the same eyeshadow palette', 'why do you look so pretty even without makeup?', 'poeple indonesia biasa apa? ngrti juga kaga hahah', \"i was thinking that she maybe is allergic to the foundation that's why she's breaking out. when your skin gets irritated you get acne.\", 'i wish my skin looked this \"bad\"', 'bu kız makyajsız neneme benziyomuş .d', 'you look soooooo different without makup', 'skincare routine please', 'nobody:', 'oh.my.god.she.is.so.beautiful.', 'next do a hairstyle tutorial', 'lol bring the soul bts army??', 'i was waiting since forever ily lorennn ', 'queen!', 'cute .', 'how is she pretty without makeup? the simulation is rigged', 'love', 'honestly you’re not really a catfish i mean what do guys even expect when they see girls with wing eye liner and fake lashes ? it’s not that’s dark without make up obviously lol', 'you are more beautiful without make up', 'she looks so different without makeup', 'she looks so different without makeup', 'what a transformation very nice', 'ouuo my weave is itchy - loren gray 2019', \"filte'r...? rihanna since when could you not spell\", 'she looks so much like bee from the movie the babysitter', 'can you please tell me the gloss name', 'you went from 12 to 22', 'loren: i’m naturally translucent ', 'more makeup video plsss', 'she said she got a weave on', 'wow', 'she didn’t use contour', 'you are so funny!', 'what rich kid do exactly', \"i don't know why on beauty guru's makeup tutorial there are no hate as 'changed her whole face' or whatever and on loren's there is. makeup is art and for some it's just fun to do.\", 'great job', 'cool ', 'james charles left the chat', 'you are beautiful with or without your make up', 'she waited so long to apply the lashes after applying glue?????', 'without make up she look like a mix of jojo siwa and emma chamberlain', 'you should do a gym routine', 'still fabulous without makeup', 'hi loren i love you so mouch', \"hi on tik tok u said comment if ur from tik tok sooooooo this is me commenting about how i'm from tik tok and yeah so i'm from tik tok \", 'makeup is not all about making yourself look better. makeup is a passion for someone and fun to do.', 'i wish loren would be the same on instagram. she looks like a completely different, her personality is different.', 'i love u so so so much!!!!!!', 'altyazılı kim koydu jsmskskd', 'im coming in snapchat', 'i love you so much your the best', 'her attitude it’s similar as haley morales', 'u look like an angel without makeup', 'you should try the morphy foundation', 'you are so pretty aka. really pretty', \"definitely to much blush... i mean you're 16 and you're use to much makeup... girl you're beautiful without the tons of makeup too\", 'very very good!', 'what jacket thingy r u wearing?', 'omfg the difference', 'what is the name of eyeliner?', 'she looks very good with this make up but she is cuter without it. i mean she looks perfect even without it', 'wht', \"i can't believe my eyes \", 'what shades your use?', 'she sounds like kylie', 'am i a joke to u?', \"don't be so modest you know you look pretty with or without makeup because you've been genetically gifted\", 'your eyes are beautiful', 'make up does miracles', 'baştaki çeviri için bastım keşke devamını da sen çevirseydin reis', 'please post a closet tour', 'can you laugh at my jokes if you are gonna be in here-- loren gray', 'she looks younger without makeup', 'imissyou', 'can you have vietsup? please', 'also i’m a girl', 'altyazi şaka mi apqlakjsbsksbszb', 'i don’t know who she is but know how she is pretty', 'you are an absolute goddess!!!!!', 'loren is so prettyyyyy', '‘kennel. they always have such fancy names.’ ', 'i thought she would be so self centred from some vids ive seen but she isnttttt, now my favorite youtuberrrr', 'make up is like magic', 'loren is soo fun and lovely ', 'selamın hellooooğ şsödnsldk', \"drying pimples out by not moisturizing is actually not a good idea because your skin is gonna want to hydrate itself so it's gonna process more oil\", 'you are very beautifull', 'you kind of look like kylie', 'you look like the girl bullying others in 9th grade', 'sis i’ve literally been looking for makeup tutorials thank u ily ', 'so pretty ', 'you are very beautiful, no need to put fake lashes, really :)', 'without makeup she looks like emma chamberlain', '“today is the 4th of july“ omg am i the only one thinking of stranger things ', \"what i have to do with makeup but here because she's loren gray\", 'what beauty blender does she use ?', 'hi loren gray i love you', 'she is pretty without make-up ', 'dude where your forehead', 'this is amazing loren you are nature beautiful ', '... i like it', 'siuwm. who agrees ?', 'i love your tiktoks', 'more more more', \"why are all the comments that aren't about her skin lowkey salty?? haha, she is freaking drop dead gorgeous, i wish i was born under her star!\", 'what shade of lipstick did she use please reply thank you', 'what kind of powder is it u didn’t say the name', 'i can’t imagine wearing that much make up for an everyday routine', 'what eyeliner is she using?', 'shes pretty without make-up', 'when i saw her face without makeup i immediately thought of nikkietutorials.', 'what is the gloss ‘s brand??', 'i like how she admits that she kinda catfishes to prevent hate comments haha', 'you are so pretty', 'she is very pretty', 'she looks so different without makeup, looks like an ordinary school blonde girl i would see around my highschool ', 'there is no need to put on makeup loren, ur still pretty without it', 'wdym u spent too much at sephora? if you buy one thing there it costs like $20.00 + tax', 'i will be your friend!', 'you should do like what clothing u but from what stores or what outfits u but for back to school', 'idk why people dont like her she seem really chill', 'at 6:28 is it just me or she sounds like alissa violet', \"she's sooo annoyinggg\", 'offffff talks a lot ,la-la-la', 'imissyoy', 'hi i was waiting for years and years to see this vid yesss finally i cant breathe xd', 'bi anda naber diyince şaşırdım', 'lipgloss?????', 'i didnt liked her on insta but i see her speaking and doing thingz and i started to like her!', \"wow that's ton of makeup layers \", 'your perfect hi angel', 'you are great at painting', 'my face is so dryaa', \"she can't liner her eyes. somebody else did it for her.\", 'wow the difference', 'looks like a queen either way', 'wait if you don’t moisturise your pimples it dries it out?', 'nobody:', 'you are very cute without makeup. you look your age.', 'this is why i like being a boy, must be annoying with all this makeup bro', 'i think you do', 'i was hoping that it is going to be a makeup tutorial', 'step no 1: be naturally beautiful - for anyone who wants to follow this tutorial ', 'oh little cutie blondie ', 'its chanel not kanel!', \"i'm selling replays \", 'i am sorry to hear about your skin', 'vaya faquinjarvar', 'she made her self look older', 'looking good aint cheap ', 'she’s obnoxious i couldn’t watch 4 mins', 'ppl who do this everyday are psychopaths', 'looking like a baby mixed with a rat', 'if you had a boyfriend why did he break up with you . you are prestigious with make up and without', 'i dont put a lot of make up and i dont do it everyday.. make up will make ur face older.. make up will make ur face beautiful temporarily but the effect of it will be for a lifetime', 'i’m extremely blonde and 15. i literally look like i have no eyebrows or eyelashes so my eyebrows and lashes don’t look good as i can’t see what i’m doing', 'you inspired me to start my own youtube channel! love you and your videos!', 'what are the eyelashes she uses', 'only clicked because i wanted to see her without makeup', 'without makeup she would not have a career', \"move it girl you're just keep saying uhh ubb ughhh and this is not funny it's so silly i hated the video. dislike\", 'loren: i have two tiny pimples and there annoying ugh! ', 'lol i think you look better without all the makeup', 'i loved this vid! can you do a glam makeup tutorial that would would be cool ', 'acho que vc nao precisa de tanta maquiagem , tipo vc pode ate gostar mas acho que vc nao precisa de muito', 'she went from 12 years old to 27 years old in this video.', 'your “before” is way more pretty/presentable than i’ll ever be', 'do you do tiktok', 'does anyone know what eyebrow products she uses like the gel and the pencil???', 'fancy name cannelle is basically the french for cinnamon ', '3:43 miranda songs is that u? ', 'when she said “ my skin isn’t the best right now “ i thought she is kidding', 'loren: i have no eyebrows ', 'you look beautiful without makeup ', 'did anyone else hear her say oohh my wig is itchy', 'u don\"t look good with makeup ur pretty without it <33', 'loren is so funny! reminds me of emma chamberlain in some ways!! btw ur so pretty', \"you're so pretty without makeup !\", 'i was sick on the 4th of july so i stayed home sweeting in bed all day ', \"sooo for me you're more beautiful without makeup\", 'you should praise your skin colour and put makeup that matches you on your skin xx', 'omg her eyes at 9:51 haha lmao', 'i love her personality. so quirky and cute', 'loren: my skin is not the best right now. ', 'everyday makeup look? kidding me ', 'i wish i looked like her man', 'you are so beautiful without makeup!!! ', 'makeup gurus :full face with tarte', 'she canes back i actually really missed her videos', 'amazing video i really loved it', \"so happy i'm not 16 anymore. love the makeup though.\", 'her lighter concealer is an exact match to my skin colour ..', 'i’ve never seen u with out make up', 'shes so perfect #goals', 'omg when you said you have no eyebrows i’m like sis mines are way lighter n barely there ', 'you should audition for the gossip girl reboot! you totally have that it girl vibe ', 'first time watching ur video love it ', 'she is so naturally beautiful', 'i love you ', 'i don’t wen know why i watched this... i don’t even wear makeup', 'anyone else notice that on her snapchat show she doesn\\'t wear makeup everyday but here she said \"everyday\" makeup? tea', 'sana ol knows how to do makeup', 'just ', 'i love you angel', 'gurl you need to help danielle chon with her makeup skillz ', 'the real life chloe bratz doll ', 'it’s scary how different she looks', 'so pretty', 'loren gray is the most beautiful girl in the universe', 'loren gray is more beautiful without make-up', 'so, this is the diego velazquez girlfriend?', 'she looks a bit like drew barrymore', 'i didn’t even notice your pimples until you put makeup on then i was like oh', 'bro she iz beutifol', \"yay she's making actual yt videos again\", 'love the blush', 'really beautiful', \"is just me or does she fall better when don't wear makeup?\", 'watch nikkie tutorials', 'yeeeesss', 'i love your personality and also you are so beautiful with or without your makeup ', 'idk but i think she looks very beautiful without make up... (my opinion)', 'you look so diff without make up', 'i never find the right make up shade ://///', 'seriously your beauty without makeup why put all that in your face', 'you are already pretty but makeup really shows your beauty', 'you are my favourite person', 'who thinks holly and loren should be best friends? i mean their both sooo pretty eitherway!', 'can u do a room tour', 'you is so cute iam girl ilove you', 'why she looks different in video photo and acts always different in instagram and video like innocent then overacting absuvie', 'is she really 15????!!', 'so cute ', \"hey loren! why don't you make tiktok videos. we're missing you!!!\", 'what is lipstick?', 'boi what are you... princess are queen!?', \"hi i send you memes everyday until you respond and i hope u will (i'm @milkalor :'))\", 'anyone notice that her makeup makes her look tanner?', 'i love when she said : i have no plans cause i have mis friends ', 'hi i love u loren.! your angels are always here for you angelsverse', 'omg the difference is crazy holy shit i wanan be able to transform like this', 'u look like samantha harvey', 'i love her look better without makeup... she looks so cute and innocent ', \"9:52 she didn't know how to draw the eyeliner by herself so she went to ask for help\", 'how do u do ur lips', 'nobody: ', 'a shocking revelation.....her face ', 'me: watches 5 seconds of video i need to edit now', '', 'loren: i have 2 mountains on my chin', 'makeup makes her look way older', 'hi', 'i love how you was up so long just to make the video done awh you needed to sleep tho i love chu', 'is she left handed?', 'loren: i put moisturizer only on my cheeks because i want my pimples to dry out', \"i feel like i am the only person who likes blond eyelashes... i don't know why it's just so pretty.\", '3:02 you weirdly looked liked gigi hadid from your allergic reaction lol', 'brooke? ', 'i think she look the same likee .... am i the only one??', 'turkısh altyazi pls', 'she just looks different with makeup becuase when she does her makeup she puts eyelashes but without makeup she doesnt have that thick eyelashes as the ones she puts,,, so that why everyone thinks she looks different', '#angelsquad is always here for you baybe ', 'u so full of yourself', 'did anyone else see loren legit lick her foundation..?', 'she looks like sofia andres (actress here in philippines) after she put foundation hahhaha lol', 'hareketlere bak şımarık', 'yes you are princess im not kidding ', 'she is the actual definition of a goddess', 'i have no plans, cuz i have no friends ', 'loren: says fuego', \"when she said i don't have friends. \", 'omggggg lauren i need you to do a face routine ', 'omg she looks so pretty ', 'it is amazing how beautiful you are. with and without makeup. what a goddess', 'omg the liner really makes her look different.both of them pretty :-)', 'i dad text me when you said that!!', 'hy loren', 'hey loren gray u look sooooo pretty even with makeup and i mean it', 'you’re so funny i’m living', 'you’re so beautiful', 'she looks so young with out the makeup ', 'i think u look good without makeup : )', 'my mom has every pharmacy product out there', 'woah makeup makes people look beautiful', 'lmffaaaooooo wtffff are those eyebrows!!!!', 'my entire view of loren changed after watching this video. in a positive way.', 'omg! you are so pretty! i love you!', 'i also do tutorials on my channel. ', 'you should do more of these!!!! just make up tutorials specifically', 'loren you still beautiful', 'i like how loren is simple and basic and all these other girls out there doing a full on party like it’s just makeup ', 'do a glamour makeup tutorial', '7:09 hahhaahahahhahahha', 'girl i like this video a lot just why do u need to put on makeup you look gorgeous already but u do u <33', 'she reminds me regina george', 'please do more makeup videos love them', 'u are so f@%&in cuteeee ', 'when lauren gray has to grow a boyfriend and u suddenly feel better about life', 'i’m from tiktok i just watched your video', 'you look so much like drew barrymore without makeup! ', 'who is watching this at the age 10amd wished they could put on makeup', 'you use estee lauder everyday??? that’s too heavy!!!', \"i just realized how bubbly and relatable loren is i only see her instagram but this gives me more of her personality and it's amazing i never knew her personality until right now haha\", 'i love your natural face, omgggg', 'you look beautiful with bare face than with make up :)', '16:59 she is say naber its turkish', 'i had only really seen her on tiktok and i kinda assumed she was one of those girls but she’s actually kinda my mood lol', \"there's also way more blush on her left cheek then there is on her right... get it together loren (lol the get it together part is a joke don't come for me)\", 'older version of jojo siwa', 'how perfect you are', 'you omg', 'i’m not allowed any makeup till i’m 16 ', \"other people can influence other's personality all the time. yeah each person is unique but doesn't mean that nobody can share the same personality. \", 'u are sooo sweet and funny, i never would expected that actually haha xxx', ' awesome evryday makeup rotine super star inter nationalty sweet youtuber princess big boss manger ', 'can you do a room tour??', 'also her brows are different shapes lol', 'she looks so different without makeup... i... oop', 'from 0:56 to 17:06 is a drastic change', 'b r o o k e', 'i follow you on wishbone', 'pls do fulll glammmmmmmmmmmmmmm', '*chanel (shuh-nell)', 'babyyyy', 'she acts like emma chamberlain', \"you don't need makeup your already pretty.\", 'she looks like emma chamberlain', 'esta super wera de la cara 0:', 'she kinda looks like dove cameron', 'she zoomed in her chin so we can see her queen necklas', \"you look beautiful without makeup. with makeup.. not really, because it's too much.\", 'omg the queen necklace my favorite song of yours :’)', 'the skin on her face is so pale compared to her neck', \"can we appreciate that she's doing her makeup perfectly with those long nails meanwhile i can't do it w short nails lol\", 'loren heart this if you love angelsquad ', 'loren: it’s 8 o’clock in the morning yayy', 'loren without makeup: mormon', 'mini spatula: *exists *', 'i am from tiktok you ask in one of your video on tiktok comment if your from tiktok like if your from tiktok', 'i came from your instagram and i was waiting for this video ', 'i’m actually watching this vid and my phone is 2% pray for me ', 'loren? i have a fanpage for you on instagram the name‘s daisylors it would mean a lot to me if you could look at itily always & forever', 'you try too hard', 'you are beutiful', \"rupert grint! (ron weasley). i've been trying to figure who she reminds me of and now i finally got it. don't take offence to this btw we love a good weasley. but just the eyes and lips and everything does anyone else see it\", 'you’re beautiful without makeup too! i can’t understand the people that say your beauty it’s all for the makeup! a lot of kisses! i love you loren! ', 'would anyone tell me what colors it uses regarding nars correctors ?? thanks a lot', \"who's agree that loren is beautiful without makeup put like\", 'you look pretty with or without makeup ', 'no hate tho but shes so pale ', 'girl ur roots are yellow', 'ew wtf', 'catfish', 'she kinda looks like bebe rexha', 'she has so many friends and i have like 7 sadly no joke in 7th grade u are a lonely wolf or an cool person and i am the lonely wolf', 'qué ridículo que me compren maquillaje', 'i’m obsessed with this video. i watch this like every single day. i realized after watching this for like the 5th time i should try to buy some of the products loren gray uses for her everyday makeup routine. #makeupgoals. now i’m not old enough to start a job yet, so it’s more difficult for me to buy these products. so christmas is coming up and i hope to get some of these makeup products. but in the meantime, i’m focusing on getting the estée lauder double wear stay in place foundation! it’s 43$. wow! i know! also i’m trying to get the nars concealer. which is 30$ i think. #goalsss', 'peace be upon you i am one of the ones who loved you once and i am from saudi arabia and once i love you and i am a rainer god and i hope you read my messageand i am 12', '“thats what she said!”', 'love how loren has a bi*chy side to her but hides it and acts all angelic and innocent on social media gurlll the real you ain’t staying hidden forever just like danis age....', 'nobody:', 'loren: i don’t put moisturizer all over my face ', 'who else is watching this feeling guilty, annoyed and depressed nice house, ass ton of money, and thinnnnn; while i’m over here thicker than a snickers, wearing sweatpants and a tank top messy af', 'she’s literally me ', '17:14 omg where did lauren go?', 'i love how she is so funny while doing this and she isnt scared to show her face without makeup!', 'she’s so pretty without makeup', 'you’re so mutch prettier with no makeup, but with that spray tan sis i m sorry but it doesn’t look good at all', 'when her blush said i felt that', 'omg you’re so different without makeup but you’re so cute even without ', 'i know you probably won’t see this but damn your gorgeous without makeup and gorgeous with!! this is the amount of makeup i wear on a daily basis along with millions of other women who also do so, ignore the hate beautiful ', 'this chick is pretty gorgeous without makeup. not really into that painted-on look.', 'drying out your skin actually makes it produce more oil. just fyi i just learned that a week ago lol ', 'oh me goshhh! i luv luv luv youuu! and who else thinks lauren is relatable af!', 'u look so different without makeup', 'loren- i have never had a lot of eyebrows', 'how you remember all the steps??', 'omg magical make luuuv so much, i try it can make me as beautiful so good! i try it when i wait for my bestie to come over later and with some music i like nirvana, my chemical romance, delta parole etc.. thanks for the helpful video again!!!', 'she went from to and i went ', 'look to change ', 'gorgeous ', 'so pretty ', 'loren is beautiful ', 'girl if i would be that beautiful i would not put make up never lol btw you look good and with make up! ', 'your nose and eyes are perfection to me', 'you look so pretty ', 'girl rlly', 'so beautiful! you look like kylie jenner ', 'why she is so pretty im crying', 'so beautiful ', 'hi! your so pretty', 'omg the hairline lmaooo', 'anyone else feel like she would get along well with antonio garza? ', 'what color lips you using?', 'do a collaboration with poppy. :)', \"she's so sweet..what a queen!\", 'you should totally post more makeup vids with like different looks. that would be cool.', 'catfish? honey you look amazing with or without makeup.', 'she actually looks like a 17 year old when she has no makeup on', 'everything about you is just wow! absolutely subbed! not that my one sub would matter anything but still! ', 'it just odd though to be honest... from looking 17 to 27 with just simple makeup. epic!', 'so pretty without makeup ', 'hey it’s me from tiktok', 'how much do you measure???', \"not sure why this was on my recommendation feed...\\xa0i like without make up, more authentic. i'm probably in the minority.\", 'love it girl', 'loren- full face makeup me- little bit of mascara and make my eyebrows darker', 'loren i love you!!', 'hes thick', 'what a beautiful face', 'her hair is so dead omg', 'anyone know what brush she used to apply the under eye powder?? need that in my life', 'why does she say all the time brooke did brooke that', 'i really like her personality', 'shes so irritating. first and last video i’ll ever watch of her', 'it bothered me that one eyebrow was darker than the other one..', 'she wears a weave?!?!?', 'what shades your use from estée lauder?', 'loren can you make a video by making up your asian style?', 'she puts makeup then does a tiktok ', 'is there any blink?', 'can anyone tell me the eyeliner name!!!!!!!!!!', 'dios como cambia sin maquillaje', 'my friends like you', 'is there any army?', 'do room tour', 'i don’t like this girl', 'i wanna see her with brown hair ?', 'i am from tik tok', 'you remind me of little j from gossip girl', 'you are so amazing loren! i love you so much! you have inspired so so sooo many and all of your hard work that you put into your videos and singing definitely pays off! you are a queen l love you sooo much! (omg ur mini spatula )', 'is her hair natural??', 'loren has so many ways of calling pimples i’m shook', 'u should wear no makeup more often, u look very pretty with out it!', 'i love how she gets straight into the video !', 'i lived with freckles my whole life until i learned to shade my face from the sun.....no thanks.', 'tip as you request, bronze the neck and around the ears when we do an updo or pony tail. contour a lil under the lips just in the center to have a full lip too.', \"whenever i think she's done she keeps on adding make up!!!!\", 'works for every mascara i have except for benefit rollerlash', 'i love shaving my face.. sounds weird but it really changes the makeup', 'this woman doesnt need makeup. omg', \"i've spent my entire life covering up my freckles!\", 'freckles fade with age no they get worse with age due to sunlight.', 'just have to say i’m 45yrs old and my freckles aren’t going anywhere ', \"i love how you don't use filters in your videos like a lot of other makeup youtubers. you have real skin, it's naturally beautiful but you do have freckles and pores like humans. it makes me so happy to see real skin and makes me feel like mine is normal. you're a queen \", 'really amazing . i like it. kindly tell me about long shape face contour.', 'excellent! no jabbering! thank you! tip: my lashes don’t curl, so i heat the lash curler with a blow dryer and and use the blow dryer to dry them upward.', 'they all want to look like a kardashian. very sad', 'your eyebrows are perfect here ', \"i love that chloe doesn't use any special blurring filters. we can actually see her pores which isn't such a terrible thing!! her skin is beautiful.\", 'wow an mua who gets to the point within 5 seconds?! i stan!', \"1:35 would you please share what eye shadow you used in this video please? i think it makes your eyes look amazing and i'd like to purchase it. thank you very much.\", \"you're amazing! thank you so much for making this <3\", 'damn good stuff chloe, thanks for this!', 'am i the only one who thinks that make up only looks good on camera but totally fake in real life?', \"ew you're so pretty i dond't even want to do my makeup now.\", 'thank you so much for these tips. there were quite a few easy tweaks i learned to make things work a lot nicer. ', 'unë e doja shumë përbërjen tuaj! ', 'has elizabeth arden bronze lustre eyeshadow been discontinued?? if so what do you use now?', 'looks good..but i jus dont like d idea of fake freckles..', 'i love this! keep making content your amazing!', 'well whilst watching this i ordered a dermo razor thing and settling spray and also liked and subscribed :) thank you for your tips!!', 'i love how everything is explained.', 'her earrings are really pretty!', \"chloe is the only honest guru i actually enjoy watching... she's the only one i watch that doesn't over due the face tuning/soft blur effect and keeps it real 100% with her life and videos i love you chlo!!! \", 'imagine shaving your face everyday and after 1 year dark hairs starts growing on your face!', 'too much work for me and i feel like i’m wearing a mask. i think you look good without all that stuff.', 'great vid sweetie! also, last time i checked, you paid for those panty liners. so whoever doesn’t like it can change the channel. i’m sorry. you seem like a sweet girl and probably wouldn’t say that to them but if it works for you , who are we to tell u what is wasteful. trust me. the same ones saying that “it is a waste” and whatever other crap excuse they are giving are the same ones who drive cars and prob do nothing to help the environment. anyway! you did a great job and thanks for the tips. i am definitely going to use these. stay sweet precious:)', 'lot more authentic and useful thank you so much you are lovely.', 'i really wanna do the shaving thing but do the hairs grow back thicker/darker at all? xx', 'my hair just moves to the side when i try the pony tail trick', 'this is the first time i have seen anyone else use a spoolie to remove mascara mistakes. it’s really a genius hack. even when you smudge on your upper or lower lash line. it always works.', 'love everything but the fake freckles. silly.', 'she is perfect by spet 8, why adding so much more being so pretty and so young!! nice video of course ;)', 'who else is waiting for a little story time on the hair cut! omfg', 'you’re stunning. so beautiful!', \"the sudden craze for faux freckles... it's weird, one day you see someone with freckles next day they either migrate across their face or disappear completely\", \"omgggggggg i freakin love what you've thought meeeeee .. thanks\", '4:45 looked so satisfying omg', 'lobe love the content! awesome info, ty. your definitely a bright ray of sunshine too others. that are looking forward to keeping the best the best status of looking younger and vibrant skin*', 'ummm freckles fade with age...i am 44 i wish that was true. ', 'i’m crying....this is so helpful. *goes to turn on notifications.', 'omg!!! when your hair is in ponytail you look just like candice swanepoel!!', \"i know your secret... you are candice swanepoel's twin!!\", 'you said, \"shit\", that cracked me up! great video, btw. ;)', 'the eyeshadow you use here is perfect! since its discontinued, do you have another similar favorite in the bronzy shimmer shade?', 'best beauty hacks vid i`ve ever seen! <3', 'good tips thank you. especially the shaving, i have read celebrities do this before walking the red carpet! ', \"it's literally half past three in the morning in germany...what am i doing with my life? at least i'm watching one of my favorite youtubers...\", 'omg you have the most perfect faceand thanka for the hacks.', \"it's perfect! thank youuuuuuu <3\", 'thanks you! love from the netherlands ', \"i'm so sorry about your hair chloe - that guy deserves every rude comment he gets. use castor oil - it'll grow back. we love you x\", 'these are awesome and presented awesomely. .....new subbie ', \"love that eyeshadow .. and of course it's discontinued!! \", 'amazing, really helpful. thank you so much.', \"i spent thousands of dollars on laser treatments to get my freckles removed. now freckles are back in style!!! i can't win for losing !!!\", 'loved all the tips (except for the freckles). :-) ', 'thanks for the tips chloe! ', 'love these hacks beauty! genius ', 'tease the shit out of it was the best part ', 'when you have a ponytail, you have to take a little bit make up or powder behind your ears ... otherwise you have white skin behind your ears', 'make sure to blend your makeup on the side of your neck and the exposed skin behind your ear when wearing your ponytail. thanks for the great hacks!!!!', ' amei', 'tem rosto lindo!', \"love it! i am so lame when it comes to doing my own make-up, and i'm going to try to put all together like you\", 'omg! wish i discovered your channel sooner!! so glad this popped up in my recommendeds! thank you so much for these awesome tips! especially love the lip tricks! ', \"wow. great tips. thank you! but with such a naturally beautiful face, chloe morello, it's so easy for you to put these tips into practice. and yes, thanks for getting straight to the point of the video right off the bat!\", 'tks for the ponytail hack!:)', \"this is the easiest yet beautiful makeup tutorial i've watched.. i'm in love with this\", 'chloeeeee! i freaking love you mwah', 'great vid. thanks for the tips. loved them all except the freckles. don’t think it’s prettier or more natural. loved ur skin before the dots. :). ', \"i love this vid .. i can't do eyeliner properly ..help me out here \", \"thanks for this video. you're beautiful. you are italian like my mom.\", 'perfekt ! ', 'a tip my eyedoctor told me is to always close your eyes when applying powder around your eyes, this doesent really benefit the make up but getting powder in your eyes can clog up your tear channels and cause permanent eye damage ', 'the eyeshadow, is there a replacement for elizabeth arden bronze lustre? i love it!!', 'setting sprays usually contain alcohol and other questionable ingredients, i stay away from them.', 'omg your eyebrows are amazing!', \"you're simply gorgeous and i enjoyed the video. thank you!\", 'chloe! i love you and sebastian! you guys are gonna be so happy together! i love you, thank you so much for being you and inspiring people like me every day!', 'so awesome, thank you so much!', \"adding freckles? lol. i've spend my whole life trying to hide mine. funny.\", 'you’re so beautiful. i really like your eyes, look like angelina jollie', 'you are just beautiful! you also have great beauty tips. thank you ', 'absolutely beautiful and i love all the tips! all are so doable for anyone! i am a makeup artist and still love to watch the videos...i must say this one just popped up while i was looking at something else..and i am glad i watched it!', \"best makeup tips tutorial i've ever seen. thank you!\", 'that was awesome. thank you for these tips!', 'love how you do your makeup! will try & see how it looks on me. thanks.', 'hi chloe i really love u ...', 'i love this! and yes i also love that you go straight to the point! ', 'you are lovely! i have a tip for you. ', 'love the pony tail hack!', 'really beautiful! thanks!', 'you look a little bit like cadence swanepoel brunette version.', 'wooooow nice beutiful face have in amazon spain this productos? ', 'just found your video! thank you for the great tips! ; )', 'wonderful video well made!! and she is so beautiful, seams like the sister of candice swanepoel!', 'girl your foundation is too orange! apart from that love watching your videos!', 'thanks sooooo much for the tips! can you tell me where you bought your earrings please?', 'lovely ', \"i just realised that i've been doing most of those, but i got there myself)) like the setting pray on sponge and wet sponge powder)\", 'perfect ', 'you look gorgeous girl, but shaving your face is heavily advised against. it leaves your skin susceptible to even more bacteria without a layer of protection. it causes skin to wrinkle, dry out and look waxy.', 'favolous ', 'great video! thank you so much for sharing. i’m definitely buying a white eyeliner now. new subbie!', 'great beauty hacks for a natural look and a very pretty woman with good ideas. probably pretty with or without makeup.', 'where did you get your earrings!!! i must know!! haha thanks <3', 'use a thin layer of translucent powder before the foundation makes the matte finish last longer and will look fresh without cracking or sweatin without having to retouch', 'love the hacks! love the video! your gorgeous and your makeup is remarkable!', 'wow! very interesting. if i ever wear makeup these tips will be followed!', 'the spoli idea is a good idea. great tips love it ', 'wow you make great videos and have awesome tips! congratulations on such a successful channel! i subscribed and would appreciate any subscriptions back. thank you!', 'u look so beautiful mashaallah. plz do some eid make up turorials. absolutely loved ur previous eid make up.series watching chloe whilst i eat to close my 18 hour fast...! much love anneka from uk xx', 'efficient video with a lot of tips. love it, tnx!', 'wooooh! you are killing me with that gorgeous face of yours!!!! love it!!!!', \"you're awesome!\", 'the look is beautiful. you can definitely go without the freckle look. thanks for the tips', 'this is the only \"makeup tips\" video that i\\'ve taken actual tips from!! thanks chloe, you\\'re my fav!', 'pretty makeup looks! thankyou.', 'so beautiful !!! <3', 'ur pretty! i love ur tutorial and u kinda remind me of angelina jolie', 'u r beautiful with out make up mashallah ', \"rip chloe's hair\", \"great tips & you are beautiful :) i noticed you mentioned in the links that the elizabeth arden eyeshadow you used in this video is discontunued...it's so pretty! do you happen to know of a shade that is comparable?\", 'truly awesome tips!!!', \"great tips! you look amazing and you're very clear in your explanations thxx\", 'i need that eyeshadow ! beautiful', 'thank you for talking in a sweet tone and getting straight to business. you are beautiful thanks for sharing your tips.', 'great job, super-useful! thanks girl!', 'trying these ', \"i love all those tips!! they aren't goofy like some others do. yours were all doable!! \", 'omg your skin looks so good teach me', 'so beautiful!!! ', 'thanks ', 'i love the sanitary liner trick :)', 'amazing,queen', 'me gusta!!-', 'waaaw ', 'thanks chloe! new subbie', 'thank you chloe these are amazing hacks. definitely will follow a few', \"you're so beautiful i'm definitely going to try the ponytail hacks.\", 'o.m.g', 'you lost me at the faux freckles. why? i thought we wanted to cover up those sunspots.', 'this girl gives me a resemblance to candice swanepoel ;)', 'great tips! my sister needs the setting spray in the sponge tip', \"i enjoyed watching this video it's really helpful\", 'great video! i loved all the useful tips. ', 'chloe morello sweet heart thank you for this video . i learn a couple of tricks of it and..... you are incredibly beautiful.....! and bright my day up for sure ....', 'love', 'that eyeshadow is everything', 'why have i not seen these tips before.', 'would love to know which lashes you are wearing in the video. thanks for the tips!', 'hi there what a great video!! i have a perfect idea for the hairline or the white spots on the head which appear through pulling the hair straight and tight back into ponytails. just grab an eyeshadow in the colour of your hairroots and tip it into these white spots ;) looks immediately as if you would have wonderful thick hair!!', 'omg the pony tail trick!!!! love', 'what color are you wearing on your eyes your make up looks amazing.', 'awesome hacks ', 'thanks for the tips. glad i found your channel.', 'i thought shaving your face will only make your face grow hair even more', 'omg you are so perfect', 'i love that eyeshadow. your makeup is nice, fresh, and natural.', 'love this, usefull tips', '5:50 cut a few times through aluminium foil, makes the scissors really sharp.', 'thank you sooo much! great tips , gonna try them out tomorrow !', 'hacks! i love hacks!!! ', 'i’m going to try all of these! great ideas!', 'easy & outstanding finish thank you!', 'bbeeaauuttiiffuull ggiirrll ', 'wow. thank you.', 'sending love from new zealand ', 'great tips ~ thanks :)', 'beautiful girl!', 'you have beautiful skin. amazing really. love the tips. thanx.', 'i love ur makeup videos girl there amazing', 'those earrings!!! ahhh!! i want!!', 'oh she’s gorgeous ', \"omg girl, you are beautiful! stay true to yourself and let that inner beauty continue to shine. so sad when i see youtube's beauty community admirable confidence turn into being fake 'n vein. i'm subscribing as you actually remind me of nikkia joy! i adore her! you seem so sweet and genuine. thanks for the tips!\", 'one tip i used to swear by when my hair was dark helped my hair to look thicker!', 'my favourite hack is to use clear brow gel to slick back my baby hairs or any frizz! but you probably already know that trick ', 'thank you for sharing great video ', 'i think all the tips or helpful, and thank you for keeping the instructions simple', 'excellent tips! love em ..maybe except the faux freckles! lol! other than that love the white inner eye pencil and the ponytail under clip and the cuticle nail clip for faux eyelashes. great video!', 'such a beautyfull face omg! what is the name of ur eyeshadow??', 'so many great tricks and tips! thankyou! ', 'i love ur this mack up vedio really really so nicely done ', 'this was great! thanks!', 'thank you for thissss', 'thank you so much i love your style putting makeup simple but amazing! ', \"you're great!\", 'your coloring freckles and i try to hide mine! crazy right', 'amazing! ', \"finally a good quick makeup hack video that actually makes sense to do. you're beautiful. ty for the video.\", 'oh my god! you are so beautiful!', 'omg i love ur eyes/ colour', 'this is my first video of you i watched. i must say you are a beautiful person', 'damn you are beautiful!', 'your make up looks lovely ', 'beautiful finished make up', 'once a month! once i shaved my face it grows everyday!', 'thank you for the beauty tips, beautiful', 'i love the eyeshadow you used. is there any other eyeshadow that is similar??? since the one you used is discontinued :(', 'i like your makeup ', 'thanks for sharing. wish my makeup would be as stunning has yours. maybe with these tips', \"i know this is like 2 years old but i've been doing that ponytail clip trick for yeeeeaaars. unfortunately from illness my hair has thinned a lot so i can't do this look anymore because you can clearly see the clip. i even tried the tiny ones but those didn't help either. but yeah it's a cool hack so your hair doesn't become damaged.\", \"freckles fade with age? darling, you gotta be kiddin' me.\", 'there is a huge difference in colour of your face and ears/scalp etc..', 'i almost thought this was a joke. sometimes i watch videos while i’m putting on my make up and i looked up and it looked like everybody was sunburned. i don’t get it?', 'you are simply gorgeous! i have a question. you have beautiful brows. what do you use? what tips for brows when you are aging and thining brows happen?', \"i love how chloe goes right to the point and doesn't spend like 8 min babbling in the beginning of the video. her videos are so concise and fun to watch\", 'your eyes look amazing', 'how much makeup!!!!', 'thank you chloe, luv the tutorial.. - esme', 'where can i find the dupe of this eyeshadow?? . its soo beautiful. but discontinued.', \"in women's make-up, i recommend using lavender oil over time to relieve stress and tension, as well as giving a pleasant smell to the nose.\", \"what's a good dupe for the elizabeth arden eyeshadow ? it's gorgeous\", 'you are great. and a stunner. thanks for the tips.', 'bronzer, concealer, 1st then foundation', 'you so darn pretty girl. with or without all that makeup', 'ok will do. i love the makeup videos their really cool.', 'i came here thinking i was going to learn something new... i already knew everything she said.... i think i might have a make-up tutorial and tips addiction! i need to slow my roll lol! finally one single palce that all these tips are for women!', 'i love this video! super helpful and informative!!!', 'easy peasy to understand. now i have to practice. thank you!', 'great video i will definitely be using some of those tricks x', 'i really like your video but gisele bündchen always had freckles', 'you so beautiful omg', 'wow! thank you! i have not seen a lot of these tips from any other people i follow! you are awesome!', 'love!!! does she do an eyelash extention', 'awesome tips! especially like hair clip for limp ponytail and white eyeliner for inner corners! thx!', 'brava ', 'love this video!', 'nice tips! i subscribed! ', \"you're so beautiful and these are so handy! x\", 'beauty hack #1. be beautiful. ', 'love your videos!!! and you are gorgeous!', 'i love the eye shadow shade!', 'you are super beautiful ,n thank you so much you are the best', \"i've been watching chloe since the times she fillmed with that dinky camera in a kitchen i think it was and i have to say she is the reason i am good at make-up now! she has honest & real advice/ideas/tips etc!\", 'very beautiful make up !', 'u look like heather', 'your eyes', 'i love your sense of humour oh my god!', \"can we get eid makeup looks! it's ramadan already \", 'amazing tips', 'loved your video not as dragged out as other mua channels no long intro short sweet and straight to the point keep it up x', 'wow tnx this is awesome', 'simply stunning lady!', 'all of these tips are great. you explained them well. love your accent as well. you are so cute girl. i subscribed to your channel. tip queen-chloe.', 'shes beautiful ', 'awesome! thank u very much for sharing :)', 'beautiful...', 'gorgeous loved the look ', 'anyone know a dupe for that eyeshadow it’s gorgeous', 'nice every thing looks perfect on you', \"you're awesome well done xx\", 'the eye shadow colour used in this video is so beautiful .i am right it has been discontinued .can you recommend a similar colour x', 'thank you for the tips you rock!', 'that’s brilliant', 'loved!', 'i love all of your beauty tricks there great except for the faux freckles, they look like acne scars a little bit. ', 'hey what color of make-up do u use? ', 'she’s gorgeous and these tips are new!!!', 'you are so pretty chloe i love you ', 'perfeito só as pintinhas foram desnecessárias', 'me encanta como se maquilla,solo la miro ya q no se ingles', 'shaving the face makes the hair thicker and darker, i suggest sugar waxing it as it lasts longer and the skin becomes softer,, other than that the makeup is perfect. ', 'excellent tips ', 'i love #4 #7 and #12 will safe my mental state and alot of time hahaha. and could you please post a tutorial how to put on fake lashes, i always end with throwing them away hahaha', 'i have thin hair, like you, but you can’t tell! i’m going to do a couple videos on how to create super volumous hair', \"this video had some really good tips. most of them i hadn't seen before.\", 'your eyelashes look amazing', 'brilliant!', 'loved it thank you', \"i think they have silicone eyeshadow catchers, i can't remember but i swear seeing them on another video. also, i simply do my face (foundation, etc) after my eyes are done. shrug\", \"you're gorgeous. and easy to watch. not everyone is. sorry that anytime someone trends they get a bunch of childish backlash and insults. this commentary thread is ridiculous (of course the majority of the comments are all wonderful). it's cringe inducing. for them. kinda like the ridiculous hater at the club glaring over at the happy, carefree, beautiful girl rocking out and loving her life. we all see the mean looks. and we all see the envy. and it just makes us dance harder. because we must be doing something right.\", 'dermaplaning! yes! i love dermaplaning', 'useful video, thanks. ', 'i love your tips and how unique they are!! the eyelash trimming, lip strobing, and freckles especially. i have watched a lot of makeup videos and havent heard anyone mention these tips. thanks for sharing!', 'freckles fade with age im 21 aint happened yet ', 'this was the best tip video ever!!!!!!', 'beautiful thank you very wonderful video very informative', 'very pretty girl great video & u get straight to the video. thanks', '', 'you are so gorgeous!! you remind me of angelina jolie, but i think you are even more beautiful. i love all of your tips here and look forward to using them.', 'love this makeup look!!', 'love this video ', 'omg thanks for the ponytail trick i have to use it', \"when you get any type of mascara anywhere you don't want on your skin, even if if you are in full theatrical makeup - use a q-tip, touch it to your face lotion so it is only barely damp and touch/blot the mascara mess up. it pulls it away without completely having to redo your makeup.\", 'you are amazing !!!!!!', 'you are soooo beautiful! like a younger healthier angelina jolie! i mean she is amazing but u r even more so!', 'chloe', 'this are old hacks i took since 30 years ', 'omg. such a flawless face! just enjoyed looking at you and listening to your soothing voice. hi from bosnia and hercegovina.', 'gorgeous!!', 'thank you', 'love the bulldog clip tip', 'i always hide my freckles lol! ', 'chloe you are sooooo mich preety and beautiful .... you are my ideal sweetheart ', 'omg, lady, you shave face? it is just shocking!', 'beautiful. if i have this lashes i fall with face lol ', 'what is the use of make-up to make a beautiful face when your hair looks like crap!', 'love your video you are awesome ;)', 'all i saw is anne marie in black hair', 'i have veins on my upper lip and it looks like i have a moustache. i try to cover it and it makes it look worse. ugh. any suggestions ? your tips are so great for us that dont want to look like a painted doll', 'love the light outer liplining/blending n ive used the hairdryer forever on my lashes-works amazingly!!! i use a pr of small all metal embroidery shears for trimming strip lashes etc.sharp,small n thin!', 'u impressed me thinking of the environment. very cool chick. xx', \"i loved all hacks except the freckles hack. i personally love freckles but they didn't look natural to me.i will be trying out the lips hacks..good video all around.\", 'excellent tips. thank you', '2018!! ', 'omg ur gorgeous holy', 'you are originally veryyyy beautiful...god take lots of time to create youniloofar from mauritius', '“sanitary liners” lol “feminine pads” ', 'try using 2 hairbands for your ponytail. it gives you more height and volume! my fav hack', 'these were actually so helpful compared to other hack videos!! thank you!', 'chloe is an honest guru i enjoy watching from ecuador.', 'great video! but lip gloss is satan!', 'you are beautiful!', 'you are a makeup guru tbh!! i can see how flexible you are handling your face and the applications of makeup. great vid!! ', 'beautiful lips! beautiful girl !', 'thank you i will try them all', 'i love your beauty tips thankyou so much!', 'someone back me up on this: does she or does she not have a slight comparison to candice swanepoel ?', 'you are just super glam ! awesome - keep up.', 'wow that elizabeth arden eyeshadow is gorgeous!', 'you are very beautiful without makeup...bellissima e brava!', 'very nice! thanks for your tips it really helps out', 'my hair lookd bald in the back like yours.', 'i like to dab a little faux to enhance freckles just over the bridge of my nose. ive used an orange/ brownish color lip pencil. make sure it semi sharp. try to keep them random. freckles are not uniform and sometimes less is more. they do create a more youthful look and i like them just on the bridge of my nose where i have like two or three very light ones already. i always wanted freckles. those girls who have them naturally, lucky you! ', \"these are great tips and you are beautiful! do you have any tips for 40-50 year old women who's faces are starting to really age :(\", '', 'amazing tips! thanx', 'the tips were so helpful', 'wow! i am so lucky finding your channel! how i love your videos!', ' que gran parecido a angelina joeli super rápido y sencillo ame este make up lo tratare de acer saludos desde argentina ', 'perfection', 'awesome video!! those who complained about the liner use - smh- they have no life. haha. i love your earrings too', \"good ideas cloe!...you're a beautiful woman!! almost don't need any make up!!...thk god.....thanks and blessings!!\", 'love this video. i love dermaplaning. seriously.', 'really helpful thanks', 'u are beautiful ~', 'i love you', 'eye shadow to fill in the gaps in your hair when wearing it up- sounds unnecessary, really makes a huge difference', 'use fill -in powder for your hair to cover the white bold patches ', 'i loved your chanel! bebeth monteiro. from brasil', 'waauw thank you', 'she is so pretty...that i see her in low resolution vídeo...cause to economize internet conextion...and still she looks perfect!', 'i cannot find the eyeshadow in this video anywhere. the elizabeth arden one. @chloe morello, is there any other shadow in another brand which is similar?', 'love you mom', 'wow very useful new friend please connect ', 'you are so beautiful !', 'thankyou!', 'i am mesmerized by your beauty and wisdom in this matter !', '0.08958333333333333', 'muito bom', 'great tips', 'looks like too much .....you are so pretty girl ', 'hi. i like your eye shadow and lipstick - can you give me the name?', 'i love it', 'darl tell me u r working on sex toys!!!!!!!! ur makeup??? by the way cannot wait to c ur take on eid makeup this year,love ya heaps xoxo', 'so gorge!!!', 'wow you have angelina jolie eyes ', 'you are so beautiful ', 'you look like a victoria secret model!!', 'you have this \"little too much\" look like from trash tv shows, even though in glamorous. ..but too unnatural', 'what eyeshadow are you using? great tips!!!', 'you so pretty babygirl', 'sometimes when i wear too much makeup, i create fake zits', 'bella!!!!!!! ', 'hi you look gorgeous. would like have your beauty', 'you don’t need makeup because you are so naturally gorgeous, but thank you for those tips!', 'thank you so much for vidio.', \"she's so beautiful\", 'awesome tips loved it!!! ty', 'no! shaving your peach fuzz will make your hair grow back like a beard!', 'great video!', 'i like it how she does her makeup', 'love you', 'i watched alot of videos on the you tube but you are promoting self-motivation and gave your clients so satisfied and useful suggestion. some people are obviously promoted above others though.this is very informative that have puzzled to solve their problems. i will definitely share your video with my friends. thanks for sharing. lots of love! come to see our updation on https://youtu.be/3k6uepxb4aa', 'oh she is so cute ', 'i’m pretty sure everyone does this but before tweezing your eyebrows, use the make up pencil and line out your eyebrows and tweeze the outside areas ', 'i love ee.uu', 'i like sofe makeup like this so prity', 'thank youu ', \"you're beautiful, and great makeup tips.... only problem is the unfair advantage that you already have. no makeup needed, lols!!!\", 'what’s a dupe for the eyeshadow u used!!', 'huge color line from your face to your neck, is that in these days? look great otherwise!!! thanks!', 'this strobing cream insted of a lipgloss tip is soooo useful, its crazy i have never thought of this bc honestly im not really on the matte lip bandwagon, i love glossy lips but those sticky products ewwwww..', 'you have an angelina jolie vibe going on. i dig it', 'good thanks!!!!!! ', \"i was waiting for her to use powder or bronzer to fill in the ponytail above the ears where a lot of us have thinner hair.it's a beauty hack to appear more youthful and thickens appearance of hair but also something i figured out accidentally when i went overboard plucking my hairline and shaving peach fuzz. i had to cover the areas with bronzer that was back in 2005 way before beautitorials and makeup gurus i was in h.s. and didn't use internet much\", 'it’s too much you are beautiful without makeup', 'oh my gosh these are such great ideas', 'i love your eye lashes ', 'it beautifull', 'its nice ', \"yay i do have freckles so i don't wear much foundation. i don't want to smother them. very interesting. thanks\", 'if one only sees this video a year after it was released, how do we know, which video came out last year on june 7th, since youtube for some stupid reason cannot put the videos in chronological order!!??', 'i might be insane but she gives me serious katie holmes vibes great hack video!', 'you are perfect.', 'i love your style in makeup', 'your so betyou don’t even need makeup! but great tips', 'you are totally the most gorgeous looking person ', 'you are beautiful chloe', 'what eyeshadow are you using at 1:30? it is so pretty!!', 'great tips!', 'hi. you are so lovely. can you please please tell the names of the make up you use. because it is only not how you do, when the colors är so nice i would like to buy them. or least have the color as a reference. best reg. from sweden. oh, i sorry, now i saw the small text.', \"all looked wonderful, except the freckles... they just don't work.\", 'so i have tons of freckles how silly of me this is the first time i heard about fake freckles \"bible\"', 'me encantó el tutorial', \"wouldn't it be a cool idea if u do a video on what colour fits best for green, blue, brown eyes and a quick tutorial on how u would do a look an that?! and try it with contacts if u want! love u and all of ur videos! you inspire me so much \", 'enough is enough!', 'i will never look at feminine hygiene products the same way again!! ', 'beautiful', 'thank u', 'do you have hair loss?', 'your so pretty with makeup and without xx', 'panty liner! good idea!!', 'bad for the environment!? 1 paper cup from a fast food restaurant contains far more waste than a couple pieces of small paper for below your eyes. your fine. great video!', 'love it .', 'your nose is perfect!!!', 'does dermaplaning make the hair grow thicker and rougher? really need to knoww', \"wow you're beautiful \", 'has anyone told you that you look really similar to elettra lamborghini?', 'i think we all watched cause you were so pretty', 'she kind look like linda carte the original wonder woman', 'wish it were jared leto u were working with lol', 'lindíssima', 'top thnks', 'nothing wow', 'i like everything except freckles....who in the world would like their perfect face with spots ?? ', 'that ponytail tip..... whaaaaat?? awesome.', 'what did you use for the fake freckles? ', 'she looks like sasha pieterse in brunette ', 'really enjoyed your tips & tricks!', 'chloe is really a very beautiful girl with a flawless skin.', 'you are so beautiful, you do not even need to wear make up. you are like a better version of angelina jolie.', 'thnk u', \"lordy you're gorgeous. why do u mess with all that crud?\", 'what a beauty, natural or otherwise', \"you're looking like candice swanepoel !!!!!!!!!!!!!!\", 'do you really shave your face? oh my god', 'did she say “tease the shit out of her ponytail” ?? i’m new to her channel, i don’t really know her but she made me giggle that’s so me new supporter here love the tips!!!', 'angelina jolie', 'beautiful', 'you are very beautiful. sont pay attention to the haters! i love love your makeup. i so appreciate that you got right to the points you were making. so many videos of people going on and on and on before you get to see the actual tutorials. great job and great tips!', 'hello, thank you, good to know--learn...', 'azdwdsadcwedwedzsdcwef', 'ottimo mi piace. ragazzuole se avete voglia venite a spiarmi ', 'very nice and informative ', 'what type of eyelashes do you have on', 'i am 40 yrs old. love wearing mascara! but idk how to apply to the bk of my lashes. not do i know how to correctly use an eyelash curler. i always get that crease... not curl.', 'that was really cool...liked it ..100%', 'tip: using a lash curler immediately after having a shower will hold the curl better p.s. chloe your videos always give me something to look forward to love ya lots like jelly tots x', 'i love you', 'i love the sanitary pad hack, i can not stand the idea of doing my eyes before my foundation, this is the best idea i’ve heard in a long time. bless the hack videos ', 'wonderful tips!', 'i just loved this video! very good tips! thanks! love u chloe! u are so beautiful!', 'the lip trick works for me !!', \"don't feel bad using panty liners for make up, it's a disposable product. you can use them for anything you want regardless of what some fool has to say about it.\", 'where can i order that elizabeth arden bronze luster eyeshadow?', 'great tips...', 'elle est malade de s enlever le duvet!', 'good tips except for the blow dry lash lift (esp. on her false lashes) and the freckles.', 'beautiful new subscriber', 'your eye lashes are soo beautiful would you please be so kind and tell me which brand it is and what the are called?', 'what lash were you wearing at 6.40', 'very preeetttty...#loved the vid', 'i have brown spot on my face which i hate it,,,, ', 'nooooooo face shaving', 'i love her brows.', 'beautiful without and with makeup hun', 'hats of uhbest tips ever', \"if gisele is your beauty inspiration then i'm sold. definitely trying the shave and the white kiplinger. thank u beautiful\", 'fantastic hacks video. lips are lushious. banana powder great idea xx', 'im thinking maybe eyeshadow pallet? cant wait till june!!! can we get a hint?', 'what product do you. use for. freckles?', 'highlighting the eye is my favorite', 'saving ke liye ,aapne jo use kiye wo kaha se milega , what is the name of the product if possible then please reply i have to much hair of face', 'great tips', 'i wish i could find one female who has had lip injections done that i can’t tell have had done lol.', 'lol instead using sentry pad u can use scotch tape as a shedow guard', 'beautifull', \"you are beautiful, i just didn't like the freckles.. they look weird not natural.\", '#14 are you kidding me?', 'maura?', 'i like the idea about using concealer under the brow line.', 'how do you apply eraser? before foundation or after', 'very nice and helpful video! much love from the netherlands', \"she's really pretty\", 'do your eyeshadow before you do your foundation!!:d otherwise that pad will stick to the foundation u just applied... and then its ruined :/', 'beautiful', 'i used to have freckles and hated them on me!', 'sehr gut', 'show everybody for me black eye liner.', 'adorable- the lips tricks and the pony tail technique - brilliant. and faux freckles! i love it. beautiful channel.', \"your beautiful and your much younger then myself i'm 61 do you ever have an older model? and when you shave your face does it cause black stubble eventually? please answer me ty\", 'thank you for these hacks!! your lashes are amazing.', 'pretty cool hacks! thanks', 'buu con tanto estuco está pobre mujer alos 40 tendrá más arrugas q frena d cuncunana mejor natural noma', 'shaving the face? she will become like a man in the future', 'what hair setting spray?', 'great tips thank u! p.s. is elizabeth arden on drugs!!! why would they discontinue such a gorgeous eyeshadow!! noooooo! so sad', 'what a smart move to \"shave\" your face ;) if you do it long enough your hairs will become way stronger and black! please don\\'t do that', 'i see where to get your products now. sorry!', 'i have so much blonde peach fuzz that i get stubble when i dermaplane ', 'the freckles just look dirty on most.', 'wow , you are very beutifull .', 'i like the wet sponge for powder tip most. heating our eyelashes with a blow dryer, instead of a curler is a trick worthy of trying.', 'sin maquillaje dos muy bella', 'well done beautiful pretty lady', 'never shave your face!!!!', 'you are so beautiful ', 'i am so dumbfounded over all of these negative comments. this is still one of my favorite looks on you to date. those lashes wow', 'so beautiful', 'ubeat that concealer on your lips u know.', 'you are so gorgeous . new subbie', \"chloe, what brand are your make-up sponges and where do you them? also can you do a clip of all your favourite products that you use to create your basic day make-up? just the main items, not everything, which i'd imagine is a very long list of products.\", 'is this the twin sister of candice swanepoel? they even got the similar accent', 'love everything but the faux freckles. makeup looks beautiful and i love your color selections.', 'love you very nice ', \"what eyeshadow is that? it's very pretty on you\", 'from where do you get the white lip liner?', 'love you, your vids and your beauty hacks!! ', 'thanks', 'freckles are not a fair skin trait!!! i have had freckles all my life and im an indigenous woman from the usa, im really dark naturally and even darker in summer.....', 'lvoe these hacks!!!', \"removing hair, using the razor.. won't it make them grow thicker?\", 'you are my inspiration! thank you for these tips!! love you ', 'great!', 'i want that eye shadow!!', 'nothing beats with natural looks.. i must say.. less effort', 'i think that framing a face like yours with red hair would be super pretty...', \"you were called out for your use of panty liners as undereye aid to get a straighter line, because someone thought they were wasteful and harmful to the environment. you have got to be kidding me! ffs, they're cotton, bioldegradable and compostable (at least the ones i've always used are)....what about that is harmful to the environment?? they're in the same category to me as paper towels, tp or otherpaper products.\", 'wonderfull,you are the best', 'excellent job. you are so beautiful', \"what i wouldn't do to look like this lady\", ' i would never shave my face, arms etc in any way or form omg! shaved hair turns thicker and darker and once done your ruined for ever. wow. legs, arm pits etc is ok but the face!? that is for guys.', 'she is gorgeous!!!!!', 'where do i get one of the face shaver things?', 'the following url is chanique', 'girl ur lips,,,kylie jenner is quaking', \" that's exactly what i do with my lashes and people would ask where you get them done when i told them there my own lashes and use a hairdryer to get them like that they thought i was mad and that using a hair dryer . but it's actually a good way to make look big as you don't want to use eyelash curlers on your lashes after applying mascara as they would clump and using the blast on your hair dryer makes them look so dramatically long and fake but there % all natural try it out it really dose work i thought i was the only one that did this\", 'you are awesome', 'shave is the first step to wear a beard.', \"awesome!! what bronzer are u wearing? it's a nice shade\", 'god you’re gorgeous!', 'great hacks that actually work', 'bad for the environment!? whaaa? thats what someone got from all of this great tutorial? i can think of lots of things worse for the environment than panty liners! come on ppl, damn! great video!', 'you are beautiful... if i buy you a house and a car will you marry me and bear my children?', 'not sure why you would add freckles i put make up on the hide my freckles i think you definitely look better without the freckles', \"shaving your peach fuzz doesn't make the hair grow back darker and thicker ?\", 'faux freckles...no!!!', 'u look so pretty', 'i am so afraid shaving my faceon my own...does your peach fuzz grow faster, stronger? anybody knows or has expiriences? how often you do that?thanks ', 'great', 'fantastic video...thanks', 'u r so pretty', 'you so beautiful ', 'lovely', 'love your eyeshadow color what brand is it please', 'she is beautiful', 'i love beautiful make up, but when it comes to the point where you need to do further make up touch ups to create more \"natural\" look (talking about freckles) it really goes waaay too faaar....wouldnt it be nice and simple to be natural from the core? too much make up is not nice', 'if i have that beautiful face,i really think dont need any make up,ur so nice and beautiful. god bless', 'fake freckles aren’t cute and that contour is super heavy and needs to be blended.', 'resmen tras oldu', 'are you wizard? my mind is blown', 'very good. thank you.', \"i'd like to know how to pat on loose mineral foundation using either a beauty blender or velour puff. also, since i have a pouty lower lip, i want to balance out my much smaller upper lip (i'm a lipstick hoarder, and lining my lips is tough) please - anyone - chime in with your tips and secrets!\", 'u are gorgeous', 'i do like like your nails, any particular products?', 'u r very pretty', 'how many pounds can we cake on??', 'i love ur eye colour and ur accent', 'i love it very. nice astuce', 'you love youself to much', 'does the peach fuzz come back thicker after shaving it?', 'how do u clean the sponge;', 'can you make a tutorial on how to create realistic fake freckles? i’ve tried to use brown eyeliner pens but that often looks too dark idk what else to use', 'soo bomb!!!!!!!!!!!!!!', 'you look like angelina jolie ', 'i love you chloé', \"chloe, what is the eyeshadow that you are using on this video? is it the same one that you're using under your lower lashes ?\", 'can anyone please inform me what is the best and professional brand for fashion eye lens i really am searching for the best and opaque quality and light colours specially with brown ochre mel etc and some kind of a brand where’d celebrities would order from ', 'make up tips are great', 'so much make up, so much overreacting stuff...nothing beautiful about it coz at the end is just freaking fake....natural beauty is most beautiful beauty...', 'shaving your face ?oh lord ...', 'globalfreehousing.org | never pay rent again! get off the grid!', 'those bad for the environment eye pad cun*s probably eat animals and have leather, so', 'beautiful presentation bravo', 'you look just like megan fox', 'never', 'you are simply gorgeous. thanks for the tips!! p.s. make more videos', 'love', 'look like one of the kardashians hehe', 'you bit look like adriana lima', 'wowooo', 'i’m glad this says 2017', 'mila kunis + angelina jolie ', 'she is so beautiful', 'i like the tips but the foundation is too dark for your skin tone...', 'best and most realistic youtuber.. thats why i always love youuu :*', 'wow very natural makeup ', 'yo any of y’all notice how wrong her foundation shade to her neck around the pony tail hack', 'how do you do your nails? they look so natural and neat', 'omg bella te pareces angelina jolie ', 'super ', 'if you do foundation after shadow, you can clean up eyeshadow fall sprinkle.', \"doesn't shaving cause the peach fuzz hair to grow back darker?..\", 'superb', \"i wonder if fine facial hair will grow thicker and darker if you keep shaving them ... im very light skin but dark hair so i'm worry. appreciate any thoughts & feedback!\", 'extremely make up...i preferred more natural', 'my sister tried it and it didnt work', 'thanks to gave tips how to make makeupnew blogger mami love makeup.', 'beautifl without any makeup...', 'w0w thanks...', 'just a personal thought doesnt shaving your face will grow back more thicker hair? it might also enlarge pores and make hair more black. ??otherwise love all the beauty hacks ', 'que mujer mas antipática..!!', 'beautiful', \"freckles fade as you get older?!\\xa0 lol\\xa0 i have more freckles now than i ever did before.\\xa0 that's what happens when you tan...\", 'what is your age?', 'wow you are stunning', 'ty ... ty .. ty ... really ty', 'you are pretty', \"don't shave ur face.......\", 'you look like candice swanepoel!!', 'very beautiful', 'love this video, except for the fake freckles. they look like blackheads instead. :-)', 'lol ...to much about beauty ! shoupd be about health ...beauty only skin deep .. beauty fades !', 'my skin hates being caked this makeup is too heavy.time consuming,and probably expensive, the best way to show your freckles is use a lot less makeup.', 'you can heat up an eyelash curler with a blow dryer too before curling your lashes— be careful with the heat!', \"didn't your lash tech tell you to blow dry on cool setting after you get them wet or use a small fan ever?? someone had to tell you?\", 'wow', \"she's a prettier adriana lima. why doesn't she model?\", 'can you help me i have no eyebrows and when i rose i do have i got gaps in between them', 'with the first one i dont agry.', 'your eye lashes are real?', 'more', 'i also like my water line in white eye liner because i have smaller eyes. this makes my eyes appear bigger, but you gotta line it with some shadow on the bottom lid to make it look natural :)', 'https://www.nesafashion.com/', '1:18 no nononooooo!!! the adhesive on pads are not meant to be on your face!!!', 'any small you tubers want to support eachother? :)', 'can someone please tell me the equivalent to the elizabeth arden eye shadow?? i have been looking for this color for so long, but this particular item can not be bought anymore. does anyone know where i can find this color???', 'you could also use tape if you done want to use sanitary liners.', 'are you from wales', 'nail clippers have bacteria from finger nails as well ', 'i like it', 'wow she is beautiful', 'god tip, clip.under tail.', '2:15 \" i really love using this for no make up days\". really? no makeup? you sure about that? it\\'s literally white eyeliner', 'i like it ', 'rip chloes hair, you are in my prayers <3', 'fantastic!!', 'ices.. mkeul', 'awesome', \"you're my favorite... i'm gonna try your makeup tips today\", \"girls don't shave your faces! you can do that only if you are having laser sessions! if you are not then don't shave\", 'very good video. stright forward n no annoying voice or trying to look cute. though im not wearing much make up im still enjoy watching it. btw do u have 10 mnts make up tutorial especially when rushing to work make up?', 'luv luv luv', \"tip #17 - don't go too heavy on the foundation, especially if you have very short hair, or you have long hair that you want to pull up/off your face. \", \"you're so pretty! you look exactly like angelina jolie\", 'great tips', 'plz learn us how to put lashes, it’s too difficult for ne', \"painting freckles on your face to make it look like less makeup?????why wouldn't you just wear no makeup.....talk about a ridiculous thing to do\", 'what is ur hair colour in this video it’s so nice , do u dye it ?', 'you are sooo beautiful', 'are you serious?did you save your face;?????omg!!tragik', 'how long are your eyelash extensions?', 'good video', 'just an fyi freckles are not a \"fair skin trait\" ..', '', 'a natural beauty with 1 mm painting on her face. why? i know it is a way of making money but try and get passed skin depth and how others see you (for sure not inspiring) at your age silicone lips, botox, etc. how sad...', 'do you getstubbly or prickly if you derma plane? i really want to do my cheeks but i’m scared of becoming prickly ', 'awesome tips', 'you are so sweet and fun to watch.', 'bravo', 'what color lipstick are you using- it looks great.', 'does the hair on your face grow back thick?', \"ur skin is so pale without makeup but why u use always darkest product? i don't know why? it looks too fake damn!\", 'what is the name of the eyeshadow', 'fabulous ', 'her face looks too cakey.', 'pretty', 'what a hell???', '', 'eyes are beautiful', \"if you are reading this girls,! don't try the first one were you shave your face, your peach fuss will get thicker and thicker every time you do it! and then it's going to look like you have a beard!don't do it!\", \"you are candice swaneopal's doppleganger!\", 'i like your eyebrows.', 'nice and normal tips. thanks', \"i do not understand the logic behind shaving your face what the hell girls these days freak me out, hey hunny i can't imagine you 5 years down the line if you carry on shaving your face. a very bad example for all the ladys out there\", 'is there a dupe for the ea bronze lustre eyeshadow?', 'hi, shoud you not wax instead of shaving. shaving has a tendency to stimulate hair growth. they will only come back stronger and there will be a lot more. x', 'crazy eyebrows', 'have you tried makeupholic liquid matte lipstick? try it it’s on amazon', 'you look too orange', 'great hacks...except the \"faux freckles\" look like blackheads to me.', \"freckles do not fade with age. actually they get worse with age bc exposure to the sun makes them darker. i would know i've had them my whole life and i'm 46\", \"shouldn't the make be natural instead of having a makeup line . with her hair up u can see how much lighter her skin is ..\", \"wrinkles wasn't a good idea... \", 'u r so much similar to anne marie', 'which lashes do you wear?', \"she looks nice but too fake, i don't like it for myself\", \"are you crazy - shaving your face? don't do that please. better trim it with the thread\", 'do not shave your face, ever. unless you like that 5:00 shadow', \"your makeup was applied beautifully but your foundation is just way too dark. it looks like you fake tanned your face. it just does not match your real complexion therefore it looks like you have on way too much makeup. you are beautiful, you really don't need so much. just try cutting back a little at a time and notching the shade back by mixing in some concealer to lighten the shade of your foundation.\", 'hate the freckles', 'my goodness. how much of your face you hid behind this crazy makeup!', 'your are beautiful', 'why r you self dark sportss on yr fce whyy i dnt undrstndd yrr', 'you are very beautiful', \"omg!! that is a lot of really thick orangey foundation & concealer, your skin must be completely clogged underneath it all! the freckles just looked like bits of dirt or dropped flaky mascara. i think you'd look quite pretty with way less make-up. your eyebrows looked nice though.\", 'what is your mascaras name?', \"it's unbelievable!\", \"don't use too much makeup lol. natural beauty is the best way to look great.\", 'outside the makeup room the planet is dying...', 'can you please do a video about only products that don’t test on animals/ vegan products and which are the best to use?', 'the freckle look', 'you look so tired', 'what are you wearing on your eyes?????', \"i like everything but the freckles. you aren't the freckle kind of complexion. it doesn't look right.\", 'what color/brand is your eyeshadow please', 'you were way hot before you put on the makeup.', 'i use a few bobby pins to hide the clip under the pony tail. just use a piece from the under side of each side and pin under clip and spread the hair.', 'she is like jolie', 'nice videos', 'is that your natural lashes??', \"0:14 - what the hell??? isn't enough to shave our legs, armpit, and who knows what... should i shave my face too? this is abnormal... brrrr... your fuzz will be bigger after some shaving... xd\", 'your biggest advantage is that you are just simply beautiful. i enjoyed your cosmetic hacks and i thank you for kindly sharing your beauty secrets with us. brava!', 'lots smart idea,', 'u r so cute', 'i just use business cards/credit cards for that sharp eyebrow line. not wasteful bc you reuse it for next time, i have one specific card in my makeup box for this so i can use daily if i wanted', 'cham cham tan nhan chi vay', 'beauty tips', \"yeah, using a pad to do your eye shadow is really going to destroy earth and turn it into a ball of flames. we're all gonna die in, what is it now, 12 years according to occasional cortex.\", 'just mask...', 'this channel is bomb', 'why u have to copy me ...???!!!! hehe', 'cool', 'tell people to shut up ... one dam liner wont harm the enviroment, use the dam things. great video btw.', 'the frikles not looking good it looks like u putting on black eye shadow an the bust fall on ', 'terrific & to the point !', 'it’s 16 not 15', 'you look like angelina jolie', 'you are so beautiful', 'why the freckles?', 'so sexy (h)', 'no chance i will shave my face', 'which one of these is making her look fresh.....', 'never shaved your face.. in time will be more', 'nice', \"man! she looks like a million bucks without any foundation!!!! flawless skin! why isn't she world famous like jolie or kim kardhasian?\", 'does anyone else think she strongly resembled angelina jolie with her makeup!? she looks beautifully done.', 'wow! i love each of them! thanks', 'what colour/brand eyeshadow did you use ?', \"yes but what if for some reason she can't get that survey thingy and she gets a beard\", 'what color is your eyeshadow ....very pretty', '4:16 = even if u get tanned, your neck and the part behind your ears reveal it. your orange is way too orange', 'es muy bonita, para mi es demasiado maquillaje, solo apto para una fiesta o fotos publicitarias.', 'check out my newest eyeliner tutorial where i show you guys how to create 12 new different eyeliner looks https://www.youtube.com/watch?v=inkz2oeo4wo', 'the thing is i can do it perfect on one eye then the other goes completely wrong ', 'i get so triggered i just color my whole eye ', '0:50 simple eyeliner', \"people are such haters. how are you going to dislike a make up tutorial? it's so harmless.\", 'all of the eyeliner styles were beautiful.', '46 million views wow keep going ', \"fab man ... di you are best i don't know how to make eyeliner.. i was watching many many videos but when i saw you i get it.. seriously (not a joke)\", 'i just loved it i got to know the best tips ever and i just wanna thank you so much m also waiting for your more videos', \"whenever i'm making a winged liner look i can never make two eyes look same .... i get so pissed off sometimes\\u200b\", 'this girl has no eyelashes. which makes it so much easier.', 'her eyes is so pretty and beautiful', \"i love eyes makeup and love eyeshadow's.\", 'u have a simple and perfect eye', 'aahhhhh first vid i ever watched of u memories', 'ur ear ring is so beautiful the second one from where did u buy this plz tell me.and r also so preety.', 'i loved the fish style!', 'hey, this is good tutorial. i found good product. universal eyeliner stamp. i have it too, much more easier to make lines on your eyes. here is shop beautyzy.com/products/eyeliner-stamp . thank me later. :)', 'love your make up tutorials i struggle with eyeliner this has helped a lot. thank you from rozaline. xxx', 'am i the only one who applies it in my own style and it turns out looking fine? xd', 'thank you, simple, accessible video!', 'the double winged eyeliner reminded me of the dove bird shape, you know what i’m talking about?', 'i love how u put the information in simple sentences without intros and blabla. thanks for the video, most efficient one on youtube. thumbs up!', 'you make it look so easy, your amazingly talented', 'she... she put it on so perfectly. she barely had to use her other hand at all to like, stretch out her eyelid/hold it in place. no tape. no guidelines. she just... put it on. and it looked clean as hell.. d:', \"amazing eyeliner styles... my favorite is the classic one.. what's yours. ?\", 'beautiful eyes u have ', 'good job ! you definitely help me out . now . i can do it myself ', 'your voice is very sweet ', \"i love the way i look with eyeliner but it's just so damn hard to apply it since i have very long eyelashes and i can't actually see where i'm putting it d:\", 'this is nice i loved the double wing and this is very helpful to me thanks', 'this ameizing', \"i'm asian and my eyes are amazing \", \"just subscribed to you , i've just watched couple of your vids and deffo thought you were great\", \"my problem is i can't get both sides even xd\", 'my eyelashes keep getting in the way and if i hold my eye shut it’s hard. what do i do', \"hello i'm from hyderabad you're looking awesome and pretty so good. i want be put like that can you send me please that items...eyeliner etc...\", \"you're makeup is beautiful. you obviously have a very steady hand and lovely smooth eyes which make the eyeliner look stunning\", 'i cant even do a straight line\\xa0', 'i loved the double lined', \"wow, it's super i love it i may prefer for any marriage and i like ur cat look liner it's amaze me\", 'really you have so beautiful eyes', 'i like your voice.the way you speak is soo good and cute', 'u r pretty great tutorial', 'been doing my eyeliner for the past 11 years and i still get it right... the one i always try to do is the basic n for some reason it never comes out smooth or even so usually i always end up not wearing makeup cuz i think eyeliner its so complicated ', 'omg i tried one of them and it is the same as the video one', 'i love all one except smooth', 'i always plan to do regular liner but end up doing drama ;-;', 'ur very cute girl and i also like to make wings in eyes i want to know which eyeliner u had used it is not liquid and it not smudge in eyes ', 'thank you for this video', 'i never thought our eye resembles a fish belly', 'me watching this...oh its easy', 'you know whats really annoying for me, my eyes are different shapes! if look closely you can see the difference. it makes it impossible for me to do eyeliner', 'i loved the all looks and i have tried the all..mine favorite was drama,,and winged....', 'i love it ', 'loved it, dearie', 'this was my first eye makeup video n from this i learnt many styles so thanku so much', \"i don't know why but i always cry when i'm doing this @_@\", 'u r looking nice and beautiful with these eyeliners.', \"wow...great tips it helpd me in my sister's wedding...\", \"hey what's the eyeliner called ?- you flashed it away too fast!\", 'aap bhout cute ho yrr ', 'damn i wish i were a girl so i could try this for once.', 'its still difficult especially using my opposite hand that i dont right with', 'it seems to be easier but not actually', 'your eyes are so beautiful.... ', 'best video on eyeliners!', 'one side is okay! but getting the other eye to look the same is damn difficult!! anyone else with the same problem??', \"it's too...perfect. .\", 'the hard one is drawing the second eye at the same way', 'amazing all look of eye liner thanks for sharing the video', 'wow amazing...so beautiful ', 'did your eye start bleeding from redoing the eyeliner so much? damn girl that is dedication! xd', 'thank you so much this is very helpful for me', 'thanks for sharing..', \"ty i love all them but i'm going to try cat eye i'm going to a party tomorrow\", 'hi i loved ur eyeliner vid can u please tell me where your eyeliner brush is from as i want to purchase it. thanx. xx', 'i freaking hate it when i do one eye perfectly and cannot seem to do the other. it makes me want to cry hahaha ', 'ur video is very helpful thank you so much nd u r very beautiful woman luv u', 'amazing ', 'it look easy than using icing eyeliner liquid. i might try the eyeliner that you use.', \"i'm in thought how much she have to wipe eyeliner for every single style\", 'i can never seem to get both eyes symmetrical :(', 'ficou perfeito ', 'i m liner lover......... n now fall in love with all the tutorials......... ', \"it's very good i like it... and it's gonna be very useful thank you\", 'my two eyes the liner gets different shape', 'love love love <3', 'its beautifully showed', 'gap between ur eyes and eyebrows are amazing', 'perfect', 'it will be perfect if you don\\'t make those cuts in those critical \"correcting points\" (like in the 2:32 minute) so we can realize how do you transform those rude lines in those perfectly beautiful strokes, is the part of eye makeup that kills me tot!!!', \"i don't have time to do like this hahaha buy i really like it\", 'can i just know the name n size of the brush u used?...can someone tell me pls?', 'god that urban decay eye primer was used by everyone back in the day lol i wanted it so bad lol.', 'what eyeliner ate you using? thank you so much for your tutorial your awesome', \"i hate it when people say like 'start to wing it out' but when i do it on one eye it looks awesome and then on the other it's crooked and it's infuriating\\xa0\", 'i use primer and my eye liner still fades so fast and looks bad really fast. how do i make it stay really black for longer?', 'awww sooo beautiful ', 'hi mamm iam giri wife and i ask some question who to dra tha penicle iee liner', 'it seems like dounle wing eyeliner went in ur eye and u started to cry', 'how i wish i could draw like you. :(', \"i'm from bihar i can put eyeliner easily ok!\", 'your dimple ', \"wow.. it's amazing\", 'please give me all the names of the foundation, eyeliner, mascara and compact', \"perfect..... applying i don't know how to do that \", 'hi what is the name of the eyeliner you have been used ..your pretty ', 'apne konsaa liner or kis type ka liner usee kiaa nd y liner failtaa hai??', 'fish tail was so beautiful', 'how do you know how far to draw the wing ? because i tend to either draw it too long or too short....', 'thanks for telling me', \"it's really nice way to apply.. thanks for teach\", 'one side is ok but when i try to do next is always messed it up god', \"i've tried so many times to do my eyeliner like the feline one, but it never works, it's my left eye that's pretty good, then my right eye looks like total crap! \", 'hey you look so preety thank u for the video its such a excellent video', 'you are a pro', \"it's so beauty ful and helpful for me\", 'your eye really beautiful', \"please help me i can't do this perfectly ........ anyways you are so so so cute\", 'gr8....... yarrrr how uhh applying d liner i really like it nd ur vdo is superb...........nd lst one liner its sutz on uhhh ', 'your eyes are so beautiful...and u r so so so cute and sweet', \"how do u clean the brush when ur done applying the eye liner d: i don't want my brush to get ruined\", 'nice, thanks... beautiful gril...', \"it's absolutely superb thanks for the video thnx a lot\", 'i love it.... superb.....plz also provide some make up tutorial.... like which brand of foundation is best or how we can get fairer skin', \"the thing is, i've got longer lashes than her... and she has like really short lashes which makes it easy but it's actually hard for me cuz i have longer lashes.\", 'i fail in life as a girl i could never lol but this is awesome', '5:05 love it', 'thank you!!', 'gel eyeliner may give rough lines and liquid gives smooth lines', 'ur simple eyes rcalso beautiful', \"i can't do both eyes the same, when i do wings on my left eye they come out too high and with an ugly thick line and a small point at the end, and on my right eye the wing comes out way too low and it looks like a wildabeast's horns -_- i'm so mad ugh any tips how to make both eyes even when doing winged eyeliner??? i am so frustrated!!!!!!!!!!\", \"thanks ma'am for this video \", 'i love you ', 'amazing ', 'i cant do eyeliner to save my life :(', \"support my channel guys it's all about beauty in an awesome wayy !!!! thank youuu\", 'hey 50m', 'oh..my kaivaave..,i have one impending a bit naughty desire also..,other than that ride .and bite..,want to apply good variety of kajal..in.your..unda unda eyes..and see how beautiful it looks...hey hey/only with permission..which is a bit tough...only../whatever desires r desires...only', 'amazing your eyes', 'when i do that it will just start looking like random distorted \\xa0batman logo etc.', 'thanks dear', '2:20 & 5:42 are my favourite', 'you do it so smoothly ', 'ahaaa they look too beautiful ', \"you're so lucky! i have really long thick black eyelashes which get in the way of my eye liner and make it impossible to apply easily ;(\", 'this is amaging style', 'very nice...keep uploading such videos for beginners. ', 'fantastic way to teach eyeliner thanks di ', 'amazing new subcriber', 'man, i suck at this and im 15 years old. ugh.', 'plz tell me the name of this eyeliner', \"i'm a kajal lover... n i love diff styles... n i loved ur styles superb \", 'best formula...... love this........', 'the thing is that i can do it nice but in the other side its different', 'i really dont know how to draw it on my eyes -_- \\xa0it is like i only can draw on the paper but i cant draw on my face,, failed ! \\xa0 tt even i draw the basic,,i cant tt\\xa0', 'wow so nice i wish i could have like that eye', 'thanks my sis. how the cleaning my face plz??', 'amazing...', 'didi naoki video bahut acchi hai par eyeliner bada rough chal raha hai ', 'just : fantastic : so beautiful', 'so basically you have to know how to draw', 'what did you use to apply the liner? do i need a special brush or does it come with a wand or nib? sorry for my ignorance.', 'so nice nd beautiful...', 'this video was very helpful.....', '#5 is literally me when i try to do the basic one', 'realy beautiful', \"my eyelashes are big and look like i use mascara so i don't need any mascara but i have to face many problems while using liner\", 'very good. eye design and so cute girl', 'i love this eye liner', \"1. don't be cack-handed and be able to put on eyeliner xd\", '2018 ', 'i like the smooth look', 'you just gained a new subscriber thankuu soo much', 'nycc mam u r so sweet', \"step 1 - don't have soft eye lids... :(\", 'really osm u did amazing', 'its beautiful ', 'thank you', 'thank s', 'u look is soooo nice ha ', 'amazing!', 'yeah okay but how do you make them equal on both eyelids', 'amazing eyeliner', 'i liked the double wing and fish one . ', 'in last look u look fabulous, uuuuuuummmmmaaaa', \"ohhh....it's very beautiful\", 'beautiful eye liner style', 'nyc, ', 'before i watched this i smeared my eyeliner and it made the fishtail :)', 'you can do 9 of them. i can’t even do 1', 'all styles r wndrful ', \"how the hell did you made it look so easy? ahhh i'm so jealous with you. lol xd\", 'ooooo wonderful', 'i like make-up ', 'why u edit during prfect shape nd finishing', 'tell me liner type nd brand nd name', 'great tips...i havent seen some of these before', 'i like your video and i also want you to help me to ', 'which brand of eyeliner will you recommend beside maybeline', 'ooooooo means just wow ', 'her eyes are beautiful', \"you're so gorgeous you remind me of grace from american horror story asylum\\xa0\", 'thank you very much...', 'thanks for your great job.', \"which eyeliner this is? ma'am plse tell me\", 'this is the best video i found about eyeliner tutorials. thank you so much', 'hi mam yor eyes so beautiful', 'my god...u have hands on practice of it...very nice', 'very unique i just love it', 'who love smooth one', 'i feel like some of these look almost exactly the same :/', 'your eyeliner styles are beautiful', 'it is amazing.', 'beautiful eye', 'wow l love eyeliner ', 'how can someone do eyeliner this perfectly smh', 'i love smooth', 'i love 1 2 4 6 7', 'nice and so amazing ', 'so beautiful ', \"i try to make a perfect eyeliner...but it doesn't come out as perfect as yours\", 'i either do the drama one or mix the drama one with the bold one.', 'it is so cool i like it really thanks a lot', 'wish there were 9 different eyeliner looks for monolids but all there is is thick, and thick wing, and thiccccc', 'i like you my eye exam that all hit me up on but so sweet and louisville ky d so so so so so so sweet but thanks so', 'i have this eyeliner and used it when i decided to take a break from liquid and not long afterwards i went back to liquid.', 'u r eyes sooo nice decorative by god', \"loved it ma'am\", 'name of the eye liner', 'oh gosh i love this. the eyeliner is so crisp and smooth.', 'bht acchi he ...vry thnks', \"lupe netro you're so pretty and good at putting eyeliner s\", 'your eyes are gorgeous', 'oh you are so cute ', 'i like the fishy tail style is so cute ', 'your eye looks japanese without the eyeliner', 'you are so sweet and your eye liner step is so good', 'wow wonderful ', 'best linear ', 'superb i just lv it', 'thanks a lot', 'i love the basic', 'so nice ', 'i do \"drama\" and \"bold\" look on my everyday routine.. and i looove it so much.. no one ever told me it looks too much or bad...', 'waw so beautiful liner i love your liner', 'kya back back ker rihe hai', 'what eyeliner did you use', 'naic tips eyelaynar soo thanks by', 'my english teacher wears her bottom eyeliner too low..like i need to tell her!', 'beautiful', 'i loved all of them......but can u show with the liquid liner please', 'which eyeliner it is or what ever you are using .... what is it... plss name it', 'my favorite one is drama', 'i like how your eye stays so still. if i do something like this my eye would twitch like crazy', 'u looking so beautiful', 'u looking so beautiful', 'hii can you please upload video for eye shadow', 'thank you all for 10 million views!!! i hope this video has helped many of you out there! :) xoxo', 'my eyes always get watery and mess it up ', 'where i can get this pencil eye liner?', 'wich eyeliner u used in diz video???', 'so im new with the makeup stuff.....what is the best eyeliner to use? gel,liquid,etc.', 'woah you got 7million on this', '45 million..', 'what kind of eyeliner brush did you use?', 'you are so beautiful', 'who never learns from all these eyeliner videos', 'this girl is legit! she only have about 200k subbiessssss, but look at that views! i mean awesome girl! i just subbed so yeah i think this is the best channel (makeup) so far', 'thanks love it', 'niceee help a lot...', 'i am insha and your eye liner is so beautiful and easy', 'so nice and perfect', \"the 'bold' look is what my attempt at the'\\xa0smooth'\\xa0look looks\\xa0like. i keep trying to perfect each eye and make them equal\\xa0and in doing so, i make the line thicker and thicker xd\", 'u r looking so cute really', 'i tried drama and fishtail..', 'please apply on your or eye also', 'i love the fish eye strategy!', 'why does her theme music sound like cooking mama the nintendo gametufjjk', 'thank you', \"wow it's awesome\", 'please leyak kre', 'thanks!!', \"every time i try and do eyeliner all along my lid, it looks idiotic. you can see the pink of my eyelid underneath the black eyeliner. it's so annoying. \", 'made it look so easy', 'awesome......', 'really outstanding', \"it's really cool.\", 'omg!! ur so good thoes eyeliner styles were amazing!!', 'mam brush aata h iska', 'your eyes are very beautiful', 'beautiful girl....', 'i like it u r superb ', \"i use liquid eyeliner...i think it's much easier than gel liner. i can't put eyeliner on correctly though, my eyelashes are too long. and i'm so pale that, my eyes stand out once i use black eyeliner. \", 'where u r staying', 'amazing', 'mam u r a gorgeuosss', 'evry simple eyeliner step', 'so mny cuts n add up pls try to maintain continuity', 'wowwwwwww lovely', 'your soooooooooooooooooooooooooooooooooooooooo butiful mamm iam a village girl my nateve plese gooty', 'that is amzing great job nycc', \"i can't do any of these because my eyelashes are so long they always get in the way :( and my eye twitches allot it makes it so hard!\", 'omg you are genius', 'thank u so so so so so so so so so so so much bcz of u i got to know how to put a catty liner thanks alot', 'so beautiful sister', 'what is the brand of your brush? loved it', \"learned a lot from this video!thanks!it's just that whenever i put eyeliner,my lashes get's in the way and it get's realy messy\", 'beautiful', 'tell the namely down plz or comment', 'i love the 9 and double trouble', 'nice very nice iliner thanks for this', 'i have this eyeliner!! aha', 'felicitaciones , están bonito llosa delineados de ojo .', 'which liner are u using...brand ??', 'i like you different types of eyeliner design but you should not talk in the middle.', 'your voice is very beautiful please talk in urdu', 'i like to call the bold one \"i messed up on the skinny liner one, so now im screwed\" look.', 'what are you useing this video .??', 'what type of eyeliner did you use here?', 'this was perfection', 'mam u looking so beautiful. mam plz share which products u use in ur face .', 'skin pores problem ...plz help me', 'i love this .', 'what the hell topic', \"she's doing it so effortlessly. ......i'm soooo jealous\", 'love from india.', 'its very nice and beautifully done', '52 million views!? congrats', 'magnify', 'you eyes got a bit red, looked a bit sore!', 'wow lovely', 'whch eyelner', 'beautiful.mam apne konsa eyeliner use kea hai pls rply', 'i love your all eyeliner looks', \"oh my god your wings are perfect! i'm definitely going to try to do the fish tail one\", 'thanku nd ur so cute', 'what kind of brush u used ?', \"what's the liner name\", 'your dimples are like ariana grande', 'your eyes are so beautiful <3', 'i like fish eyeliner ', '(i like your video) ', 'chhhhhhoooo beautiful......', 'osam ', 'love your eyebrows, and your lip color ', 'this eyeliner is very beautiful from tanuja kumari', 'somebody give me both eyes tutorial #struggles ', 'me encanta el segundo y el perder delineado . felicitaciones están todos lindo', 'i like your liner sytle', \"wow, i don't know anything about makeup (makes sense seeing how i am a guy) but you, my dear, are beautiful! \\xa0\", 'super', 'your eyes r so beautiful n this video is very useful to me', 'which eyeliner is better gel, liquid, or pen?', 'does anyone else think she looks like aj lee?', 'in love with the double trouble eyeliner <3', \"how's it 9?!?!\", 'eye makeup.', 'outstanding', 'double trouble... lol not happening...', 'which eyeliner you are used in this video.? name please', 'osm your all stly', 'what is the price of maybelline eyes studio in india', 'she looks like michelle phan', 'my friend does the \"drama\" eyeliner everyday, but a little thicker that in this video. i looks really bad, but i think i\\'ll just let her do it until she grows out of it. she won\\'t listen to me if i say something, anyway.', \"it's best eyeliner video \", 'oh my god 52 million views ', \"i do the 'double trouble' when i make a mistake to draw the wing\", 'you are amazing girl ', 'so basically this is a art class for dummies', 'i just loved it', \"my favorite it's the feline :3 !\", 'which eyeliner is this ??', 'your eyes really nic dear', \"it's really very very beautiful\", 'you make them easily.also you are soooo cute', 'beautifuls', 'so naic tepas eyelanar thanks so mauch', 'wowww beauty', 'superb....', 'by seeing this video i created in new look my eyes and it brought a great change', 'my fvrt one bold eyeliner', 'but i have dense n long eyeslashes so i face problems wt to do??', 'you r so beautiful', 'are these good for eyes??', 'eyeliner level: fleek lol', '', '51 million views jesus!', 'which colour lence you wear?', 'love this video haha i know how to do my eyeliner perfectly but you gave me some nice little ideas like the fish eye liner', 'you have a nice workkin .', 'good eye liner', 'so\\xa0good\\xa0vodeo', 'wow awesome', 'beautiful', 'it is very beautiful i also learn', 'heated it', 'very beautiful ', 'bold looks like a panda.', 'nice ', 'wow 50 million views', 'i struggke to put normal liik of eyeliner', 'wowwwww', 'the thing that sucks for me is that i always have this little gap between my lashline and the actual eyeliner. like, no matter how hard i try to kinda push the line down, my lashes are always in the way. any tips for that ?', 'wowwwww', 'thanks a lot ', 'awesomeness', 'what brand brush did you use?', 'you have the perfect eye for perfect eyeliner and that makes me so sad because i have these small ass asian mono lid eyes and ugh i cry every time i watch these tutorials because the techniques will never look as good on me.', 'mam you are soooooooo beautiful', 'she is so talented', 'plz best eyeliner pancil', 'that gel liner makes it look so effortless! you might have converted me haha!', 'wowwww', 'mind blowing', 'you got beutifull eyes', 'nice so nice and thank you******', 'yes iloveyou', 'i like eyeliners very much', 'osm', \"me and eyeliner complicated love story, i love it but he doesn't love my left eye \", 'i like your voice', 'it is good i have download it offline ', 'omg 46m views', 'l will also try this', 'this is perfect! :)', 'pretty', 'i like it ', 'your eyes and eyebrows are 1km apart.. omg', 'i m an asian. and hv big eyes nd big eyelashes ..which type of eyeliner suits me', \"you should try liquid eyeliner, it's much smoother and won't tug your eye lid\", 'smooth eyeliner style is best', 'i m impressed', 'youre so cute omfg', 'yeh kon sa eyeliner he', 'i love make up', 'so beautiful design', 'i like double ring arena', 'i honestly can\"t do double winged eyeliners because i would feel the unstoppable urge to fill in the gap', 'woooo thanks', 'eyeliner name bataiye plzzzz', 'who taught you this', 'wow awsm....love frm india', 'lovely mam', 'beautifull', 'which is the eyeliner', \"i don't see why know one wouldn't like this tutorial. it was amazing especially for me. i have a hard time doing different wing liners. thanks! \", 'thank you soooooooooo much.', \"i like it i'll try this \", 'osama ', 'you are a complete eyeliner artist.', 'i love mackup', 'super eye liner name', 'what is name of product??....please tell me', 'she has such beautiful eyes omg!', 'super creative idea....', 'ata ki kajol na ilean.?', 'l love my ice and mek a liyenar', 'plzz easy step for eyeliner video uplode', 'i like the fish one.', 'how long did it take you to master the eyeliner look cause it really is not as easy as it looks to put on as she is doing????', 'kya baat h m try krugi', 'lupe netro, you are great', \"it's very nice. so beautiful sister\", 'the sad thing is i always have hard time to use eyeliner. lol.', 'thank you ..........', 'beautiful', 'voice is super irritating lol. but \\xa0good vid', 'beautiful girl', '', 'you are so beautiful', 'hey u not that much good', 'my eyelashes are naturally reallllyy long and it is terrible trying to put on eyeliner. the lashes get in the way and i end up messing everything up dx', 'how do we do this??? this such kind of things are boring tell me something intersting', 'very well ', 'thankyou sister very much', 'you are so beautiful', 'thanks a lot for this incredibly useful tutorial! so attractive and natural at the same time! :)', 'i really liked all the 9 looks it was awesome n evn i use maybelline eyeliner gel . it is superb for beginners :) thank u for sharing with us all the looks :) ', \"i'm asian but i have big eyes...\", 'waoo bhot achi video thi pleas kajal legana bhi btado 9 types of kajal', 'i like it', 'very nice ', 'how can you not cry while putting eyeliner. omg', 'make a use kajal pencil ???', 'osm ....', 'amazing', 'bast for you', \"i have saggy lids.... bye bye eyeliner. hide yourself in my crease, yeah, that's right...\", 'yi lainar kaha sy or kitny ka or kis nam sy mily ga mam plz reply me fast', 'veryyyyyyy nice soooo sweeeet', 'lujhe', 'beautiful', 'i love how her bold eyeliner is my everyday look ', 'wow wow wow', 'i liked this video', 'best tie', 'when. you. camping. to. houston', 'beautiful', 'beatifup', 'excellent', 'i like second one', \"1. simplicity, 4. basic. favorite ones. i like to keep things a bit more natural. don't get me wrong though, i love that feline look! will be using it for upcoming special events!\", 'thats nice idea', 'nice!!!!!!!!!!', 'osm video ', 'wow u have doen vary well', 'osmmmmm video', 'i like eyeliners súper cute', '47 million views... so many girls are having problems with eyeliner. .. it should be banned ', 'what is your liner name plz reply', 'the double trouble and the fishy tali were the best and the drama was the worst. great video ^_^', 'buetifull', 'amazing', 'can i get name ap eye-liner', 'wow ', 'why didn\\'t you explain/talk us thru the \"drama\" liner. that\\'s the only one i was interested in and the only one you didn\\'t tell us how to achieve. ', 'wowww', \"that is one good eyeliner she has, it's like a flat brush. i don't think she'd achieve same results with a pencil, and her eye shape is ideal for painting. if she had deep set eyes, again, a different story, she wouldn't be able to do all her designs because they simply wouldn't show once she'd open her eyes.\", 'i love soo much', 'i love the smooth but for some reason find it really hard to do correctly', 'how much price', 'ur eyes r vry charmingful', \"it's soooooo good\", 'wow so prete', 'i love the last one the best ', 'you r soo cute', '2019 anyone?', 'arrasoooo ', 'ur so beutyfull', 'you make it look so easy. thanks a lot for the help! :)', 'my eye is very small please telll what eye linear i replied', 'which liner use u tell me nam', 'fantastic', 'bewpoooof log', 'gel eyeliner is definitely not easier than liquid, you tweakin', 'oh really', 'you lookin very very nice ', 'mam very much nice video plz tell which eyeliner name if eyeliner', 'wooooooooo lovely awosam', 'omgg your gorgeous', 'nice tips', \"it's so good\", 'wallaaahh..', 'i wish i was asian', 'i try it and so good', 'mota horha patla bataiye', 'name of eyeliner', \"it's fabulous\", 'your eyes are to small', 'who is watching this on 6th jan 2018', 'superb girl', 'nmber 5 is my everyday eyeliner', 'which liner is this?', 'nice yar', 'like it! kisses from puerto rico!', 'is an yaar', 'woooooooooooww', 'its realy good', 'lol so cute how she says fish tail', 'eyelinearliquid', 'lovelyy', 'awesome style dear', 'is anyone else jealous about the fact that she can do all of these eyeliner looks really well? i also have to give her props for doing most of them on one eye...you can see how watery it was getting :(', 'fishy tail was amazing ', 'at 7:57', 'wow!!!!!', 'i like her shes energetic and awesome', 'beautiful', 'that is so cool', 'very beautiful.', \"that's great\", 'thanks', 'i like ur eyeliner', 'know thats art!', 'i like asian eyes..', 'i love eye lyiners', 'your eye is something horrible,but beautiful after makeup', 'so nice eyes', 'ur talent is out of the world nd video also', 'which eyeliner is this?', 'awesome', 'so nice interesting', 'liquid liner is far more better', \"love! i'm horrible at liner i have wrinkly eyes and the liner is never straight especially at the outer corners where the wing goes so frustrating thank you for the tips!\", 'very beautiful eye liner', 'suap eyes ', 'lovely eyes', 'very nice trick', 'awesome video loved it ', 'i love vidieo', 'awesome....', 'is it just me or there are people who can be handicapped in the art of applying makeup?', 'u r eyeliner name please', \"i don't understand the difference between feline &wing eyeliner can u please tell me\", 'its ossam', 'wow', \"i cant do this cause i don't really have a crease, i have a very small eyelid and then theres this blob of skin that covers it :(\", 'i like fishy', 'sooo nice ', 'sooo nice ', 'osmm', \"the dramatic one is me when i can't do regular winged eyeliner and i keep screwing up xd\", 'nice i like this', 'very nice eyes and eye liner', 'wooooooow', 'i still cant do it...my hands start to shake ..', 'please share the details of products.', 'wow like it', 'wow talent you', \"it's all fun and games until you go to the next eye\", 'superbbb....', 'cool i like this', 'nice ', 'is heel mooi te zien', 'i use regular pencil eyeliner and i suck crap at using it xd', 'so so so biutifull', 'brush se eye liner kaise lagaye', 'super', 'nice i love it', 'wow..joss video...i will try it', 'aapki age bahut kam hai', 'very nice!! ', 'i love it. :*', 'nice yaar', 'while dancing', 'so sweet', 'i like 8 look', 'i like your eye so much ', \"it's amazing\", \"i'm your 39,600th subscriber yay :)\", 'bakvaas', 'nice', 'waao..... ', 'helpful video', 'i love it. :*', 'nicooe ', 'drama liner is to much horrer', 'very nice....i am from pakistan...', 'suddeing yar', 'awesome yar', 'its very useful to me', 'muy lindas amiga ', 'u are gorgeous', 'pretty classy eyes', 'super', 'its simple', \"do you think these types go with everyone? meaning i've never used eyeliner like this... i just think it won't look good on me\", 'supew', 'wow i like', 'adorei', 'they too thick', 'love all of these! the fishy tales and feline are soooooo great. but the classic is what it says...classic!\\xa0', 'hello... kindly tell which thing ua usung to apply on both the water lines....', 'lovely', 'you are from america', 'some nice', \"thank you so much! i'm not very good at eyeliner, so this was really helpful! i recently started showing my 13 year old daughter how to do a natural makeup look for school and the 3rd one (i think the third one) really helped me show her! i am not very good at explaining things either, so this was very, very helpful! i love your channel and so does my daughter!\", 'nice job ', 'you are soooooo cute', 'so cool', 'nice', 'super modeler', 'wow very nice eye look.', 'yeah okay but how do you make them equal on both eyelids?', 'i love it', 'veri god', 'sangat cantik', 'it looks easy but it is hard!', 'plzzzzz tall me lipstick kasa laga', 'awsome broo', 'wonderful video', 'i liners', 'nice to alll', 'make up is so good', 'good style', 'very good', 'waoo nice', 'wow... thank you about your tips !!! very useful for me ! i love the fishtail liner~ look pretty all', 'my darling your looks are wonderful! thank you so much! it was great to watch it!! i am going to try a lllllllll of them!!!! super kisses my darling!!!', 'awesome eyebrows make up', 'superb lupe netro', \"i don't know why but i think i'm gifted to have my eyes/eyelashes/whatever because most people compliment me for saying that i look like i'm wearing eyeliner but i'm actually not. my lashes are thick and long so i don't need mascara either. btw are you a fan of exo?\", 'waoo nice', 'suppppperbbbb......', 'looking nice', 'oswemmmmmmm', 'nice video', 'daily k lyeye', 'rhymes', 'niceeeee', 'very nice!', 'plz talk in hindi', 'you are looking very nice', 'wowwwwwwwwwwww', 'nice....', 'nice', 'what brush did she use?', \"it's really helpful for me thank u for this lovely video \", 'sorry but i am not under stand your language properly', 'super', 'nyc video', 'very nic', 'very nice.....', 'sooo swtttt', 'i like you video', 'i know how to use eyeliner... how did i get here', 'soo nice ', 'like it', 'superb!!', 'mantap', 'tapke parke', 'dobul line is osm didi', 'you make this look so easy! after mumble mumble years of doing eyeliner, i still struggle with cat eye and i was doing that before it was popular!', 'waw', 'wow i like it', 'o m g', 'loved this video', 'nice i like it', 'good', 'awesome', \"love the video!! i also made a makeup tutorial,\\xa0but my videos aren't getting much attention yet ((\", 'wao very nice eys', 'very good', 'i like this video', 'wow! ', 'plz name liner and brush', 'mere ankhun py liner sut hi ni karta', 'its really helpful for me', 'very useful nice', 'osm', 'can you do a daily routine? bc you have such flawless skin!!!<3', 'hindi me bk', 'i like 6 bolden', 'nice', 'very nice to good', 'your eye is very nice', 'nice..but her eye makeup has made her eye area a bit dark..like if u agree', 'yo i swear idk why so many asian people find double eyelids to be better than their monolids, i actually wish i had monolids because eyeliner is so much easier to apply', 'mast', 'nice', 'it was fab.....', 'very sweet', 'wow ...', 'how nicy', 'gud eyes', 'nice video..', 'nice video', 'you are ridiculously beautiful ^-^', 'i like ur vidio so much', 'eye', 'i like u style', 'thanks it is really helpful for me and my family', 'ur so btyfl', 'please answer me', 'lupe nitro nice eyeliner', 'awesome', 'good job', 'greesa', 'waw', 'awsm designs frnd!', 'what is that ur using', 'tnxxx', 'you are adorable', 'awesomee', 'baaal', 'hold my beer', 'love love love this tutorial my fav x', 'is soo pretty', 'wow', 'steady hand! ', 'who else came here only to see how she puts her foundation on ?', 'my cousin shanya has vitiligo and she has one white hand and one black hand and has been faking a relationship for a year now(by taking hand holding pictures)- if thats not iconic i don’t know what is.', \"i came here to see how she puts the foundation on, but now i'm just in shock that she applies her face mask with a fork\", 'winnie ya not supposed to use a metal spoon with the aztec clay wahhh', 'when she put the eye drops in my eyes started watering and i couldn’t stop blinking', 'all the comments are stop hating on her but i cant find any hate comment ', 'anyone else couldn’t stop looking at her lips?? they’re perfect ', 'i can’t believe people give her a hard time for covering her eyelids when most ppl wouldn’t have the courage to not cover their whole face with foundation if they had the same skin condition. kudos to her ', 'use me as a: we need zendaya next button ', 'can we all take a minute to appreciate winnie’s beauty she is a true winner', \"please people who will try the clay mask after this: don't use metal when mixing\", \"i discoverd her on america's next top model and sadly she wasn't one of the nice ones ..\", \"i wish society accepted michael jackson's vitiligo as they're doing with winnie and others. all i remember that he was crucified by every media platform about something he couldn't control.\", \"zendaya next please, i've been asking for soooo long \", \"she's the definition of artist, painting her master piece on her beautiful self\", '“i wish i had bushy brows”', 'the foundation part 10:10 :) thank me later ', 'vinegar on your face seems like a bad idea', 'beauty gurus: uses overpriced brushes to apply masks', '“you have to protect yourself no matter what job you’re in” ', 'i’ve had vitiligo for 20 years, and i’ve never been more confident in my life.. ', 'i love how she tries not to cover her vitiligo at all, especially around her eye area ', 'shes using a metal fork for that mask, oh no :(', 'no hate but i will never forget how ungrateful she was to tyra banks...', 'her lips looked better before the make up. ', 'when she showed the pic of her eyebrows before , i mean ive never related to something more', 'she’s honestly so beautiful i can’t', 'i’m just shocked that she doesn’t use spf especially with her vitiligo? not trying to hate just a comment', \"i really love her personality, and she's also very pretty\", 'bro i loved this woman, she is beautiful, funny and sensational.', \"wtf???? she started the video so i thought: omg she ready, but no, it's just the perfection of her.\", 'you are really beautiful i don’t mean that way welp your more prettier then me', \"i absolutely love how winnie embraces her skin, she's so stunning is every single way\", 'god is a women. and like this.', 'please bring aubrey plaza so that she can show us her makeup', 'we need willow smith skin care routine/make up time!!!!!!!!!', 'this called me ugly in 7 different languages', \"i can't get over her lips. i mean they look like somebody drew them. they are that perfect.\", 'her face is almost like a proof the existence of god/something bigger, just look at it! so beautiful and unique', 'who else loves that she avoids her white parts such a beautiful woman', 'she is so beautiful and she is herself i have egzima i be myself you go girl', 'very interesting. i never seen skin like that and i genuinely came to see how you do your makeup. very good! beautiful skin ', 'she has the most beautiful lips wtf ', \"ohkay she's vitiligo and she does not cover it. because she's been sold out only because she has vitiligo\", '10:14 that’s the reason why i love her so much. ', 'what are the eye drops she used to make eyes whiter?', \"she's got the perfect lips \", 'please bring lana del rey to do her make up', 'i wish i had big bushy brows wtf you have big bushy brows', \"you're not supposed to use metal tools with the aztec clay mask when she did thag my heart hurt.\", 'she’s so beautiful with or without makeup ', 'she is soo beautiful and is such an inspiration to girls. i love her so much', \"omg i looked on her lips whole vid, they're gorgeous\", 'am i the only one that doesnt like her bc of how mean she was in antm? lmao', 'i really wanna know what the brand is of the eye drops she puts in in the beginning? ', 'she’s so beautiful ', \"my cousin has vitiligo she wasn't born with it so when she got it she cried but now she loves it\", 'she had to give an explanation as to why she was covering her eyelids. she must have been slightly scared of getting backlash for that. it is crazy that these people cannot do anything without getting backlash and being criticised. ', \"my late mother had vitiligo and i thought she was a special and most beautiful woman i'd ever seen.\", 'she’s beautiful ', 'who else puts eyedrops on their face?!?!', '“cause this lace is expensive” me too', 'why do i feel like this isn’t how her personality actually is, it all seems so forced.', 'was that a fork she used', \"really i love how you're different mix with caramel's skin and pale white very gorgeous\", 'she’s gorgeous but i kept wondering about the fairer areas of her skin and sun exposure. i’d imagine vitiligo patients mush be very cautious with sunscreen and outdoor activities.', \"she's the most gorgeous woman! i like her skin.\", 'we need blake lively next!! imagine how fun it’d be', \"when you lived through the days of dark liner and lip gloss and thought we'd moved past it and it's now coming back. why.\", 'maravilhosa! assisti o video inteiro em inglês, sem legendaaaa e eu nem falo inglês. ', 'she is courageous, confident, beautiful and i love her.. i know people give her a hard time to me our imperfections make us who we are none of us is perfect...', 'eye drops on your skin to get the red out?!! amazing!!', 'i love her but her past ruined the vibe of this video', 'i just realised that everyone is beautiful sometimes it just takes the right person to see it', \"winnie after makeup lowkey looks like kim's twinn\", 'imagine she bought two different foundationf or each-', 'her skin actually looked really good after her homemade mask.', 'you’re not supposed to use metal in aztec clay, right?', 'her eyeshadow is so bad', 'beautiful person and a warm, friendly personality. what’s not to love !!!', 'i’m going to be honest, when i saw the thumbnail, i thought that this video was of someone with white skin, doing their foundation as if they were black. i’m in awe at the confidence you have to not cover up the lighter skin. i don’t judge anyone who has this condition if they do cover up but i wish i had your confidence! ', 'please make one of these videos with blake lively!!!', 'my new idol is youyoure so pretty for me', \"ariana grande next please i've been waiting for her so long \", 'as soon as i clicked this video i saw an amazing model', \"tbh, couldn't stand her in antm\", 'no one:', 'i also have vitiligo and feel uncomfortable, especially when i am in bikini.', \"omg im pregnant she's gorgeous\", 'i love how she accept who she is. i love u', \"she's so beautiful. for real.\", 'she is the epitome of “beautiful on the outside, ugly on the inside”', \"it's so insane that vitiligo even exists. the human body is so insane. also winnie is so incredibly likeable\", 'this woman has a sour personality.. her attitude is not beautiful', 'i love her confidence.', 'she is so beautiful ', 'this video is so relaxing i love this look her voice is so soothing', 'lots of love for you girl, keep on slaying', \"i can't like her after antm and i feel very bad for that \", 'i wanna see once when the mouth area are covered, just to see how it looks ', 'let me take a moment to say, you r beautiful!', 'eu amo essa mulher ', \"this is my 2nd time watching her video! hello guys! let's be friends hit like!\", 'i thought she was pretty down to earth in the video but then i saw the comment section.....', 'she said the brush looks like a cats paw omgggg so cute', 'omg i love her so much <3', \"i've never known her before but now i love her already \", \"beautiful inside & out. here's to your successes and many more to come! \", \"i heard she's mean in real life. don't be fooled guys\", 'winnie has such a beautiful smile! adore!', 'she looks so beautiful i love her skin it’s amazing i’ve never seen one of these people do makeup i love you gurl :3 your perfect and your a model woah :3', 'she’s so beautiful ', 'she’s stunning but her attitude isn’t going to cut it ', 'this was a really good upload. she killed all of my curiosities. hopefully, they do an albino model next', 'when mixing aztec clay, i thought it said not to mix it with a metal utensil? ', 'she’s just so beautiful ', 'your skin is amazing!! your so beautiful. ', 'her lips are so perfect and pretty i cant stop looking at them ', \"metal messes up the bentonite clay. if you're going to use it, mix with none metal utensils.\", 'she’s so unique and so beautiful', 'i love how she put her face mask on with a fork', \"i've always wondered how sis did her foundation\", 'yessss, ive been waiting for this video!! been confused about how to do my own makeup with vitiligo for so long ', 'that lace is laiddddt ', 'i absolutely love winnie ', 'i love how she uses fork to apply her mask gracefully.', 'u aren’t supposed to mix the aztec clay mask with a metal utensil,,,,,', 'your not supposed to use metal with the clay mask ', \"i'm a japanese\", \"she's so freekin gorgeous \", \"she's so beautiful! \", 'you may be pretty but what if the world was blind, who would you impress?', 'she is stunning ', 'i was wondering about the method u follow for fondation to keep this beautiful face colour u have... it’s good to be special and beautiful ', \"this was on my recommend and i'm glad i watched it\", 'god bless & save all of the world ', '“i wish i had fuller brows” ', \"she's so gooojuss! i cant\", 'i was holding my breath when she had that fork near her eyes, oh my god.', 'pro tip:', 'noooo girl u cant use metal in aztec clay', '@mixedmakeup needs this beautiful girl!', 'her lips are so nice she’s so gorgeousss', 'she might be strong and pretty but her personality aint it', \"she's so pretty \", 'she’s absolutely beautiful ', 'i love this girl so much', 'winnie harlow is just gorgeous ! ', 'ur not suppose to use any kind of metal wen using ashtec clay mask and apple cider. its written at the back of the tub.', 'i’ve always been terrified of eye drops ', \"i'm so proud of you sis you deserve the best \", 'you’re gorgeous ', 'i love this shes amazing i love her confidence', 'vogue. please make this video or 72 questions with lana del rey ', 'wow, a model using drug store skin care products !! i stan', \"you can't use a metal fork with green clay bc it loses all its properties !!!\", 'love how she used the eye drops on her skin ', 'after i watched this video now i want to name my future child winnie', 'umm...the first thing on the aztec clay container tells you not to let the clay come into contact with metal.', 'i love her! wow ive never seen her talk? shes so real and cute and raw <3', 'this is so beauifual thnak you for the video x', 'wow. her skin is genuinely so cool!!! i’m amazed ', \"she's so gorgeous \", 'now if only she stopped calling dark skin girls roaches.', 'gorgeous ', 'that orange confusion ', 'this is the most beautiful beauty tutorial ever', \"i'll never forgive her for what she was like on antm. she is so fake\", 'what was the first brand of eyedrops?', \"omg. she's beautiful and a true inspiration. i also have vitiligo and she has inspired me to show my skin as it is. thank you for this vogue \", \"she's so pretty!! \", 'where is zendaya vogue consider this an ultimatum', 'thank you, love the video ^^', 'never realised her eyebrows are that great !! love them', \"wow, she's so beautiful in every possible way.\", 'she’s art ', 'gigi hadid ', 'winnie, thank you. your confidence in yourself truly inspires me. your a wonderful role model, for everyone especially, young/teen girls in this generation it can be hard, because we all have so many insacurities, with social media and stuff. but, thank you, your just so beautiful inside and out!! xx', 'she is soooo beautiful! ', 'she has really nice lips ', \"didn't she make fun of another black celebrities natural hair ?? and everything i've read about her is that she's a pretty sour person. she cute but not that cute....\", 'i never knew that winnie was canadian', \"omg, you're so beautiful\", 'wow i never heard of putting eye drops on skin lol', \"i love what she stands for! i think she's so frickin beautiful and she seems to have such a warm, kind energy and that's so, so cool.\", \"you are so incredibly beautiful! everything you are doing is perfect. it's good to start with , but you could do entirely the wrong thing and still be right, because you are a wonderful soul, and it shines outward. :)\", 'she did that. i remember watching winnie in latoya’s vlogs before i ever knew she had a big modeling career. that makeup look was flawless', 'gosh i just love her confidence and everythings shes absolutely b e a u t i f u l like she flaunts her skin so well and makes it look amazing', 'the sound of the fork in the cup', \"70℅ of the comment section saying she's cancelled and has a bad attitude but noone bothers to tell us why. lol\", \"honestly, she's so beautiful\", '10:35 she legit looks like a giraffe ', 'the whole makeup is amazing! i just wished you would’ve used a different color on your lips. but you are beautiful nonetheless with or without any makeup!!', \"she's so pretty i have lost the ability to\", \"gurrllll you're only there coz of tyra! give credit where credit is due\", 'i love her personality. she seems really centered and mature. these are the vibes!', 'she is so beautiful thooo', 'winnie!! ur not suppose to use a metal utensils to apply it gets rid of the healing properties of the acv & clay! i use all the same products for my face mask', 'positive sun ', 'u would be more gorgeous if u had a nice personality sis , what a shame ', 'it is a very beautiful vitiligo, look like a flower around her lips and nose', 'female michael', 'sis, whoever laid this lace did dat!', 'i love her skin it’s so pretty', 'i love you, winnie harlow. truly one god has loved you very much before you were born. honesty, you are still beautiful. i love it. ', \"you're pretty \", 'her foundation is too orange. she has beautiful skin, and a very pretty face bone structure.', 'uma pessoa maravilhosa! ', '1:00 i kinda didn’t expect that...', '10:26 you’re welcome', 'she’s gorgeous ', 'she \"bakes\" around the mouth - where\\'s no make up/ foundation on. and the \"signature lip \" only lip liner and gloss? i meaaan gurrrrl! lol this sounds like a hate comment but it\\'s not ment to be.', 'if only her personality was as pretty as her <3', 'omg she is so beautiful ', 'a gorgeous human being!', '5:20 i see i see, quick promo', \"shes the one that shaded tyra after tyra gave her, her big shot. shes problematic af and i'm out\", 'winnie we love you....stay amazing', 'you’re so beautiful', 'i came here to see how she puts her foundation ', 'i was wondering why so many people use eye drops when doing their makeup ... is it to make the white of their eyes more prominent??? i never thought that was a thing', 'thank you vogue for this beauty content. im so bored and tired of all the problematic gurus on youtube', 'representing jamaica well!!!', 'you are gorgeous! i love your mouth,eyes and hair.', 'metal utensils deactivates aztec mask. stop using metal.', 'gorgeous girl ', 'her lips look sooo amazing', 'she is so pretty ', 'you are so gorgeous girl!and i think you know it.you rock everything you put on!power!my great grandma was named winnie !', 'without her skin condition she would be just like any average ig influencer', 'she is so pretty ', \"she's pretty even though she had vitiligo \", 'she’s gorgeous ', 'inspiring ', 'lol talks about antm as “quite a learning experience”. she had beef with every person on the show', \"i thought you shouldn't use metal when mixing your clay? love the video btw!\", 'her eyebrows are amazing, love them', 'she’s so beautiful', 'felt awkward watching this. like she is trying hard to be nice and all good, but like all the comments here we shall never forget how shady and ungrateful she was with tyra. never bite the hands of those who helped you, girl. sorry for the hate. ugh. ', 'i love how she used the fork to put on her mask ', 'i have vitiligo i really admire her and i love how she applies her make up on her eyelids. such a queen', 'wonderful confidence', \"anyone who commented they love her personality or is a fan of her most likely have never seen her on antm. she's pretty alright but she has the worst attitude and personality, i can't stand her.\", 'she is so beautiful bye', 'why is she so perfect ', 'hm..using the clay with a metal fork defeats the purpose. it literally says do not use metal but i guess if it works...', 'she’s so beautiful', 'it’s bothering me that she’s calling her own palette “times” when the “x” in collabs usually implies “and” “kim kardashian times winnie” like its an equation lol', 'she is beautiful without makeup and with makeup ', \"it is funny, my grandpa and aunt both have vitiligo, i always knew this skin situation and it simply didnt shook me when i heard about you, it is so normal to me. i guess it's only about being used to it, and thanks to you winnie, people learn and hopefully open their mind about vitiligo\", 'omg you are just so beautiful! x', 'freaking beautiful ', 'she’s cancelled . her attitude towards antm and tyra was disgusting.', \"she's so pretty\", 'n her lips..i cant!!! she has a perfect lips', 'takes pride in being poc and wanted to do journalism. also fat shamed others and talks trash about other beautiful black women ', \"i actually just want to see her in one colour. like i'm not hating her skin right. just curious how she'd look. like in both pale and the other shade.\", 'i don’t see what everyone else is, she’s been a joy to watch!', 'she is so beautiful i’m shook', \"i'm watching the video because i have vitiligo too and think that persons like winnie helps to another people (like me) to accept many complex about our bodies.\", 'i cringed so hard when she used a mettalic spoon with aztec..', 'her voice is so calmingggg i love it', \"sis, you're perfect. i just need to know where you got your hair bc that frontal does not exist!!!!\", 'the most unusual faced girl uses the most normal makeup! stunning, gorgeous, humble and inspiring <3', 'i think whenever i’m stressed i seem to break out', 'her fingers though ', 'she is literally so gorgeous', 'dear winnie,', 'omg your lips perfect guuuuuusomg', 'she is stunning ', 'she’s so pretty', 'gorgeous ', 'gorgeous queen ', 'lol she’s determined to not give antm any credit smh', 'her lips and nose are so perfect ', 'this look kills ', 'you’re so gorgeous', 'she finally give tyra a credit uwu', 'she is so so so beautiful ', 'she said little shoelace brows ', \"she's so beautiful\", \"i don't wear makeup, but this was nice to watch.\", 'i love her and her hair so beauty', 'omfg i use the same clay mask and acv!', ' gorgeous!', 'what happened to his skin i am curious', \"just because someone acts less than pleasant for one moment in their life does not make them an ugly person forever... it makes them an imperfect person. . tyra banks has had plenty of ugly moments in her career, but all of you side with her because she ran the show and has more money. nobody knows what she's been through and everyone has the right to be upset and bitter sometimes ...\", 'she’s gorgeous', 'gorgeous! ', 'omg she is the most beautiful girl in the world ', 'omggg her lips r everything o my godddd', 'the metal fork with the aztec clay mask is giving me anxiety . iykyk', \"she's so gorgeous and cute and sweet\", 'your skin is so beautiful ', 'i am seeing her first time and shocked looking at her face and hands!', 'i see no problem for her covering her vitiligo, i mean we covered our blemishes, dark spots and dark patches on our faces with makeup so if some people are going to complain because she covered her vitiligo then i don’t think people should also cover their pimples and dark spots etc with makeup. let her live!!! gosh people are so judgmental. before you judge someone you better check yourself first no one is perfect ', 'interesting, she doesnt need lipstick. beautiful lips. ', 'she’s just so beautiful like what', 'this was so lovely to watch', 'she was so rude on antm', 'everyone watch winnie harlowe being rude for 10 minutes on youtube looll', 'her voice is so soothing to me omg idk why it just makes me feel so peaceful', 'she looks just like my big sister!!!', \"i came here to confirm for one more time how hypocrites are people...for her all the comments are good and she's beautiful but for michael jackson who also had vitiligo but chose to put makeup and even the color of his skin people are judging him and telling all these lies about him and laugh at him. hypocrisy to the maximum.\", 'i think we take makeup too seriously. it’s supposed to be fun', 'i had no clue she was culturally jamaican. i like her a little bit more now. ', 'your so prettyyyy', \"she's so beautiful\", 'we are using the same mask', \"everybody in the comment section are shading her but i'm just wondering why she calls the yellow shade orange\", \"she's so beautiful \", 'wahhh, nama aku juga winny, seneng bangett', \"she's very pretty tho\", 'what a beautiful woman! ', 'i wonder if she knows you’re not supposed to use metal with that mask', \"orange and purple such a new look.. loved it! i wouldn't have paired them.. it turned out awesome! i'm going to try it, thank you!\", 'honestly her vitiligo is so pretty!', 'nice look! congrats. ', 'this lace is very exspensive', 'i never thought your eye skin looks like that without makeup', '“the waistline cya wuk”', 'whyyyyyy vogue. she’s gorgeous but her personality is such a turn off. no thanks.', \"i got to know winnie through latoya forevers' vlog, who else?\", 'winnie is wonderful! ', 'i love hij <3', 'you are soooo cute and so nice x i honestly aspire to be as confident and inspiring as you x', 'do not regularly put eye drops in your eyes for redness. it will lead to long-term redness. no eye doctor would approve of eye drops to take away redness regularly. do not this. please.', 'she is a complete beauty queen!!!!!', 'ok, but her skin is just amazing. ', 'this video is so chill i love it.', 'can i say *she is one of the most strongest female model in victoria secret*?', 'beautufulll.', 'i have the same condition called vitiligo. it lowered my self esteem.', 'love love love love love her so much.', '1:00 wait', 'i was like “why does this video have so much dislikes” ', 'beautiful with or without makeup i love it !', 'you are so pretty !! u slay girlll !!', 'i thought ur suppose to use non-metallic things when dealing with bentonite clay... something about the negative, positive electrons/ions idk', 'linda', 'your beautiful ', 'i was just listening to her and this byeee reminded me of liza koshy', \"you're an amazing woman\", 'personally think she’s overrated and has a sour personality, having vitiligo just covers up her personality because she’s seen as inspirational but there’s other models with vitiligo with less problematic behaviour.', 'omg her makeup is sooooooooo nice but she’s so perfect she doesn’t need it i wish i was like that', 'she issssss very beautiful really! the unic don like me was in the way she made her lips :(her natiral color is beauty', 'i finally found out how americans pronounce nivea...it was not what i expected at all! ', 'her lips are so beautiful ', 'you are so beautiful :).', \"she's so good.\", 'why bring up antm if you are going to shade tyra and the show', 'she is so beautiful!', 'maravilhosa', 'i love youu are the best', 'omg you are so so so beautiful', \"she is very pretty but without vitiligo i don't think she would've arrived where she is. moreover she is kind of a bully, i'm amazed by how much appearance can be deceiving . it's useless being pretty outside if you're rotten to the core...\", 'she looks humble and pretty ', 'yeah... you’re not supposed to use a metal implement with that face mask, it messes with the properties... i usually use a plastic spoon and then apply it with a flat foundation brush', 'so beautiful ', 'maravilhosaaa ', \"no, please don't use a metal utensil with the aztec clay mask. that reduces the effectiveness of the mask.\", 'and the fork has her winning the \"beauty secrets\" best facial tool ever!', 'that lipcombo is a masterpiece', 'such a cutie, much love!', 'her lips ugh u r perfection hunny', 'wait hold up! she really did that used a fork for her mask and a metal one.', 'the colorization of her vitiligo reminds me of marble.', 'she is just so beautiful.', 'her lips look so good as in the look of it', 'she is very pretty i love the fact that she accept her self as she is she don t cover her vitillego i love that realy bravoooooooo', 'why people couldn’t be like positive when michael jackson was here he also had vitiligo.', 'what yall need 10:34', 'omg this girl more prettier than me when i do my makeup', 'yoooo! who needs a make up artist', \"where's phoebe tonkin on those things? pls\", \"if it isn't the 'self-made' model. would she had been in this vogue video if antm hadn't given her exposure so many years back?\", 'i have vitiligo on my left arm and i actually like it', 'omg!!!!', 'how beautiful is sheeee wow', 'why does everyone seem to have a problem with her lol what did she do to yall', 'she is so pretty help me', 'you should do one with huda beauty', 'i like the vitiligo ', 'you are gorgeous omg', \"what i've heard about her: 80% terrible personality (i've seen receipts) 20% unique looking. conclusion: you can be gorgeous and one of a kind but how you treat people will say a lot about you...\", 'there’s so much pressure not to cover up the vitiligo', 'please have nicola peltz do one ', 'that hair is incredible. jesus lol', 'is it just me who think that she has wig on? i mean i love her so much, she is so beautiful, amazing woman but i just noticed...', 'stop trying to make winnie harlow a thing.', 'wow she so beautiful.', 'i thought she was doing a foundation look . the mask was only in the middle lool', 'you are sooooo beautiful winne!! loooveee uu ', 'smh nobody asked for her', 'omg you should not use any metal when mixing the aztec clay mask', 'winnie: ', 'aw i use that mask too', 'she is so beautiful', 'so beautiful ', 'i love her ', 'honey, you are stunning!!!!!!', 'she is beautifulllllll', 'when she was putting the mask with fork like nooooooo', 'maravilhosaaaaaa', 'beautiful ', \"i'm happy to hear she likes her bushy brows, she actually looks better with natural bushy brows. i love my bushy brows too never want them arched ever again.\", '6:52 now i can see the shape of her eyes xd', 'why are people talking bout antm? she was a teen, people change. ofcourse i don\\'t know how she really is behind the camera, but you don\"t know too.', 'i find her so unlikeable', 'willow so pretty ', 'she slayed ', 'so beautiful ', 'so beautiful ', 'this is the least sponsered video they have. congrats', 'her lips ', 'ur beautiful...', 'she’s stunning', 'she beautiful and unique ', 'njirr gw kira tadi baby fey..', 'she’s so beautiful but i wish she was beautiful on the inside too', 'tip!! don’t use anything metal to mix the indian healing clay— the ingredients that make your skin “pulsate” will be deactivated when you use metal to mix it ', \"i wanna ask something...is someone who has vitiligo......her/his skin going to be white all over body or it's just half of it? \", '0.004861111111111111', 'homer simpson beard', '“i stand for what makes you feel comfortable” sis i really love you', 'she is sooo beautiful ', 'oh god so beautiful', 'am i the only one who thought it was shay mitchell?', 'did anyone catch the name of the french moisturizer?', 'she is so beautiful i cant', 'you are so pretty!!!!!', 'this women is so amazing', 'you are very lucky girl, and very beautiful,', 'she has such beautiful lips', 'her lips are gorgeous', 'elle est très belle et exceptionnel ', 'the way she talks and her mannerisms = kylie jenner. ', 'omg she looks so confusing', 'it must be depressed in heaven all the stuff all over your face', \"noooooooo you shouldn't use metal with aztec and cider. no no \", 'i cannot get over how beautiful you are!', 'omg i was used to love her so much, but since i saw how mean she is, it was a big no honey', 'winnie’s makeup is stunning and she’s absolutely beautiful with or without makeup i enjoyed this tutorial ', 'youre not suppose to use metal for the aztec clay ', 'dang who threw a brick at her?', 'wow you so cute ', 'the waistline can wuk....', 'baby! she is a master! what a demonstration of self knowledge', 'whoa she really is a beauty', 'hiiii, would you mind taking a look at my first video on youtube?? if you have any advices, ill take them!:)))', 'there should be an acid attack survivor model too.', 'my queen and forever girl crush miss emma watson please!!!', 'true beauty.', 'next time use a plastic fork for that bentonite clay gorgeous', 'cream anti age are all bullshits!!!', 'your face is art! what a beaut!', 'sorry but i stopped watching once she mixed aztec clay with a metal fork...that made to whole mask pointless and leads me to believe i cant trust anything shes saying', 'so pretty ', 'maravilhosaaaaa', \"what's the instrumental in background?\", 'everyone wants zendaya to do one but i hope she doesn’t cause everyone just complains about the products they’re using and how they’re doing it wrong as if the model doesn’t usually have better skin than the person complaining', 'is that a wig?', 'you are gourges', 'you are so beautiful ', 'he bberfol', 'everyone in these comments need to chill. ya’ll acting like she kicked ur dad or something. ', 'every time i wonder when i imagine her with one colour skin... she will glow moree....', 'i love this channel i have just recently subscribed', \"you don't need makeup to hide your true self you look beautiful the way you are, different or not.\", 'those eye drops she used are great if your a stoner too', 'she is an average beautiful girl but became a famous model because of vitiligo.', 'shes gorg, but this makeup look was most def not it', 'so beautiful maybe i am crying', 'i love u so mush winnie', 'she is so cute ', 'sorry this ain’t it, she’s beautiful but so rotten! she’s fat-shamed women, makes fun of modes with natural hair, and had beef with everyone on antm! including tyra! ', 'she is so pretty', 'please do zendaya and madison beer ', 'she is so pretty', 'how can a person be that perfect. she is even more beautiful without makeup like how', 'omg after the mask and the toner the difference is so noticiable, never underestimate your skin products ', 'i have this disease at my mouth but why a lot like you when i see you really feel confident .. and also follow bts for this i have confidence myself thanks to them', 'who watched her on americas top model!!me', 'omg her lips look at her lips!!!', 'at 15:10 i actually thought she finished..o-o', 'the metal fork is defeating the purpose of the aztec clay mask.', 'this lace ', \"she's soo pretty\", 'her at 13 looks better than most adults. like wtf how', \"i have the disease too but not too much and i'm so happy to see someone embracing it\", 'she is so beautiful', \"i don't care what anyone says i love her she's amazing\", 'camilla cabello makeup please!! how long should we wait for it ', 'she is so pretty. ', 'she is so pretty', 'which lashes she used they are very beautiful? ', 'when she was doing her skin care my mind was screaming you forgot the neck', \"it came to the time where people are aware of what vitiligo is. because i remember when michael jackson said he has vitiligo, people thought that there's no such thing as that and they don't believe him.\", \"i wonder how she'd look like if she's all white and vice versa\", 'no sense of the whole video,if there is no foundation ....', 'okay, but how about being grateful to tyra! you should try it too! ', 'dam! those lips are the bomb.', 'what lashes sis!!', 'so pretty', 'i still remember when an antm photographer called her “panda” shady ;(', 'my goodness she really does makeup really well. i wasnt a fan of the lip color with this eye look. but my goodness that foundation is on point. even her brows are amazing. the palette does seem nice. i kinda would like to see her do other palettes. thanks vogue', 'beautiful ', 'your beautiful', 'metal fork??? ', 'what foundation and concealer did she use?', 'dope. she could easily use make-up to cover her vitiligo but she rocks it w/ confidence. she must be such an inspiration to others w/ vitiligo', 'you need to be very self-confident to succeed in this very superficial world...', 'she is so beautyful', 'nice i like it', 'que maravilhosa', 'hermosa ', \"for those people's who judge her because of the reality in the past, every cycle was fake and of course the production ask to the contestants to act and create drama in the show to boost the rating, no big deal duh...\", 'her lips r such a nice shape and look so healthy i’m jealousssss', \"winnie's overrated. someone had to represent a previously overlooked group but if she didn't have vitiligo people wouldn't be fawning over her and she's not even a nice person.\", 'so beautiful ', 'wow!! those lips!! u are sooo pretty!!', 'shes so rude', \"she's a queen\", 'u r beautiful', 'what eye drops are they ? anyone know?', 'her vitiligo is so symmetrical (?) ', 'ah..yes . all great soldiers know that the best way to prepare for war is to rub useless powders and vinegar on their face. #happyveteransday', 'so cute and beautiful ', 'you are so beautiful', 'i dont knw y but i dont like her anymore... i just feel she is bitter with her words.. which is not good!', 'she is so pretty', 'so much beautyfull ', 'beautiful !!', 'much power to her !!!', 'what an actually icon', 'wait, is she using a met fork for her clay mask? girrrrl', 'still beautiful', 'ah you so prrety woah ', 'vogue. that background music was soooo relaxing ', 'is that a metal fork? for the aztec mask???!!!', 'as you can see, i spend all my time at the drug store', 'she is so pretty', 'hi. see u on other channels', 'guys do we have to be so rude towards her personality? why us woman have to be so cruel to other woman? like bruh she seems chill calm ur self’s lmao', 'your face , and personality scream supermodel!', 'lana del rey pleaseeeeeeee', 'your so pretty', 'wow! beautiful ', \"you're not supposed to use a metal spoon when using the aztec clay mask\", 'fork scraping intensifies', 'they should do melanie martinez', 'i love her sooo much', 'u r so beautiful', 'the fact she had to explain why she was covering her eyelids is probably cause people are to sensitive and would probably give her backlash.the people who would give her backlash probably don’t even have vitiligo', 'she is sooooooo pretty', 'what was the first eye drop she used?', 'deusaaaaa', 'i love her so much', 'she is soooo pretty naturally and her skin is amazing', 'she is really so cute', 'why does she put her mask on with a fork lol', 'with a fork make a mask? my mom its do it xd', \"isn't visine eye drops?\", 'anyone else’s eyes start watering when she was putting the drops in ', 'her lips care routine plz.', 'zendayaaaaaaa', 'she is very pretty !', 'she is perfec ', 'wow! you look so cooli love your skin', 'she has beautiful hands', 'she so cute ', 'tyra did give you your start hunny.', 'you are really self confident and perfect women.', 'visine, sis? really tho? there are soooooo many things you can use to dull redness that are actually good for the skin ', 'so would eye drops help rosacea ?', 'my sister also has vitiligo ', '“how can one be this beautiful?”', 'this video make me feel like a racist(sorry btw)', 'she’s literally the biggest example of beauty with no brain', 'lipstick was that good', 'where is zendaya???', \"you have to protect yurself, no matter what job you're in\", 'what foundation did she use', 'her putting on the mask with a fork is a whole new energy', 'i used to be inspired by her but now i just find her fake:/', 'she is ungrateful and shady!!!', 'am confused', 'omg she’s sooo beautiful', 'omggggg', 'she is literally so beautiful in every way possible, so unique and stunning, you truly are such an amazing creation ', 'love vid.', 'camila cabello pleaseeee', 'your soo pretty', 'i love your skin ', '15:29 she’s literally wearing a wig ', 'zendaya next please', 'how u got those eyebrows', 'ahh the metal fork makes me cringe', 'our body is our canvas a way to express our inner selfs ', 'beautiful', 'i like her open warm smile and eyes', 'you are so adorable and beautiful', 'i cant stop looking at your lips!!! how i wish mine is like that too. love you winnie!!', 'your lip color is so so so beautiful', 'ok i get the love your own skin advocacy going on here but cant you use foundation to even out ur face', 'omg you are beautiful', \"she is so pretty it's not fair for the rest of us \", 'everybody in these comments quick to judge a person first impression is not always the best.. whether u like her or not she still unbothered, booked and busy..', \"are you talking about hair damage?! girl you're wearing a wig!! just buy another one l\", 'i hate it because she spend more of her time for speaking and not to do her makeup really well.', 'she is so funny ', 'i love the way those things on her skin form a design it looks sooo ugh beautiful', 'i feel like people overglorify her ', 'lol at the visine on the skin', 'her lips are gorgeous', 'i am wondering what shade of foundation is she using.', 'alot of the people commenting on her personality are just commenting because others are. where is your own individual thought process? okay she may or may not have said somethings that don\\'t sit well with others. but dang, let the girl breathe . she is human. y\"all act like y\"all haven\\'t said things that may not have been in the best judgement. you live and you learn. you all act like you all know her personally. you don\\'t know what her personality is like....geesh . i liked the video tho.', 'yo wtf happened to her skin lol', 'on the back of that mask it specifically says not to mix the mask with a metal utensil because the vinegar eats at the metal.. but you do you', 'use this button as she’s pretty!', \"i like how when she put the foundation on she didn't cover her pigment skin on her face!!\", 'where’s latoya forever in the comments!?', \"she looks so exotic, naturally. like a lioness. it's impressive :)\", 'she used a metal fork to mix the aztec clay mask!!!! gurl no', 'she’s so beautiful wow ', 'it\\'s not \"what was i thinking\" that was the style back then and there is nothing wrong with it. everybody always trying to keep up with media sometimes its just so sad, note to self, be yourself.', 'this is simply not true.\\xa0bentonite clay\\xa0contains salts that create an ionic charge when dissolved in water, but\\xa0metal\\xa0has no effect on this - allure. shut up, please.', 'i always wondered what was her feeling after america’s next top model and i got my answer she wanted to stop modelling! it’s sad to see that this experience made her want to stop instead of motivating her but god had a plan for her and i’m glad she continued that path', 'you skin make up very hurt', '“times winnie” im howling', 'u so pretty omygash', 'she have beautiful lips', 'beauteful ', 'she is sooooo pretty', 'whoever reads this...', 'zendaya next please', 'her lips tho ', 'whats happend with the face???', 'finally a real entire makeup ! not only some mascara and blush because \"i already have a natural beauty\"', 'ariana next!!', \"i mean whatever it is. she earned it even tho she was discovered by someone and had some issues but let's talk about the aftermath, she worked hard for all her shows and probably that's why she is behind the lens and we all are commenting down here! she is pretty.\", 'her cupid’s bow is so pretty', 'her lips is gorgeous.', 'imagine waiting for her to get ready to go out on the town....', 'why do i see whitney houston in her?', \"omg aztec and ac vinegar shouldn't have contact with metal. pls take care\", 'she is super skinny yet she has a great smooth skin', 'pretty', '‘boots in london is my fave’ girl same, i go everyday. it needs more recognition', 'she looks like australian cow ... i love her', 'so hot !', 'so beautiful', 'i am not a big makeup person, but i enjoy watching others get creative with doing their makeup!', 'i am so jealous of your lips', 'can someone list the products she uses?', 'so mf beautiful ', 'super beautiful make up', 'beautiful', 'she’s so beautiful.', 'can she say the n word', \"i saw her first in america's next top model. but i guess she changed her name. its good to see her shine after that. she even made it to victoria secret fashion show\", 'next vogue we need queen nicki minaj please please please ', 'casually applys face mask with a fork ', 'wait, did she use eye drops to make her eyeballs bigger? am i tripping? what did she say about the eye drops?', 'listen to me...she is a whole queen like wow', 'which concealer did she use?', 'no eyeliner.....', 'i love you!!!', 'wow so beautifulll ', \"this is what i've sign up for! visine for get rid of your redness!! brillian!\", 'beautiful', 'you are beautiful ', 'i love you', 'why she so pretty gosh', \"i don't even know who she is, i just saw a black woman, and was curious\", 'you are beautiful ', 'no importa el vitíligo ella es la mujer más hermosa del mundo', 'that metal fork for the aztec is making me cringe!', 'she seems like she has let fame go to her head and everyone else is on her shoe!', 'the metal fork deactivates the bentonite clay', 'what becca concealer was it', 'she curled her hair half way through', 'dont use a metal fork', 'nobody: ', 'wow her lips', 'plssss any1 who knows what she wears for baking stuff???', 'stunner!!!!', 'invisible toner.', 'you’re beautiful it takes a lot of strength to accept all our imperfections. god bless you', 'her facial structure is crazy', 'just pure beauty', \"so antm really didn't do that much for her career then\", 'wow i hate her after hearing she said something bad about tyra', 'ure not supposed to use metal spoons/forks when using apple cider vinegar.', \"she's actually not that pretty it's funny how people only like her because she has the skin condition\", 'i love her lips', 'real beauty']\n"
+ ]
+ }
+ ],
+ "source": [
+ "X1=[]\n",
+ "\n",
+ "#row i and column 1 -> 댓글들만 가져오기 \n",
+ "for i in range(sheet1.nrows):\n",
+ " line=sheet1.cell_value(i,0)\n",
+ " line=str(line)\n",
+ " line=line.lower()\n",
+ " line=re.sub(emoji_pattern,'',line)\n",
+ " X1.append(line)\n",
+ " \n",
+ "print(X1)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Tokenizer()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Using TensorFlow backend.\n"
+ ]
+ }
+ ],
+ "source": [
+ "from keras.preprocessing.text import Tokenizer"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Once fit, The Tokenizer provides 4 attributes**\n",
+ "+ word_counts: A dictionary of words and their counts.\n",
+ "+ word_docs: A dictionary of words and how many documents each appeared in.\n",
+ "+ word_index: A dictionary of words and their uniquely assigned integers.\n",
+ "+ document_count:An integer count of the total number of documents that were used to fit the Tokenizer.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "OrderedDict([('who', 94), ('else', 42), ('is', 807), ('shocked', 9), ('by', 42), ('that', 472), ('ending', 2), ('men', 7), ('take', 34), ('her', 474), ('swimming', 29), ('on', 373), ('the', 1297), ('first', 62), ('date', 18), ('to', 749), ('da', 4), ('doesn’t', 17), ('wear', 51), ('makeup', 513), ('but', 276), ('watches', 3), ('all', 169), ('videos', 82), ('“', 9), ('i', 1687), ('am', 86), ('beautiful”', 1), ('13', 15), ('44', 3), ('literally', 44), ('in', 315), ('middle', 4), ('of', 452), ('ocean', 17), ('you', 1173), ('should', 52), ('do', 309), ('an', 63), ('underwater', 17), ('photoshoot', 3), ('while', 12), ('wearing', 25), ('waterproof', 66), ('it’s', 55), ('sad', 9), ('see', 95), ('how', 224), ('many', 31), ('corals', 2), ('are', 409), ('actually', 51), ('dead', 8), ('due', 6), ('climate', 1), ('change', 11), ('and', 803), ('human', 9), ('pollution', 1), ('soak', 1), ('sponge', 9), ('setting', 21), ('spray', 23), ('nikkie', 130), ('out', 91), ('here', 43), ('living', 5), ('3019', 1), ('swear', 4), ('women', 9), ('too', 87), ('much', 150), ('if', 121), ('want', 49), ('know', 116), ('what', 221), ('they', 69), ('really', 160), ('look', 291), ('like', 452), ('them', 82), ('mermaids', 2), ('called', 12), ('were', 39), ('blinded', 1), ('glitter', 2), ('your', 568), ('lids', 3), ('nikki', 38), ('so', 824), ('its', 43), ('summer', 17), ('she’s', 62), ('also', 63), ('rockin', 1), ('cute', 91), ('bathing', 30), ('suite', 1), ('body', 20), ('looks', 166), ('amazing', 113), ('a', 719), ('full', 28), ('face', 167), ('rollercoasters', 1), ('idk', 15), ('when', 164), ('we', 81), ('getting', 17), ('video', 321), ('with', 291), ('ur', 92), ('future', 5), ('husbandd', 1), ('12', 22), ('05', 3), ('those', 55), ('lips', 79), ('brighter', 1), ('than', 30), ('my', 429), (\"can't\", 33), ('believe', 10), ('asked', 4), (\"'ocean\", 2), ('was', 239), (\"deep'\", 2), ('silly', 6), ('girl', 128), ('btw', 17), ('where', 84), ('did', 89), ('get', 100), ('swim', 16), ('suit', 43), ('dang', 8), ('“take', 2), ('date”', 2), ('challenge', 10), ('as', 98), ('that’s', 15), ('gonna', 24), ('stop', 13), ('me', 277), ('lol', 92), ('freaked', 1), ('she', 567), ('curled', 5), ('lower', 17), ('lash', 15), ('line', 19), ('props', 2), ('camera', 16), ('man', 7), ('for', 380), ('close', 7), ('jellyfish', 4), (\"she's\", 70), ('finally', 13), ('understanding', 1), ('people', 61), ('not', 177), ('just', 207), ('room', 8), ('wish', 38), ('knew', 11), ('supposed', 14), ('lick', 8), ('lipsticks', 19), ('before', 40), ('throwing', 3), ('absolutely', 19), ('killing', 2), ('it', 584), ('content', 15), ('at', 103), ('moment', 7), ('hold', 7), ('up', 221), ('have', 291), ('no', 120), ('make', 226), ('days', 13), ('fainted', 1), ('said', 46), ('“waterproof', 4), ('dna”', 5), ('had', 64), ('dying', 4), (\"i'm\", 91), ('this', 483), ('love', 528), ('eyes', 111), ('own', 12), ('liquid', 53), ('soooo', 18), ('definitely', 24), ('try', 62), ('next', 30), ('night', 1), ('omfg', 5), ('accidentally', 2), ('1', 28), ('25x', 1), ('legit', 6), ('thought', 49), ('drank', 1), ('coffee', 1), ('smh', 5), ('can’t', 14), ('wait', 26), ('james', 4), ('charles', 4), ('upload', 3), ('same', 45), ('week', 6), ('say', 42), ('he', 13), ('filmed', 3), ('over', 22), ('month', 3), ('ago', 9), ('lost', 7), ('footage', 3), ('come', 20), ('treatment', 1), ('ms', 1), ('today', 6), ('watching', 46), ('made', 24), ('crying', 4), ('worrying', 1), ('or', 110), ('thinking', 11), ('pain', 2), ('deep', 8), ('someone', 29), ('help', 21), ('swimsuit', 24), ('from', 139), ('need', 83), ('lot', 44), ('work', 16), ('incorporate', 1), ('“vlog', 1), ('style”', 1), ('into', 17), ('tutorials', 19), ('good', 135), ('didn’t', 14), ('“we', 1), ('going', 43), ('optimus', 3), ('prime”', 1), ('one', 160), ('product', 18), ('recommendation', 2), ('japanese', 3), ('brand', 22), ('kissme', 1), ('mascara', 31), ('even', 77), ('their', 37), ('remover', 3), ('because', 67), ('jaunt', 1), ('will', 60), ('off', 39), ('6ft', 1), ('something', 28), ('probably', 23), ('got', 47), ('looking', 45), ('beautiful', 426), ('most', 38), ('talented', 5), ('artist', 7), ('there', 53), ('whole', 22), ('world', 14), ('hands', 7), ('down', 17), (\"you're\", 65), ('awesome', 54), ('14', 21), ('51', 3), ('jheez', 1), ('mermaid', 11), ('second', 7), ('loved', 78), ('clothing', 2), ('then', 38), ('went', 23), ('gasped', 1), ('u', 233), ('test', 16), ('tlm', 1), ('colour', 19), ('changing', 1), ('foundation', 74), ('hi', 32), ('dylan', 22), ('yes', 15), ('multiple', 1), ('colours', 4), ('maybelline', 27), ('lip', 36), ('products', 46), ('survive', 2), ('5', 21), ('hr', 1), ('training', 1), ('truly', 7), ('“i', 7), ('meean', 1), ('burning', 3), ('oooon”', 1), ('about', 86), ('enter', 1), ('sea', 8), ('siri', 1), ('voice', 21), ('between', 5), ('“it’s', 1), ('now”', 4), ('meanwhile', 2), ('back2school', 1), ('ads', 1), ('attacking', 1), ('lipstick', 67), ('indeed', 1), ('stays', 8), ('forever', 10), ('d', 18), ('once', 15), ('any', 49), ('tips', 108), ('easily', 6), ('thanks', 96), ('ahhhhh', 1), ('unproblematic', 2), ('beauty', 77), ('youtuber', 6), ('new', 35), ('can', 161), ('talk', 18), ('jaw', 1), ('dropping', 1), ('recommend', 6), ('ppl', 6), ('sweat', 4), ('i’ve', 21), ('tried', 15), ('using', 59), ('becca', 2), ('24hr', 2), ('mac', 2), ('studio', 5), ('fix', 3), ('etc', 17), ('set', 10), ('start', 18), ('separates', 1), ('maybe', 9), ('i’m', 72), ('wrong', 13), ('primer', 12), ('’', 3), ('actual', 8), ('queen', 33), ('baby', 11), ('roll', 2), ('absolute', 4), ('favorite', 23), (\"it's\", 101), ('sooo', 30), ('omg', 134), ('happy', 18), ('og', 2), ('glow', 3), ('filming', 3), ('herself', 6), ('two', 12), ('piece', 4), ('kind', 23), ('big', 27), ('deal', 2), ('always', 66), ('warms', 1), ('heart', 6), ('confident', 8), ('become', 5), ('years', 25), ('stunning', 26), ('glad', 11), ('starting', 2), ('realize', 2), ('ilysm', 3), ('boys', 1), ('‘take', 1), ('natural', 47), ('face’', 1), ('fairies', 1), ('took', 7), ('dump', 3), ('eye', 134), ('died', 4), ('lmao', 17), ('vacation', 5), ('gotta', 5), ('now', 59), ('dive', 4), ('be', 133), ('purchasing', 1), ('glue', 6), ('cry', 7), ('church', 1), ('touched', 1), ('lashes', 65), ('finger', 2), ('woop', 1), ('rip', 4), ('inks', 5), ('opthalmologist', 1), ('tested', 2), ('safe', 4), ('according', 2), ('consumer', 1), ('care', 12), (\"don't\", 84), ('put', 65), ('friends', 25), ('aww', 1), ('showed', 6), ('resort', 1), ('stayed', 9), ('time', 60), (\"lion's\", 1), ('curaçao', 8), ('aquarium', 1), ('has', 74), ('weight', 4), ('plz', 19), ('share', 6), ('experience', 3), ('n', 25), ('routine', 36), ('way', 80), ('contest', 1), ('pick', 1), ('subscriber', 5), ('inspiring', 6), ('others', 12), ('keep', 26), ('“omg', 2), ('discussed”', 1), ('highlighter', 13), ('staying', 7), ('15', 16), ('00', 10), ('would', 74), ('husband', 3), ('besides', 1), ('think', 73), (\"you've\", 5), ('ever', 45), ('done', 27), ('light', 11), ('bright', 6), ('flirty', 1), ('yooowza', 1), ('youtubers', 3), ('use', 151), ('gives', 9), ('anxiety', 5), ('28', 2), ('cool', 35), ('day', 34), ('inspiration', 8), ('33', 3), ('suitcase', 2), ('they’ll', 1), ('find', 17), (\"'s\", 1), ('taken', 5), ('eyelids', 9), ('yaaaaas', 1), (\"'boyfriend\", 1), ('does', 64), (\"'\", 7), (\"boyfriend's\", 1), (\"makeup'\", 1), ('eyeshadow', 45), ('fairy', 1), ('dust', 1), ('photo', 2), ('riverdale', 2), ('cheryl', 3), ('blossom', 3), ('last', 16), ('part', 15), ('more', 116), ('rarely', 1), ('wears', 7), ('tons', 4), ('everything', 33), (\"let's\", 3), ('please', 98), ('‘doing', 1), ('underwater’', 1), ('disgusted”', 1), ('best', 78), ('intro', 5), ('real', 24), ('question', 5), ('buy', 15), ('bikini', 16), ('feel', 34), ('gross', 1), ('being', 27), ('loooooove', 1), ('heroin', 1), ('favorites', 1), ('far', 10), ('lord', 3), ('savior', 2), ('taking', 5), ('could', 32), ('cover', 17), ('crime', 1), ('laughs', 3), ('laugh', 8), ('tell', 45), ('hello', 13), ('skills', 1), ('however', 2), ('heavy', 5), ('opinion', 2), ('very', 150), ('curling', 11), ('bottom', 14), ('licking', 8), ('wooooah', 1), ('teach', 4), ('us', 31), ('saw', 22), ('emmm', 1), ('superstay', 5), ('matte', 10), (\"they're\", 8), ('since', 21), ('worry', 2), ('touch', 5), ('having', 11), ('curacao', 10), ('tom', 1), ('ford', 1), ('emotion', 1), ('prof', 1), ('r', 43), ('amazed', 5), ('holing', 1), ('dream', 1), ('after', 51), ('dry', 14), ('still', 46), ('honestly', 10), ('wet', 8), ('show', 17), (\"he's\", 6), ('3', 54), ('tereible', 1), ('yet', 11), ('rewatch', 1), ('times', 12), ('weird', 10), ('hear', 6), (\"that's\", 27), ('p', 6), ('louise', 1), ('16', 10), ('nightmares', 1), ('yasss', 2), ('needed', 5), ('tutorial', 44), ('live', 10), ('texas', 1), ('heat', 4), ('play', 2), ('melts', 1), ('inserts', 1), ('oh', 44), ('pretty', 193), ('doing', 44), ('hahahahah', 1), ('cracking', 2), ('scuba', 3), ('certified', 1), ('ass', 5), ('imagine', 12), ('formula', 4), ('goopy', 1), ('sticky', 2), ('chill', 8), ('god', 38), ('stay', 15), ('away', 11), ('fish', 20), ('jumping', 1), ('aweee', 1), ('fiancé', 2), ('adorable', 11), ('babe', 3), ('appreciate', 8), ('gorgeous', 104), ('without', 171), (\"would've\", 5), ('known', 4), ('threw', 2), (\"couldn't\", 6), ('stand', 8), ('stickiness', 1), ('couldn’t', 5), ('yell', 1), ('“nooooooooooo”', 1), ('entire', 8), ('some', 52), ('damn', 23), ('eyelash', 11), ('commitment', 2), ('right', 41), ('sisssss', 1), ('these', 63), ('items', 3), ('dutch', 4), ('unhear', 1), ('looooved', 2), ('ok', 16), ('fierce', 2), ('goddess', 8), ('giving', 8), ('vibes', 5), ('cant', 22), ('feeling', 5), ('polish', 3), ('youtube', 18), ('priceless', 1), ('dislike', 3), ('nikkie’s', 4), ('there’s', 9), ('shark', 7), ('seriously', 8), ('frecking', 1), ('scared', 9), ('uses', 14), ('says', 14), ('blender', 6), ('soacked', 1), ('broke', 3), ('relate', 3), ('seeing', 11), ('near', 3), ('tiger', 1), (\"that'll\", 1), ('kill', 2), ('staahhhpp', 1), ('maybeline', 4), ('super', 45), ('matt', 2), ('ink', 3), ('lipgloss', 3), (\"i've\", 37), ('been', 48), ('long', 40), ('already', 21), ('mom', 8), ('surprise', 2), ('dress', 2), ('nice', 124), ('barbecue', 1), ('sauce', 1), ('titties', 1), ('red', 20), ('turns', 4), ('spa', 1), (\"sauna's\", 1), ('hamam', 1), ('shower', 2), ('dinner', 1), ('guess', 6), ('cheap', 5), ('well', 29), ('netherlands', 4), ('€10', 1), ('you’re', 40), ('point', 10), ('laughing', 2), ('9', 15), ('48', 4), ('49', 5), ('back', 39), ('recording', 3), ('lil', 2), ('creatures', 1), ('drying', 4), ('l’oréal', 1), ('infallibles', 1), ('better', 29), ('personally', 4), ('remove', 5), ('either', 12), ('vaseline', 1), ('rub', 3), ('few', 6), ('minutes', 9), ('wipe', 4), ('tissue', 1), ('q', 5), ('fiancée', 1), ('perfect', 62), ('life', 34), ('travels', 1), ('places', 2), ('everyone', 23), ('school', 8), ('started', 9), ('weeks', 2), ('south', 1), ('american', 2), ('nikkiiiii', 1), ('vids', 11), 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('happend', 1), ('earned', 1), ('aftermath', 1), ('cupid’s', 1), ('bow', 1), ('town', 1), ('whitney', 1), ('ac', 1), ('‘boots', 1), ('london', 1), ('fave’', 1), ('australian', 1), ('cow', 1), ('mf', 1), ('nicki', 1), ('minaj', 1), ('casually', 1), ('applys', 1), ('eyeballs', 1), ('tripping', 1), ('beautifulll', 1), ('sign', 1), ('brillian', 1), ('importa', 1), ('vitíligo', 1), ('ella', 1), ('mundo', 1), ('fame', 1), ('shoe', 1), ('plssss', 1), ('any1', 1), ('baking', 1), ('invisible', 1), ('strength', 1), ('pure', 1), ('spoons', 1), ('forks', 1)])\n"
+ ]
+ }
+ ],
+ "source": [
+ "t= Tokenizer()\n",
+ "t.fit_on_texts(X1)\n",
+ "count=t.word_counts\n",
+ "print(count)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "5399\n"
+ ]
+ }
+ ],
+ "source": [
+ "#총 단어의 개수\n",
+ "print(len(t.word_counts))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "4474\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(t.document_count)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'i': 1, 'the': 2, 'you': 3, 'so': 4, 'is': 5, 'and': 6, 'to': 7, 'a': 8, 'it': 9, 'your': 10, 'she': 11, 'love': 12, 'makeup': 13, 'this': 14, 'her': 15, 'that': 16, 'of': 17, 'like': 18, 'my': 19, 'beautiful': 20, 'are': 21, 'for': 22, 'on': 23, 'video': 24, 'in': 25, 'do': 26, 'look': 27, 'with': 28, 'have': 29, 'me': 30, 'but': 31, 'was': 32, 'u': 33, 'make': 34, 'how': 35, 'what': 36, 'up': 37, 'just': 38, 'pretty': 39, 'not': 40, 'without': 41, 'all': 42, 'face': 43, 'looks': 44, 'when': 45, 'can': 46, 'really': 47, 'one': 48, 'use': 49, 'much': 50, 'very': 51, 'eyeliner': 52, 'from': 53, 'good': 54, 'omg': 55, 'eye': 56, 'be': 57, 'nikkie': 58, 'girl': 59, 'loren': 60, 'skin': 61, 'nice': 62, 'if': 63, 'no': 64, 'know': 65, 'more': 66, 'amazing': 67, 'eyes': 68, 'or': 69, 'tips': 70, 'great': 71, 'thank': 72, 'why': 73, 'gorgeous': 74, 'at': 75, \"it's\": 76, 'get': 77, 'wow': 78, 'as': 79, 'please': 80, 'thanks': 81, 'see': 82, 'who': 83, 'ur': 84, 'lol': 85, 'out': 86, 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'fyi': 1323, 'head': 1324, 'scary': 1325, 'merve': 1326, 'bu': 1327, 'corner': 1328, 'points': 1329, 'missed': 1330, 'gaps': 1331, 'worried': 1332, 'french': 1333, 'tf': 1334, 'daughter': 1335, 'form': 1336, 'became': 1337, 'nederlands': 1338, 'telling': 1339, 'speak': 1340, 'creative': 1341, 'xxx': 1342, 'coverage': 1343, 'ear': 1344, 'workout': 1345, 'hearing': 1346, 'van': 1347, 'community': 1348, '2019': 1349, 'plastic': 1350, 'late': 1351, 'strong': 1352, 'foundations': 1353, 'yesss': 1354, 'pronounced': 1355, '26': 1356, 'posted': 1357, '46': 1358, 'wouldnt': 1359, 'clear': 1360, 'bitter': 1361, 'shocking': 1362, 'trending': 1363, 'nu': 1364, 'heb': 1365, 'incredible': 1366, \"we're\": 1367, 'oren': 1368, 'anyway': 1369, 'un': 1370, 'turned': 1371, 'words': 1372, 'pr': 1373, 'gigi': 1374, 'hadid': 1375, 'working': 1376, 'hated': 1377, 'agrees': 1378, 'snapchat': 1379, 'technique': 1380, 'chance': 1381, 'lotion': 1382, 'humans': 1383, 'where’s': 1384, 'english': 1385, 'finish': 1386, 'total': 1387, 'colors': 1388, 'business': 1389, 'uploaded': 1390, 'wowww': 1391, 'slay': 1392, 'sensitive': 1393, 'ring': 1394, 'goals': 1395, 'three': 1396, 'careful': 1397, 'wished': 1398, 'removing': 1399, 'coz': 1400, 'apart': 1401, 'reminded': 1402, 'frustrated': 1403, '“i’m': 1404, 'rich': 1405, 'calm': 1406, 'i’ll': 1407, 'hurt': 1408, '4th': 1409, 'i’d': 1410, 'match': 1411, 'price': 1412, 'definition': 1413, 'roots': 1414, 'appearance': 1415, 'dove': 1416, 'circles': 1417, '19': 1418, 'triggered': 1419, 'imperfections': 1420, 'soul': 1421, 'pero': 1422, 'hehe': 1423, 'smile': 1424, 'recently': 1425, 'events': 1426, 'description': 1427, 'stan': 1428, '59': 1429, 'sadly': 1430, 'allergic': 1431, 'sooooooo': 1432, 'layer': 1433, \"loren's\": 1434, 'till': 1435, 'cracked': 1436, 'regina': 1437, 'george': 1438, 'tarte': 1439, '27': 1440, 'cutie': 1441, 'realized': 1442, 'shine': 1443, 'famous': 1444, 'philippines': 1445, 'aw': 1446, 'party': 1447, 'amazingly': 1448, 'blake': 1449, 'lively': 1450, 'ew': 1451, 'store': 1452, 'soft': 1453, 'explain': 1454, 'bcp': 1455, 'jojo': 1456, 'siwa': 1457, 'encanta': 1458, 'talent': 1459, 'presentable': 1460, 'wants': 1461, 'likes': 1462, '29': 1463, 'background': 1464, 'selamın': 1465, 'cheeks': 1466, 'smudge': 1467, 'social': 1468, 'internet': 1469, 'names': 1470, 'born': 1471, 'immediately': 1472, 'spent': 1473, 'effect': 1474, 'vc': 1475, 'basically': 1476, 'vibe': 1477, 'iam': 1478, 'read': 1479, 'along': 1480, 'calling': 1481, 'adding': 1482, 'anywhere': 1483, 'kindly': 1484, 'terrible': 1485, 'lustre': 1486, 'whoever': 1487, 'wasteful': 1488, 'cut': 1489, 'morello': 1490, 'channels': 1491, 'thin': 1492, 'fresh': 1493, 'freckle': 1494, 'sanitary': 1495, 'outstanding': 1496, 'shaved': 1497, 'darling': 1498, 'huge': 1499, 'brava': 1500, 'accent': 1501, 'brilliant': 1502, 'ridiculous': 1503, 'mess': 1504, 'soothing': 1505, 'preety': 1506, '2018': 1507, 'victoria': 1508, 'bella': 1509, 'https': 1510, 'areas': 1511, 'insane': 1512, 'correctly': 1513, 'crease': 1514, 'female': 1515, 'tape': 1516, 'answer': 1517, 'mujer': 1518, 'muy': 1519, 'fair': 1520, 'secrets': 1521, 'water': 1522, 'com': 1523, 'exposure': 1524, \"wasn't\": 1525, 'shut': 1526, 'dam': 1527, 'applies': 1528, 'eyelid': 1529, 'classic': 1530, 'regular': 1531, 'gap': 1532, \"ma'am\": 1533, 'fishtail': 1534, 'monolids': 1535, 'netro': 1536, 'waw': 1537, 'ariana': 1538, 'master': 1539, 'waoo': 1540, 'yar': 1541, 'ungrateful': 1542, 'lana': 1543, 'rey': 1544, 'warm': 1545, 'sour': 1546, 'covered': 1547, 'section': 1548, 'utensils': 1549, 'harlow': 1550, 'cider': 1551, 'properties': 1552, 'problematic': 1553, 'shady': 1554, 'jackson': 1555, 'ending': 1556, 'corals': 1557, 'mermaids': 1558, 'glitter': 1559, \"'ocean\": 1560, \"deep'\": 1561, '“take': 1562, 'date”': 1563, 'props': 1564, 'killing': 1565, 'accidentally': 1566, 'pain': 1567, 'recommendation': 1568, 'clothing': 1569, 'survive': 1570, 'meanwhile': 1571, 'unproblematic': 1572, 'becca': 1573, '24hr': 1574, 'mac': 1575, 'roll': 1576, 'og': 1577, 'deal': 1578, 'starting': 1579, 'realize': 1580, 'finger': 1581, 'tested': 1582, 'according': 1583, '“omg': 1584, '28': 1585, 'suitcase': 1586, 'photo': 1587, 'riverdale': 1588, 'savior': 1589, 'however': 1590, 'opinion': 1591, 'worry': 1592, 'yasss': 1593, 'play': 1594, 'cracking': 1595, 'sticky': 1596, 'fiancé': 1597, 'threw': 1598, 'commitment': 1599, 'looooved': 1600, 'fierce': 1601, 'kill': 1602, 'matt': 1603, 'surprise': 1604, 'dress': 1605, 'shower': 1606, 'laughing': 1607, 'lil': 1608, 'places': 1609, 'weeks': 1610, 'american': 1611, 'beyond': 1612, 'bathingsuit': 1613, 'issues': 1614, 'call': 1615, '“it': 1616, 'wasting': 1617, 'compliment': 1618, 'sweatproof': 1619, 'seal': 1620, 'petition': 1621, 'fell': 1622, 'lionfish': 1623, 'poison': 1624, 'adele': 1625, 'outdoor': 1626, 'relationship': 1627, 'hours': 1628, 'glamour': 1629, 'ariel': 1630, 'wont': 1631, 'ohhhhh': 1632, 'millie': 1633, 'everyting': 1634, 'bo': 1635, 'h8': 1636, 'push': 1637, 'sending': 1638, 'likely': 1639, 'missing': 1640, 'cutest': 1641, 'heyy': 1642, 'jouw': 1643, 'zijn': 1644, 'mooi': 1645, 'asap': 1646, '56': 1647, '—': 1648, 'ohh': 1649, 'dangerous': 1650, 'hahahaha': 1651, 'loreal': 1652, 'pop': 1653, 'yassssss': 1654, 'loveee': 1655, 'burnt': 1656, 'claims': 1657, '53': 1658, 'disgusted': 1659, 'ahem': 1660, 'couldve': 1661, 'i‘m': 1662, 'eco': 1663, 'thru': 1664, 'mental': 1665, 'france': 1666, 'race': 1667, 'cars': 1668, 'car': 1669, 'ittt': 1670, 'adel': 1671, 'marry': 1672, 'sephora': 1673, 'plus': 1674, 'healthy': 1675, 'expensive': 1676, 'euphoria': 1677, 'def': 1678, 'gif': 1679, 'updated': 1680, 'musical': 1681, 'location': 1682, 'goggles': 1683, 'bothers': 1684, 'screamed': 1685, 'ig': 1686, 'boss': 1687, 'poisonous': 1688, 'hoi': 1689, 'er': 1690, 'brands': 1691, 'awww': 1692, 'asf': 1693, 'scream': 1694, 'brought': 1695, 'meant': 1696, 'slow': 1697, 'walking': 1698, 'anda': 1699, 'drawing': 1700, 'attack': 1701, 'feels': 1702, 'viewers': 1703, 'kept': 1704, 'fingers': 1705, 'brave': 1706, 'depending': 1707, 'los': 1708, 'important': 1709, 'permanent': 1710, 'omggg': 1711, 'rest': 1712, 'shot': 1713, 'convince': 1714, 'mama': 1715, 'info': 1716, 'uhhh': 1717, 'class': 1718, 'por': 1719, 'main': 1720, 'worked': 1721, 'tube': 1722, 'opens': 1723, 'jeffree': 1724, 'effort': 1725, 'curlers': 1726, 'nikkei': 1727, 'app': 1728, 'pleas': 1729, 'mary': 1730, 'prime': 1731, 'uk': 1732, 'screwed': 1733, 'ha': 1734, 'este': 1735, 'vídeo': 1736, 'beach': 1737, 'dislikes': 1738, 'indian': 1739, 'extensions': 1740, 'diver': 1741, 'pressure': 1742, 'mistake': 1743, 'where’d': 1744, 'links': 1745, 'thiss': 1746, 'leuk': 1747, 'lushes': 1748, 'magic': 1749, 'eraser': 1750, 'removes': 1751, 'wrecking': 1752, 'enige': 1753, 'forgets': 1754, 'smell': 1755, 'scars': 1756, 'amo': 1757, 'official': 1758, 'borat': 1759, 'turkısh': 1760, 'translate': 1761, 'mins': 1762, 'growing': 1763, 'propose': 1764, 'rn': 1765, 'anybody': 1766, 'sunlight': 1767, 'tests': 1768, 'thnk': 1769, 'promoting': 1770, 'regarding': 1771, 'waar': 1772, 'bent': 1773, 'niet': 1774, 'bij': 1775, 'rocks': 1776, 'someday': 1777, 'unless': 1778, 'lemme': 1779, 'haven’t': 1780, 'buying': 1781, 'failed': 1782, 'outfit': 1783, 'ar': 1784, 'chat': 1785, 'would’ve': 1786, 'karen': 1787, 'stranger': 1788, 'welcome': 1789, 'tall': 1790, 'disappointed': 1791, 'solely': 1792, 'edits': 1793, 'tax': 1794, 'early': 1795, 'loose': 1796, 'bebe': 1797, \"should've\": 1798, 'marble': 1799, 'signature': 1800, 'opposite': 1801, 'nyx': 1802, 'wonders': 1803, 'exist': 1804, 'hou': 1805, 'lighting': 1806, 'darn': 1807, 'damaged': 1808, 'becoming': 1809, 'addicted': 1810, 'wash': 1811, 'england': 1812, 'commentary': 1813, 'hilarious': 1814, 'moved': 1815, 'awesomely': 1816, 'impressive': 1817, 'blended': 1818, 'skip': 1819, 'suggest': 1820, 'blend': 1821, 'echt': 1822, 'dope': 1823, 'bruh': 1824, 'paint': 1825, 'wild': 1826, 'envy': 1827, 'urban': 1828, 'decay': 1829, 'wife': 1830, 'movie': 1831, 'suits': 1832, 'recognition': 1833, 'swift': 1834, 'om': 1835, 'een': 1836, 'maar': 1837, 'lijkt': 1838, 'mee': 1839, 'wel': 1840, 'mooier': 1841, 'slayed': 1842, 'prevent': 1843, 'lion': 1844, 'giggle': 1845, '02': 1846, 'sides': 1847, 'stands': 1848, 'magical': 1849, 'lookin': 1850, 'wrote': 1851, 'whether': 1852, 'amaze': 1853, 'parts': 1854, 'photos': 1855, 'results': 1856, 'fishes': 1857, 'stick': 1858, 'pink': 1859, 'purple': 1860, 'soap': 1861, 'related': 1862, 'ish': 1863, 'amount': 1864, 'jelly': 1865, 'wasnt': 1866, 'explaining': 1867, 'steps': 1868, '11': 1869, '21': 1870, 'july': 1871, 'suggestion': 1872, '“how': 1873, 'strokes': 1874, 'upward': 1875, 'precious': 1876, 'boy': 1877, 'grown': 1878, '07': 1879, 'albino': 1880, 'friends”': 1881, 'changes': 1882, 'cameron': 1883, 'musty': 1884, 'excited': 1885, 'embracing': 1886, 'generation': 1887, 'cake': 1888, 'sassy': 1889, 'recognize': 1890, 'dryyyy': 1891, 'ingles': 1892, 've': 1893, 'moisturize': 1894, 'key': 1895, 'jenny': 1896, 'humphrey': 1897, 'woke': 1898, 'freak': 1899, 'noone': 1900, 'spell': 1901, 'deactivated': 1902, 'ladies': 1903, 'impress': 1904, '09': 1905, 'curse': 1906, 'candy': 1907, 'cares': 1908, 'rahhhhhh': 1909, 'reaction': 1910, 'uncomfortable': 1911, 'miranda': 1912, 'ngl': 1913, 'holly': 1914, 'somn': 1915, 'below': 1916, 'whoa': 1917, 'boi': 1918, 'crush': 1919, 'alissa': 1920, 'violet': 1921, 'amei': 1922, 'essa': 1923, 'ahh': 1924, 'supporter': 1925, 'happening': 1926, 'subscribers': 1927, 'aunt': 1928, 'oml': 1929, 'posting': 1930, 'personal': 1931, 'hour': 1932, 'lined': 1933, 'struggles': 1934, 'guilty': 1935, 'musically': 1936, 'vdo': 1937, 'anytime': 1938, 'complaining': 1939, 'petite': 1940, \"n'\": 1941, 'models': 1942, 'grateful': 1943, 'v': 1944, 'moisturizing': 1945, 'group': 1946, 'bare': 1947, 'faced': 1948, 'bubbly': 1949, 'throughout': 1950, 'belle': 1951, 'bored': 1952, 'topic': 1953, 'boring': 1954, 'singing': 1955, 'ure': 1956, 'hoping': 1957, 'sa': 1958, 'beat': 1959, 'spot': 1960, 'heaven': 1961, 'garza': 1962, 'entiendo': 1963, 'eres': 1964, 'mejor': 1965, 'idol': 1966, 'lool': 1967, 'acting': 1968, 'hater': 1969, 'hiiii': 1970, 'following': 1971, 'genetically': 1972, 'grandma': 1973, 'una': 1974, 'gusta': 1975, 'teeth': 1976, 'slight': 1977, 'germany': 1978, 'produce': 1979, 'catch': 1980, 'shimmer': 1981, 'estee': 1982, 'mention': 1983, 'reality': 1984, '06': 1985, 'thirsty': 1986, 'awsome': 1987, 'yr': 1988, 'gorg': 1989, 'sub': 1990, 'turkish': 1991, 'juga': 1992, 'bts': 1993, 'army': 1994, 'thingy': 1995, 'gifted': 1996, 'altyazi': 1997, 'fancy': 1998, 'process': 1999, 'grade': 2000, 'lowkey': 2001, 'breathe': 2002, 'bi': 2003, 'naber': 2004, 'speaking': 2005, 'ton': 2006, 'mixed': 2007, 'uhh': 2008, 'acho': 2009, 'nao': 2010, 'precisa': 2011, 'ate': 2012, 'mas': 2013, 'muito': 2014, '43': 2015, 'ways': 2016, 'gossip': 2017, 'wen': 2018, 'diff': 2019, 'send': 2020, 'transform': 2021, 'seconds': 2022, 'handed': 2023, 'angelsquad': 2024, 'omggggg': 2025, 'text': 2026, 'specifically': 2027, 'omgggg': 2028, 'shapes': 2029, 'mini': 2030, 'spatula': 2031, 'exists': 2032, 'pray': 2033, 'weasley': 2034, 'nars': 2035, \"who's\": 2036, 'agree': 2037, 'yellow': 2038, '7th': 2039, 'lonely': 2040, 'wolf': 2041, 'estée': 2042, 'ain’t': 2043, 'depressed': 2044, 'messy': 2045, 'chick': 2046, 'painted': 2047, 'subbed': 2048, 'authentic': 2049, 'irritating': 2050, 'sin': 2051, 'lived': 2052, 'keeps': 2053, 'benefit': 2054, 'filters': 2055, 'kardashian': 2056, 'mua': 2057, '35': 2058, 'quite': 2059, 'whilst': 2060, 'razor': 2061, 'explained': 2062, 'wouldn’t': 2063, 'keeping': 2064, 'twin': 2065, 'laser': 2066, 'lindo': 2067, 'discovered': 2068, 'popped': 2069, 'properly': 2070, 'ingredients': 2071, 'doable': 2072, 'brunette': 2073, 'amazon': 2074, 'bacteria': 2075, 'efficient': 2076, 'tnx': 2077, 'g': 2078, 'ahhh': 2079, 'adore': 2080, 'beautyfull': 2081, 'grows': 2082, 'beginning': 2083, 'pleasant': 2084, 'stunner': 2085, 'gisele': 2086, 'corners': 2087, 'perfeito': 2088, 'solo': 2089, \"hadn't\": 2090, 'silicone': 2091, 'thread': 2092, 'trimming': 2093, 'strobing': 2094, 'havent': 2095, 'listening': 2096, 'ideal': 2097, 'anne': 2098, 'marie': 2099, 'hairdryer': 2100, 'helps': 2101, 'bridge': 2102, 'youthful': 2103, 'patches': 2104, 'trash': 2105, 'vidio': 2106, 'uu': 2107, 'youu': 2108, 'cream': 2109, 'june': 2110, 'cup': 2111, 'linda': 2112, 'thnks': 2113, 'pay': 2114, 'attention': 2115, 'bk': 2116, 'elle': 2117, 'est': 2118, 'nooooooo': 2119, 'kaha': 2120, 'stubble': 2121, 'más': 2122, 'beutifull': 2123, 'negative': 2124, 'trait': 2125, 'harmful': 2126, 'legs': 2127, 'arm': 2128, 'smaller': 2129, 'tough': 2130, 'particular': 2131, 'realistic': 2132, 'fashion': 2133, 'lens': 2134, 'bravo': 2135, 'adriana': 2136, 'lima': 2137, 'blackheads': 2138, 'fades': 2139, 'www': 2140, 'support': 2141, 'prickly': 2142, 'tanned': 2143, 'complexion': 2144, 'yrr': 2145, 'underneath': 2146, 'cards': 2147, 'cham': 2148, 'para': 2149, 'fab': 2150, 'di': 2151, 'stamp': 2152, 'struggle': 2153, 'steady': 2154, 'complicated': 2155, 'plan': 2156, 'impossible': 2157, 'thanku': 2158, 'symmetrical': 2159, 'lover': 2160, 'cuts': 2161, 'kills': 2162, 'mamm': 2163, 'apne': 2164, 'kis': 2165, 'ka': 2166, 'messed': 2167, 'pro': 2168, 'fairer': 2169, 'rough': 2170, 'bite': 2171, 'unda': 2172, 'desires': 2173, 'beginners': 2174, 'suck': 2175, 'didi': 2176, 'bahut': 2177, 'acchi': 2178, 'nycc': 2179, 'equal': 2180, 'nyc': 2181, 'hit': 2182, 'vry': 2183, 'linear': 2184, 'kya': 2185, 'naic': 2186, 'watery': 2187, \"get's\": 2188, 'felicitaciones': 2189, 'están': 2190, 'grande': 2191, 'nic': 2192, 'wowwwww': 2193, 'bataiye': 2194, 'awsm': 2195, 'complete': 2196, 'sy': 2197, 'nam': 2198, 'houston': 2199, 'worst': 2200, 'achieve': 2201, 'flat': 2202, 'designs': 2203, 'yaar': 2204, 'horrible': 2205, 'covers': 2206, 'hindi': 2207, 'mumble': 2208, 'beer': 2209, 'cousin': 2210, 'holding': 2211, 'wahhh': 2212, 'watering': 2213, 'button': 2214, 'winnie’s': 2215, \"america's\": 2216, 'brows”': 2217, 'protect': 2218, 'banks': 2219, 'ready': 2220, 'willow': 2221, 'genuinely': 2222, 'eyedrops': 2223, 'mush': 2224, 'inglês': 2225, 'none': 2226, 'relaxing': 2227, 'hopefully': 2228, 'messes': 2229, 'wondered': 2230, 'confused': 2231, 'apple': 2232, 'drug': 2233, 'contact': 2234, 'stopped': 2235, 'teen': 2236, 'cancelled': 2237, 'rid': 2238, 'healing': 2239, 'acv': 2240, 'structure': 2241, \"where's\": 2242, 'deactivates': 2243, 'average': 2244, 'beef': 2245, 'purpose': 2246, 'winnie”': 2247, 'towards': 2248, 'fat': 2249, 'shamed': 2250, 'humble': 2251, 'waistline': 2252, 'latoya': 2253, 'regularly': 2254, 'overrated': 2255, 'useless': 2256, 'rotten': 2257, 'toner': 2258, 'disease': 2259, 'cabello': 2260, 'hermosa': 2261, 'beautiful”': 2262, 'climate': 2263, 'pollution': 2264, 'soak': 2265, '3019': 2266, 'blinded': 2267, 'rockin': 2268, 'suite': 2269, 'rollercoasters': 2270, 'husbandd': 2271, 'brighter': 2272, 'freaked': 2273, 'understanding': 2274, 'fainted': 2275, 'night': 2276, '25x': 2277, 'drank': 2278, 'coffee': 2279, 'treatment': 2280, 'ms': 2281, 'worrying': 2282, 'incorporate': 2283, '“vlog': 2284, 'style”': 2285, '“we': 2286, 'prime”': 2287, 'kissme': 2288, 'jaunt': 2289, '6ft': 2290, 'jheez': 2291, 'gasped': 2292, 'tlm': 2293, 'changing': 2294, 'multiple': 2295, 'hr': 2296, 'training': 2297, 'meean': 2298, 'oooon”': 2299, 'enter': 2300, 'siri': 2301, '“it’s': 2302, 'back2school': 2303, 'ads': 2304, 'attacking': 2305, 'indeed': 2306, 'ahhhhh': 2307, 'jaw': 2308, 'dropping': 2309, 'separates': 2310, 'warms': 2311, 'boys': 2312, '‘take': 2313, 'face’': 2314, 'fairies': 2315, 'purchasing': 2316, 'church': 2317, 'touched': 2318, 'woop': 2319, 'opthalmologist': 2320, 'consumer': 2321, 'aww': 2322, 'resort': 2323, \"lion's\": 2324, 'aquarium': 2325, 'contest': 2326, 'pick': 2327, 'discussed”': 2328, 'besides': 2329, 'flirty': 2330, 'yooowza': 2331, 'they’ll': 2332, \"'s\": 2333, 'yaaaaas': 2334, \"'boyfriend\": 2335, \"boyfriend's\": 2336, \"makeup'\": 2337, 'fairy': 2338, 'dust': 2339, 'rarely': 2340, '‘doing': 2341, 'underwater’': 2342, 'disgusted”': 2343, 'gross': 2344, 'loooooove': 2345, 'heroin': 2346, 'favorites': 2347, 'crime': 2348, 'skills': 2349, 'wooooah': 2350, 'emmm': 2351, 'tom': 2352, 'ford': 2353, 'emotion': 2354, 'prof': 2355, 'holing': 2356, 'dream': 2357, 'tereible': 2358, 'rewatch': 2359, 'louise': 2360, 'nightmares': 2361, 'texas': 2362, 'melts': 2363, 'inserts': 2364, 'hahahahah': 2365, 'certified': 2366, 'goopy': 2367, 'jumping': 2368, 'aweee': 2369, 'stickiness': 2370, 'yell': 2371, '“nooooooooooo”': 2372, 'sisssss': 2373, 'unhear': 2374, 'priceless': 2375, 'frecking': 2376, 'soacked': 2377, 'tiger': 2378, \"that'll\": 2379, 'staahhhpp': 2380, 'barbecue': 2381, 'sauce': 2382, 'titties': 2383, 'spa': 2384, \"sauna's\": 2385, 'hamam': 2386, 'dinner': 2387, '€10': 2388, 'creatures': 2389, 'l’oréal': 2390, 'infallibles': 2391, 'vaseline': 2392, 'tissue': 2393, 'fiancée': 2394, 'travels': 2395, 'south': 2396, 'nikkiiiii': 2397, 'clinique': 2398, 'perfecting': 2399, 'pwezzzzz': 2400, 'daym': 2401, 'wildlife': 2402, 'dipping': 2403, '“fondation”': 2404, 'seawater': 2405, 'clarity': 2406, 'islands': 2407, \"'it's\": 2408, \"summer'\": 2409, 'glimpse': 2410, 'sp': 2411, 'snacc': 2412, 'nickkie': 2413, 'hshddh': 2414, 'thrilled': 2415, 'somehow': 2416, 'urchin': 2417, 'summer”': 2418, 'drenched': 2419, 'smiled': 2420, 'length': 2421, 'proposed': 2422, 'imo': 2423, 'recreate': 2424, 'boat': 2425, 'dilon': 2426, 'mr': 2427, 'doooo': 2428, 'truuuuueee': 2429, 'heaadsss': 2430, 'gurlss': 2431, '“this': 2432, 'airport”': 2433, 'sksskshhgd': 2434, 'seat': 2435, '2010': 2436, 'slicked': 2437, '5826388888888888': 2438, 'asmr': 2439, 'eargasm': 2440, 'ayo': 2441, 'eva': 2442, 'seennnn': 2443, 'mate': 2444, 'foggy': 2445, 'exisct': 2446, 'somewhere': 2447, 'loolll': 2448, 'expecting': 2449, 'ohmygodddddd': 2450, 'lifeeeee': 2451, 'damnnnn': 2452, 'bbydoll': 2453, 'florencebymills': 2454, 'enjoying': 2455, 'deserved': 2456, 'wanting': 2457, 'damned': 2458, 'uhhhh': 2459, 'handsome': 2460, 'kingto': 2461, 'curcao': 2462, '“for': 2463, 'concealer”': 2464, '“fricken': 2465, 'cealer”': 2466, 'boundaries': 2467, 'canada': 2468, 'neeeeeeed': 2469, 'shopping': 2470, 'pics': 2471, '“eventually': 2472, '04': 2473, 'entering': 2474, 'bathroom': 2475, 'entertainment': 2476, 'responsible': 2477, 'rubbing': 2478, 'omgoodness': 2479, 'brooooooo': 2480, 'maniac': 2481, 'reefs': 2482, 'ogen': 2483, 'zo': 2484, 'thisssssa': 2485, 'adventures': 2486, 'fooooreeeeveeeeer': 2487, 'tipssss': 2488, 'opening': 2489, 'expose': 2490, 'cheating': 2491, 'unknowingly': 2492, 'ripped': 2493, 'greece': 2494, 'grwm': 2495, 'primers': 2496, 'combination': 2497, 'collab': 2498, 'ˏ₍•ɞ•₎ˎ': 2499, 'earths': 2500, 'eyeball': 2501, 'curucao': 2502, 'shimmery': 2503, 'infallible': 2504, 'permant': 2505, 'jefree': 2506, 'rituals': 2507, 'fortunate': 2508, 'liwwi': 2509, 'lipsti': 2510, 'ookey': 2511, 'venezuela': 2512, 'economic': 2513, 'crisis': 2514, 'vacations': 2515, 'lights': 2516, 'fluff': 2517, 'peek': 2518, 'driving': 2519, 'bb': 2520, '“oh': 2521, '“fiancé”': 2522, 'babeeee': 2523, 'thriving': 2524, '41': 2525, 'tatt': 2526, 'patiently': 2527, 'hippie': 2528, 'vintage': 2529, 'cringing': 2530, 'dived': 2531, 'szn': 2532, 'breakdowns': 2533, '“fairies': 2534, 'eyelids”': 2535, '118': 2536, 'degree': 2537, 'cockpit': 2538, 'photographed': 2539, 'girllll': 2540, 'suitttttt': 2541, 'algerian': 2542, 'piercings': 2543, 'subliminal': 2544, 'message': 2545, \"'i\": 2546, 'nymph': 2547, 'suupperrr': 2548, 'kan': 2549, 'vaker': 2550, 'nederlandse': 2551, 'video’s': 2552, 'maken': 2553, 'calmy': 2554, '“girls': 2555, 'stil': 2556, 'liquidlipstick': 2557, 'swatch': 2558, 'screams': 2559, 'iiii': 2560, 'aaaamm': 2561, 'liiiivvviiiing': 2562, 'yess': 2563, 'mold': 2564, 'success': 2565, 'marc': 2566, \"jacob's\": 2567, 'holiday': 2568, 'loveeeeed': 2569, 'technic': 2570, 'fearless': 2571, 'superstar': 2572, 'ester': 2573, 'budge': 2574, \"'must\": 2575, \"to'\": 2576, 'vacay': 2577, 'diamond': 2578, 'taht': 2579, 'chairs': 2580, 'beijos': 2581, 'oommgg': 2582, \"lovin'\": 2583, 'holland': 2584, 'bahamas': 2585, 'migrated': 2586, 'bodygoals': 2587, 'queennn': 2588, 'aaaahhhhh': 2589, 'funniest': 2590, 'dom': 2591, 'bonk': 2592, 'permanently': 2593, 'bruised': 2594, 'focus': 2595, 'computerized': 2596, 'asdlfkjadsfkljsahfksfh': 2597, 'sksksksk': 2598, '⏭': 2599, 'somi': 2600, 'interactions': 2601, 'nickie': 2602, 'whatt': 2603, 'cherlie': 2604, 'base': 2605, 'jumped': 2606, 'omgmgm': 2607, 'omggggggg': 2608, 'boo': 2609, '38': 2610, 'nou': 2611, 'ex': 2612, 'competing': 2613, 'mainly': 2614, 'hits': 2615, 'nos': 2616, 'progression': 2617, 'transition': 2618, 'hatter': 2619, 'wonderland': 2620, 'poolwaterproof': 2621, 'salt': 2622, 'ruins': 2623, '08': 2624, 'bir': 2625, 'makyajı': 2626, 'bırakıp': 2627, 'deniz': 2628, 'belgeseline': 2629, 'geçmek': 2630, 'sailors': 2631, \"lol'd\": 2632, 'snorted': 2633, 'tag': 2634, 'rode': 2635, 'lieve': 2636, 'broertje': 2637, 'nog': 2638, 'whom': 2639, 'gentle': 2640, 'sanitized': 2641, 'woow': 2642, 'daylight': 2643, 'prettyy': 2644, 'underwater14': 2645, 'signed': 2646, 'korea': 2647, 'waterprof': 2648, 'seeee': 2649, 'bacon': 2650, 'cuteeeee': 2651, '95': 2652, 'celeste': 2653, 'angeles': 2654, 'book': 2655, 'suuupperrr': 2656, 'cuuuute': 2657, 'hat': 2658, 'huds': 2659, 'eyeshadows': 2660, 'ruler': 2661, 'cybernova': 2662, 'sh': 2663, 'sneezed': 2664, 'argh': 2665, 'kryolan': 2666, 'island': 2667, 'fucking': 2668, 'senegence': 2669, 'ndjdd': 2670, 'özkaynak’ın': 2671, 'videoyu': 2672, 'daha': 2673, 'önceden': 2674, 'yapması': 2675, 'beni': 2676, 'niye': 2677, 'kadar': 2678, 'mutlu': 2679, 'etti': 2680, 'leuke': 2681, \"halloween's\": 2682, 'funeral': 2683, 'cakset': 2684, 'funnest': 2685, 'efforts': 2686, 'opportunity': 2687, 'meme': 2688, 'allllll': 2689, 'aghhhh': 2690, 'worth': 2691, 'lippies': 2692, 'encouraging': 2693, 'lifeguarding': 2694, 'cpr': 2695, 'played': 2696, 'horn': 2697, 'oiii': 2698, 'sou': 2699, 'favor': 2700, 'coloca': 2701, 'tradução': 2702, 'adoro': 2703, 'seus': 2704, 'beijoss': 2705, 'drink': 2706, 'outa': 2707, 'visit': 2708, 'bonaire': 2709, 'drag': 2710, 'reviews': 2711, 'teqniques': 2712, 'looming': 2713, 'samantha’s': 2714, \"why'll\": 2715, '000': 2716, 'cooler': 2717, 'he’s': 2718, 'milk': 2719, 'bunched': 2720, 'caking': 2721, 'ends': 2722, 'flawlessss': 2723, 'irrelevant': 2724, 'picked': 2725, 'confirmed': 2726, 'count': 2727, 'shockssss': 2728, 'reviewing': 2729, 'toxics': 2730, 'smartest': 2731, 'icons': 2732, 'transparent': 2733, 'arabic': 2734, 'translated': 2735, 'iraq': 2736, 'mtch': 2737, 'pinkish': 2738, 'stuffs': 2739, 'xxxxx': 2740, 'encantado': 2741, 'diferente': 2742, 'divertido': 2743, 'instructivo': 2744, 'boyfrie': 2745, 'oops': 2746, 'fiancee': 2747, 'yaaaaaaaaaas': 2748, '500': 2749, 'dares': 2750, 'legend': 2751, '1request': 2752, 'birdal': 2753, 'farther': 2754, 'bugging': 2755, '55': 2756, 'experiment': 2757, 'handle': 2758, 'kick': 2759, 'accesories': 2760, 'dikke': 2761, 'kus': 2762, \"'non\": 2763, 'israel': 2764, 'laughter': 2765, 'merry': 2766, 'medicine': 2767, 'presence': 2768, 'fullness': 2769, 'faith': 2770, 'shout': 2771, 'zooo': 2772, 'cheaper': 2773, 'alternatives': 2774, 'japan': 2775, 'allow': 2776, 'tattoos': 2777, 'public': 2778, 'onsens': 2779, 'ziet': 2780, 'niks': 2781, 'compilation': 2782, 'quero': 2783, 'ir': 2784, 'pra': 2785, 'esse': 2786, 'lugar': 2787, 'tocar': 2788, 'numa': 2789, 'tartaruguinha': 2790, 'mostly': 2791, 'kathleen': 2792, \"mom's\": 2793, 'pool': 2794, 'bissshhhhh': 2795, 'kl': 2796, 'maxineczka': 2797, 'gone': 2798, 'zie': 2799, 'allemaal': 2800, 'engelse': 2801, 'reacties': 2802, 'dan': 2803, 'denk': 2804, 'winter': 2805, 'australia': 2806, 'spring': 2807, '5791666666666667': 2808, 'bags': 2809, 'chungha': 2810, '‘smoking’': 2811, 'angelically': 2812, 'mass': 2813, 'papermassmask': 2814, 'kipsinaamio': 2815, 'sprayed': 2816, 'coughed': 2817, 'bottle': 2818, 'tommorow': 2819, \"nikki's\": 2820, 'eyelooks': 2821, 'sloppy': 2822, 'lately': 2823, 'shoulders': 2824, 'sleeves': 2825, 'issue': 2826, 'overcome': 2827, 'ti': 2828, 'wins': 2829, 'unofficial': 2830, 'award': 2831, '2k19': 2832, 'eh': 2833, 'tude': 2834, 'lovers': 2835, 'you’ll': 2836, '5527777777777778': 2837, 'lipstains': 2838, 'dayssss': 2839, 'niiice': 2840, 'plase': 2841, 'meter': 2842, 'deadliest': 2843, 'aloe': 2844, 'accident': 2845, 'stung': 2846, 'geboren': 2847, 'western': 2848, 'gay': 2849, 'unready': 2850, 'feat': 2851, 'pet': 2852, 'soneone': 2853, 'punched': 2854, 'betty': 2855, 'vlogggg': 2856, 'magnet': 2857, 'versus': 2858, '641': 2859, '‘cmon': 2860, 'weakkkk': 2861, 'snap': 2862, 'magically': 2863, 'shooketh': 2864, 'prachtig': 2865, 'whales': 2866, 'jaccuzzi': 2867, 'dis': 2868, 'rnd': 2869, 'team': 2870, 'companies': 2871, 'understandable': 2872, 'nerve': 2873, 'calming': 2874, 'snatch': 2875, 'gurllllll': 2876, 'jij': 2877, 'curacau': 2878, 'gezien': 2879, 'alleen': 2880, 'durfde': 2881, 'stappen': 2882, 'hemigway': 2883, 'divin’': 2884, 'arabian': 2885, 'mamsh': 2886, 'vindt': 2887, 'vallen': 2888, 'hoe': 2889, 'rood': 2890, 'ou': 2891, 'jewelry': 2892, 'cam': 2893, 'respect': 2894, 'girlllll': 2895, 'exciting': 2896, 'livin': 2897, 'scent': 2898, 'phase': 2899, 'hole': 2900, 'ayeee': 2901, 'badass': 2902, 'shots': 2903, 'özkaynağın': 2904, 'içeriğini': 2905, 'çalmışlarrr': 2906, 'ummmm': 2907, 'jour': 2908, 'vidéo': 2909, 'si': 2910, 'annoys': 2911, 'funko': 2912, 'disney': 2913, 'villain': 2914, 'collection': 2915, 'bikinis': 2916, 'chubby': 2917, 'funy': 2918, 'shocker': 2919, 'wahhhhhh': 2920, 'özkaynak': 2921, 'florence': 2922, 'jor': 2923, 'buatefool': 2924, 'tammy': 2925, 'faye': 2926, 'baker': 2927, 'thisss': 2928, 'viddd': 2929, 'enters': 2930, 'summers': 2931, 'nikkes': 2932, 'secretly': 2933, 'national': 2934, 'geographie': 2935, 'shouts': 2936, 'giveaways': 2937, 'wheeler': 2938, 'snatched': 2939, 'autumn': 2940, 'country': 2941, 'bulletproof': 2942, 'burned': 2943, 'digging': 2944, 'dayuuum': 2945, 'dilan': 2946, 'shorts': 2947, 'burn': 2948, 'tackiness': 2949, 'alien': 2950, 'obvious': 2951, '„damn': 2952, 'genius“': 2953, 'lmk': 2954, 'caribbean': 2955, 'weather': 2956, 'brutal': 2957, 'sing': 2958, 'opportunities': 2959, 'woahhh': 2960, 'coolest': 2961, 'levels': 2962, 'desperate': 2963, 'raised': 2964, 'cuteee': 2965, 'youuuuuu': 2966, 'aspect': 2967, 'suriname': 2968, 'mosquitoes': 2969, 'cement': 2970, 'copying': 2971, 'sylvia': 2972, 'gani': 2973, 'rethought': 2974, 'longlasting': 2975, 'clothes': 2976, 'decision': 2977, 'lowerlash': 2978, 'hen': 2979, 'ironic': 2980, 'sorrow': 2981, 'alphabetical': 2982, 'hydrophobic': 2983, 'smudgeproof': 2984, 'angled': 2985, 'remnant': 2986, 'case': 2987, 'packed': 2988, 'ellana': 2989, 'visited': 2990, 'eytude': 2991, 'lexi': 2992, 'fro': 2993, 'vampire': 2994, 'diaries': 2995, 'jump': 2996, 'unsure': 2997, 'pointing': 2998, \"maybelline's\": 2999, 'solid': 3000, 'microbladed': 3001, 'itcoz': 3002, 'improving': 3003, 'eyesadow': 3004, '13th': 3005, 'wss': 3006, 'suprised': 3007, 'lasted': 3008, 'z': 3009, 'poppin': 3010, 'afford': 3011, 'vicariously': 3012, 'ins': 3013, 'challenges': 3014, 'heeeeaaaaaavvvyyyyy': 3015, 'married': 3016, 'lose': 3017, 'sweaty': 3018, 'sweating': 3019, 'deze': 3020, 'eindresultaat': 3021, 'normaal': 3022, 'koop': 3023, 'al': 3024, 'perm': 3025, 'toned': 3026, 'offs': 3027, 'dit': 3028, 's0o0o': 3029, 'l0vely': 3030, 'vide0s': 3031, 'ended': 3032, 'months': 3033, 'coool': 3034, 'picture': 3035, 'scrubbing': 3036, 'coconut': 3037, 'drives': 3038, 'nighter': 3039, 'scientist': 3040, 'stable': 3041, 'molecules': 3042, 'nikkies': 3043, 'yoh': 3044, 'ursula': 3045, 'playdoh': 3046, 'involve': 3047, 'thid': 3048, 'vlogger': 3049, 'funn': 3050, 'dermacol': 3051, 'underrated': 3052, '“beauty': 3053, 'gurus”': 3054, 'licks': 3055, 'recreation': 3056, 'awards': 3057, '576388888888889': 3058, 'wipes': 3059, 'chemicals': 3060, 'irritate': 3061, 'gewoon': 3062, 'engaged': 3063, 'mooie': 3064, 'raar': 3065, 'geven': 3066, 'haarlijn': 3067, 'fik': 3068, 'staan': 3069, 'merk': 3070, 'nooit': 3071, 'meeneemt': 3072, 'geleerd': 3073, 'visagie': 3074, 'opleiding': 3075, 'nemen': 3076, 'persoonlijk': 3077, 'vind': 3078, 'geheel': 3079, 'verder': 3080, 'wil': 3081, 'zeggen': 3082, 'mij': 3083, 'geweldig': 3084, 'mens': 3085, 'sunglasses': 3086, 'marks': 3087, 'bet': 3088, 'aerogel': 3089, 'king': 3090, 'lions': 3091, 'sleeps': 3092, 'tonight': 3093, 'talked': 3094, 'underlashes': 3095, 'turning': 3096, 'upside': 3097, 'automatically': 3098, 'ponyyy': 3099, 'vacaa': 3100, 'son': 3101, 'stat': 3102, 'reapply': 3103, 'hottie': 3104, 'duch': 3105, 'compare': 3106, 'amazingggggg': 3107, 'sickening': 3108, 'wooowww': 3109, 'amped': 3110, 'dory': 3111, 'whale': 3112, 'dankuwel': 3113, 'onder': 3114, 'wimpers': 3115, 'laat': 3116, 'juist': 3117, 'gedaan': 3118, 'evvvvverything': 3119, 'giiiiiiiirl': 3120, 'front': 3121, 'divin': 3122, 'recommendations': 3123, 'purchased': 3124, 'catrice': 3125, 'lipbalm': 3126, 'treding': 3127, 'snorkling': 3128, 'traps': 3129, 'co2': 3130, 'loool': 3131, 'aged': 3132, 'kissproof': 3133, 'swimmin': 3134, 'destination': 3135, 'idky': 3136, 'gopro': 3137, 'signs': 3138, 'dank': 3139, 'promotie': 3140, 'eiland': 3141, 'leon': 3142, 'venomous': 3143, 'existed': 3144, 'final': 3145, 'meeeee': 3146, 'fixing': 3147, 'paying': 3148, 'zeg': 3149, 'jullie': 3150, 'eerlijk': 3151, 'zonder': 3152, 'veel': 3153, 'natuurlijker': 3154, 'miami': 3155, 'pritty': 3156, 'nederland': 3157, 'gurll': 3158, 'romantic': 3159, 'philosopher': 3160, 'av': 3161, 'xxxx': 3162, 'laughed': 3163, 'supportive': 3164, 'beginnings': 3165, 'owesome': 3166, 'incorperated': 3167, 'sleek': 3168, 'pleaseeeeeeeee': 3169, 'refectiv': 3170, 'catfishing”': 3171, \"ya'll\": 3172, 'yourselves': 3173, 'movies': 3174, 'forhead': 3175, 'certain': 3176, 'ooh': 3177, 'texted': 3178, 'balm': 3179, 'beware': 3180, 'cmts': 3181, 'peoples': 3182, 'feelings': 3183, 'hve': 3184, 'amd': 3185, 'good”': 3186, 'wastes': 3187, 'loren’s': 3188, 'ghad': 3189, '“everyday': 3190, '“full': 3191, 'look”': 3192, '“im': 3193, 'spraytan': 3194, '656': 3195, 'tween': 3196, '“not': 3197, 'surprised': 3198, 'dyed': 3199, '“that’s': 3200, 'thicc': 3201, 'rolls': 3202, 'atleast': 3203, 'ahh”if': 3204, 'hdjdjdshsnssj': 3205, 'dunno': 3206, 'sounded': 3207, 'sniperwolf': 3208, 'crusty': 3209, 'dusty': 3210, 'cuss': 3211, 'frog': 3212, 'reliable': 3213, 'currently': 3214, 'clock': 3215, 'held': 3216, 'pokimane': 3217, 'remembers': 3218, 'wist': 3219, 'standard': 3220, '“quirky': 3221, 'girl”': 3222, 'stereotype': 3223, 'truth': 3224, \"army's\": 3225, 'hilirious': 3226, 'soy': 3227, 'unica': 3228, 'puede': 3229, 'hablar': 3230, 'igual': 3231, 'active': 3232, 'distracted': 3233, 'adoreble': 3234, 'momsen': 3235, 'arrogant': 3236, 'image': 3237, 'boom': 3238, \"idea's\": 3239, 'gad': 3240, '“ooh': 3241, 'stuck': 3242, 'lives': 3243, 'picking': 3244, 'healed': 3245, 'everytime': 3246, 'lazy': 3247, 'stories': 3248, 'sc': 3249, 'jelous': 3250, 'everleigh': 3251, 'cole': 3252, 'sav': 3253, 'rmr': 3254, 'fb': 3255, 'beech': 3256, 'facebook': 3257, 'approach': 3258, 'anywhore': 3259, 'binging': 3260, 'bitchy': 3261, 'laughin': 3262, 'gf': 3263, 'mekaup': 3264, 'everthyng': 3265, '01': 3266, 'til': 3267, '“crusty': 3268, 'dusty”': 3269, 'four': 3270, 'sos': 3271, 'hairclips': 3272, 'falling': 3273, 'fricking': 3274, 'idolize': 3275, 'equally': 3276, 'mirror': 3277, 'onto': 3278, 'received': 3279, 'tattooed': 3280, 'skone': 3281, 'filled': 3282, 'giiiirl': 3283, 'madnesssss': 3284, 'lad': 3285, '“anywhore”': 3286, 'blush’s': 3287, 'graduation': 3288, 'coachella': 3289, 'swollen': 3290, 'breathing': 3291, 'sucked': 3292, 'queeeennn': 3293, 'skill': 3294, '”i': 3295, 'luxurious': 3296, 'observation': 3297, 'chemically': 3298, 'gal': 3299, 'application': 3300, 'herrrrrrrrr': 3301, 'mamo': 3302, 'duo': 3303, '“soo': 3304, 'oo': 3305, 'texting': 3306, 'desperately': 3307, 'comparing': 3308, 'falsies': 3309, 'depends': 3310, 'choking': 3311, 'sings': 3312, 'nooffence': 3313, 'faaaaaaaan': 3314, \"ariana's\": 3315, 'kit': 3316, 'anywayyyy': 3317, 'uuuu': 3318, 'hers': 3319, 'yeahyeah': 3320, 'lorengray': 3321, 'mystory': 3322, 'dudes': 3323, 'therapeutic': 3324, 'prep': 3325, 'musicheals': 3326, 'worldwide': 3327, '“drying”': 3328, 'unbalanced': 3329, 'smth': 3330, 'rly': 3331, 'spotted': 3332, 'pretier': 3333, '31': 3334, 'ahah': 3335, \"someone's\": 3336, 'formal': 3337, 'hearts': 3338, '“brat”': 3339, 'dewy': 3340, 'loveeee': 3341, 'idgaf': 3342, '23': 3343, 'ly': 3344, 'uaaau': 3345, 'realmente': 3346, 'lessen': 3347, 'cuteeeeee': 3348, 'babie': 3349, 'skjssksksk': 3350, 'dramas': 3351, 'buitifu': 3352, 'kayla': 3353, 'falsfies': 3354, 'x3': 3355, '6013888888888889': 3356, 'jules': 3357, 'blank': 3358, 'hrvy': 3359, 'fave': 3360, 'bean': 3361, 'looong': 3362, 'iil': 3363, 'absorbed': 3364, 'waaaaayyyyyyy': 3365, 'eleven': 3366, 'brazil': 3367, 'avoid': 3368, \"garza's\": 3369, 'recent': 3370, 'twins': 3371, 'filtered': 3372, 'translucent”': 3373, 'clumsybutstillpretty': 3374, 'yoo': 3375, '5993055555555555': 3376, 'bunun': 3377, 'çevirisini': 3378, 'yaptı': 3379, 'dry”': 3380, 'strange': 3381, '07777777777777778': 3382, 'beautifullll': 3383, 'bootiful': 3384, 'anfd': 3385, 'illuminati': 3386, 'hecking': 3387, 'haaaaaa': 3388, '9021': 3389, 'launch': 3390, 'beverly': 3391, 'hills': 3392, \"pretty's\": 3393, '3am': 3394, 'females': 3395, '8pounds': 3396, 'microblading': 3397, 'belgium': 3398, 'pleeeeeease': 3399, 'jasmin': 3400, 'kay': 3401, 'lorene': 3402, 'sponsor': 3403, 'relli': 3404, 'counter': 3405, '‘translucent’': 3406, 'ommmgggg': 3407, 'gracias': 3408, 'devolverme': 3409, 'autoestima': 3410, 'girly': 3411, 'flakes': 3412, 'switch': 3413, 'pur': 3414, 'six': 3415, 'flags': 3416, 'pleaseeeeeeeeee': 3417, 'helping': 3418, '“grow': 3419, 'boyfriend”': 3420, 'jk': 3421, 'pretties': 3422, 'stills': 3423, 'squishing': 3424, 'who’s': 3425, 'rather': 3426, 'remembered': 3427, 'celeb': 3428, 'tati': 3429, 'westbrook': 3430, 'shining': 3431, 'grew': 3432, 'hahahah': 3433, 'itch': 3434, 'oula': 3435, 'tu': 3436, 'au': 3437, 'naturelle': 3438, 'blackhead': 3439, \"i's\": 3440, 'puberty': 3441, 'vedios': 3442, 'kadiri': 3443, 'daw': 3444, 'pag': 3445, 'nangungulangot': 3446, 'hahahahaha': 3447, 'sarap': 3448, 'kaya': 3449, 'nun': 3450, 'ooo': 3451, 'pimple': 3452, 'aaaaaaand': 3453, 'videosss': 3454, 'loran': 3455, 'repent': 3456, 'sins': 3457, 'kingdom': 3458, 'utube': 3459, 'code': 3460, 'muchhhh': 3461, 'soonn': 3462, 'mmuahh': 3463, 'malaysia': 3464, 'nada': 3465, 'quedó': 3466, 'grind': 3467, 'ultimate': 3468, 'jeez': 3469, 'kitkat': 3470, 'acc': 3471, 'krisy': 3472, 'ma': 3473, 'duper': 3474, 'bday': 3475, 'humbe': 3476, 'dominant': 3477, 'wide': 3478, 'foreign': 3479, 'vdieo': 3480, 'toks': 3481, 'specailly': 3482, 'xo': 3483, 'drugstore': 3484, 'ilys': 3485, 'muchhhhhhh': 3486, \"'loreen'\": 3487, 'loud': 3488, 'fit': 3489, 'begin': 3490, 'mierrrd': 3491, 'ver': 3492, 'tus': 3493, 'iyour': 3494, 'scin': 3495, '74': 3496, 'drunk': 3497, 'discoloration': 3498, 'busted': 3499, 'city': 3500, 'aesthetic': 3501, 'yoy': 3502, 'loveeeee': 3503, 'diffferent': 3504, 'countries': 3505, 'beautifuli': 3506, 'jessa': 3507, 'duggar': 3508, 'wed': 3509, 'january': 3510, 'february': 3511, 'march': 3512, 'damaging': 3513, 'causing': 3514, 'oils': 3515, 'leading': 3516, 'outs': 3517, '“queer”': 3518, 'lite': 3519, 'animal': 3520, '“ugh': 3521, 'alison': 3522, 'dilaurentis': 3523, 'aawaa': 3524, 'lmfao': 3525, 'bein': 3526, 'morphe': 3527, 'diffrent': 3528, 'bus': 3529, 'nightroutine': 3530, 'muddy': 3531, \"grey's\": 3532, '‘i': 3533, 'it’': 3534, 'teresa': 3535, 'palmer': 3536, 'rubia': 3537, 'craters': 3538, 'holes': 3539, 'ground': 3540, 'refer': 3541, 'vs': 3542, '99': 3543, 'carried': 3544, 'moving': 3545, 'sheesh': 3546, 'plsssssss': 3547, 'fricken': 3548, 'transfering': 3549, 'tightlining': 3550, 'gawd': 3551, 'thinkkkk': 3552, 'robe': 3553, 'woulda': 3554, 'ganna': 3555, 'followers': 3556, 'algorithms': 3557, 'standards': 3558, 'government': 3559, 'catfished': 3560, 'millennial': 3561, 'yeahhh': 3562, 'dissapointment': 3563, 'suncream': 3564, 'volla': 3565, 'thu': 3566, 'arent': 3567, 'dakota': 3568, 'fanning': 3569, 'sdkjkj': 3570, 'poeple': 3571, 'indonesia': 3572, 'biasa': 3573, 'apa': 3574, 'ngrti': 3575, 'kaga': 3576, 'irritated': 3577, 'kız': 3578, 'makyajsız': 3579, 'neneme': 3580, 'benziyomuş': 3581, 'makup': 3582, 'hairstyle': 3583, 'lorennn': 3584, 'simulation': 3585, 'rigged': 3586, 'transformation': 3587, 'ouuo': 3588, \"filte'r\": 3589, 'rihanna': 3590, 'bee': 3591, 'babysitter': 3592, '22': 3593, 'plsss': 3594, 'kid': 3595, \"guru's\": 3596, \"'changed\": 3597, \"face'\": 3598, 'waited': 3599, 'gym': 3600, 'mouch': 3601, 'passion': 3602, 'altyazılı': 3603, 'koydu': 3604, 'jsmskskd': 3605, 'haley': 3606, 'morales': 3607, 'morphy': 3608, 'jacket': 3609, 'cuter': 3610, 'wht': 3611, 'modest': 3612, 'miracles': 3613, 'baştaki': 3614, 'çeviri': 3615, 'için': 3616, 'bastım': 3617, 'keşke': 3618, 'devamını': 3619, 'sen': 3620, 'çevirseydin': 3621, 'reis': 3622, 'closet': 3623, 'jokes': 3624, 'imissyou': 3625, 'vietsup': 3626, 'şaka': 3627, 'apqlakjsbsksbszb': 3628, 'prettyyyyy': 3629, '‘kennel': 3630, 'centred': 3631, 'isnttttt': 3632, 'youtuberrrr': 3633, 'hellooooğ': 3634, 'şsödnsldk': 3635, 'hydrate': 3636, 'itself': 3637, 'bullying': 3638, '9th': 3639, '“today': 3640, 'july“': 3641, 'dude': 3642, 'forehead': 3643, 'siuwm': 3644, 'tiktoks': 3645, 'salty': 3646, '‘s': 3647, 'admits': 3648, 'catfishes': 3649, 'ordinary': 3650, 'highschool': 3651, 'wdym': 3652, 'costs': 3653, 'stores': 3654, 'outfits': 3655, 'annoyinggg': 3656, 'offffff': 3657, 'imissyoy': 3658, 'diyince': 3659, 'şaşırdım': 3660, 'insta': 3661, 'thingz': 3662, 'layers': 3663, 'dryaa': 3664, 'moisturise': 3665, 'dries': 3666, 'blondie': 3667, 'kanel': 3668, 'selling': 3669, 'replays': 3670, 'vaya': 3671, 'faquinjarvar': 3672, 'obnoxious': 3673, 'psychopaths': 3674, 'rat': 3675, 'prestigious': 3676, 'temporarily': 3677, 'lifetime': 3678, 'ubb': 3679, 'ughhh': 3680, 'tanta': 3681, 'maquiagem': 3682, 'tipo': 3683, 'pode': 3684, 'gostar': 3685, '“before”': 3686, 'cannelle': 3687, 'cinnamon': 3688, 'songs': 3689, 'oohh': 3690, 'sick': 3691, 'sweeting': 3692, 'bed': 3693, 'praise': 3694, 'quirky': 3695, 'canes': 3696, 'mines': 3697, 'audition': 3698, 'reboot': 3699, 'tea': 3700, 'sana': 3701, 'ol': 3702, 'danielle': 3703, 'chon': 3704, 'skillz': 3705, 'bratz': 3706, 'universe': 3707, 'diego': 3708, 'velazquez': 3709, 'girlfriend': 3710, 'iz': 3711, 'beutifol': 3712, 'yt': 3713, 'yeeeesss': 3714, 'eitherway': 3715, 'ilove': 3716, 'overacting': 3717, 'absuvie': 3718, 'memes': 3719, 'respond': 3720, 'milkalor': 3721, 'tanner': 3722, 'mis': 3723, 'angels': 3724, 'angelsverse': 3725, 'wanan': 3726, 'samantha': 3727, 'harvey': 3728, 'revelation': 3729, 'mountains': 3730, 'awh': 3731, 'sleep': 3732, 'chu': 3733, 'blond': 3734, 'weirdly': 3735, 'likee': 3736, 'becuase': 3737, 'baybe': 3738, 'sofia': 3739, 'andres': 3740, 'actress': 3741, 'hahhaha': 3742, 'hareketlere': 3743, 'bak': 3744, 'şımarık': 3745, 'fuego': 3746, 'hy': 3747, 'pharmacy': 3748, 'lmffaaaooooo': 3749, 'wtffff': 3750, 'view': 3751, 'hahhaahahahhahahha': 3752, 'cuteeee': 3753, 'suddenly': 3754, '10amd': 3755, 'assumed': 3756, 'cheek': 3757, 'allowed': 3758, 'influence': 3759, \"other's\": 3760, 'evryday': 3761, 'rotine': 3762, 'inter': 3763, 'nationalty': 3764, 'manger': 3765, 'oop': 3766, 'drastic': 3767, 'wishbone': 3768, 'fulll': 3769, 'glammmmmmmmmmmmmmm': 3770, 'shuh': 3771, 'nell': 3772, 'babyyyy': 3773, 'esta': 3774, 'wera': 3775, 'cara': 3776, 'zoomed': 3777, 'necklas': 3778, 'o’clock': 3779, 'yayy': 3780, 'mormon': 3781, 'phone': 3782, 'fanpage': 3783, 'name‘s': 3784, 'daisylors': 3785, 'itily': 3786, 'rupert': 3787, 'grint': 3788, 'ron': 3789, 'figure': 3790, 'offence': 3791, 'correctors': 3792, 'rexha': 3793, 'qué': 3794, 'ridículo': 3795, 'compren': 3796, '5th': 3797, 'makeupgoals': 3798, 'christmas': 3799, 'meantime': 3800, 'focusing': 3801, 'goalsss': 3802, 'peace': 3803, 'upon': 3804, 'saudi': 3805, 'arabia': 3806, 'rainer': 3807, 'messageand': 3808, '“thats': 3809, 'chy': 3810, 'hides': 3811, 'angelic': 3812, 'gurlll': 3813, 'hidden': 3814, 'danis': 3815, 'annoyed': 3816, 'thinnnnn': 3817, 'snickers': 3818, 'sweatpants': 3819, 'tank': 3820, 'isnt': 3821, 'mutch': 3822, 'won’t': 3823, 'basis': 3824, 'millions': 3825, 'ignore': 3826, 'goshhh': 3827, 'luuuv': 3828, 'bestie': 3829, 'nirvana': 3830, 'chemical': 3831, 'romance': 3832, 'delta': 3833, 'parole': 3834, 'lmaooo': 3835, 'collaboration': 3836, 'poppy': 3837, 'odd': 3838, 'epic': 3839, 'measure': 3840, 'feed': 3841, '\\xa0i': 3842, 'minority': 3843, 'hes': 3844, 'bothered': 3845, 'blink': 3846, 'dios': 3847, 'cambia': 3848, 'pays': 3849, 'request': 3850, 'updo': 3851, 'center': 3852, 'rollerlash': 3853, '45yrs': 3854, 'jabbering': 3855, 'blurring': 3856, 'within': 3857, \"dond't\": 3858, 'tweaks': 3859, 'nicer': 3860, 'unë': 3861, 'doja': 3862, 'shumë': 3863, 'përbërjen': 3864, 'tuaj': 3865, 'jus': 3866, 'ordered': 3867, 'dermo': 3868, 'settling': 3869, 'tuning': 3870, 'blur': 3871, 'chlo': 3872, 'sweetie': 3873, 'checked': 3874, 'paid': 3875, 'waste”': 3876, 'excuse': 3877, 'drive': 3878, 'prob': 3879, 'moves': 3880, 'spoolie': 3881, 'mistakes': 3882, 'spet': 3883, 'sudden': 3884, 'craze': 3885, 'migrate': 3886, 'across': 3887, 'disappear': 3888, 'omgggggggg': 3889, 'meeeeee': 3890, 'lobe': 3891, 'ray': 3892, 'sunshine': 3893, 'status': 3894, 'vibrant': 3895, 'ummm': 3896, 'notifications': 3897, \"swanepoel's\": 3898, 'bronzy': 3899, 'carpet': 3900, 'faceand': 3901, 'thanka': 3902, 'youuuuuuu': 3903, 'deserves': 3904, 'castor': 3905, \"it'll\": 3906, 'presented': 3907, 'thousands': 3908, 'dollars': 3909, 'treatments': 3910, 'removed': 3911, 'win': 3912, 'losing': 3913, 'tease': 3914, 'exposed': 3915, 'tem': 3916, 'rosto': 3917, 'lame': 3918, 'sooner': 3919, 'recommendeds': 3920, 'bat': 3921, 'tks': 3922, 'easiest': 3923, 'chloeeeee': 3924, 'mwah': 3925, 'dots': 3926, 'italian': 3927, 'perfekt': 3928, 'eyedoctor': 3929, 'doesent': 3930, 'clog': 3931, 'tear': 3932, 'replacement': 3933, 'sprays': 3934, 'contain': 3935, 'alcohol': 3936, 'questionable': 3937, 'sebastian': 3938, 'jollie': 3939, 'cadence': 3940, 'wooooow': 3941, 'spain': 3942, 'productos': 3943, 'seams': 3944, 'heavily': 3945, 'advised': 3946, 'against': 3947, 'leaves': 3948, 'susceptible': 3949, 'protection': 3950, 'causes': 3951, 'wrinkle': 3952, 'waxy': 3953, 'favolous': 3954, 'sweatin': 3955, 'retouch': 3956, 'remarkable': 3957, 'followed': 3958, 'spoli': 3959, 'congratulations': 3960, 'successful': 3961, 'subscriptions': 3962, 'mashaallah': 3963, 'turorials': 3964, 'previous': 3965, 'series': 3966, 'anneka': 3967, 'wooooh': 3968, 'mashallah': 3969, \"chloe's\": 3970, 'discontunued': 3971, 'comparable': 3972, 'explanations': 3973, 'thxx': 3974, 'waaaw': 3975, 'sunspots': 3976, 'resemblance': 3977, 'pulling': 3978, 'tight': 3979, 'ponytails': 3980, 'grab': 3981, 'hairroots': 3982, 'usefull': 3983, 'aluminium': 3984, 'foil': 3985, 'scissors': 3986, 'bbeeaauuttiiffuull': 3987, 'ggiirrll': 3988, 'zealand': 3989, 'continue': 3990, \"youtube's\": 3991, 'admirable': 3992, \"'n\": 3993, 'vein': 3994, 'subscribing': 3995, 'nikkia': 3996, 'genuine': 3997, 'slick': 3998, 'frizz': 3999, 'instructions': 4000, 'cuticle': 4001, 'mack': 4002, 'vedio': 4003, 'nicely': 4004, 'thissss': 4005, 'coloring': 4006, 'yeeeeaaars': 4007, 'unfortunately': 4008, 'illness': 4009, 'thinned': 4010, 'clearly': 4011, \"kiddin'\": 4012, 'scalp': 4013, 'sunburned': 4014, 'aging': 4015, 'thining': 4016, 'min': 4017, 'babbling': 4018, 'concise': 4019, 'esme': 4020, \"women's\": 4021, 'lavender': 4022, 'relieve': 4023, 'stress': 4024, 'tension': 4025, '1st': 4026, 'addiction': 4027, 'palce': 4028, 'peasy': 4029, 'bündchen': 4030, 'extention': 4031, 'limp': 4032, 'thx': 4033, 'handy': 4034, 'fillmed': 4035, 'dinky': 4036, 'kitchen': 4037, 'advice': 4038, 'heather': 4039, 'humour': 4040, 'ramadan': 4041, 'dragged': 4042, 'só': 4043, 'pintinhas': 4044, 'foram': 4045, 'desnecessárias': 4046, 'maquilla': 4047, 'miro': 4048, 'sugar': 4049, 'waxing': 4050, 'lasts': 4051, 'becomes': 4052, 'softer': 4053, 'state': 4054, 'volumous': 4055, 'catchers': 4056, 'shrug': 4057, 'trends': 4058, 'bunch': 4059, 'childish': 4060, 'insults': 4061, 'majority': 4062, 'inducing': 4063, 'club': 4064, 'glaring': 4065, 'carefree': 4066, 'rocking': 4067, 'dance': 4068, 'harder': 4069, 'theatrical': 4070, 'damp': 4071, 'blot': 4072, 'pulls': 4073, 'redo': 4074, 'healthier': 4075, 'bosnia': 4076, 'hercegovina': 4077, 'bulldog': 4078, 'mich': 4079, 'sweetheart': 4080, 'veins': 4081, 'moustache': 4082, 'suggestions': 4083, 'liplining': 4084, 'blending': 4085, 'embroidery': 4086, 'shears': 4087, 'strip': 4088, 'originally': 4089, 'veryyyy': 4090, 'youniloofar': 4091, 'mauritius': 4092, '“sanitary': 4093, 'liners”': 4094, '“feminine': 4095, 'pads”': 4096, 'hairbands': 4097, 'height': 4098, 'volume': 4099, 'ecuador': 4100, 'satan': 4101, 'flexible': 4102, 'handling': 4103, 'applications': 4104, 'comparison': 4105, 'bellissima': 4106, 'lookd': 4107, 'bald': 4108, 'dab': 4109, 'enhance': 4110, 'brownish': 4111, 'semi': 4112, 'uniform': 4113, 'finding': 4114, 'gran': 4115, 'parecido': 4116, 'joeli': 4117, 'rápido': 4118, 'sencillo': 4119, 'ame': 4120, 'lo': 4121, 'tratare': 4122, 'acer': 4123, 'saludos': 4124, 'desde': 4125, 'argentina': 4126, 'complained': 4127, 'cloe': 4128, 'thk': 4129, 'blessings': 4130, 'unnecessary': 4131, 'bebeth': 4132, 'monteiro': 4133, 'waauw': 4134, 'resolution': 4135, 'economize': 4136, 'conextion': 4137, 'connect': 4138, 'mesmerized': 4139, 'wisdom': 4140, '08958333333333333': 4141, 'bom': 4142, 'darl': 4143, 'sex': 4144, 'toys': 4145, 'c': 4146, 'heaps': 4147, 'gorge': 4148, 'tv': 4149, 'glamorous': 4150, 'unnatural': 4151, 'babygirl': 4152, 'zits': 4153, 'motivation': 4154, 'clients': 4155, 'satisfied': 4156, 'promoted': 4157, 'puzzled': 4158, 'solve': 4159, 'updation': 4160, 'youtu': 4161, '3k6uepxb4aa': 4162, 'tweezing': 4163, 'tweeze': 4164, 'ee': 4165, 'sofe': 4166, 'prity': 4167, 'unfair': 4168, 'lols': 4169, 'insted': 4170, 'bandwagon': 4171, 'glossy': 4172, 'ewwwww': 4173, 'dig': 4174, 'thinner': 4175, 'thickens': 4176, 'figured': 4177, 'overboard': 4178, 'plucking': 4179, '2005': 4180, 'beautitorials': 4181, 'smother': 4182, 'sees': 4183, 'released': 4184, 'stupid': 4185, 'chronological': 4186, 'katie': 4187, 'holmes': 4188, 'betyou': 4189, 'är': 4190, 'reference': 4191, 'reg': 4192, 'sweden': 4193, 'bible': 4194, 'encantó': 4195, 'fits': 4196, 'contacts': 4197, 'inspire': 4198, 'feminine': 4199, 'hygiene': 4200, 'loss': 4201, 'restaurant': 4202, 'contains': 4203, 'waste': 4204, 'pieces': 4205, 'rougher': 4206, 'knoww': 4207, 'elettra': 4208, 'lamborghini': 4209, 'carte': 4210, 'original': 4211, 'jared': 4212, 'leto': 4213, 'lindíssima': 4214, 'whaaaaat': 4215, 'sasha': 4216, 'pieterse': 4217, 'lordy': 4218, 'crud': 4219, '“tease': 4220, 'ponytail”': 4221, 'sont': 4222, 'azdwdsadcwedwedzsdcwef': 4223, 'ottimo': 4224, 'piace': 4225, 'ragazzuole': 4226, 'avete': 4227, 'voglia': 4228, 'venite': 4229, 'spiarmi': 4230, 'yrs': 4231, 'tots': 4232, 'disposable': 4233, 'regardless': 4234, 'fool': 4235, 'luster': 4236, 'malade': 4237, 'enlever': 4238, 'le': 4239, 'duvet': 4240, 'lift': 4241, 'esp': 4242, 'false': 4243, 'preeetttty': 4244, 'hun': 4245, 'hats': 4246, 'uhbest': 4247, 'kiplinger': 4248, 'lushious': 4249, 'banana': 4250, 'pallet': 4251, 'hint': 4252, 'highlighting': 4253, 'saving': 4254, 'ke': 4255, 'liye': 4256, 'aapne': 4257, 'jo': 4258, 'kiye': 4259, 'wo': 4260, 'milega': 4261, 'injections': 4262, 'sentry': 4263, 'scotch': 4264, 'shedow': 4265, 'guard': 4266, 'maura': 4267, 'sehr': 4268, 'gut': 4269, '61': 4270, 'eventually': 4271, 'buu': 4272, 'con': 4273, 'tanto': 4274, 'estuco': 4275, 'está': 4276, 'pobre': 4277, 'alos': 4278, 'tendrá': 4279, 'arrugas': 4280, 'frena': 4281, 'cuncunana': 4282, 'noma': 4283, 'drugs': 4284, 'discontinue': 4285, 'noooooo': 4286, 'dermaplane': 4287, 'heating': 4288, 'worthy': 4289, 'dos': 4290, 'dumbfounded': 4291, 'ubeat': 4292, 'sponges': 4293, 'selections': 4294, 'indigenous': 4295, 'usa': 4296, 'lvoe': 4297, 'beats': 4298, 'framing': 4299, 'undereye': 4300, 'aid': 4301, 'straighter': 4302, 'ffs': 4303, 'cotton': 4304, 'bioldegradable': 4305, 'compostable': 4306, 'category': 4307, 'towels': 4308, 'tp': 4309, 'otherpaper': 4310, 'wonderfull': 4311, 'arms': 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4674, 'plese': 4675, 'gooty': 4676, 'amzing': 4677, 'twitches': 4678, 'allot': 4679, 'bcz': 4680, 'catty': 4681, 'namely': 4682, 'iliner': 4683, 'aha': 4684, 'bonito': 4685, 'llosa': 4686, 'delineados': 4687, 'ojo': 4688, 'urdu': 4689, 'useing': 4690, 'effortlessly': 4691, 'magnify': 4692, 'sore': 4693, 'whch': 4694, 'eyelner': 4695, 'konsa': 4696, 'kea': 4697, 'rply': 4698, 'dimples': 4699, 'chhhhhhoooo': 4700, 'osam': 4701, 'tanuja': 4702, 'kumari': 4703, 'segundo': 4704, 'perder': 4705, 'delineado': 4706, 'todos': 4707, 'sytle': 4708, 'pen': 4709, 'aj': 4710, 'lee': 4711, \"how's\": 4712, 'stly': 4713, \"'double\": 4714, \"trouble'\": 4715, 'dummies': 4716, 'beautifuls': 4717, 'tepas': 4718, 'eyelanar': 4719, 'mauch': 4720, 'created': 4721, 'fvrt': 4722, 'dense': 4723, 'eyeslashes': 4724, 'wt': 4725, 'fleek': 4726, 'lence': 4727, 'workkin': 4728, 'so\\xa0good\\xa0vodeo': 4729, 'heated': 4730, 'panda': 4731, 'struggke': 4732, 'liik': 4733, 'sucks': 4734, 'lashline': 4735, 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'lagaye': 4860, 'joss': 4861, 'aapki': 4862, 'kam': 4863, 'dancing': 4864, '39': 4865, '600th': 4866, 'bakvaas': 4867, 'waao': 4868, 'nicooe': 4869, 'horrer': 4870, 'pakistan': 4871, 'suddeing': 4872, 'lindas': 4873, 'amiga': 4874, 'classy': 4875, 'meaning': 4876, 'supew': 4877, 'adorei': 4878, 'tales': 4879, 'ua': 4880, 'usung': 4881, 'america': 4882, '3rd': 4883, 'third': 4884, 'modeler': 4885, 'veri': 4886, 'sangat': 4887, 'cantik': 4888, 'plzzzzz': 4889, 'kasa': 4890, 'laga': 4891, 'broo': 4892, 'alll': 4893, 'lllllllll': 4894, 'exo': 4895, 'suppppperbbbb': 4896, 'oswemmmmmmm': 4897, 'lyeye': 4898, 'rhymes': 4899, 'niceeeee': 4900, 'wowwwwwwwwwwww': 4901, 'language': 4902, 'swtttt': 4903, 'mantap': 4904, 'tapke': 4905, 'parke': 4906, 'dobul': 4907, 'popular': 4908, '\\xa0but': 4909, 'wao': 4910, 'eys': 4911, 'mere': 4912, 'ankhun': 4913, 'py': 4914, 'sut': 4915, 'ni': 4916, 'karta': 4917, 'bolden': 4918, 'mast': 4919, 'nicy': 4920, 'gud': 4921, 'ridiculously': 4922, 'family': 4923, 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'sem': 4984, 'legendaaaa': 4985, 'nem': 4986, 'falo': 4987, 'courageous': 4988, \"kim's\": 4989, 'twinn': 4990, 'foundationf': 4991, 'homemade': 4992, 'thumbnail': 4993, 'awe': 4994, 'youyoure': 4995, 'pregnant': 4996, 'epitome': 4997, '“beautiful': 4998, 'inside”': 4999, 'likeable': 5000, 'slaying': 5001, 'mulher': 5002, '2nd': 5003, 'cats': 5004, 'paw': 5005, \"here's\": 5006, 'successes': 5007, 'fooled': 5008, 'curiosities': 5009, 'yessss': 5010, 'laiddddt': 5011, 'gracefully': 5012, 'freekin': 5013, 'blind': 5014, 'method': 5015, 'fondation': 5016, 'fuller': 5017, 'gooojuss': 5018, 'breath': 5019, 'noooo': 5020, 'mixedmakeup': 5021, 'gorgeousss': 5022, 'ashtec': 5023, 'written': 5024, 'tub': 5025, 'terrified': 5026, '72': 5027, 'questions': 5028, 'loses': 5029, 'child': 5030, 'umm': 5031, 'container': 5032, 'tells': 5033, 'raw': 5034, 'beauifual': 5035, 'thnak': 5036, 'roaches': 5037, 'confusion': 5038, 'forgive': 5039, 'consider': 5040, 'ultimatum': 5041, 'inspires': 5042, 'role': 5043, 'insacurities': 5044, 'canadian': 5045, 'frickin': 5046, 'entirely': 5047, 'shines': 5048, 'outward': 5049, 'latoya’s': 5050, 'modeling': 5051, 'everythings': 5052, 'flaunts': 5053, '70℅': 5054, 'giraffe': 5055, 'nonetheless': 5056, 'ability': 5057, 'gurrllll': 5058, 'centered': 5059, 'mature': 5060, 'thooo': 5061, 'shame': 5062, 'flower': 5063, 'laid': 5064, 'honesty': 5065, 'bone': 5066, 'uma': 5067, 'pessoa': 5068, 'bakes': 5069, 'meaaan': 5070, 'gurrrrl': 5071, 'ment': 5072, 'promo': 5073, 'shaded': 5074, 'prominent': 5075, 'representing': 5076, 'jamaica': 5077, 'named': 5078, 'influencer': 5079, '“quite': 5080, 'learning': 5081, 'experience”': 5082, 'awkward': 5083, 'shall': 5084, 'admire': 5085, 'commented': 5086, 'alright': 5087, 'hm': 5088, 'defeats': 5089, 'bothering': 5090, '“times”': 5091, '“x”': 5092, 'collabs': 5093, 'implies': 5094, '“and”': 5095, '“kim': 5096, 'equation': 5097, 'grandpa': 5098, 'situation': 5099, 'disgusting': 5100, 'pride': 5101, 'poc': 5102, 'journalism': 5103, 'persons': 5104, 'complex': 5105, 'bodies': 5106, 'cringed': 5107, 'mettalic': 5108, 'calmingggg': 5109, 'frontal': 5110, 'unusual': 5111, 'stressed': 5112, 'guuuuuusomg': 5113, 'determined': 5114, 'uwu': 5115, 'shoelace': 5116, 'imperfect': 5117, 'plenty': 5118, 'moments': 5119, 'ran': 5120, 'upset': 5121, 'godddd': 5122, 'iykyk': 5123, 'blemishes': 5124, 'complain': 5125, 'judgmental': 5126, 'harlowe': 5127, 'looll': 5128, 'peaceful': 5129, 'confirm': 5130, 'hypocrites': 5131, 'chose': 5132, 'judging': 5133, 'lies': 5134, 'hypocrisy': 5135, 'maximum': 5136, 'culturally': 5137, 'jamaican': 5138, 'prettyyyy': 5139, 'shading': 5140, 'calls': 5141, 'nama': 5142, 'aku': 5143, 'winny': 5144, 'seneng': 5145, 'bangett': 5146, 'paired': 5147, 'exspensive': 5148, '“the': 5149, 'cya': 5150, 'wuk”': 5151, 'whyyyyyy': 5152, \"forevers'\": 5153, 'hij': 5154, 'aspire': 5155, 'lead': 5156, 'term': 5157, 'doctor': 5158, 'approve': 5159, 'strongest': 5160, 'beautufulll': 5161, 'lowered': 5162, 'esteem': 5163, '“why': 5164, 'dislikes”': 5165, 'girlll': 5166, 'non': 5167, 'metallic': 5168, 'dealing': 5169, 'electrons': 5170, 'ions': 5171, 'byeee': 5172, 'liza': 5173, 'koshy': 5174, 'inspirational': 5175, 'behaviour': 5176, 'sooooooooo': 5177, 'issssss': 5178, 'unic': 5179, 'natiral': 5180, 'americans': 5181, 'pronounce': 5182, 'nivea': 5183, 'arrived': 5184, 'moreover': 5185, 'bully': 5186, 'deceiving': 5187, 'implement': 5188, 'maravilhosaaa': 5189, 'reduces': 5190, 'effectiveness': 5191, 'winning': 5192, 'tool': 5193, 'lipcombo': 5194, 'masterpiece': 5195, 'colorization': 5196, 'vitillego': 5197, 'bravoooooooo': 5198, '34': 5199, 'yoooo': 5200, 'phoebe': 5201, 'tonkin': 5202, \"'self\": 5203, \"made'\": 5204, 'given': 5205, 'sheeee': 5206, '80': 5207, 'receipts': 5208, 'conclusion': 5209, 'treat': 5210, 'nicola': 5211, 'peltz': 5212, 'winne': 5213, 'loooveee': 5214, 'beautifulllllll': 5215, 'maravilhosaaaaaa': 5216, 'arched': 5217, 'ofcourse': 5218, 'unlikeable': 5219, 'sponsered': 5220, 'njirr': 5221, 'gw': 5222, 'kira': 5223, 'tadi': 5224, 'fey': 5225, 'clay—': 5226, '“pulsate”': 5227, '004861111111111111': 5228, 'homer': 5229, 'simpson': 5230, 'comfortable”': 5231, 'shay': 5232, 'mitchell': 5233, 'très': 5234, 'et': 5235, 'exceptionnel': 5236, 'mannerisms': 5237, 'confusing': 5238, 'noooooooo': 5239, 'brick': 5240, 'wuk': 5241, 'demonstration': 5242, 'knowledge': 5243, 'advices': 5244, 'ill': 5245, 'acid': 5246, 'survivor': 5247, 'watson': 5248, 'anti': 5249, 'bullshits': 5250, 'beaut': 5251, 'pointless': 5252, 'leads': 5253, 'maravilhosaaaaa': 5254, 'instrumental': 5255, 'complains': 5256, 'gourges': 5257, 'bberfol': 5258, 'ya’ll': 5259, 'kicked': 5260, 'moree': 5261, 'stoner': 5262, 'modes': 5263, 'including': 5264, 'madison': 5265, 'noticiable': 5266, 'underestimate': 5267, 'americas': 5268, 'defeating': 5269, 'adults': 5270, 'camilla': 5271, 'screaming': 5272, 'aware': 5273, 'vice': 5274, 'versa': 5275, 'photographer': 5276, '“panda”': 5277, 'palettes': 5278, 'succeed': 5279, 'superficial': 5280, 'beautyful': 5281, \"people's\": 5282, 'cycle': 5283, 'production': 5284, 'contestants': 5285, 'boost': 5286, 'rating': 5287, 'duh': 5288, 'jealousssss': 5289, \"winnie's\": 5290, 'represent': 5291, 'previously': 5292, 'overlooked': 5293, 'fawning': 5294, 'soldiers': 5295, 'prepare': 5296, 'war': 5297, 'powders': 5298, 'happyveteransday': 5299, 'knw': 5300, 'icon': 5301, 'girrrrl': 5302, 'prrety': 5303, 'cruel': 5304, 'self’s': 5305, 'supermodel': 5306, 'pleaseeeeeeee': 5307, 'scraping': 5308, 'intensifies': 5309, 'melanie': 5310, 'martinez': 5311, 'deusaaaaa': 5312, 'else’s': 5313, 'zendayaaaaaaa': 5314, 'perfec': 5315, 'cooli': 5316, 'dull': 5317, 'rosacea': 5318, 'racist': 5319, 'brain': 5320, 'yurself': 5321, 'creation': 5322, 'camila': 5323, 'pleaseeee': 5324, 'canvas': 5325, 'express': 5326, 'selfs': 5327, 'advocacy': 5328, 'impression': 5329, 'unbothered': 5330, 'booked': 5331, 'busy': 5332, 'overglorify': 5333, 'individual': 5334, 'somethings': 5335, 'sit': 5336, \"haven't\": 5337, 'judgement': 5338, 'geesh': 5339, 'eats': 5340, 'pigment': 5341, 'exotic': 5342, 'lioness': 5343, 'note': 5344, '\\xa0bentonite': 5345, 'clay\\xa0contains': 5346, 'salts': 5347, 'ionic': 5348, 'charge': 5349, 'dissolved': 5350, 'but\\xa0metal\\xa0has': 5351, 'allure': 5352, 'america’s': 5353, 'modelling': 5354, 'motivating': 5355, 'continued': 5356, 'path': 5357, '“times': 5358, 'howling': 5359, 'omygash': 5360, 'beauteful': 5361, 'reads': 5362, 'happend': 5363, 'earned': 5364, 'aftermath': 5365, 'cupid’s': 5366, 'bow': 5367, 'town': 5368, 'whitney': 5369, 'ac': 5370, '‘boots': 5371, 'london': 5372, 'fave’': 5373, 'australian': 5374, 'cow': 5375, 'mf': 5376, 'nicki': 5377, 'minaj': 5378, 'casually': 5379, 'applys': 5380, 'eyeballs': 5381, 'tripping': 5382, 'beautifulll': 5383, 'sign': 5384, 'brillian': 5385, 'importa': 5386, 'vitíligo': 5387, 'ella': 5388, 'mundo': 5389, 'fame': 5390, 'shoe': 5391, 'plssss': 5392, 'any1': 5393, 'baking': 5394, 'invisible': 5395, 'strength': 5396, 'pure': 5397, 'spoons': 5398, 'forks': 5399}\n"
+ ]
+ }
+ ],
+ "source": [
+ "#빈도수에 따라 부여된 인덱스\n",
+ "print(t.word_index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "defaultdict(<class 'int'>, {'who': 92, 'that': 431, 'else': 42, 'ending': 2, 'is': 735, 'shocked': 9, 'by': 40, 'on': 338, 'first': 61, 'her': 388, 'the': 962, 'take': 34, 'men': 7, 'date': 18, 'swimming': 29, 'da': 4, 'to': 611, 'videos': 82, 'wear': 47, 'makeup': 460, 'but': 262, 'watches': 3, 'all': 153, 'doesn’t': 16, 'i': 1269, 'beautiful”': 1, '“': 7, 'am': 82, 'middle': 4, '44': 3, 'in': 289, 'ocean': 15, '13': 15, 'literally': 43, 'of': 411, 'photoshoot': 3, 'waterproof': 62, 'an': 60, 'do': 281, 'underwater': 17, 'wearing': 25, 'should': 52, 'while': 12, 'you': 939, 'actually': 50, 'how': 215, 'many': 30, 'pollution': 1, 'and': 623, 'human': 9, 'it’s': 52, 'are': 381, 'see': 91, 'due': 6, 'dead': 8, 'climate': 1, 'change': 11, 'corals': 2, 'sad': 9, 'swear': 4, 'spray': 21, 'sponge': 8, 'setting': 21, '3019': 1, 'soak': 1, 'nikkie': 127, 'out': 87, 'living': 5, 'here': 43, 'they': 64, 'know': 112, 'look': 278, 'women': 9, 'if': 110, 'too': 81, 'them': 74, 'want': 49, 'like': 418, 'really': 151, 'much': 144, 'what': 214, 'were': 37, 'blinded': 1, 'lids': 3, 'glitter': 2, 'called': 12, 'your': 479, 'mermaids': 2, 'summer': 15, 'so': 730, 'its': 43, 'nikki': 38, 'also': 63, 'rockin': 1, 'body': 19, 'looks': 158, 'bathing': 30, 'she’s': 60, 'amazing': 112, 'cute': 90, 'suite': 1, 'full': 27, 'face': 157, 'rollercoasters': 1, 'idk': 15, 'a': 618, 'husbandd': 1, 'video': 311, 'ur': 86, 'when': 159, 'with': 269, 'future': 5, 'getting': 16, 'we': 77, 'than': 30, 'those': 52, 'brighter': 1, '12': 22, 'lips': 74, 'my': 377, '05': 3, \"deep'\": 2, 'silly': 6, \"can't\": 32, 'believe': 10, 'asked': 4, 'was': 219, 'girl': 125, \"'ocean\": 2, 'where': 84, 'btw': 17, 'dang': 8, 'get': 97, 'did': 88, 'swim': 16, 'suit': 43, 'challenge': 10, '“take': 2, 'date”': 2, 'stop': 12, 'as': 78, 'gonna': 23, 'me': 265, 'lol': 90, 'that’s': 15, 'she': 464, 'lash': 15, 'line': 18, 'lower': 17, 'curled': 5, 'freaked': 1, 'camera': 16, 'jellyfish': 4, 'close': 7, 'man': 7, 'props': 2, 'for': 340, 'people': 54, \"she's\": 69, 'understanding': 1, 'room': 8, 'finally': 13, 'just': 193, 'not': 167, 'before': 40, 'throwing': 3, 'knew': 10, 'wish': 38, 'supposed': 14, 'lick': 8, 'lipsticks': 18, 'it': 486, 'absolutely': 19, 'at': 100, 'content': 15, 'moment': 7, 'killing': 2, 'days': 13, 'make': 204, 'fainted': 1, 'no': 111, 'have': 261, 'hold': 7, 'up': 197, 'had': 63, '“waterproof': 4, 'dying': 4, 'said': 43, 'dna”': 5, 'try': 61, \"i'm\": 82, 'this': 444, 'soooo': 18, 'liquid': 48, 'eyes': 104, 'next': 30, 'love': 490, 'night': 1, 'own': 12, 'definitely': 24, '25x': 1, 'smh': 5, '1': 27, 'omfg': 5, 'legit': 6, 'drank': 1, 'thought': 48, 'accidentally': 2, 'coffee': 1, 'ago': 9, 'say': 42, 'he': 12, 'lost': 7, 'month': 3, 'same': 42, 'james': 4, 'upload': 3, 'charles': 4, 'wait': 24, 'week': 6, 'can’t': 14, 'footage': 3, 'filmed': 3, 'over': 22, 'come': 20, 'or': 106, 'today': 6, 'ms': 1, 'treatment': 1, 'made': 24, 'crying': 4, 'thinking': 11, 'pain': 2, 'worrying': 1, 'watching': 46, 'deep': 8, 'need': 82, 'help': 21, 'from': 133, 'swimsuit': 24, 'someone': 29, 'tutorials': 19, 'style”': 1, '“vlog': 1, 'incorporate': 1, 'work': 16, 'lot': 44, 'into': 16, 'good': 131, 'optimus': 3, 'going': 42, 'prime”': 1, 'didn’t': 14, '“we': 1, 'mascara': 28, 'japanese': 3, 'even': 76, 'because': 64, 'will': 57, 'their': 35, 'kissme': 1, 'one': 150, 'remover': 3, 'brand': 21, 'product': 18, 'recommendation': 2, 'off': 38, 'jaunt': 1, 'probably': 21, 'something': 28, '6ft': 1, 'got': 47, 'beautiful': 421, 'looking': 44, 'whole': 22, 'awesome': 54, 'hands': 7, 'world': 14, 'down': 17, 'most': 37, 'artist': 7, 'there': 50, 'talented': 5, \"you're\": 63, 'mermaid': 11, '51': 3, 'second': 7, '14': 19, 'jheez': 1, 'clothing': 2, 'loved': 76, 'then': 38, 'gasped': 1, 'went': 22, 'u': 203, 'test': 16, 'foundation': 68, 'changing': 1, 'tlm': 1, 'colour': 18, 'hi': 32, 'dylan': 22, 'yes': 15, 'survive': 2, 'lip': 34, 'hr': 1, 'truly': 7, 'products': 41, 'colours': 4, 'maybelline': 26, 'multiple': 1, 'training': 1, '5': 21, 'oooon”': 1, 'meean': 1, 'burning': 3, '“i': 7, 'enter': 1, 'sea': 8, 'about': 82, 'between': 5, 'voice': 21, 'siri': 1, 'back2school': 1, 'ads': 1, 'meanwhile': 2, '“it’s': 1, 'attacking': 1, 'now”': 4, 'forever': 10, 'indeed': 1, 'once': 13, 'd': 18, 'tips': 103, 'easily': 6, 'any': 49, 'thanks': 96, 'lipstick': 62, 'stays': 8, 'youtuber': 6, 'ahhhhh': 1, 'unproblematic': 2, 'beauty': 70, 'new': 34, 'jaw': 1, 'can': 154, 'talk': 18, 'dropping': 1, 'i’m': 65, 'using': 56, 'fix': 3, 'start': 18, 'wrong': 13, 'recommend': 6, 'tried': 14, 'etc': 16, 'i’ve': 20, 'becca': 2, 'sweat': 3, 'maybe': 9, 'primer': 11, 'set': 10, 'separates': 1, 'mac': 2, 'ppl': 6, 'studio': 5, '24hr': 1, '’': 3, 'queen': 33, 'actual': 8, \"it's\": 96, 'sooo': 29, 'baby': 10, 'favorite': 23, 'roll': 2, 'absolute': 4, 'starting': 2, 'big': 25, 'always': 64, 'herself': 6, 'years': 22, 'filming': 3, 'piece': 4, 'deal': 2, 'warms': 1, 'kind': 23, 'become': 5, 'glad': 11, 'two': 12, 'ilysm': 3, 'happy': 18, 'stunning': 26, 'omg': 132, 'glow': 3, 'confident': 8, 'og': 2, 'realize': 2, 'heart': 6, 'natural': 46, 'boys': 1, '‘take': 1, 'face’': 1, 'eye': 123, 'fairies': 1, 'took': 5, 'dump': 3, 'lmao': 17, 'died': 4, 'gotta': 5, 'vacation': 5, 'dive': 4, 'now': 59, 'purchasing': 1, 'church': 1, 'cry': 7, 'glue': 6, 'be': 129, 'touched': 1, 'woop': 1, 'finger': 2, 'lashes': 59, 'rip': 4, 'care': 12, 'inks': 5, 'tested': 2, 'put': 63, 'opthalmologist': 1, 'friends': 24, 'according': 2, 'consumer': 1, 'safe': 3, \"don't\": 78, \"lion's\": 1, 'stayed': 8, 'aww': 1, 'has': 69, 'time': 58, 'curaçao': 7, 'showed': 6, 'resort': 1, 'aquarium': 1, 'plz': 19, 'share': 6, 'n': 23, 'experience': 3, 'weight': 4, 'routine': 35, 'keep': 24, 'others': 11, 'way': 78, 'pick': 1, 'contest': 1, 'inspiring': 6, 'subscriber': 5, '“omg': 2, 'discussed”': 1, 'staying': 7, 'highlighter': 12, 'would': 68, 'husband': 3, '00': 10, '15': 16, 'besides': 1, 'bright': 6, 'yooowza': 1, 'ever': 45, 'light': 10, 'flirty': 1, 'done': 26, 'think': 69, \"you've\": 5, 'use': 141, 'gives': 9, 'anxiety': 5, 'youtubers': 3, '28': 2, 'cool': 35, 'day': 32, 'inspiration': 8, 'find': 17, 'they’ll': 1, 'suitcase': 2, '33': 3, 'taken': 5, \"'s\": 1, 'eyelids': 9, 'yaaaaas': 1, \"'boyfriend\": 1, \"'\": 5, \"boyfriend's\": 1, \"makeup'\": 1, 'does': 62, 'eyeshadow': 43, 'dust': 1, 'fairy': 1, 'photo': 2, 'riverdale': 2, 'blossom': 3, 'cheryl': 3, 'last': 16, 'part': 15, 'more': 108, 'wears': 7, 'tons': 3, 'rarely': 1, 'everything': 32, \"let's\": 3, '‘doing': 1, 'underwater’': 1, 'please': 92, 'disgusted”': 1, 'best': 76, 'intro': 5, 'bikini': 16, 'buy': 14, 'question': 5, 'real': 23, 'being': 27, 'gross': 1, 'feel': 33, 'far': 10, 'loooooove': 1, 'heroin': 1, 'favorites': 1, 'savior': 2, 'lord': 3, 'taking': 5, 'could': 32, 'cover': 16, 'crime': 1, 'laughs': 3, 'laugh': 8, 'tell': 43, 'hello': 13, 'heavy': 5, 'very': 138, 'skills': 1, 'however': 2, 'opinion': 2, 'licking': 8, 'teach': 4, 'bottom': 14, 'wooooah': 1, 'curling': 11, 'us': 29, 'saw': 21, 'emmm': 1, 'touch': 4, 'worry': 2, 'matte': 10, 'superstay': 5, \"they're\": 7, 'since': 21, 'curacao': 10, 'having': 11, 'dream': 1, 'ford': 1, 'dry': 14, 'holing': 1, 'tom': 1, 'after': 50, 'r': 42, 'prof': 1, 'still': 46, 'amazed': 5, 'emotion': 1, 'wet': 8, 'honestly': 10, 'show': 17, \"he's\": 5, '3': 50, 'tereible': 1, 'yet': 11, 'times': 12, 'rewatch': 1, 'p': 6, 'hear': 6, 'louise': 1, \"that's\": 26, 'weird': 10, '16': 10, 'nightmares': 1, 'texas': 1, 'needed': 5, 'play': 2, 'live': 10, 'tutorial': 44, 'heat': 3, 'yasss': 2, 'melts': 1, 'oh': 44, 'cracking': 2, 'hahahahah': 1, 'inserts': 1, 'doing': 43, 'pretty': 184, 'scuba': 3, 'certified': 1, 'ass': 5, 'formula': 4, 'sticky': 2, 'imagine': 12, 'goopy': 1, 'god': 38, 'stay': 15, 'away': 11, 'fish': 18, 'chill': 8, 'adorable': 11, 'babe': 3, 'jumping': 1, 'fiancé': 2, 'aweee': 1, 'gorgeous': 103, 'appreciate': 8, 'without': 166, \"would've\": 5, 'threw': 2, 'stand': 8, \"couldn't\": 6, 'known': 4, 'stickiness': 1, 'commitment': 2, 'right': 41, '“nooooooooooo”': 1, 'eyelash': 11, 'couldn’t': 5, 'entire': 8, 'some': 51, 'damn': 23, 'yell': 1, 'sisssss': 1, 'these': 61, 'items': 3, 'dutch': 4, 'unhear': 1, 'looooved': 2, 'vibes': 5, 'fierce': 2, 'goddess': 8, 'giving': 8, 'cant': 21, 'ok': 16, 'feeling': 5, 'polish': 3, 'priceless': 1, 'youtube': 18, 'nikkie’s': 4, 'dislike': 3, 'scared': 9, 'there’s': 9, 'shark': 6, 'frecking': 1, 'seriously': 8, 'says': 14, 'uses': 13, 'soacked': 1, 'relate': 3, 'blender': 6, 'broke': 3, \"that'll\": 1, 'staahhhpp': 1, 'near': 3, 'kill': 2, 'tiger': 1, 'seeing': 11, '€10': 1, 'nice': 118, 'mom': 8, 'barbecue': 1, 'long': 40, 'maybeline': 3, 'super': 44, 'hamam': 1, 'dress': 2, \"i've\": 36, 'been': 47, 'well': 28, 'spa': 1, 'surprise': 1, 'sauce': 1, 'guess': 6, 'dinner': 1, 'netherlands': 4, 'cheap': 5, 'lipgloss': 3, 'already': 21, 'turns': 4, 'red': 20, 'shower': 2, 'matt': 1, 'ink': 3, 'titties': 1, \"sauna's\": 1, 'you’re': 37, '9': 14, '48': 4, 'point': 10, 'laughing': 2, '49': 5, 'recording': 3, 'back': 37, 'lil': 2, 'creatures': 1, 'better': 29, 'wipe': 3, 'drying': 4, 'personally': 4, 'vaseline': 1, 'few': 6, 'l’oréal': 1, 'infallibles': 1, 'remove': 5, 'tissue': 1, 'minutes': 8, 'either': 12, 'rub': 3, 'fiancée': 1, 'q': 5, 'life': 34, 'perfect': 60, 'places': 2, 'travels': 1, 'everyone': 22, 'started': 9, 'south': 1, 'school': 8, 'american': 2, 'weeks': 2, 'nikkiiiii': 1, 'freakin': 6, 'beyond': 2, 'concealer': 17, 'pwezzzzz': 1, 'clinique': 1, 'vids': 11, 'perfecting': 1, 'turtles': 12, 'biggest': 3, 'fan': 9, 'hot': 6, 'daym': 1, 'loving': 5, 'vlog': 10, 'type': 9, 'style': 21, 'wildlife': 1, 'only': 73, 'bathingsuit': 2, 'thing': 22, 'dipping': 1, 'looked': 30, 'great': 104, 'serious': 3, 'honey': 5, '“fondation”': 1, 'funny': 29, 'instead': 11, 'glowy': 3, 'chest': 3, 'what’s': 6, 'seawater': 1, 'nearly': 5, 'job': 18, 'clarity': 1, 'though': 20, 'trust': 3, 'issues': 2, 'cause': 19, 'guy': 7, 'thank': 105, 'color': 31, 'islands': 1, 'sold': 3, 'eyebrows': 34, 'trip': 4, \"'it's\": 1, \"summer'\": 1, 'obviously': 4, 'half': 5, 'glimpse': 1, 'sp': 1, 'snacc': 1, 'wanna': 12, 'makes': 43, 'gurl': 7, 'hshddh': 1, 'nickkie': 1, 'thrilled': 1, 'somehow': 1, 'house': 9, 'used': 61, 'etude': 6, 'satisfying': 6, 'urchin': 1, 'call': 2, '“it': 2, 'summer”': 1, 'boyfriend': 8, 'such': 50, 'enjoyed': 9, 'every': 30, 'couple': 8, 'idea': 23, 'drenched': 1, 'aint': 4, 'wasting': 2, 'smiled': 1, 'length': 1, 'proposed': 1, 'nails': 11, 'imo': 1, 'taught': 4, 'recreate': 1, 'compliment': 2, 'boat': 1, 'aka': 3, 'dilon': 1, 'dear': 7, 'mr': 1, 'save': 8, 'why': 105, 'x': 19, 'finished': 3, 'soon': 5, 'bought': 6, 'impressed': 3, 'sweatproof': 2, 'sharing': 13, 'glowing': 4, 'skin': 117, 'interesting': 10, 'doooo': 1, 'truuuuueee': 1, 'gurlss': 1, 'heaadsss': 1, 'im': 34, '“this': 1, 'sksskshhgd': 1, 'airport”': 1, 'seal': 2, 'channel': 23, 'everyday': 49, 'vlogging': 3, 'petition': 2, 'hahaha': 7, '03': 3, 'lionfish': 2, 'seat': 1, 'poison': 2, 'fell': 2, 'film': 3, '2010': 1, 'adele': 1, 'wow': 97, 'okay': 14, 'often': 5, 'crap': 5, 'holy': 3, 'possible': 7, 'normal': 10, 'slicked': 1, 'hair': 56, 'place': 8, 'vlogs': 5, 'coming': 7, 'outdoor': 2, \"nikkie's\": 4, 'tho': 21, '5826388888888888': 1, '0': 18, 'eargasm': 1, '37': 3, 'asmr': 1, 'little': 26, 'relationship': 2, 'ayo': 1, '50': 8, 'eva': 1, 'seennnn': 1, 'earrings': 8, 'concerned': 3, 'foggy': 1, \"doesn't\": 18, 'mate': 1, 'looove': 3, 'trick': 16, 'hours': 2, 'tacky': 4, 'drama': 14, 'nature': 4, 'glamour': 2, 'realised': 5, 'somewhere': 1, 'core': 3, 'exisct': 1, 'lie': 3, 'other': 34, 'nothing': 10, 'ariel': 2, 'ideas': 7, 'asian': 9, 'wont': 2, 'expecting': 1, 'mean': 33, 'loolll': 1, 'result': 4, 'curl': 12, 'damnnnn': 1, 'sm': 4, 'ohmygodddddd': 1, 'bbydoll': 1, 'lifeeeee': 1, 'ohhhhh': 2, 'millie': 2, 'bobby': 4, 'brown': 9, 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1, 'beautyful': 1, 'hermosa': 2, 'production': 1, 'boost': 1, \"people's\": 1, 'duh': 1, 'cycle': 1, 'rating': 1, 'contestants': 1, 'jealousssss': 1, \"winnie's\": 1, 'overlooked': 1, 'previously': 1, 'fawning': 1, 'represent': 1, 'happyveteransday': 1, 'war': 1, 'powders': 1, 'prepare': 1, 'soldiers': 1, 'knw': 1, 'icon': 1, 'girrrrl': 1, 'prrety': 1, 'self’s': 1, 'cruel': 1, 'supermodel': 1, 'pleaseeeeeeee': 1, 'intensifies': 1, 'scraping': 1, 'martinez': 1, 'melanie': 1, 'deusaaaaa': 1, 'visine': 4, 'else’s': 1, 'zendayaaaaaaa': 1, 'perfec': 1, 'cooli': 1, 'dull': 1, 'rosacea': 1, 'racist': 1, 'brain': 1, 'yurself': 1, 'creation': 1, 'pleaseeee': 1, 'camila': 1, 'canvas': 1, 'express': 1, 'selfs': 1, 'advocacy': 1, 'impression': 1, 'unbothered': 1, 'busy': 1, 'booked': 1, 'overglorify': 1, 'somethings': 1, 'sit': 1, \"haven't\": 1, 'individual': 1, 'geesh': 1, 'judgement': 1, 'eats': 1, 'pigment': 1, 'lioness': 1, 'exotic': 1, 'note': 1, 'salts': 1, 'ionic': 1, 'but\\xa0metal\\xa0has': 1, '\\xa0bentonite': 1, 'clay\\xa0contains': 1, 'charge': 1, 'allure': 1, 'dissolved': 1, 'america’s': 1, 'continued': 1, 'path': 1, 'motivating': 1, 'modelling': 1, 'howling': 1, '“times': 1, 'omygash': 1, 'beauteful': 1, 'reads': 1, 'happend': 1, 'earned': 1, 'aftermath': 1, 'bow': 1, 'cupid’s': 1, 'town': 1, 'whitney': 1, 'ac': 1, '‘boots': 1, 'fave’': 1, 'london': 1, 'australian': 1, 'cow': 1, 'mf': 1, 'minaj': 1, 'nicki': 1, 'casually': 1, 'applys': 1, 'tripping': 1, 'eyeballs': 1, 'beautifulll': 1, 'sign': 1, 'brillian': 1, 'ella': 1, 'vitíligo': 1, 'mundo': 1, 'importa': 1, 'shoe': 1, 'fame': 1, 'baking': 1, 'any1': 1, 'plssss': 1, 'invisible': 1, 'strength': 1, 'pure': 1, 'forks': 1, 'spoons': 1})\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(t.word_docs)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1-2. 데이터 셋 분석"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "댓글의 최대 길이 : 590\n",
+ "댓글의 평균 길이 : 56.03\n",
+ "댓글의 중앙값 길이 : 41.00\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "\n",
+ "len_result = [len(s) for s in X1]\n",
+ "\n",
+ "print('댓글의 최대 길이 : {}'.format(np.max(len_result)))\n",
+ "print('댓글의 평균 길이 : {:.2f}'.format(np.mean(len_result)))\n",
+ "print('댓글의 중앙값 길이 : {:.2f}'.format(np.median(len_result)))\n",
+ "\n",
+ "plt.subplot(1,2,1)\n",
+ "plt.boxplot(len_result)\n",
+ "plt.subplot(1,2,2)\n",
+ "plt.hist(len_result, bins=50)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('i', 1687),\n",
+ " ('the', 1297),\n",
+ " ('you', 1173),\n",
+ " ('so', 824),\n",
+ " ('is', 807),\n",
+ " ('and', 803),\n",
+ " ('to', 749),\n",
+ " ('a', 719),\n",
+ " ('it', 584),\n",
+ " ('your', 568),\n",
+ " ('she', 567),\n",
+ " ('love', 528),\n",
+ " ('makeup', 513),\n",
+ " ('this', 483),\n",
+ " ('her', 474),\n",
+ " ('that', 472),\n",
+ " ('of', 452),\n",
+ " ('like', 452),\n",
+ " ('my', 429),\n",
+ " ('beautiful', 426),\n",
+ " ('are', 409),\n",
+ " ('for', 380),\n",
+ " ('on', 373),\n",
+ " ('video', 321),\n",
+ " ('in', 315),\n",
+ " ('do', 309),\n",
+ " ('look', 291),\n",
+ " ('with', 291),\n",
+ " ('have', 291),\n",
+ " ('me', 277),\n",
+ " ('but', 276),\n",
+ " ('was', 239),\n",
+ " ('u', 233),\n",
+ " ('make', 226),\n",
+ " ('how', 224),\n",
+ " ('what', 221),\n",
+ " ('up', 221),\n",
+ " ('just', 207),\n",
+ " ('pretty', 193),\n",
+ " ('not', 177),\n",
+ " ('without', 171),\n",
+ " ('all', 169),\n",
+ " ('face', 167),\n",
+ " ('looks', 166),\n",
+ " ('when', 164),\n",
+ " ('can', 161),\n",
+ " ('really', 160),\n",
+ " ('one', 160),\n",
+ " ('use', 151),\n",
+ " ('much', 150),\n",
+ " ('very', 150),\n",
+ " ('eyeliner', 145),\n",
+ " ('from', 139),\n",
+ " ('good', 135),\n",
+ " ('omg', 134),\n",
+ " ('eye', 134),\n",
+ " ('be', 133),\n",
+ " ('nikkie', 130),\n",
+ " ('girl', 128),\n",
+ " ('loren', 128),\n",
+ " ('skin', 126),\n",
+ " ('nice', 124),\n",
+ " ('if', 121),\n",
+ " ('no', 120),\n",
+ " ('know', 116),\n",
+ " ('more', 116),\n",
+ " ('amazing', 113),\n",
+ " ('eyes', 111),\n",
+ " ('or', 110),\n",
+ " ('tips', 108),\n",
+ " ('great', 108),\n",
+ " ('thank', 106),\n",
+ " ('why', 106),\n",
+ " ('gorgeous', 104),\n",
+ " ('at', 103),\n",
+ " (\"it's\", 101),\n",
+ " ('get', 100),\n",
+ " ('wow', 100),\n",
+ " ('as', 98),\n",
+ " ('please', 98),\n",
+ " ('thanks', 96),\n",
+ " ('see', 95),\n",
+ " ('who', 94),\n",
+ " ('ur', 92),\n",
+ " ('lol', 92),\n",
+ " ('out', 91),\n",
+ " ('cute', 91),\n",
+ " (\"i'm\", 91),\n",
+ " ('did', 89),\n",
+ " ('too', 87),\n",
+ " ('am', 86),\n",
+ " ('about', 86),\n",
+ " ('where', 84),\n",
+ " (\"don't\", 84),\n",
+ " ('need', 83),\n",
+ " ('videos', 82),\n",
+ " ('them', 82),\n",
+ " ('we', 81),\n",
+ " ('way', 80),\n",
+ " ('lips', 79),\n",
+ " ('loved', 78),\n",
+ " ('best', 78),\n",
+ " ('only', 78),\n",
+ " ('even', 77),\n",
+ " ('beauty', 77),\n",
+ " ('foundation', 74),\n",
+ " ('has', 74),\n",
+ " ('would', 74),\n",
+ " ('think', 73),\n",
+ " ('i’m', 72),\n",
+ " ('never', 72),\n",
+ " ('liner', 72),\n",
+ " (\"she's\", 70),\n",
+ " ('they', 69),\n",
+ " ('hair', 68),\n",
+ " ('because', 67),\n",
+ " ('lipstick', 67),\n",
+ " ('waterproof', 66),\n",
+ " ('always', 66),\n",
+ " (\"you're\", 65),\n",
+ " ('lashes', 65),\n",
+ " ('put', 65),\n",
+ " ('had', 64),\n",
+ " ('does', 64),\n",
+ " ('an', 63),\n",
+ " ('also', 63),\n",
+ " ('these', 63),\n",
+ " ('freckles', 63),\n",
+ " ('first', 62),\n",
+ " ('she’s', 62),\n",
+ " ('try', 62),\n",
+ " ('perfect', 62),\n",
+ " ('used', 62),\n",
+ " ('people', 61),\n",
+ " ('will', 60),\n",
+ " ('time', 60),\n",
+ " ('using', 59),\n",
+ " ('now', 59),\n",
+ " ('different', 58),\n",
+ " ('it’s', 55),\n",
+ " ('those', 55),\n",
+ " ('everyday', 55),\n",
+ " ('awesome', 54),\n",
+ " ('3', 54),\n",
+ " ('liquid', 53),\n",
+ " ('there', 53),\n",
+ " ('anyone', 53),\n",
+ " ('should', 52),\n",
+ " ('some', 52),\n",
+ " ('wear', 51),\n",
+ " ('actually', 51),\n",
+ " ('after', 51),\n",
+ " ('such', 50),\n",
+ " ('want', 49),\n",
+ " ('thought', 49),\n",
+ " ('any', 49),\n",
+ " ('been', 48),\n",
+ " ('got', 47),\n",
+ " ('natural', 47),\n",
+ " ('said', 46),\n",
+ " ('watching', 46),\n",
+ " ('products', 46),\n",
+ " ('still', 46),\n",
+ " ('don’t', 46),\n",
+ " ('same', 45),\n",
+ " ('looking', 45),\n",
+ " ('ever', 45),\n",
+ " ('eyeshadow', 45),\n",
+ " ('tell', 45),\n",
+ " ('super', 45),\n",
+ " ('mask', 45),\n",
+ " ('metal', 45),\n",
+ " ('literally', 44),\n",
+ " ('lot', 44),\n",
+ " ('tutorial', 44),\n",
+ " ('oh', 44),\n",
+ " ('doing', 44),\n",
+ " ('makes', 44),\n",
+ " ('which', 44),\n",
+ " ('here', 43),\n",
+ " ('its', 43),\n",
+ " ('suit', 43),\n",
+ " ('going', 43),\n",
+ " ('r', 43),\n",
+ " ('vitiligo', 43),\n",
+ " ('else', 42),\n",
+ " ('by', 42),\n",
+ " ('say', 42),\n",
+ " ('right', 41),\n",
+ " ('before', 40),\n",
+ " ('long', 40),\n",
+ " ('you’re', 40),\n",
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+ " ('off', 39),\n",
+ " ('back', 39),\n",
+ " ('nikki', 38),\n",
+ " ('wish', 38),\n",
+ " ('most', 38),\n",
+ " ('then', 38),\n",
+ " ('god', 38),\n",
+ " ('their', 37),\n",
+ " (\"i've\", 37),\n",
+ " ('lip', 36),\n",
+ " ('routine', 36),\n",
+ " ('eyebrows', 36),\n",
+ " ('im', 36),\n",
+ " ('new', 35),\n",
+ " ('cool', 35),\n",
+ " ('take', 34),\n",
+ " ('day', 34),\n",
+ " ('feel', 34),\n",
+ " ('life', 34),\n",
+ " ('color', 34),\n",
+ " ('other', 34),\n",
+ " (\"can't\", 33),\n",
+ " ('queen', 33),\n",
+ " ('everything', 33),\n",
+ " ('mean', 33),\n",
+ " ('hi', 32),\n",
+ " ('could', 32),\n",
+ " ('looked', 32),\n",
+ " ('many', 31),\n",
+ " ('mascara', 31),\n",
+ " ('us', 31),\n",
+ " ('every', 31),\n",
+ " ('bathing', 30),\n",
+ " ('than', 30),\n",
+ " ('next', 30),\n",
+ " ('sooo', 30),\n",
+ " ('personality', 30),\n",
+ " ('fork', 30),\n",
+ " ('swimming', 29),\n",
+ " ('someone', 29),\n",
+ " ('well', 29),\n",
+ " ('better', 29),\n",
+ " ('funny', 29),\n",
+ " ('chloe', 29),\n",
+ " ('clay', 29),\n",
+ " ('full', 28),\n",
+ " ('1', 28),\n",
+ " ('something', 28),\n",
+ " ('seen', 28),\n",
+ " ('watch', 28),\n",
+ " ('hate', 28),\n",
+ " ('maybelline', 27),\n",
+ " ('big', 27),\n",
+ " ('done', 27),\n",
+ " ('being', 27),\n",
+ " (\"that's\", 27),\n",
+ " ('go', 27),\n",
+ " ('wait', 26),\n",
+ " ('stunning', 26),\n",
+ " ('keep', 26),\n",
+ " ('little', 26),\n",
+ " ('fun', 26),\n",
+ " ('winnie', 26),\n",
+ " ('wearing', 25),\n",
+ " ('years', 25),\n",
+ " ('friends', 25),\n",
+ " ('n', 25),\n",
+ " ('idea', 25),\n",
+ " ('tip', 25),\n",
+ " ('gonna', 24),\n",
+ " ('definitely', 24),\n",
+ " ('made', 24),\n",
+ " ('swimsuit', 24),\n",
+ " ('real', 24),\n",
+ " ('hard', 24),\n",
+ " ('eyelashes', 24),\n",
+ " ('person', 24),\n",
+ " ('shaving', 24),\n",
+ " ('spray', 23),\n",
+ " ('probably', 23),\n",
+ " ('went', 23),\n",
+ " ('favorite', 23),\n",
+ " ('kind', 23),\n",
+ " ('damn', 23),\n",
+ " ('everyone', 23),\n",
+ " ('channel', 23),\n",
+ " ('ears', 23),\n",
+ " ('trying', 23),\n",
+ " ('dont', 23),\n",
+ " ('shes', 23),\n",
+ " (\"didn't\", 23),\n",
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+ " ('12', 22),\n",
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+ " ('brand', 22),\n",
+ " ('whole', 22),\n",
+ " ('dylan', 22),\n",
+ " ('saw', 22),\n",
+ " ('cant', 22),\n",
+ " ('thing', 22),\n",
+ " ('2', 22),\n",
+ " ('shade', 22),\n",
+ " ('helpful', 22),\n",
+ " ('setting', 21),\n",
+ " ('help', 21),\n",
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+ " ('5', 21),\n",
+ " ('voice', 21),\n",
+ " ('i’ve', 21),\n",
+ " ('since', 21),\n",
+ " ('already', 21),\n",
+ " ('style', 21),\n",
+ " ('tho', 21),\n",
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+ " ('brows', 21),\n",
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+ " ('hey', 21),\n",
+ " ('watched', 21),\n",
+ " ('white', 21),\n",
+ " ('fake', 21),\n",
+ " ('aztec', 21),\n",
+ " ('body', 20),\n",
+ " ('come', 20),\n",
+ " ('fish', 20),\n",
+ " ('red', 20),\n",
+ " ('though', 20),\n",
+ " ('x', 20),\n",
+ " ('woman', 20),\n",
+ " ('apply', 20),\n",
+ " ('line', 19),\n",
+ " ('lipsticks', 19),\n",
+ " ('absolutely', 19),\n",
+ " ('tutorials', 19),\n",
+ " ('colour', 19),\n",
+ " ('plz', 19),\n",
+ " ('job', 19),\n",
+ " ('cause', 19),\n",
+ " ('lovely', 19),\n",
+ " ('sorry', 19),\n",
+ " ('soo', 19),\n",
+ " ('ik', 19),\n",
+ " ('brush', 19),\n",
+ " ('bad', 19),\n",
+ " ('date', 18),\n",
+ " ('soooo', 18),\n",
+ " ('product', 18),\n",
+ " ('d', 18),\n",
+ " ('talk', 18),\n",
+ " ('start', 18),\n",
+ " ('happy', 18),\n",
+ " ('youtube', 18),\n",
+ " ('0', 18),\n",
+ " (\"doesn't\", 18),\n",
+ " ('blush', 18),\n",
+ " ('end', 18),\n",
+ " ('sis', 18),\n",
+ " ('give', 18),\n",
+ " ('powder', 18),\n",
+ " ('age', 18),\n",
+ " ('doesn’t', 17),\n",
+ " ('ocean', 17),\n",
+ " ('underwater', 17),\n",
+ " ('summer', 17),\n",
+ " ('getting', 17),\n",
+ " ('btw', 17),\n",
+ " ('lower', 17),\n",
+ " ('into', 17),\n",
+ " ('down', 17),\n",
+ " ('etc', 17),\n",
+ " ('lmao', 17),\n",
+ " ('find', 17),\n",
+ " ('cover', 17),\n",
+ " ('show', 17),\n",
+ " ('concealer', 17),\n",
+ " ('both', 17),\n",
+ " ('double', 17),\n",
+ " ('shadow', 17),\n",
+ " ('under', 17),\n",
+ " ('girls', 17),\n",
+ " ('dark', 17),\n",
+ " ('black', 17),\n",
+ " ('easy', 17),\n",
+ " ('model', 17),\n",
+ " ('drops', 17),\n",
+ " ('swim', 16),\n",
+ " ('camera', 16),\n",
+ " ('work', 16),\n",
+ " ('test', 16),\n",
+ " ('15', 16),\n",
+ " ('last', 16),\n",
+ " ('bikini', 16),\n",
+ " ('ok', 16),\n",
+ " ('trick', 16),\n",
+ " ('making', 16),\n",
+ " ('crazy', 16),\n",
+ " ('wonderful', 16),\n",
+ " ('guys', 16),\n",
+ " ('gel', 16),\n",
+ " ('xd', 16),\n",
+ " ('de', 16),\n",
+ " ('old', 16),\n",
+ " ('grow', 16),\n",
+ " ('things', 16),\n",
+ " ('gray', 16),\n",
+ " ('naturally', 16),\n",
+ " ('thicker', 16),\n",
+ " ('shave', 16),\n",
+ " ('13', 15),\n",
+ " ('idk', 15),\n",
+ " ('that’s', 15),\n",
+ " ('lash', 15),\n",
+ " ('content', 15),\n",
+ " ('yes', 15),\n",
+ " ('once', 15),\n",
+ " ('tried', 15),\n",
+ " ('part', 15),\n",
+ " ('buy', 15),\n",
+ " ('stay', 15),\n",
+ " ('9', 15),\n",
+ " ('drama', 15),\n",
+ " ('waiting', 15),\n",
+ " ('10', 15),\n",
+ " ('again', 15),\n",
+ " ('putting', 15),\n",
+ " ('bc', 15),\n",
+ " ('haha', 15),\n",
+ " ('comment', 15),\n",
+ " ('self', 15),\n",
+ " ('bit', 15),\n",
+ " ('hack', 15),\n",
+ " ('angelina', 15),\n",
+ " ('jolie', 15),\n",
+ " ('antm', 15),\n",
+ " ('supposed', 14),\n",
+ " ('can’t', 14),\n",
+ " ('didn’t', 14),\n",
+ " ('world', 14),\n",
+ " ('bottom', 14),\n",
+ " ('dry', 14),\n",
+ " ('uses', 14),\n",
+ " ('says', 14),\n",
+ " ('okay', 14),\n",
+ " ('20', 14),\n",
+ " ('dna', 14),\n",
+ " ('came', 14),\n",
+ " ('sister', 14),\n",
+ " ('je', 14),\n",
+ " ('let', 14),\n",
+ " ('our', 14),\n",
+ " ('side', 14),\n",
+ " ('especially', 14),\n",
+ " ('pimples', 14),\n",
+ " ('simple', 14),\n",
+ " ('thick', 14),\n",
+ " ('kinda', 14),\n",
+ " ('stop', 13),\n",
+ " ('finally', 13),\n",
+ " ('days', 13),\n",
+ " ('he', 13),\n",
+ " ('wrong', 13),\n",
+ " ('highlighter', 13),\n",
+ " ('hello', 13),\n",
+ " ('sharing', 13),\n",
+ " ('4', 13),\n",
+ " ('pony', 13),\n",
+ " ('must', 13),\n",
+ " ('sure', 13),\n",
+ " ('found', 13),\n",
+ " ('views', 13),\n",
+ " ('wing', 13),\n",
+ " ('comments', 13),\n",
+ " ('tiktok', 13),\n",
+ " ('except', 13),\n",
+ " ('ponytail', 13),\n",
+ " ('tail', 13),\n",
+ " ('useful', 13),\n",
+ " ('tyra', 13),\n",
+ " ('while', 12),\n",
+ " ('called', 12),\n",
+ " ('own', 12),\n",
+ " ('primer', 12),\n",
+ " ('two', 12),\n",
+ " ('care', 12),\n",
+ " ('others', 12),\n",
+ " ('times', 12),\n",
+ " ('imagine', 12),\n",
+ " ('either', 12),\n",
+ " ('turtles', 12),\n",
+ " ('wanna', 12),\n",
+ " ('nails', 12),\n",
+ " ('curl', 12),\n",
+ " ('top', 12),\n",
+ " ('hope', 12),\n",
+ " ('yourself', 12),\n",
+ " ('another', 12),\n",
+ " ('xx', 12),\n",
+ " ('ugh', 12),\n",
+ " ('pls', 12),\n",
+ " ('draw', 12),\n",
+ " ('s', 12),\n",
+ " ('catfish', 12),\n",
+ " ('superb', 12),\n",
+ " ('change', 11),\n",
+ " ('knew', 11),\n",
+ " ('thinking', 11),\n",
+ " ('mermaid', 11),\n",
+ " ('baby', 11),\n",
+ " ('glad', 11),\n",
+ " ('light', 11),\n",
+ " ('curling', 11),\n",
+ " ('having', 11),\n",
+ " ('yet', 11),\n",
+ " ('away', 11),\n",
+ " ('adorable', 11),\n",
+ " ('eyelash', 11),\n",
+ " ('seeing', 11),\n",
+ " ('vids', 11),\n",
+ " ('vlog', 11),\n",
+ " ('instead', 11),\n",
+ " ('freaking', 11),\n",
+ " ('brow', 11),\n",
+ " ('y', 11),\n",
+ " ('hand', 11),\n",
+ " ('myself', 11),\n",
+ " ('learn', 11),\n",
+ " ('yours', 11),\n",
+ " ('almost', 11),\n",
+ " ('applying', 11),\n",
+ " ('stuff', 11),\n",
+ " ('m', 11),\n",
+ " ('yeah', 11),\n",
+ " ('puts', 11),\n",
+ " ('true', 11),\n",
+ " ('left', 11),\n",
+ " ('confidence', 11),\n",
+ " ('darker', 11),\n",
+ " ('liked', 11),\n",
+ " ('luv', 11),\n",
+ " ('instagram', 11),\n",
+ " ('wtf', 11),\n",
+ " ('weave', 11),\n",
+ " ('mix', 11),\n",
+ " ('small', 11),\n",
+ " ('smooth', 11),\n",
+ " ('nd', 11),\n",
+ " ('mam', 11),\n",
+ " ('believe', 10),\n",
+ " ('challenge', 10),\n",
+ " ('forever', 10),\n",
+ " ('set', 10),\n",
+ " ('00', 10),\n",
+ " ('far', 10),\n",
+ " ('matte', 10),\n",
+ " ('curacao', 10),\n",
+ " ('honestly', 10),\n",
+ " ('weird', 10),\n",
+ " ('16', 10),\n",
+ " ('live', 10),\n",
+ " ('point', 10),\n",
+ " ('house', 10),\n",
+ " ('interesting', 10),\n",
+ " ('normal', 10),\n",
+ " ('nothing', 10),\n",
+ " ('ya', 10),\n",
+ " ('million', 10),\n",
+ " ('e', 10),\n",
+ " ('special', 10),\n",
+ " ('wig', 10),\n",
+ " ('knows', 10),\n",
+ " ('around', 10),\n",
+ " ('sooooo', 10),\n",
+ " ('noticed', 10),\n",
+ " ('seems', 10),\n",
+ " ('similar', 10),\n",
+ " (\"wouldn't\", 10),\n",
+ " ('understand', 10),\n",
+ " (\"what's\", 10),\n",
+ " ('difference', 10),\n",
+ " ('year', 10),\n",
+ " ('orange', 10),\n",
+ " ('straight', 10),\n",
+ " ('faux', 10),\n",
+ " ('clip', 10),\n",
+ " ('create', 10),\n",
+ " ('shocked', 9),\n",
+ " ('“', 9),\n",
+ " ('sad', 9),\n",
+ " ('human', 9),\n",
+ " ('sponge', 9),\n",
+ " ('women', 9),\n",
+ " ('ago', 9),\n",
+ " ('maybe', 9),\n",
+ " ('stayed', 9),\n",
+ " ('gives', 9),\n",
+ " ('eyelids', 9),\n",
+ " ('there’s', 9),\n",
+ " ('scared', 9),\n",
+ " ('minutes', 9),\n",
+ " ('started', 9),\n",
+ " ('fan', 9),\n",
+ " ('type', 9),\n",
+ " ('enjoyed', 9),\n",
+ " ('boyfriend', 9),\n",
+ " ('asian', 9),\n",
+ " ('brown', 9),\n",
+ " ('his', 9),\n",
+ " ('mouth', 9),\n",
+ " ('word', 9),\n",
+ " ('didnt', 9),\n",
+ " ('17', 9),\n",
+ " ('”', 9),\n",
+ " ('remind', 9),\n",
+ " ('exact', 9),\n",
+ " ('behind', 9),\n",
+ " ('shape', 9),\n",
+ " ('pencil', 9),\n",
+ " ('bomb', 9),\n",
+ " ('happened', 9),\n",
+ " ('might', 9),\n",
+ " ('comes', 9),\n",
+ " ('anything', 9),\n",
+ " ('saying', 9),\n",
+ " ('course', 9),\n",
+ " ('sometimes', 9),\n",
+ " ('nose', 9),\n",
+ " ('remember', 9),\n",
+ " ('thats', 9),\n",
+ " ('mind', 9),\n",
+ " ('subscribed', 9),\n",
+ " ('hell', 9),\n",
+ " ('works', 9),\n",
+ " ('through', 9),\n",
+ " ('heard', 9),\n",
+ " ('gloss', 9),\n",
+ " ('talking', 9),\n",
+ " ('pale', 9),\n",
+ " ('reason', 9),\n",
+ " ('la', 9),\n",
+ " ('seem', 9),\n",
+ " ('nobody', 9),\n",
+ " ('ones', 9),\n",
+ " ('elizabeth', 9),\n",
+ " ('arden', 9),\n",
+ " ('ty', 9),\n",
+ " ('candice', 9),\n",
+ " ('simply', 9),\n",
+ " ('vogue', 9),\n",
+ " ('dead', 8),\n",
+ " ('dang', 8),\n",
+ " ('room', 8),\n",
+ " ('lick', 8),\n",
+ " ('deep', 8),\n",
+ " ('sea', 8),\n",
+ " ('stays', 8),\n",
+ " ('actual', 8),\n",
+ " ('confident', 8),\n",
+ " ('curaçao', 8),\n",
+ " ('inspiration', 8),\n",
+ " ('laugh', 8),\n",
+ " ('licking', 8),\n",
+ " (\"they're\", 8),\n",
+ " ('wet', 8),\n",
+ " ('chill', 8),\n",
+ " ('appreciate', 8),\n",
+ " ('stand', 8),\n",
+ " ('entire', 8),\n",
+ " ('goddess', 8),\n",
+ " ('giving', 8),\n",
+ " ('seriously', 8),\n",
+ " ('mom', 8),\n",
+ " ('school', 8),\n",
+ " ('guy', 8),\n",
+ " ('couple', 8),\n",
+ " ('save', 8),\n",
+ " ('hahaha', 8),\n",
+ " ('place', 8),\n",
+ " ('50', 8),\n",
+ " ('earrings', 8),\n",
+ " ('testing', 8),\n",
+ " ('attitude', 8),\n",
+ " ('bring', 8),\n",
+ " ('l', 8),\n",
+ " ('fast', 8),\n",
+ " ('sun', 8),\n",
+ " ('needs', 8),\n",
+ " ('doesnt', 8),\n",
+ " ('sense', 8),\n",
+ " ('follow', 8),\n",
+ " ('6', 8),\n",
+ " ('w', 8),\n",
+ " ('contour', 8),\n",
+ " ('honest', 8),\n",
+ " ('dat', 8),\n",
+ " ('ily', 8),\n",
+ " ('lots', 8),\n",
+ " ('glam', 8),\n",
+ " ('barely', 8),\n",
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+ " ('unique', 8),\n",
+ " ('environment', 8),\n",
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+ " ('peach', 8),\n",
+ " ('fuzz', 8),\n",
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+ " ('question', 5),\n",
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+ " ('title', 5),\n",
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+ " ('friendly', 5),\n",
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+ " ('loves', 5),\n",
+ " ('25', 5),\n",
+ " (\"there's\", 5),\n",
+ " ('lauder', 5),\n",
+ " ('forward', 5),\n",
+ " ('realy', 5),\n",
+ " ('power', 5),\n",
+ " ('clicked', 5),\n",
+ " ('rock', 5),\n",
+ " ('40', 5),\n",
+ " ('guru', 5),\n",
+ " ('voor', 5),\n",
+ " ('india', 5),\n",
+ " ('purchase', 5),\n",
+ " ('difficult', 5),\n",
+ " ('eu', 5),\n",
+ " ('eat', 5),\n",
+ " ('together', 5),\n",
+ " ('types', 5),\n",
+ " ('shades', 5),\n",
+ " ('yay', 5),\n",
+ " ('upper', 5),\n",
+ " ('animals', 5),\n",
+ " ('shook', 5),\n",
+ " ('later', 5),\n",
+ " ('informative', 5),\n",
+ " ('haters', 5),\n",
+ " ('het', 5),\n",
+ " ('tour', 5),\n",
+ " ('means', 5),\n",
+ " ('commenting', 5),\n",
+ " ('whenever', 5),\n",
+ " (\"i'll\", 5),\n",
+ " ('cuz', 5),\n",
+ " ('song', 5),\n",
+ " ('whats', 5),\n",
+ " ('order', 5),\n",
+ " ('mentioned', 5),\n",
+ " (\"shouldn't\", 5),\n",
+ " ('favourite', 5),\n",
+ " ('fav', 5),\n",
+ " ('problems', 5),\n",
+ " ('fabulous', 5),\n",
+ " ('compared', 5),\n",
+ " ('quick', 5),\n",
+ " ('music', 5),\n",
+ " ('chanel', 5),\n",
+ " ('enjoy', 5),\n",
+ " ('chin', 5),\n",
+ " ('blonde', 5),\n",
+ " ('lighter', 5),\n",
+ " ('tone', 5),\n",
+ " ('example', 5),\n",
+ " ('relatable', 5),\n",
+ " ('yall', 5),\n",
+ " ('expect', 5),\n",
+ " ('princess', 5),\n",
+ " ('morning', 5),\n",
+ " ('single', 5),\n",
+ " ('lauren', 5),\n",
+ " ('low', 5),\n",
+ " ('mood', 5),\n",
+ " ('add', 5),\n",
+ " ('brooke', 5),\n",
+ " ('52', 5),\n",
+ " ('inspired', 5),\n",
+ " ('media', 5),\n",
+ " (\"she'd\", 5),\n",
+ " ('alot', 5),\n",
+ " ('edit', 5),\n",
+ " ('jenner', 5),\n",
+ " (\"i'd\", 5),\n",
+ " ('drew', 5),\n",
+ " ('completely', 5),\n",
+ " ('painting', 5),\n",
+ " ('enough', 5),\n",
+ " ...]"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#빈도수 순으로 정렬\n",
+ "sorted_count=sorted(count.items(), key=lambda item: item[1], reverse=True)\n",
+ "sorted_count "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " ('later', 5),\n",
+ " ('informative', 5),\n",
+ " ('haters', 5),\n",
+ " ('het', 5),\n",
+ " ('tour', 5),\n",
+ " ('means', 5),\n",
+ " ('commenting', 5),\n",
+ " ('whenever', 5),\n",
+ " (\"i'll\", 5),\n",
+ " ('cuz', 5),\n",
+ " ('song', 5),\n",
+ " ('whats', 5),\n",
+ " ('order', 5),\n",
+ " ('mentioned', 5),\n",
+ " (\"shouldn't\", 5),\n",
+ " ('favourite', 5),\n",
+ " ('fav', 5),\n",
+ " ('problems', 5),\n",
+ " ('fabulous', 5),\n",
+ " ('compared', 5),\n",
+ " ('quick', 5),\n",
+ " ('music', 5),\n",
+ " ('chanel', 5),\n",
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+ " ('chin', 5),\n",
+ " ('blonde', 5),\n",
+ " ('lighter', 5),\n",
+ " ('tone', 5),\n",
+ " ('example', 5),\n",
+ " ('relatable', 5),\n",
+ " ('yall', 5),\n",
+ " ('expect', 5),\n",
+ " ('princess', 5),\n",
+ " ('morning', 5),\n",
+ " ('single', 5),\n",
+ " ('lauren', 5),\n",
+ " ('low', 5),\n",
+ " ('mood', 5),\n",
+ " ('add', 5),\n",
+ " ('brooke', 5),\n",
+ " ('52', 5),\n",
+ " ('inspired', 5),\n",
+ " ('media', 5),\n",
+ " (\"she'd\", 5),\n",
+ " ('alot', 5),\n",
+ " ('edit', 5),\n",
+ " ('jenner', 5),\n",
+ " (\"i'd\", 5),\n",
+ " ('drew', 5),\n",
+ " ('completely', 5),\n",
+ " ('painting', 5),\n",
+ " ('enough', 5),\n",
+ " ...]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "re_sorted_count=sorted(count.items(), key=lambda item: item[1], reverse=False)\n",
+ "re_sorted_count=re_sorted_count[3334:]\n",
+ "re_sorted_count=sorted(re_sorted_count,key=lambda item: item[1], reverse=True)\n",
+ "re_sorted_count"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
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+ " vertical-align: top;\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>key</th>\n",
+ " <th>value</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>i</td>\n",
+ " <td>1687</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>the</td>\n",
+ " <td>1297</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>you</td>\n",
+ " <td>1173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>so</td>\n",
+ " <td>824</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>is</td>\n",
+ " <td>807</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>and</td>\n",
+ " <td>803</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>to</td>\n",
+ " <td>749</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>a</td>\n",
+ " <td>719</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>it</td>\n",
+ " <td>584</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>your</td>\n",
+ " <td>568</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>she</td>\n",
+ " <td>567</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>love</td>\n",
+ " <td>528</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>makeup</td>\n",
+ " <td>513</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>this</td>\n",
+ " <td>483</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>her</td>\n",
+ " <td>474</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>that</td>\n",
+ " <td>472</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>of</td>\n",
+ " <td>452</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>like</td>\n",
+ " <td>452</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>my</td>\n",
+ " <td>429</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>beautiful</td>\n",
+ " <td>426</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>are</td>\n",
+ " <td>409</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>for</td>\n",
+ " <td>380</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>on</td>\n",
+ " <td>373</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>video</td>\n",
+ " <td>321</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>in</td>\n",
+ " <td>315</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>do</td>\n",
+ " <td>309</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>look</td>\n",
+ " <td>291</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>with</td>\n",
+ " <td>291</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>have</td>\n",
+ " <td>291</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>me</td>\n",
+ " <td>277</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2035</th>\n",
+ " <td>apple</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2036</th>\n",
+ " <td>drug</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2037</th>\n",
+ " <td>contact</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2038</th>\n",
+ " <td>stopped</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2039</th>\n",
+ " <td>teen</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2040</th>\n",
+ " <td>cancelled</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2041</th>\n",
+ " <td>rid</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2042</th>\n",
+ " <td>healing</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2043</th>\n",
+ " <td>acv</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2044</th>\n",
+ " <td>structure</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2045</th>\n",
+ " <td>where's</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2046</th>\n",
+ " <td>deactivates</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2047</th>\n",
+ " <td>average</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2048</th>\n",
+ " <td>beef</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2049</th>\n",
+ " <td>purpose</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2050</th>\n",
+ " <td>winnie”</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2051</th>\n",
+ " <td>towards</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2052</th>\n",
+ " <td>fat</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2053</th>\n",
+ " <td>shamed</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2054</th>\n",
+ " <td>humble</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2055</th>\n",
+ " <td>waistline</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2056</th>\n",
+ " <td>latoya</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2057</th>\n",
+ " <td>regularly</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2058</th>\n",
+ " <td>overrated</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2059</th>\n",
+ " <td>useless</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2060</th>\n",
+ " <td>rotten</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2061</th>\n",
+ " <td>toner</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2062</th>\n",
+ " <td>disease</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2063</th>\n",
+ " <td>cabello</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2064</th>\n",
+ " <td>hermosa</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>2065 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " key value\n",
+ "0 i 1687\n",
+ "1 the 1297\n",
+ "2 you 1173\n",
+ "3 so 824\n",
+ "4 is 807\n",
+ "5 and 803\n",
+ "6 to 749\n",
+ "7 a 719\n",
+ "8 it 584\n",
+ "9 your 568\n",
+ "10 she 567\n",
+ "11 love 528\n",
+ "12 makeup 513\n",
+ "13 this 483\n",
+ "14 her 474\n",
+ "15 that 472\n",
+ "16 of 452\n",
+ "17 like 452\n",
+ "18 my 429\n",
+ "19 beautiful 426\n",
+ "20 are 409\n",
+ "21 for 380\n",
+ "22 on 373\n",
+ "23 video 321\n",
+ "24 in 315\n",
+ "25 do 309\n",
+ "26 look 291\n",
+ "27 with 291\n",
+ "28 have 291\n",
+ "29 me 277\n",
+ "... ... ...\n",
+ "2035 apple 2\n",
+ "2036 drug 2\n",
+ "2037 contact 2\n",
+ "2038 stopped 2\n",
+ "2039 teen 2\n",
+ "2040 cancelled 2\n",
+ "2041 rid 2\n",
+ "2042 healing 2\n",
+ "2043 acv 2\n",
+ "2044 structure 2\n",
+ "2045 where's 2\n",
+ "2046 deactivates 2\n",
+ "2047 average 2\n",
+ "2048 beef 2\n",
+ "2049 purpose 2\n",
+ "2050 winnie” 2\n",
+ "2051 towards 2\n",
+ "2052 fat 2\n",
+ "2053 shamed 2\n",
+ "2054 humble 2\n",
+ "2055 waistline 2\n",
+ "2056 latoya 2\n",
+ "2057 regularly 2\n",
+ "2058 overrated 2\n",
+ "2059 useless 2\n",
+ "2060 rotten 2\n",
+ "2061 toner 2\n",
+ "2062 disease 2\n",
+ "2063 cabello 2\n",
+ "2064 hermosa 2\n",
+ "\n",
+ "[2065 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#빈도수를 기준으로 한 plot \n",
+ "data=pd.DataFrame(re_sorted_count)\n",
+ "data= data.rename(columns={0: \"key\", 1:\"value\"})\n",
+ "x=data[0:500]['key']\n",
+ "y=data[0:500]['value']\n",
+ "data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<function matplotlib.pyplot.show(*args, **kw)>"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax=plt.subplots()\n",
+ "plt.plot(x, y)\n",
+ "plt.title('Frequency Distribution1 (top 500 words)')\n",
+ "plt.xlabel('Word')\n",
+ "plt.ylabel('Count')\n",
+ "plt.show"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [],
+ "source": [
+ "#y2: word count\n",
+ "y2=data['value']\n",
+ "y2_l=len(y2)\n",
+ "list1=[]\n",
+ "list2=[]\n",
+ "index=0\n",
+ "for i in range(1687): #1~1688 \n",
+ " cnt=0\n",
+ " while y2_l-index-1>=0 and i+1==y2[y2_l-index-1]:\n",
+ " cnt+=1\n",
+ " #print(y2_l-index-1,y2[y2_l-index-1],cnt)\n",
+ " index+=1\n",
+ " if(cnt!=0):\n",
+ " list1.append(i+1)\n",
+ " list2.append(cnt) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1287\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
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+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>count</th>\n",
+ " <th>ammount</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
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+ " <td>339</td>\n",
+ " </tr>\n",
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+ " <td>193</td>\n",
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+ " <th>3</th>\n",
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+ " <td>152</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>6</td>\n",
+ " <td>93</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>7</td>\n",
+ " <td>72</td>\n",
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+ " <td>64</td>\n",
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+ " <tr>\n",
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+ " <td>9</td>\n",
+ " <td>63</td>\n",
+ " </tr>\n",
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+ " <th>8</th>\n",
+ " <td>10</td>\n",
+ " <td>38</td>\n",
+ " </tr>\n",
+ " <tr>\n",
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+ " <td>44</td>\n",
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+ " <th>10</th>\n",
+ " <td>12</td>\n",
+ " <td>25</td>\n",
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+ " <th>11</th>\n",
+ " <td>13</td>\n",
+ " <td>22</td>\n",
+ " </tr>\n",
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+ " <th>13</th>\n",
+ " <td>15</td>\n",
+ " <td>26</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>16</td>\n",
+ " <td>23</td>\n",
+ " </tr>\n",
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+ " <th>15</th>\n",
+ " <td>17</td>\n",
+ " <td>25</td>\n",
+ " </tr>\n",
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+ " <th>16</th>\n",
+ " <td>18</td>\n",
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+ " </tr>\n",
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+ " <th>17</th>\n",
+ " <td>19</td>\n",
+ " <td>14</td>\n",
+ " </tr>\n",
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+ " <th>18</th>\n",
+ " <td>20</td>\n",
+ " <td>8</td>\n",
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+ " <td>18</td>\n",
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+ " <td>22</td>\n",
+ " <td>11</td>\n",
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+ " <th>21</th>\n",
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+ " <td>15</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>24</td>\n",
+ " <td>9</td>\n",
+ " </tr>\n",
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+ " <th>23</th>\n",
+ " <td>25</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>26</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
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+ " <th>25</th>\n",
+ " <td>27</td>\n",
+ " <td>6</td>\n",
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+ " <td>28</td>\n",
+ " <td>6</td>\n",
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+ " <td>29</td>\n",
+ " <td>7</td>\n",
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+ " <td>30</td>\n",
+ " <td>6</td>\n",
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+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>131</th>\n",
+ " <td>373</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>132</th>\n",
+ " <td>380</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>133</th>\n",
+ " <td>409</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>134</th>\n",
+ " <td>426</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>135</th>\n",
+ " <td>429</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>136</th>\n",
+ " <td>452</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>137</th>\n",
+ " <td>472</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>138</th>\n",
+ " <td>474</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>139</th>\n",
+ " <td>483</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>140</th>\n",
+ " <td>513</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>141</th>\n",
+ " <td>528</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>142</th>\n",
+ " <td>567</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>143</th>\n",
+ " <td>568</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>144</th>\n",
+ " <td>584</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>145</th>\n",
+ " <td>719</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>146</th>\n",
+ " <td>749</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>147</th>\n",
+ " <td>803</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>148</th>\n",
+ " <td>807</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>149</th>\n",
+ " <td>824</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>150</th>\n",
+ " <td>1173</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>151</th>\n",
+ " <td>1297</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>152</th>\n",
+ " <td>1687</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>153 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " count ammount\n",
+ "0 2 510\n",
+ "1 3 339\n",
+ "2 4 193\n",
+ "3 5 152\n",
+ "4 6 93\n",
+ "5 7 72\n",
+ "6 8 64\n",
+ "7 9 63\n",
+ "8 10 38\n",
+ "9 11 44\n",
+ "10 12 25\n",
+ "11 13 22\n",
+ "12 14 22\n",
+ "13 15 26\n",
+ "14 16 23\n",
+ "15 17 25\n",
+ "16 18 16\n",
+ "17 19 14\n",
+ "18 20 8\n",
+ "19 21 18\n",
+ "20 22 11\n",
+ "21 23 15\n",
+ "22 24 9\n",
+ "23 25 6\n",
+ "24 26 6\n",
+ "25 27 6\n",
+ "26 28 6\n",
+ "27 29 7\n",
+ "28 30 6\n",
+ "29 31 4\n",
+ ".. ... ...\n",
+ "123 233 1\n",
+ "124 239 1\n",
+ "125 276 1\n",
+ "126 277 1\n",
+ "127 291 3\n",
+ "128 309 1\n",
+ "129 315 1\n",
+ "130 321 1\n",
+ "131 373 1\n",
+ "132 380 1\n",
+ "133 409 1\n",
+ "134 426 1\n",
+ "135 429 1\n",
+ "136 452 2\n",
+ "137 472 1\n",
+ "138 474 1\n",
+ "139 483 1\n",
+ "140 513 1\n",
+ "141 528 1\n",
+ "142 567 1\n",
+ "143 568 1\n",
+ "144 584 1\n",
+ "145 719 1\n",
+ "146 749 1\n",
+ "147 803 1\n",
+ "148 807 1\n",
+ "149 824 1\n",
+ "150 1173 1\n",
+ "151 1297 1\n",
+ "152 1687 1\n",
+ "\n",
+ "[153 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.DataFrame(list(zip(list1, list2)), \n",
+ " columns =['count', 'ammount']) \n",
+ "s=0\n",
+ "for i in range(5):\n",
+ " s+=df['ammount'][i]\n",
+ "print(s)\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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tldp+kZN15Uhh4C3/MME9AQQNA5Iv6UtmYoHuqDpqzBtPzMb2TMDcvqlm2Qwh5eyKGqsu9q1RvPaRZ54d8eM///CHg/vkEpmfZ+aR2DWRq41d1evK8F6BBtxRK8MLLxuuaD8K4KW+sMej7/E8ZI8PpX7hklJmvhQsriJJHk7SQJim7v0wJDdkwQIghQIs4DgmTL+PKtiCzDGykENAyTAbUci0AUIhmOkw4EhsR2VSVMGqTZwL9VCRGeU6TlDYruBsOEknsk7PFEXk3PYhYKNDFFc002PWNOZhlUr9Sg1qwleWzq8onpbI8Y/sC5pFdWD0Jfhdk22rdaN7Rs383dmf+e/grlceWfDS2tcP+FqZLyKiYQAa8d7P8I5kEwnuV9SObXbhbx7AHHjD4wYsnofssUfqFy6JDf3mP3/ILFqI6DaS5OH9bdPeIEnAdkeNcUAwTJhMFKQwLEi2xLqPEJAMqI7KhmJSUTDFZirMpqJSiRPkamjUYyahRxNYR0NQkmHq1hMiW9RBW7RiMSK2nSjtAznsTB6kK0t9s1DTtVqY2XI4mU5+uz6rnGIZgcd9Y4dFuzfm6rFlRHLd9O7tydU0vCtz3JIj6NbEDdV/H/zTZ4450Gtl5iOZWYY77O0duBl8wK5Ycu+RGjsyGgdh1yiO0QDOBbDwQG3x6Ds8QfZ4D/ULlwSGfO3B77Jjt5KsfJtI+iTMvgFgh1vosAQZQRAMGFBZYZl9pFhMmWAQQVln1WD0REMojaTIyhVJBuJsixKMMDTO5bbDKnOw2VcDJTsYyVwrRBnTKzRC1OY7KaKZTAEbMT2ARFU1jU2sI7nbcKJalpJDBf6tTdLF5GHysdq/fJk0cf6tcbPfal05OpBaWVU8ROPHxJwye1TsDzctvuq3i6/9ydw+uOw1AB6GK7JRuPUzdrBDlHess+HO62fDFWQbwNQ+sMGjj/AE2QOAmz035OsPXcOO1Sr5gj8gWYnu/aiBAzOBANhwSGaAhB8mdPghkeMEIWwDmWAEUcWBZueQDxQh5s+Q7ATho1Y0yZWI5cvQQylpuC1Y9wWoxPY5aVWXT2CN1gYHUy4+CLqZFNHQJjxmThSor5DrDUuKZchx5I18EWvS/b4TWAqrOLP69cDW1YNskU2jMmWXPDDBLr+4LdN4k3xOaZ2/bQs3lc5X4u033fm5J5+898J7DmQy1hq4M6FE4Ra49wP4AdwkEguuKNcV9hVwh8epAF4rrJtGRBuI6K9E5DsAOzz6AE+QD3PqFy6hIV9/+BK2zSZJDfyCZLVs70cNTCQAgmx3vIXjA0sCAUhkG37kWYMsIighAylkyGcXoUKkhIIAYmortSqlLOUjyAcl1GohVClpilgy58PdmGrZCJTbMBIVbJs5UV+XV55UZ2FQ12rWe0rYzrTyytG2FNIi9vbBw5RxnUstBQ7UliO4KbVejEpvlHP1tvJQaiqlRxSPn/v6g1OLupXtXXYYBGXe2LWLH1k7Zuxf1o4ZO3R/r5mZVzHzWLiZkJvgjqo4F24H3ga4xe53DIHpnQHohxtv3gi3SNEJAJYRUewAHoHHAeIJ8mHMkK89NFdYxnpJ9f+RFF9tf9tzYBAkEAQcyAxiRyJJEtBlP4TtQ4ZyJIsIiowMLEWwjnKqNFKkm3mSi3SklRB8jgrd30EZrkRtPoOUkeJcURe9ZQwSDdQshfIWC58khjsydVTVSeN7NsCXNOyYkaayMgf3OUc7YsLwwPlFTwa3vBuzIpkginMOPzPStL4k8vIfAidTjbaO/cnKmNa6dazkP+KoaHzVipAeHwzggp+dJf1l4uKJ35+4eOJHqenRA/fzPKLw8gN4CMBbcMt07ogtv1HYP1pYngE3jvxVACMBrCeiZUQ06wAehsdHxBPkw5DaK+6ODL763gdI9b8gqf6R/W1PX8BMkCDgsE0KAWyrrBAjRwEI24KQBCxEKWrkEVAcabtcCs4GYAuC5Q9wlWJSRu+GUZrhjUoNfJk69OSaOVzq0DJ5GKtJiSRD56h/K5Ya4wSGlEq1GkvhrBCJ2Fb6tKNJT8ZmU1l8dW5EUUIyNs7gral3eWJyq9o6VkgvZMY66YkjpTlty9jfbhl5VAohbB679k9TAWB7jJe/OlaaDeZrH27d/jQWFZ2yf9e/01NuBLAWrtd7HoAn4Gb8tcD1lifDDV3E4Yq0H65X/Rm4U0V1A7gewI/74LF47CeeIB9m1F5x97lytHyrHCn5H+r/bI6+gwkSSRCSA4UI7KhQwcgiAFg2q7JAQorC0cKsIgNHJRipMAxFQYkTpeGGxmm9HaGojW1qBcXMICf9mrxAaNRSVE75rsGc07tE5ZCU8rjaiNr4Gja6o4Izrdgwhvn1fINpTRqunmg/6mtrUZ2S7nqSMll+Y1DG/jzn5d/6T6dqcxOHs9VyIJvVysuOL4lsfaY9InSfzcw3nUWjAWBBNv96g2Ud+ZYYcd3oW/75k2eeHVG5X7fBFeapAL4IV3DPB7AMrje8Ba4nDbjJJQRXnH9SWFcFt7PvlwBmEJGXPHKQ8QR5AEBEgwtTv68lojVE9OW+Pkftlb8pqbtq8RKltO5ByRcs7ev2+xsmgJjBzAxIIEeBLDmkS37AcdgvW0hJfjhaMRwpjeJgEnq2GKAujlMZl2pBJKQM6vI+LvFriFiKo4W6UamrXBNNkpRSIFRJjAfklsph0viejQikDCfsJDDHZ9J9yvGQQ+ATa1b6EmvHio7MZp6UTshrJguszQ4T3eMbpDnblyHQbhm6PESxzKwxc9tTVQCwdLDd2VWrRJSMZd7YFZ9jCKn7EvO6IadOenqmZfkf/vENN3+UefT2FML4K9zaGL2/iGW4pTuPwHsz/FYCqCv8P3re8kHCE+SBgQ3g64WfnLMBXEVE4/qq8dorf32xHCnbokTLTzmUnOLeMIiJBcvEsKCwJCQWwoJPskAOESMPVbJYMRVkQiqKgmmWzBgFpVZqUUoZ2RhlQ4KKrBiGGknkjBT0koT0X2eoGGy0U1i3RNgXx4vGKEeqi0nVukyhjO40VXfSVEPBproxNDX+uNCyxOHtUymbbhebYh3i05Km/FI9A5WiicPpKsmfy+oV5UfHqjc/Gvexo6QhrAfO8ZUAwDc6ulNhIvkr8bPCvpJW/RT/Y7PeXnlC5THW+O9vufaZ3912wWkl+3w/CiEMZg4CGAzX8/0R3GL4TXA95xTcIXO9Z7LugJuefQTc/0sLwClEtF8hFI+PhifIAwBm3s7MbxbeZ+DGAA+4k63m0tuL667609Nqad2fJF+g6EDbG9AwIIEhgWGSAoIMBxb8sgPJUSCgsV/WoZoCPeEYYmoWfhFAkdqKNqmEfI4K+NvQKtUglClHIt9MVTELa/yDyYhXck7v4tJBHfLj6izUxdfCjAeZsu2UGsb8d3u2JcYPC1xQ/kyg+e1ax8wlxNhMXn5jGtCTrRUdY8dIR7UtR7DD1C3fGL+Wbc9N7nh1EAD8ZTp3GWHZV92eT14kGxXPJ8qsf6tHSp8f/ZcRK1fUadHu+uQgUTp+VfeLI3yxy5Y+fOZNR36Eu1MDV4g74Y47/hOAKwDcCXeigBK4XvN2uKU8Tyoc9xNmnsLME5j5sQN7QB77gifIAwwiqof7oXntw/f8cCrPu+FopbhqvRItO74v7BroMBEkFqAdgswKHNjwyw7IlthQQBHZ5BxrIJSgxs7ANPPQYjIX+cCa1sNWhY7N6iAK6xF0+/N0nG1QviRARrwMJtliol/ImypGyeNSmxBKWTakbfQpaPKj0bk0qHOZUeHPkNzSyNuTm0RW3sonBzS6UzkDlWjhULJcknM5o6xkZnjkxofSEoG2KnbuqRPUQbCEuDPb7cvb4OukL0lHjX5VD+SSHG+bFZovpsxYl1jbssUO+33s92edv944cfHE6ycunrjPn11mXgXgGrgTrrbBnS5qGoA34Y5L3pHlVwM3XDEDbhr2NUT0AhHNJKJvEBETUXkfPjaP3fAEeQBBRBG4Q5W+wszpj9JGqKFRqvzUDd8N1k95Sg5EK/Z+xKECQWIGEcGESpKQYEkOhSQbsg2kgxHEFAspShJEDMVaHnlmSGqEhjk6us12KpUI8BEiluKYoQSZRozrlXaKaCYHAhqv0IcLeVCIynN++NJJsbk+i0S+1spPbFBOlZf4trwbc/xJhYdmLXppKnMoW0bNo8ZJc9qWI9Rl6AhODmrdm5Kjk+/UAMBvT5HzJEk4YVuqa7QsQrfGj7LSYc38vxHPRza8O49OsCdbGT0jnmt/oZSUCTPq1v5Yv+1cnkfM1yxpaXvg1e/N3ue+AGZ+iZkJbmdfCVxv+I9wNeBqAFvhCrO/sG7HzCWD4HrXJwNo7rPH5bFHPEEeIBCRCleM72Pmhz9KG6GGxmDR7PMfCg6feSMpvsMq64rhdupJYBisssQEw+9DRFhQLYFMIEwxocMnO0goxaSngmSpMgIiipo8I67mUalHMZhTMPUsmaU99DrqOZKy4ehZUVbaJD+uzOTB3evZSchCNeJUUu3gPvlYVv0GjqlZL5ubpjst6Xc5bGySphWbdId8OleobQgnyyUpp5nFsYnBSRv/ZgPA60VWYv14tUJNW/rNTrpyTTpo/85/Nn1x2qPy2ytr9aLuodmR/sGRp1v/ZZZVnh9U313s/Pj0rgkOQbq1M94ctoINF/F3Hq5+bsV+pT4z80twP/crAPweQD2Az8GNG7cBuAVuh+AqAJfDjT374A6Z86ao/5jxBHkAUBh+9jsAa5n5px+ljZJ5lwwtOfYzy/y1Y846pIaz7SPMRCQEZDAckmELC3rAj5AwyCYLMoe5yEhDlWzoPgl6toQVqRPb5BK2s0VkBE0ILkFZJoguYyuPCFu0MVJD+a5azjspHl3sSO+Uj5PHpzZTOO04uUAznWwIWlk7BY3Jx6itRRXhrlqUZnR+caIQI3MRWj9iknRU25sc7jI0JdwYsjpXxgfnW8tNZvH781Q/AHynM5FXQfQ183OYNmyZUWJ0UU/7bJwdnlP8UusLhuabQGbHKuvN0W/mu2uU4JGbU7kjU8bIE41bSrWZVXVDeMttzzw74rz9vF1zAFwM4Di4nXjTAHwK7mzYQ+Amj0wD8Au4dTAYwFC4IY8XiGgFES3dMSuMR9/hCfLAYOcHpPDPvmJ/erXLT/v68ZHJC5arpbV9NjLjkwcDzG6ZM5LItg3oAQWyJSGLHGQRRECX2ZFyKA6kIbRSxKRm3iqVI2gFIYXasFmuhj9XzAlfTpppOghHLShpguoXzmZ9CCs1firKBKCmOkVzg8VPm1NtHjckcH71f9SetWOd9tRG1GWb5JpBFn6B07nC34lwolTivGGFQ8N9Mzc96AeAJSOcju5KJTK4LddzrmyW/r5rrLU5GLU/M/rp8Pq18/gkMZ23Z9qdNdlmy69UK3L6fuO1o/0lxe2a9gtORz6d/qK/tTYaDIQN60YsPJIZv7/11i99dZ/v1PvDFwpcIf4/AP+CG0t+B+4oiyIAGtxwRQrAPGaeArcm8/V99vg8AHiCPCDY8QFh5kmFXu0p+9KrHWpopMpzv/vV0Og5S+RQ8Se2BkVfwJBADAhI8JOAJXRAleDYQVjIQpeDsPJF0GULUV+WA06IfGoCkhKCpiWISy10+EoRshXhhOK0zawSQ6028ummKIs2KU/I03lo90bmODmSnaDGkCU9FDlWDO181VJMHb5tEyClu8XLozQxO+eT3x42lY5se5MjXWY+EJ0bkdpe7Sgze6LdcMwHz/RVwhTiznxPsC2vOD9RL6PPTv83vft2jV7WMzxXp1QEn2t73KqoODtcsuFu695PS2HK2vYDmbjvh/Fj9dciDRbVF5XdaH55qMKWumH9EWtzudKf3nTDD37RuvDFfa5xXghfzIXr+W4vrP4j3A7llXA7+PwAInA7+moBvElE1XA7A70QRh/jCfInlFBDoz88/tifB0fMulVS/f7+tmcgIAkGIEElcKHSG2zTB1UyKYEISFOpJxJFuZyDbepIx4I0RDLR4XRwiRVEtZwFtDw55Wm87auFEy/jnNEphlQa0orSScr4zFbE0rbTXdJKFVqRk5wwRj079ITasrrOyaW7MCrbKcsjHPwaJ4mKcJyiiRJyNMvx+yoDPghNAAAgAElEQVSkxi3/KAaAe49AtxWQ5FO3JePDZRG4LnuBGFa3xqhztkk9bY18VuTIkudalhpK7HiFNv/D+NtpnY6tkHTzti57Wc8g63f+s8DHjA1fY/4oPyiQCq54a0i6o2PkLDDyC6xJxwH4x/pvPBbY13vWy1ueDDdu/HtmvoKZL4Y7ae0bcIU3AddDfhBuYftFcKeDeoSIivvwMR7WeIL8CSTU0BgNjztmcWjUnKtJkgfmFB4HG3LLbzJJ8JEgEwZ8QiJhA7IksZAB2RbQ/CVUaSQpxSZCFEFtXkPCr6PULMKQrECH1YLxfoPaoqVkxmOAnzhl1LCvWkW4J0CU3kbpkcx/oaNFUM3QlJKtMjVN52xys3irtkecqJP83yGN0pFtKzgaN/KRkuMjhRTpwEafnXnpGH+1P2lqN4pM5b+7aqxXAg3iCxOeDK5bezSfikZ5XXyD2WQ5QuSSvHHQ81r7ECVyyubuXIMuS9+QvyE5J4zynxr/TaaxZGN07dpoLps9ppgF88zcsNZBonR8xuoufbTlV0/edsFp+zvu/H1hMwDz4YYsLgAwC0AMriCfB+BG7BLnb/XRUzzs8QT5E0aoobEkPOGE+0Jj5p5PkuQ9vx0wgZghIKBKBBMGZKjMNkPAoZCkIw8NARGGkmPAJ8GkMJxMMSR/BnG5jNRMKScCWWmkrqBG7aGA7ojS4DZ6XJqG+uQmUA/bLMVxorCll2uO4KPzj0lNa2MO9RBGZbNSaoyDP9jzRVk0iWhXjAyNhQS/M3Pb0mrBjN+cLjvMjBu6EqZuS+I70hfooqmP84bVlWZ1d0O+lCLqy10v2sWxI/2Bzt8bLywIlFS35vLfEfnQJfZCZGbWYXT3s7mLap6PNTcrelfn6SEAqIoH85OV4aM6cu1Nj7fcMx3gGWr4jHvu+vyz+z0sbkfYDMBMuEJ8DzM/XEhYegxAmJmXArgXbpnP/2JXvWWPA8T7QH+CCDU0lkcmzr8/NOqI0w/HkRQfhgAVYsiMoMwQIg8NAcCR2CEDMcVmEz1IyxHomWIOSu3YKpVx2PCTHGmnzfIgDtoK4OvEOlHL5VmdbS0uqmoy8hulU6Vx6RYUpTTRUZPAemOUjTE1gXMGvaLoG6ZyZ/Jd0VTSzqc6kF+omysd1fYWRxJmvqRsfqxq87/jPnbkl8vtrqZRavGItlz36YpVdFPPCU5xVYs5Wtoi92yb7ZwaPaJ4afMSI1Z2RiC87rfmvRc5QTllWfdr3YEvJi+2ttQPtovldue7tX+IJOIwm7acJRPJFOzk3BmxOeGWVKvxXPu9gx0IUkKnvSv7Rp4XzrbdvXbM2P3uW9jTqJ9CwtJM7EpYOgPAu3CHxj3eF8/QwxPkTwyhhsaq8Pjj7gs2zD7J0+I9IBGI3XrIfsEAG8hSkGBLMCRQRNLgk0xofhVOrgIRqQUpqQKa3gMnrCLgZyiaDrkqTesC1ch1VEOXTYZVCn+lLPm7QxDZ7VRc6+Av4eNFQ/eLnGyX2N9ZyUOyGponOPygebQoLU4h2hWFqUsQpqFN7nilVmMh/niuGoXhOHdoPdE3eqLO3/3z+OopjwXWrZ0rzqIj1De3LzeSymBJtL5qPXrCFttQId3Z3sV/Tkwznimebiv1YeWWsv+n6Hl23nnnZIcoqHKXkb8odkK4M9tlvpr4m8RkS1kxw1b8o6b59J43Zi6/5UwBPNb46wn7G+PdPXyxCm5ySBhAJxHpcMcub4Jb2vNbRCSIaEZfPtLDEU+QPwGEGhqrwuOOWRwaPWe+J8Z7hhlEDDhg+IUDgg1dCkC2GalgCFFbg1AkxHwZVu0w2YqOQaqDbejgMjOGkZqG7XYLJkgOa5EQKVni0mBKWipNxdBUE6s9tm0GtmOyEeCOsRPUT8WWyj3vjLU7UhucnNoknSwJ+YlBx0pHta3gaMLSyspPiozY+HBGJuAfY0RnpkwJnN2a7KkGq990PifOmfSUaFpbag7uGWeoDsnLetY6fi6V2mP/yreMVKMXbe7WrUwR3+a/mDBnROB7yg/sIDR5xVtH6UB50OzOa5dFTgz2aCnrhc4H2IGppJ1JWmX5vGAmvk5v/O8NU4ltcecZkpQP0NKJiyfu85RcvcMXcL3iHVl9xzJzAG7pznIAJwL4PIBzAPynzx/qYYgnyAOcUENjZWj0nHtCY+Yu8MIUHwwTQILhkCCfcMCQocqAYgvOBIOI6TZM6ChS8uQYFrJFUQzWskj7DQQQRSAT40QgQyV6GPXcDjWfE2XVHdJ/S2dI49MtiCXTTld9nh/jRiemxqVauZOkllEozaSkdycJftqYLUpLM4h2htkw/WRn2tNjkmuqu8gx/nWaryrYY+Svp1z5XV1TLK00b08LrJWTLUfYC8IzYktbl1ilZacEAtt+Yy49I1AyYmsmf5Fl+j6Pa8k+bpR6afanuZHh9tCby8flhBge0dN54zL/fJ9u6c6zbfc5DvL+lD06X10xP5RJrNdOXn2Xj9mWbj4Z8ZfGSzMAzPQLcS8WFe3z6AvgfaGL7+8ogAXXgw4DuImZ32LmdX37NA9fPEEewIQaGiv8tWN/Gh53zMmeGH84DGIJgJAcqLbDDinwKxYxO+SHn5EPIB1QqRIZ9FAORfCDsjHy++PYTDXsM32QA520Rqoh6opxGj0cQBF8ZTLUeIgtq1OaELWlp6vm4TjrCWpZPdjJptvZ52ylowMO/bNqvjRn+0qOJWytvHxBZOLGvzEA/GEeMrZC9IOubm7J+Zy7fOfy1dOX+NatOUqcIx8V+E/rC4YINyrypvvN+y/M+fwJw/yt3hO4TPuKSM4aTkel/p6bX7EqtnJFTcY0Z0SNvG5dSPNATHiq9X7TljKBHnNYrqbytHA2sUE7efWdfmaLb14gjJVT1DoAkJlb/9rWPgnA/VhUtD+f+Q9KWLobQBDA9YV1d/ft0zx88QR5gBJqaIwqRVXfj04//WxvaNveISYAEjkSoDoOBEkISA5ABmSoJLIBTkZiKNGT8KmMdirhoOaDKEpT1hdDQDMRqsygKVQNKxFGJGjQ85iMoekm+JKWo4VbAL3OESOrAqdUvamIzZNYTm7D6vE2v2VMQ1F5HrH2EOt2RBGJdYkh+daSdwJ2atkR/vIx27I98xUr/PX8xXz82BdF+/qYNbxnkqlpWbybTzH1tDnPH7HK1HyQfxfvohuSZ5urh49xBuMd84u1j8bWrwvlM5n5Ucsw7dOt6XZMCqlPNv9FN6k7lNBrc4OqzwlnExu0k1bf4RfCEjeewtY7M/xBAJBTlv7Ppm2REZZdD+BsALfv6z3dU8IS3NBEGm6JWLXwWls4JEZETxVmsX6KiPa5frOHiyfIA5BQQ6NK/vCXio644HxJDYT6255PBEQgISAkATgyhMQUFhYEZ5BElAGBIAXZzoURkdqpQ6pG3kqBlCiGizy2i1ZqcAihoImgZovKslZ6qWSWPC69DZGeBLQRNu4PneBMSL/AresjQvQ4XGp00ORSR/p7xYl05Pa3OdLt6OVlxwWnbfp70GHGb85SFNId+w49GftbV721uThqH120Qs40H2nPDU2MPLv9GSsWnq4kpb9oG8epsWu2xM3lyQbn4eJjRKgW0o3VdwW3bZP19vYzA47tiKNyo41atSKwtPlBTaf2cFyryNXWXBDOdG/UTlp9h98Rllh0BuwNU/wBAAgkjPxjXe3KUIjenXpXY1HRVz7aLd5ZAOshAJf0nlABQAjAJQCeYeYGAM/AnTzVYz/Y5zRLj4NDqKGRALqw6Ijzr5TDh3c6tLZ5OTofuhEQzl733QpIT+xcek//EgHA0+93PuQHd759q9fqLQAgjazys3odWHo7JDTaxFNZ5b81TPb9oPyHcvqtyXYusY5bG7Icy4+VIsMsKbYi6FiiWJW3v95ZafZUP1Vtd7UNC1ZcuCHRo9pUdJN8Cb4y/T7l3eVz7PN8R4eebl5qBotP8Cmb7jb+/RmpeNrmVH5aXlXOVq9kaVad74e+bzj5tLA3bzpHYpZofLIqNyE8LLJ06z+zWWyNxPPFubrai8PZ7k3aiW/f4bOE5Sw6h5ytY9QAAMQ6tNySbFewWH7vdTPDutM566zbFi5Z33TLqftcdH73ePKu9jhDRGvhVo2bh10ivBjA8wCu29dzeHiCPBA5LjbjzG/6ygYP6W9D+hMWDhJP3rVPYvxxsLHDIHztS7TWFXIFTwNjf7nFVlM5UEcpVetr5NAggV+FTsXx298WkYRsRItnh2e+dn1pFsK591xfSTih566TcyXXJE63pox50+nZHMTY5HTRrm9z2jgmRVuesf52bpcS7bKMm/Ws/xSxyDaPa1C+KRbpMU4Hlq0+yQDCoZp4KHtUbFLkueYnc0leF4nnI/m62svD2e7N2oK3f+GzhCmu/xSJbQ2uGFdvy+X+pcdDQem9/Q55C+bV9lc2Pkuz5gGYUr9wSWPTLafua4fcjnjy270mP+2E6yFHAZhwwxcPFcQ7AmAYEcU+am3vwxEvZDGACDU0TgiNPuqGwNBJE/rblv7G3L4eQs/2txk7kSJFztovfkP5v0vX0Vce+pnyTsV2YeeHc6hCUGy7Twi51hduebYz5mi+v08QPfmopPwo3i291F1qPx8dK06qeE3Ob51jT/GPCLwcX277rSC/MeFFMxeA/IeehPyF3Oftjsax0jnaPbmJka2ht95szIMrQ8FOZE+PHRF5ZduLuU5nRTieD+QH1Xw25Irx7T5TGM53L5TEtga3nOfIrencE0Y8vLsYt2ty7tTc9/AszdpREbCIJdxT/dyKyL5c/wfEk2+DW56zhZn9cGPLKoCFzDwR7nx83+yjR3BY4AnyACHU0FjrHzTmB+Fx8z7KnGmHHHYmAXas/jZjJyKb2tmxWurzibueafNd96vn1VVf+qos2tJmLDxBmtW6tKpNcrQnTvaVT2zJJGdLdmAhf4a/MP1f0rrVc5xzffNCT2x93AzHjvHlrD/qa6b6Yt9rjjt/Sh7jvD5yGk8SL+nnVb8Se3P56KzjjI66iR/HR5a3L8u3mK+EE3lVG1TzuVA+tVVb8PbtPk0Yzrc/LWP7MMUPADM3J3OPiGRY3m1AzopUJDPfvj2wJTB256QFrNBKY271KLhhiP2mEE/+Gtx48g4PuAPAGAD/IaIaAO1w06s99hFPkAcAoYbGIskfuS467bTjvREVA59u05RM0608qcgK3/n0g9E7HryC5q17R/rlXMeEKezbrVTstvhsZ1D9ZqE3K87EVCPWdb1ja4GxstK82Hj0HBE7dlOPJqcr+Q8lZ4qyypS4tvbe6KqV5VnDaIzuSPxY07VG25B/OtSdl7Xq6i8E8qkWbf6q2305NuxvXyqjc4jiY2Y+aUMi/3tKh3e39ZH4kMw56i+jGbV05/+V4cTT+ryqCQjIlQDOr35uxVX7c/2948l4r6D/C0A33LTqS+BOCzV4P2/vYY0nyP1MqKFRAfD56MwzF0j+0D5nUx3qKNEykKz2txl7xXZsMmwdGT2pyrIkHv7t5qJ1X3pXXt/l4/tCx4gza16WtKa59giqUt9Ktwo5vt75x2nNclmHrn8hZytfV66GMrVU/lH5T/ybNwXzqdTJET2dNy71z/c19TQZq9NL/ElN0iqrv+DXMq36/FU/92VZt791uUyJQYqPBYv/2xDXb1Vy7xmN4zCLWzqPzH41cktUSG5XETu2pRVncnzK5Bgp7/niv636uRWT9+Oye8848hiAEUS0FMClcLP47gfwbQBNAAKFscrLiGjWR7zNhw2eIPc/8wPDpi3wV40Y3d+GDCR8NaMgBd7n8A1YEo6DHtuR5ABxkQ8099dxWVtys7rmzRnOef554aUtS+2Qb4y8etjjVjrE8q9TPcql1teEPnekfIP/Js7EHbtt21kBI69bF0rzKJFN2MuSj6hJg82Kqs/79cx2Y/6q230paNa3PitLySrFx7Zwvrahw7hW1YK9bdFsmFfEP23eHbt6Z3zYMXNZbbyfqXHMnm6qH8AD1c+t2KdMvt1Sq0+BW9PiJrip1JuZOczMMQCjCstT4M4u8uOPdHMPIzxB7kdCDY2DpWDs05GJ8z3PYTdIklG24IuA9MmK4DgaU8oAotWlTq7bxuN/We5/ve01E5FGWUvfY6yYpUZ+vC3Oi9L/62ydNUm6kn+ulzpxaeOG02GZLE63pju2buDV+F+ljG5bZZVXqnq2y5y/6ue+bs5b375SkdMVigpTWDdt6rAv95nvEeNOTc6fmVmIZ6On7hRXy0wkzWPrQtLQ6j1PfMtsHMdLO//M5/3oo143M/8HbrhCBgAikgAMA/BsYZciuJOoenwIxOzNwtIfhBoafQC+V3LMZf+jlg0e2d/2fNIxH7qSt29sGzDp5bIM1JTXOldNuQB3L39YUuwch/5fOZ3V1GNEu8fhJ6M/T8eXP2tcVPZkeNkbJxi2VRmYkx6l11KJ+lTbYpE284iVXyFb+bR9/Mqfqgnkzes/r6r5IlmB5hi/aumgo1T7PQK7Jh3KXISbQ0lfpQwAzIINJZnh48bH6ANKZyupzuy1vh9nxwe2VMOdGeS444/b9Py+XCMRPQDgGLiFhjrgTor6VQCZwi4vwPWaCa7zdyQzb92/O3l44QlyPxFqaDwnNOqIL0cmzj+6v205FBib/jVPiQfRUa7ziO0hLBsSpjfv+yeaE/F+FWlVVlBXVOuET7KcdQ+3+8YUK9xx8e3GsAkZ+8aaX4Vf+++MrGWNiYzvrs5P9g33P9Gy2E5ZSYqUXi7ZWt45buXP1E7Kmou+4PPpUVmWM5b+5/YOaaIi3iPGS+KDMl8O/TBiS34CAGGbhjGEBU0cHtyTXczMI7c/072w4relIcUmAMjnil5ZtWp+0LKCcxctWpTb32st1Ez+NzNPKCz/AsALzPwQEZ0P4EpmPmF/2z2c8BJD+oFQQ+MIOVJ2QXjsMV6ooo8gYjAIPigwhE2yLOOCObOxpnawqGtvwfKOTVj+ytqDHqKzHBtburfKvqdUaWqFJN7KFJN919cDdyyuwJtvjsw4zrhobTyUnR4aFXy8+U9mxk7KkeJLYGuac9zKn6nbpax54xd9PiMsy74eM/9IosM3ROGdn1vBzD/rmpW7I/bVnR3CtpFOW41VQaoq3eNci6Rls5dkbpMW1KwqAwBdZ3312xOzmjZ1x5DLGwF8vQ8u/xIAXy68/zuAe/qgzUMaL4Z8kAk1NAYAXBlrPHcWKep+lUP0+HBYAAQVprAQJBsa2whBwFIkLJg1BN85b4E4/bQFwu87+HFps8ui11scyQn7cfSRPnHJxa189682RoMdnF0Qnhl6svkvRsruUvzR/2XbNMVxK3+qtshZY9HVfr8RluVIl55bmmj3D5F3ibHhwLoqfr5+R+yrOzvvTDuesk4aGaWq0j0OUanoWB6/nb4QWlCxKgQAW5uCXa+/draqaVPLe+325UWLFk39qNdKRL8nok64nYXzCqufBaAURlw09cr28+iF5yEffM4ODJs2VS2uru9vQw4lGFyohxyEgRz87MCQfAiRAy1oQcqHyVS28czyUai+eKIo8k/G2tXLsPTVdyXLOljp2QyxrYU2QuVotJTmTGjUfvSHn0XkE5tzhtzuV8PnO2yDj3vrp+oWX9a4+Sp/wPFLUnlbPrdE6wqFemV8JHRJ+3T+a/La6LQgALBwHD2a1eioyUV7jNGYhn5q4tfm/1a/UA4Aus65FSsmCsucWrGHwq5yuYh+vXXhixfX3TJ3n2Kau8WTKwH8Cu7QuNuISAGgA5jLzMuJ6Da4M1h77IYnyAeRUEPjKJB0cnjcMR/Z+/DYM0QMiQFb8sOQgIBlIicrKNHTaI2oMOPFMIvbwIkQ5EEhhHpUnjDaoNLG/xG559eJf694SzE/gjCHonDyGeyXy71tmyWVlwjRvX57YHTlIOv6x+8LX3vWrbriqDh2xW3KRn/W+H9X+QOOT5KGNmdy/7C7w4q0SzXXZQLZ/8UPA4lQjQIAwtLyxuigTA3j9pgGHU5sSnzbf0tRfXV3AACatoS6mpsXlBFF3/cL2Tat5PGYvLFB1FwEd9qmfcrkY+YLey8X4snnMvP03dYTgPPhjmH22A1PkA8SoYZGGcBF4fHH1sqBSPleD/DYbxiAxQqpsgTVkmApechaiNSAH8ICAhxFWspQ1AyzX2OIkgDV6QlWBge587jrRPlbr+DpF16SsoYNwB0asNM9JAL20AGez0D+oG0fRrwnIT2TfpVriyLK5GFH2ve/eI/vz8WKWBfMmLde5Q+yItGkLancfUiF0cuFfSpRmbkq8KOIKQcJACyjJ2XPq49QUeR9Xwrs2Pbs9r9mr6p5uEwmQNM4u3LFZFjW5Pd5xUIIO9ajJs4KzK0MyL4dc+P9sHXhi3+ru2VuZve2D4C5ADqYeUMftnnI4AnywWM6+YIjg8NneB15HwsMSThkQ2FWBIThgx4SULKErBSBwikkpRr4qIlTNAImddMQDqA9HuNgdLush8IYG6p2Gi4bbv7ZPMGnPfQbKZWyezXPu05UKOnZe5ssS8wCFAtEOWtkyFEZkslwPkSnLcemrd0pVBQTPq/k+PJt7ST9tD7IMtFxG7tzv5Cz4V2nYPyya0r21th10R3LptSdEqeOL6I9ZNur6Y7kV5xbQlMGNRcDwObN4a7WlhPLiMLv84pFxuw4UUwtGRqurtptUxXcjLtvffBV7DcXAnigD9s7pPA69Q4CoYZGP4ALo5NPGiap/n2qruWxfxAIDIZKAkQ2JJPIDvjBtkBEMqBIDgspACgGwpIEqO1YL9eylLfYjJTQcK0DpHdxSK3E+MYYbvjsfGdeXZ3Y/RwoiDFJ4N4y6DiCBAsktRTVXlApSlTmDxPjHTAYb2x+XvltajtnLy+Xt9zWTPlF653bpcxOMTYd2F+Jn52/NXZdBADYsUy9Us/zgknvE2MWgke1PZ64O3RN0ZTiZp+mcfa/r07Obms9p2J3MbZNKz0qXpG8Uj25aqh/z0kjzPzZv13+jUF7v5K9U4glnwPgr33R3qGI5yEfHI6WI6U1/rqx/TZNup3uQnzJT+Fke0AkITLlRMRmnLlze+q1h5F8/veou+Y+yKGi9xyrb12F7md/u3PZSrSi4oxrERp1BLoevRVW11YER8xEybxLAADJlx+Ar3IYQg2zD87FAWCWwCBWmSFkk1hYCIgo0pxBiazDkDSq0XPcHBMYnLGhR+JkyYMYcge9EjqCp7S1MoW387NF58jnBJ4ia9MkMX/cOkjTjxUvP/mKZOoGeFcAAyxAQiKG4Pd1iTX/tV2SSQJUBbBMAICiKLBte/ddd/JuRldiL6d4uG0Jv+XsVNmkQdoluWukldHZIQBwzGzGnFbqp9qK980kQ/l09jO5n0jH1awpY2Zs2hTt2ta64H1esRDCjvYoibMCx1YGI/499gE6QoguveW11+KPjtSd3PcBXLG3Z7APnADgXWZu7YO2Dkk8D/ljJtTQGANwbnTqqaNJUvqvWo4ko+TYz6D2irtRffFPkHlzCcx4MwBXrPWmtyDHKvZ4aGDoJAy67A4MuuwOVP3PzZBUPwLDpsLs3AIAGHT5nTBa10AYOdjZbpjb1x9UMQYAEIjZLcZrKzarjslZRKCrKooNJieQhJX1U5SCkHQZoUAIsaTBoaBG2WCMQt2W0AbJnK4uluUtKhuJ9UiP9FH3zAX48pmXaMeNOdno7YuWRxTmXmIsS7t8GxaA7QiEgoJPOaXKBADbtlERLmH1AzLmACC7PE35hCUvmufHSfflsSnjy55o/EhdGZrtBwDTjKf+P3vnHSdXVf7/zzm3Tp/Z2dlesptsek8goSSUUIJ0QfjSRFQEBVQUlZ9iwY6K5auAX6QrKCiiIIIgHdKABNKTTbK9T++3nef3xy4xIQGSTWKAzPv1mtfu3Llz5sydmc997nOeYp4wxstqI7tYs1X9K2K/5p91H1++zp3PI7Ns2Zxcb8/Zu1jFTsYcODE91bnAc1ylS9pVjIkI25Jbe/7W/n/WCwN/OqLo5CIALrv5/NNa9vijGI64WApgAmMsxxhLM8bWAvgfjLgrGGPXMMY2McbWMcZKNS5GKFnIB57FSnlDRImM2ZtqWvsd2VsG2VsGAOCaG0q4Hk4mBpQ3IPHM7xA67jIMPvz99xwnv+kV6M1zwBUdjMsg2wSRADk2wDhSL/0BwQUXH+i3sxsYHDDmsk3KaiqUrANiGoSah50JEXPrsMw0ICqQRhwh8pOT0MiocfOm/ABZGBBFuUU6Rl/CshubHaa+ymLydMxJdgq3VeV8wbWNffSI5tz3vEl94Om4FM3aTNclMooOIwAkHHI367Dai8wacXQUMjZ76qmYGvIEKJFLsaFcgr011wZVpU7T2EHQQY4AG8gSHttkY/G0SO4j/FduQ/JwEkIY7lQOJ+8mpM0sFs+I3WafX/VymIiwZYt/qLfnpDBj7re7JzITMlXOcZ6ZlXgHs6Av09e/IvqEt4ih2rd5ySUAN2A40eM92THigjG2EEAWwH1E9ImRbccBOBPAdCIyGGMVezLuoUDJQj6AuFvmVQI42Tv1hAkj4T7vC+zUAMyBbdBqJiDfuhySLwy1onmPnpvb8CI8k4Zj/ZXyesi+CPru+QI8E4+GnegDAKiVYw/Y3N8JYowEY6RZJmxVZo4AfMJA0UugvARGYZjUTxkpCK70sHapBsyJs1WuWajtixIPDOCFyFF8YqoN6B9Caqxgr5dNp/IOx/TYHqrLdap/OEfVb5ot02GzJwgAKBYdJksyccYhJGL+pEnwBHYIzODgYAhpfgRcO2YwE4ZsA8z1n6+EI4YlMG8Bt6+0cMP6Jk8uX+T9D1wv8tV5E8dM3aU0qy+6OXaTdZV8ftXL3lwOmaVL5+b6es+K7CjGQgjHHWf9l1jHeI7zzAy+fQwAiBcS0Sfa/5R8MXpfVRFD77TGcdHN55+21x/sDkWHdsGTESEAACAASURBVOSzAH5MRMbIPoN7O+6HlZKFfGA5S/KFNbmsZtLBnshbCLOAoUd+iLJFlwOcI7X0QVSe/709eq6djcMaaoerafb2bWUnfGb7/4N/uRFlJ1+N1JIHYQ62QR8zE76Zi/f7e9gdRMPJ04pjkcI1FB0GL9IoyC7oTh69rAyq2ofqfB5FTw5ldgqau8ASWhh6qsMxxoZZU6iTp15rFg62sIw2GbPTPeRx6sSstke0v4y3C74Cyc15XW746Hx7bF01f+ixF2VbCMa4gKYwGLwMVi6O8ohEDAHEYklW460AeAETqydYb3ZtVsguwCACNejMH5KdSFeO96aI5S1AYgDjnGxizOjfgqG//cDWzjqbSTMn7JTRSY5tLei/P/fZmkfDRITW1sBQX+/J5YzpO530naw5cKI9Pdjsrq3a3THLGrnU8oFnrCF7ffke2AsShhuWfua9dtwDxgNYwBj7AYYTRq4jolf3w7gfeEoW8gHC3TKvCsB8z5Tj69k7ldr6L0OOjaFHfgjP5GPhnnAk7GQ/7NQAeu+6Bt23fRJOJoq+e74IJ5vY7fPzG1+Ce/wRYNKu5/F86zKoVS0gqwgz2oHIWdcjt+45CKt4oN8WgOEICMGJJNthMrmQlQyECikY8LECEwibRRgBQOQVhDUNGHQLI6Sw5ny/cHgfrXPP54vYUrBOjnRjga0om0mRLsf05k2SrBh74hTV9eNsSvkeThfz5Fa6rOZSnHv42TYgIBzAr7tEGowxEsy2dEqnckxmEnoy/UgWLLzZtVm5IBBwXLpEAGD2FZF5Iysls8SmRji8CkgwDtsRDERwCmkyB7bK6jHHSonrrgAVCwAANdWX+HrmWny25tFgNovM0iWH5fv7zozsKMa2aWWaY2XJK+RTKpv12l3qWRRtI/9KzzP9/+i5xR91NuyJGL/Fx28+/7S3h8aNBhlACMMNUr8C4KH30xXkwaRkIR84joGkkFo5ds5773rgISLEnvgVlHA9/IefDQBQI2NQf8392/fpvu2TqL70F7tEWbxFbv2L2yMpdhrbsZF+7VFUnPst2IlebA/TJQIcG+/ks9yfMDA4zGHMUVAkHbKWhZN3MS1IcLQMuOFDSAnAZgmWQoSYmedbXJPR3BMlszKPWGVYcjYFRcHahnxgPKZn+sgrxtD8zj+7f3u0MBd25/Gv1HQ2b8pa4VvzEf7G4Dq0BHV7zGU1rP3uXmkomeeqVgSTONLpAq/3V1N9mcdZ2r5FzhpFZtoG7o7mpbdMINUB3BowqUJCd1qIwPQTKbvq2eF1QxKAbTF53HhkfnIj9BNPBVRNTOp5LPnVyvvKZObQ5k3Bof7+k3ayikkI4U7yoTPVYyJej2sXI8BybHN19NXoluySSnC7au8lkPfK+hEXAvjFaD+nEboB/JWGS02uYIwJDKdcD+3juB943heW24cNd8s8N4BFnkkLy7msvi/aXhg965Fb9xyKnavRe/c16L37GhS2vvNVotHXitgT/7v9vp0agJMZgtawa0PszMrH4Z26CFzRoUSaABB677wKWt0kcP2/E3bNicFhNmBJsLkGR7ZgWRLKyIKj5yGJFFK8Coz3IQkfFC3L+rVKyPmssLyN0jGuZXA2RciqSrHlgTlU2QUzkOijLiVtrZsiKZ8s2NKSymahbmtgwazKcrbmPH/Ma/KNfuZUfPTTFpcYZImTzxcgXVJRG/KK/mwWDBLINuFSOen1OkINmtMYAFrKGE6foCBtSU57TuX929ZJSmWz4/7opQ5UFSABOzoAc81KGC89Y3/0jS+YqV/8qCwVtzPLls4vDAycsbNVnDUHj01PMi9yL6r0yjuLsSAh1kfX9Pyt4xa2Jf9iDbi9V6neWYPFLOmobVrwC2Nk17z/d8uVz+5rUay/YSR1mjE2HoAKILqPY34oKNVDPgC4W+YdA+AT4VO+eLLk9lcf7PkcCkzN3o36gRwq7Aq0VcswCv3wJBVEykCQisimDLi8teSoa5heqBWmnuZD6hRR37PCeXrmWfLFzlOIvUBiaLpPKvJmu6mjwVq84X79hnMt5+Nmkv8t9xHMqdviTN92KV8+0CnW1j1CUzxx9pxxGcpnpZ3K5Y/yB+6Pa4VcAdX+oLjgyGOMnz/5qKuCMxqCxWwAY2d7rI2LmTLlliy2xAkSZ0BkLMKnXYeBB78uRCbO5ZaJsNu2gOluUDYDSJy+eWMN/eneAT59RkVm1UrFd/HFl+CtK3zbsrNjU2HrRO/c0NuPCRGhLbWtZ1X8qbDN0nslooLIyVueHs1zbMDnnfj2S6ZPXPXb4+/dk3F2U8T+2wB+D+AuADMBmBj2IT/7TmMcSpQs5P3MSM2K07T6aXpJjP97MJLgcAGbMXitIizFA6Fb4GkZKVEJ010E5RkLcx1mWkWvawIqe2OUqNZYY7iXZdc1CoSG+CrvXFHZLZmVQxvxUqRgSIoFM12DxrE9dvm2j7BVQ5sowV8muzzD+7LHoTDV55zJnmTlZf8j//GSX5ouRYFbVylpTlYUOIjCgufwAGYf6TWz63PKpqjAnWe4hMfjIhGog2v8ERR98maHNzZwcA7XaedAHjsePFIh3EGN6ms4u+2Xvdi2zUbr5jLfggULwRgDCSG0OPovMha4dyfGfZm+/kfb786+mvhL7d6Ise2IQsaq6ODui63yyisbdiPGAHDlno5HRBcQUTURKQCeAvAjACuJ6OKRQvaPAvj9SFnONxhjH9nTsT+MlAR5/zMRQLm7Zd70gz2RQwnGABuAAEEzipDIC9tVALPAOBHjqg4VKfRTFalSjPeo1eBWQsQ9U6UjcmvIjPeywbpGNiEfFx67ik0fWqY9dLqi3JDOSn8NzRahzmqOlMVyZkosP6JbOnawip6bslB80X+nvHXL6cr0RIMdjW9x5jY12duGotJDz/1IVjySoDKZKa0ZsXVFRk0UCNf8syiuWDtNYMqpTIk0CDvEbKt3q+R0dwBCIPObn8Bu20Ksayt3SSbr7rYQjTq8pWU8Ojo60NDQgLvvvMucF2syLnEvqvLJO8cbxwvx6D/b//heIWy7YNiUyDot3XrwKi1ScXGjrle+m4jPv+XKZ6eN4mO6B8Duwm5+QUQzR27/HMW4HxpKgrz/WSz5I0wOVk082BM5lODgABhMVgRMCbYtgzQP8opFHqNIulNOFh+ALGwqBiU0ZXsdcsVZb2UlMzdEiLkH2Dr3bFHdpZhjel/nf55sWwvjWdyXX0DzvFtoSupw1p7PiyVzX+CXdwnxizGfpK9V3Cq1rluE+milRemE2Jxdy06YdT2FOUPLYQHTqpGZnLahGQ6/YYGG2TWy82KfxofGnSX7jvho2v35zzvFN5coAKAfvxiQFTQvGG8cNlNi8+Z7LMNQSdN0VFZWorOzE7Zt09233uFc2HyKOt03bqfWTBkjm3qm8+/Rp/puL89Q527jjXdHzpT6C2zeoC98bai8/PQ6Wd51MfAd+NSefzrDvENMcokdKAnyfsTdMq8GwFR3y/ya90uo2yGDAzBJhikZsG0OP8vCpjCYnIFsGjDJxchvgMVlFnfXIdIfp2R1hB8trYTRaaKnsZI1FbLCY4Z4RWat9NJ8SV6QdjGp0XRqOhaz1dFOaq3+F07MFvAL7xV0ZeMfWc/6KcI7VGVX5GVak1rK/f7zpMPX/AYTFpUZqzalVLO1wBo8wOSIhAfWk/N6roLbtoXBh76F3nuu8qduvkERQ/0I3nQrwuecnZBgo/vlddqqlUXatFFT6uubWDAYRDqdRj6fhyZkls5mpD+88Si2xjpx0YNfRsEq5l/u+Xff4z23+qPOxj0KYRNETtb0dFrKqelw5ReqQsGjKvjefl2JPrpk/hn7q/XK1Yyx1SOdRnZxvxxKlERj/7IQgK1GxpSs4/8yDATGZZjMgiMIPrsAnQvADRbnaaYVLeYhP2kiwzqVekhOAlsC01mwzSIo3WyrZ46o7dHNKd2vSHceB/rCUJrd5TlK1PeX82wsz2J8veCROHvROoeOnrQKtNXlsIEGMdWoYK/Hn5G8vvP4rNW/we+OSdixs4L8kc/4i5VuBsaAguSz1pjVkpVJMGXMRNv1kbMglZXD85kvgDhH4cdfFfHPnB9ybIJpApde+kl23nnno729HZlMRphFA8c1zQMATCxvQqU3jM//4/t0fMuMoUc7b9F7zNerGdu1yNHbGfYPV3Zw98et8sorGnzeCf69OcZEhEK6N17X9s9lC175ij+UbN0fWT+3ARiL4QW+PgA374cxP7CUBHk/MbKYt0DyR/LcHaw/2PM51OCCgUGCCQGbC1CBo8xOACIM22ORV2SoH2UoeBia0z1OtqzAq8tizNrkpe4xIdQV8sKbU1mGtVGx3JY2Z6ewGd4uNESnst5izFk1Z4NUFZ8pxDRFjB9qE7n+qewoaxxfFnucu73nYuaaW/F/J8SdDZMl6Y7OfjpNt/VbTtXEphjh5baiokSabOIE+HTZGeyDfvzJMP7xZ6vMbVG5XuBTpoQNRVFQUVGBuro6ZNKZItmCrj/ycj4h0owTxh2FVDGDjdE2DOSGzE1Drawgt0bA7ff8DRdtSmSd8V166CotUnFRo65H9iriwjTSCbnjufbpy76TOXXlD8rGdzw+X7ELAQAXjvoDG4GIBojIISIB4HcADul64aXEkP1HEwCXq3luZSnp6CDgCEhgMBUFNtngQoI7DfR4XRSCH3kehSdfxtLBMILdCTE0dqw8Y3ArZZFi3d6FNGebYs7sfUH95ekSrkla7OGaoL2gYw7fmOx3Vk57lp/W7xd/mLSArrDvRVfXYukkYzJeGvgrNM+ZmL72dtx2ckJ0NHD8ubefTVCEkrdgPlJ+uQgem9MTL/0BhZ43ZbmxCdrceTBeWw5XxxuFuaG1rkt/XZvbuOFIiUST/saqH6JQKODnP71ZwCH9/vNuxs9euhM/WfwVXPzQV1DlK7cSxaQymC2oZ86cjKfWteKi+e/cDSxnSn1cO0wKhOdXcM73yhVg20ZeGlo7NK7nOW9jti2M4cy6t3P6homTtEkbNxh7+WlthzFWTUR9I3fPBrB2tGN9GCgJ8v5jJgChVjS9b+pWHGowIjAJMDhB8BwMw4MqKc1iahh+3wApUcE6yxpEmL8iDZQ3s4nL86KvTrCKou3405y9WT4o5lim/ABfIGbFdB6LprG1/CUsKFh0V+0l9Hnfnaxz3cn8hOIUWjL4d8juUzFt3V247dQ4DVSQ+OfQgFIjk9xfkPIXFq9Xtnom6+rcwRTf8K+A52OXwGxdj9yf7oUqCiS6yJWaEDbWrT3fw5mMaDQKzjnNqpwkBlNRqWAVcdGDX8YjF9+CLbG22OTqSn9vJqo4eQdVAS+CHh1b18fwvceewScXzEVtcDg6TRA5Ocvbo3uOC4ZD4/cq7FIIx3aSW/vqe16UxsferJYhGt/jKT4AJwF4bI8+nx1ikhlj3RiOST6WMTYTw51Y2gFcsTdz/rBREuT9gLtlHgdwNHcHspK37L2+xCUOAJxGeoZwAUgyIDFYThFkcbilIiQRQkEX1JjpEUNVLj7X3oRCPsEGm2bT9G0ua2r/s+pPzuX83P5KxitjFN60kL2JVY5SOcAew6Xi03UPomf9sfyY3GSxov8fDNoJNGXDvezW0xOUDjjO08khPSiBv5nyZC7hP3anVL8oVhTybPbsgD/0NaR/8QNQMo5jjvWKE46rNm/8dq+eyVRqnMlwbDu/bdkG5maa65KpZ0jzG2chqPsw439PF5/+61fJ7eLhcZEwqkO1WCEE+lIZ/H7pKhzeVI9s0cDqrj5U+nz5gqgZ8vlPrIrokYY9PW5ERGa2fyDS+4o5aWBptUcU99bddhb2UJDfKsvJGLsLwGkArh2JRd4OY+w6xthPAUSI6JDL3iv5kPcP9QD87rGHjSlFVxwcSHBwxwExGZwLmJoOSTWQkdLktQqUEjoKQQ+CySSSwXHMvYnEUCVHoMidskRWemJyli5OFrE80uQ0dhzNWtM9zqapK3kufwIdO+k1pDZPZXNTU8Xq/n8zRz0aUzY+wG49Mw7Lbdr/zg66ghz8b9H69EeVW7wJoRaKM9xgs1vcAKDNmWee/7Mz0pVhwvzDx+R6e07VhQCOOuookhOi77zCkdrtJ3zHNaN6EtJmDhJjqXtX35mwRIGnzax0xTHz4FIVbBuKY0pNFepCAYyNhNEeTWBCVWUmZXiyeugqPVJxYaOuR3YpJrQ7jGIqrrb/u33m0m/mT3n9+1Vz+55r8IjiaKqOnL5h4qS9/c7fg93EIzPG6gGcCKBzFPP4UFCykPcP0wGQWjm25K44SDAadlnIJMFiACMPTKUILjssX4iTNxtgG/RmoSuvs4CvCHMwz6KTJtKkbapdn3hWeflom9vpWZiR8rHBWEqsG/8cmxIfJ3pmknC3udm46FTaOrgERXkOpmx+CL85JwE/Fay/mAkPY6CfDM7P3ur/vN80oynnxIl+5hruxqEnOuPXSz/y+dSYwo4/1rr9tpU+x9kGVVXFmer84pOvPVf9apULJ7Ucja8s/FTh8//4jvyzV34TYIxhck3l9qZRU2oq8eTaTRjMZHHajEl4vaM/1xnPu17elvV9YtE3IEuudzk6w1h2MacMro6O63ne15DrKANQth8OfQTAHAB7XD6TiF5kjI3ZzUO/APBVAH/fD/P6QFIS5H3E3TKPAVjAVHdG8kX++5XZSwAAuHBgSYAkgILjQkAUYDAvJMsF7u6CkROozfRSoracT+nsRHeZCVfR7VTHBviDR1n8pLiHbSsTwrWpAWsCz2OareDFCYfRKdEVKOtbhGh0DbJsEia2PoJbPpZgY4yseTdPe4oOs65OXGA/7f2Ix9ATmbe6epBwnNl9f01fHXkwtGFdVbY3dZ6vpUVGc9O8gtphF37251vKLr7ji+6wO4QvHHmp+Vr/kujW/NKqzy6axQHg1bYuPLxyLYQgVPg8OHbiWHznjBPtgazc/6cVb1YPpQc8Fy78Ejb3voHHVtyJdCGJT55wA4Ke8p2OiyNsSyS29jf0vCCPj62ukhjtF5caESGtUMfmJqnt6VnsyN/vhSDvDsbYGQB6iOjNQ3lRvCTI+04NgHK9fqrCON9fgfIl9hIuCA4TKAgFxAW8ZgEEBYYsoSDKmO3TyB9LY7ClCYUlOURbxtGEbdxm1gq5yW1hiTxTzO+civXGRlIauvFU2cXiPPtJQsfJcGKdSGAMJrQ9jlvPj/N5uZT5UznnGSry/MWFr8gb9fFSYQwZfNJwVw85E01dbf1Yr5G6XK8uO9YC1fkYiKSkM/BRaX4k5827fqf7cOsZNzqfffQGeqTjFkasWPNW1dLeZBpPrWvFBYfPRG8yBVuQmbGr+3z+k6o6el+o87q6cca8K/Dnl3+NRTPPh1v14O/L79wuxkREZqa3v6L3FXvy4LJqlzCG/cL7qHN5iOzmgIi/OoGzZbOkSKZMagTQiGHX569GOy5jzA3gGxheIDykKQnyvjMFAJRwXe3BnsihjA0BziRI3IGLsrBMCcQseIUNQyL0KNXCDrSyqZl2JF05Uoohuz7aIT22QEjTi82YyvzoSQxR58QVLMPPFucEn6T82mNYVSKNHieMls5/4dbzYtJp6YR1vVpwr0+7MhexH7qHmFIwj4joPBxQiQjNfc/GvhK6PbSltTK/NX2elzEJVt6MHVUcr093j60CgCzlAJC9IvaoY1FeI/afIv6JXAH3LnkdF82fiapAKN4Wl2WPb6ovErmgEQDyRga5YhqNkYnDXbCJ8NK6x+BzBWEUEjF//4rs5N4XIiErtc+FrRwiu0sXQ6saYC6dJXnbx6phALurjzF/2r3TXGsuXVMY5UuNxXDY6FvWcR2AlYyxw4mof5RjfiApCfK+MwNARvZX1B3siRzKEACHyZBgQzgKBAMsOQfGirDsACqKAyhUVzB54yCidbU0fqvjdPvWqgtNmXX7QhTYUMk21D8OrzGPpkx5g3JrjmBNCY52U8fY7ufx2/Ni0qdSMftTquF6Ilad+bzrB94cZTLOyZP8XJHBCtncJelfsClY531zxTEOQ41XOLZRnXJnTnUfWy65hy+eLvnzdYXXe1frOcOQf/ns0zIDsGRLBwDgyHGNeHr9ZmSLJj30+jZHkb1lmUISx4f+E2vcHdsKXfXgln9ej7PmXYG/Lr2NbDsvrqkeUzhl+Q1hAOF9OY5x5sTXVlB6+VSuvTFDjliasifCrmK4+8dzo3lNIloDYHujU8ZYO4C5h2KURake8j4wkp13K4DByJnXf5nJ6nuvrJQ4IMztvhN+DghHA5w8vJIBU5PgZUlkqIy0XJGK4yuYb00bDUXmWMeuXseeO6ZNdjkzaEb/FKyyV5BeYQhzUiVVtoYxfqASrdksxvStwF3nDvGvpqLiDMVUfz00N/cLzzXuQtgosHkTPQBQPrAqdr37F4HuzSGzkFnoBjiklOg/Qzq8vFwJygAQy8eHlg8+qWSoa3vhn/teeR1regdQ4fPgyycttHO2r8flPb7M6xnnA4DV7a/ggRd+Ds4lBNxhnHvk5zC2ehp6423W3f/6FnEzw0NkyXc3NOBHAwN4PpfFzdU1mOfZ854IRRKFrX4RfXUcw/I5cigWkUbbUeBbay5ds0fNGUfikc8E4MJwkb4riehOxtj3RrZPBPAKgIuIqHeU8/lAUrKQ941KALJS3hgoifHBhTEBi7mhOQ5sWYAxDlkoKDA/YnKYvBX9bFx7BzbVVtL41rx4o7FdnZCLQEMZtmU6BWvuYx0NC2h2Rw7jhmqwORNFw+AbuPOcQf7TdJQOk2zp6ui5xce1E5XCZN3mY5o8sAxj8dAd5kJ62du6cgEx1LjtgpGYX2xRZ7lbqoDhKmzLB/5tRe2NkbcvVk2rr0JXMkW2kGzu/YSIaOGdFtwm1M7GgsmnQ1PdmFg7m+741zedX80+o2/Jmkdqv+d383+kGboshn+m08iTwNXhctwWi72rIAsi0auKoTfqqLBspuzdPF4uB+f7I9X/iD3dkYguYIwtBJAFcB8R3Tny0E+J6JsAwBj7PIBvYS9qL38YKAnyvlEHgKmVY0vuioOMAIExgCwLTJZhEYPXMFFkEspFjGUiFSzdaRBX6q3y9HI5NkViUbmByjf50dP4BIuVLRYLEh1o7JuLjcle1EXX4Z6zBtjt2UGqdUh8NPMlrFYahHl8o8a9bu6Ot8WvYzd5U70uuSP7Mc1xhFWd1KOneYbdEwWrmH9t8KV0j7GykjHs0sOzaFEsHJxjydJglSypiq7t6mnQFBdMM5vXUtuMMQMvuP1mUps18HL9s4zQaZkYtG1UyDKSjo3NhoHvVlbh7+nULuOkmEhuCIvU8slcfn2mHCl6lP3RqPQ/EBlBIXbfiPEdn7Jr6BsRpXe46wFwyF2+lwR532gBYCmh6tKC3kHGAYPLcVAQJjQZUIsEgydhSGGCY2FMvAu91R4xoTWBV6cNSgExgRo6m/B6xfNkuI6mo9lGqu08Gq3xLlYd30h/PK2XPZgf4sWCVjyZvqt3ezVDLJruAQnnsJ4/Js8Qj3m6ty3koEqVp+zBM6V5ZRXeULnpWNaqoeWDW/NLq8Fs9446TETIW0qvpM9XHln9VKS17xFkC8MCumTjP+EIBwAwf9yiTKHzxeTNL/6qLmtbbovI/XcAv6sbNmQvCIbwsY52VEoSvhKpwB+TCXAAF3R24JrycphERpvHGXptLHOWzZZCAzVqEMAe10h+N0iQUAtOojZn5mYZBh1lFgPHMdOjMnYkvhNoxHdSHfsyPmPsBwA+DiAF4Lj9MecPEiUf8j7gbpn3QwBK+JQvXCi5AzUHez6HMrN67ka9BfSzPKqZjAzPwyeb6Oe15A7lWHhrlgYDk42J7S+qmekcHmsOdcR6kKtRREOtKerWH8H6oj0UTrbi0ZO68bA1pLyRjOQ+K3/blW5025gxVpfTg8nPFm/S0MGYmTtStwpGdn6hBbM9E7y2cMTG2Jq+DennKwQ3dsp4E4LsnO3vcXkXhb2e5p18tHc8fSNWt72MikAdXX/8l7uael7QxibWV/IRId9mGPhGfx/WFouoVRQ82Twc6h63bXy+twdR20ZYkvD1+uro91NDrk3ZgqvmmjrmnuTb52BeIiK54CSrc2ZmRtGghbbhXkhGyMvYOxlyZ+M7qb/t6fgjFvI/3p4+PfLY/wOgE9G3RzX5DyglC3mUjHSWrmKy1stdvqqDPZ9DHWIMwrIBnwt2zoDbpaFAbnidLCRLQbxMERO29vMtU3LwSnNAXaB8Q4L89VWifP0cNjDUTYHMFjx5fCf9w4qqv4/NyN+kfEorzKslRIJaS++/YuebD3iG2o+ShRNilUk9dpr7+LDs5miNb+5bnXw6ZLNs7Y7FCCxH5IqiLuYPnlwVUUO7JGQIEmJSZHyiu2dlwJMfkE9ad9twDYodpDQgSfh6RSWeyWbxp2QCCdtGSJbxl3TKmFzpyb5kF9ybyNY+NyFbDskFd1ZF7IUk3JN8e3f8iCAVRbIyZ2amFg2xwDL048goCzKEsGOlt3dP2piG4Y7S+4MHADyO4QJEhwwlQR49tQBIrWgqL9WveB/ACCYJKJYMIRWhmTIMkkC+IgsNpWhInmznPM8qZbweoe4qWlP9IlA9hRo2V7DM4CC5cluxdGE7PSIS6jfiZxYf1hdI5slTFG7lCxf1f88MdGc90fxZOksaibOkw7xV3nC4I9UZfSP+tF5EtHpHES1aFHOkKcVA6Lgan6TtssJm5KNDob5l+cl9L1VOKsTDS4WB3WWndZgmGhQFYVnGg8mksEDs6anoXDYbgTe3ykGj19DIUYEegmM4yG3Moe7yOgz+bfC9D1fRyZTnrdTkvGEfbRe144QZqmS0s2tj723sXSzdvYEx1kJErSN3zwCwcV/G+yBSEuTR0wCASb7y/eKbK7FvcMFgyBxeIwdL18GcGHJ6cVy2MwAAIABJREFUJenuIBsyM6Khq0vpm6qwqvxYZ4PrVWZFptL0Ljfsviyk/FZsOmIL3eFkpIszn7WWV01mYsF0V2X/ivgl+Ttdma65Wj7vtg4v1mYPc08K9WUHMo/33p/LUvf2POVh/7DaK+nz1WDFYeVvn59p5tL6wMr4xN7nQ1WF/ggAXNfbgxX5PBLOsO/44WQS1sg61vmBIP6STeUey6ZV08VYjgvZd2wIfzlbbwSAQHkArV9rhRySUX1BNbLrsxB5ge7bu1Fz6du8Z6bIluWs1MS8YR1pFtVFZATrGPkwXD5zmP2TrTx5T3fcMfSNMWZhOJriIyPRFz4AJoBXGGNBIkrul9l9ACj5kEeJu2Xe5QBm+maf1uxqmr0/WtmU2AfmdNwLt52Hwm1ojIF0B0XmQZhilDbGmR7rBZVXzRB2P6FnDKcptk7qVi8ZhVbKzN1EV1kmu9T8CrZNn8RQF2aLB+8oNPf1qmZ2jhpOaNmzPEf7U8VMceXQC/mE2Ly9KI8jyMrbgV6X9/hd/MO2YxZZbONgU/fzenNqUwV/B9H7Yk8Pnslm0KCq4oczG7pfHc/Z8llSOBWW3ABg9Bpo+2kb7JSNqo9VofyUYb230zY6f90JO2uDyxxN32hC3+/7nNzqDDvqtNDQhRMk+3hhBMcyseeByftGAYAH30ntkai8LfRt6si2kwA8S0Q2Y+wmACCirx2oCb/fKFnIo6cSQJHrvr0K9ylxYOBMAAJwFAUCGQjDA9lbQDrrFRWD7Up6UiXc/QG01rRRC48IfZufZc1NcM1ZjzNzOs7A1xBfNEv2GT25izpvlql3msdMTC2eKR/meFTN/UrPM/F+680QY9CBEf8w1Uf9gZOqd/QPCyEcO9XRX9P7EiYOvV6twt7FL/wWDpHdrYkh/1i3pLYXy3u9jP/gc/outYwlrwTvNC+sIWun7clXEnbFDG9Oas/xTHtRP/fv7XbUsF2B6RKWLU1UXj7es78s312wBKykKWf6bG+hzSqT+vTmno3SeFohJlYtGe6N9568Q+jbUzvcXQbg3P036/c/JUEePREAOa57SoL8PsAWBEey4XYYOFeRVTm8EIAVoETdNubPzqP20Eaq8NWTf105S1jrqWnmBlIzjeIT3k+y4vEzlbl9f8kc1r9eLyYO43PyTeZMvcW1cmB5utt4zQ9mlzEGFCxEhTTFCISOrfFJ2nYhNnKDg2V9ywqT+16q8jn5dwyDTDCRWFchUssnc23VDDliupRqcygA52eJd9RO2S9DCSiO02s45fFi7hMdsezxTtG3JJMP9mVEYG2GEHMDQUcoD7XZeOETHpz14GjLSvyHvI181NSzPY7faHcqnC2o462sSd8sjfX0yzUeAGWQ8ZaKVEEAAJqxh4K8B3wSwIP7aawPBCVBHgXulnkKAD+ABNfcJUF+H8CJ4DAVECYc2YbKNCDDRCDTLjnhFhrI9JK7th416yOIWWtp1rQNWJ0+WtzffK7Ex/jEhVu/X3D3N3q88bnWha6jlbXZ1cXHBn6rEDeCBELOVHtk/QgtVDF3u3/YMNIZ9+Cq2MSe58OVxcGK3c3LIFHY6hOxV8cxsWyOXBarUHeKWui6rQu5jTnYGRsAEH8hDrJJyAUnd9hhnvi4obx0128HawyTJNOB1NVVUC+f44T8GkPzNBUTb8ki7AJ+tdiFZd02HAEcf18e3z32vevUCyKRsqTMoOXOdzplZpuoxmY0SJt5s2ur1OzLST43ONzgAPa8dH0jhtOe9wnG2DcwnFZ9/76O9UGiJMijww8M2wNMcZUE+X2AAwaPJUCyDduRwLQiyHBTst5mnoQGs0mhCZvDFLVX01GTNuGh7Lnipfmny2PslcaizSsUZ3CCfDo7AtFCP/1z8C7b4VmfA3LyZqDL7VsUKi9rqgUA0ypYUmxD/9ieF/TmzJYIdlwYw7DI9Sli6M06KiydIXs2T5TLifN3zOSsu6JOaHk73nNLp3twY8EtPzbgbP6cm2mM+ZAv+uABbvqyD/evtvClfxXAOcPiP+Rx26k6ZlRJWH2lB2c/WMDV/yxAkxlWXenFtU8Wcc0TRSgSsHicYsQsJdNn+4odTsTeQrWslY3RWnmzu0Nu8AkmByAhgP1XOHaf4/EZY5diuMXTIjrEFrlKgjw6AgCISYrEZHW0xVhK7EccYrAhAHJQUDzwGw657G7OjWbqqsyIaZ31iBtrcNTYbfil9RlqWzBfWjz4B6uiz6dNyZ4gyk03LU/83bF5wm04wjSd+m5/8KSKiBqqd4RN+ejGWGP/EmNidFWVArFT7Yc0RGpDuUgun8jl12bJkaJ396nJRERKwUnU5MzsjKJBx1iGewEZZW7Oyh+cTPhGP4POSNJ2EwLXFGL4xEwVEQ/DlAjHZ/5RwPJPe/HAGgsfm6IYS3vhLOly5M8uqcisMUjzjY+wi15OusKNN2sAtB1cCweafSr7yRhbDOBrAI4hovz+mdIHh5Igj44AACYHq/2HcneD9xcCXJiwNMDtFMFyEpmVYZakOE1I1SNWWEczGwacb/muh9zIcUHrvSI8MEGe77TQuvjL6GV9es5CgZQpA6HwcRWcy3W5VGcu2P5sfNrA0jKvU9hebMIgstvdYnDlWFhLZ0vB/lo1gOHvxHaICHLeSVcWrNS0giEW2EX9WDLLAgz/aZ3EsD3RYl6dDImbu31ntoA9oULLxNZKcl/WY9tNU7JrE0tqT0nfkFrpbAoUc1nNyrdDeDL4h3RkONv/BCovvBrmX79/YA71u7PHdTLeoQv1/wOgAXh65Le1jIgOmQJDJUEeHUEAXPKXl9wV7xdsGw4TYMKBrOjE1QR3iiFRpVUil9lEtdWmuLHpBj6DveZMXg9+RHEReuLrxGviIT1TVLOqZ2ExXDU3kMsNyqzjmeS0gaVqhRHzAPAIInTJlFlfTckV07m2bopULmRlp0tznrWL5TkrPcUyC0dbRe14MkLlDH4Mu7eGeYdz9wUP5/Fcm4Nofvjq/FMvlEX7RYBHWZkszz2PdRbcvr77vhQSpg2wDPD60pC75QhsUCeHtKmNiP3uSnCXD6FFn4HRuwkQAoN//AYCCy46UEf73djjesxvdaF+G3fuZtshQ0mQR0c1AJOrLv977lniv4JpEiRuAVAhZ7OMvGHiLg9JsVYyqsLiromLcWrseTF9aKIkpWK0wXxMyZiBvC9wTjHoLdedgdeN+taf5FqyHR4AoQRgLwmK5BsTUHxtjhTIBqTtiRQ8Y9vlGSM33jSLRwtDnECGv5qTCxgOiQOwi/gKIkpbUnbIcmW7nJDVJqpEK+rlTbxZ37p4rE+XglpVagCDf7kRz8z7zU6JJZIPqLvqXgBAsWM1Yk/ditCiTwMAuOZB3dW/BwA4xSzSyx9G9WX/i8Qzv0N+/QuQvWXQag9M710iIgjbIHJMEjYxl6cbupI4IC92iFAS5NFRAcBgkjKatuklDgAkBCAEiDHiGmcFlVEk0SPa6ydSrKoSF7RuYzXJajaYX8oLosoMBj/OvakuXtv6hJiRXC8JEq5NOswHWij1+mzGu5plH4Agzzt2KG7akwfN9OEwxInM1Jol4cKwOPuG3Q7Dcyg4EINFudhvewu9VF5oQ63TikalVRrrbpcb/DbTfJDgG+0CmjnYhtiT/4uKj90IaTe2QOqVPyJwxHnIrX8BatU4eCYfi8G/fg9VF/xo1+O1o5iSsMCETYxs4nAggUhmRAoHVIlBkzipsgRdkUmXZbg0FZqiMpeqYvgk9NaJqHTFuI+UBHl0eADYTFJKx+99gmmbMHQLvgKY4Q2KsmxWrB43i8aQwJEbHJbJdKKLjRUu6WRRH30Nszb/SErCEKsjzHnyOOTXzeQuh0EKxkypOWPwxevN/CLZkKYoQgMgQx4WnZjB7DdyutFj+60eEbE6WJ2zTRrLtirjXINSlRsShm97iZ0ewtCjP4GV6EXvHZ+Dd+bJ8M89c4fHBzH48HfBVBd677oKwaMutH2HnZEnEpaTjztDf/lByEkPSXJtQ8y2YhI0jfof+56brLRUbEB0D8R0j9iDFZPSIvc+UBKU0aEBcCDJJQv5fULRNMAUAF4NblGkzY1T6bBBm0mJPJLCK8pydaJ56EVpQE2JN8Zyfv8psAUXTlPGsGZZhnxtu+HM0RzFEpAHHKnYZbrt1fly8Xen0umS6qldGsvblBa1KPlkqJCh4r0DfXcDkRAQztstUyf65C/LrHi3BhLcKaac5NI/wRDRrBQuJ/cp55qpe/4UEHZe414d3O9Hev2Tsvada/0AkP/rA0CZF8Ef/ATZ//1xJPjdnyP+xU9BpFPwX/t1YFJtDXDAkvbezl6VmWOM3YXhELfBHdKnPwbgOwAmATiciF7b35N8v1IS5NGhAhBHszedmcWNHRYkZkNmJmRYUNjwTWYWk5kJhTkj/1tQuAWZWVAki8nMhsotJnMHMreYzC2mcJvJksPUUvW4vSRtDkJ4AyBVdQruWpqxpchcWQh3sU8kXSvwejOwZJ7jzLQKOEsY7KoBoMfysjYql9tYDf2cN1ptxWbWpzbLxGQXhoPFdkbYxKycwxyTQLZDEDZxOIIzWyiSRYpsk6rYpEmAKkukyRy6opAuy9BVFS5VZZqiYLiX3E4tv4IfuWfHu1Lyhi9CPeWkgDZ3PgAgcONN2x/M3vNbMNcORrgkw3XSaZArKgHOwfx+SOUVCP/fA2D6f72zmLqX+98D4DcA7tth21oAHwXwf/tpTh8YSoI8OlQAxjn6a66Lguld6tzuDxyCcAhCEHMEMXKICRtMOPTWjQ87/cCFQ5xscHKIC2vkf5skssHJIgk2JLJJIgsSLEgY3ibT8AlEgg2ZWSTBYjIsyLBIhgmZ2UxhJmRmQ8bIieStkwy3h0863GbyyMlH4RYUbr91YqHhvw6TJYspnJh0QA00ixhUNSD8GS/cyU5iUq9oa1FEWLhYhV1N5ahk2+I17EG5nv2WB4afoQgwLhiXQJAkB4qUZ2qUQ5EloWvMcekk3DoTbheH2yVBVyVguwdYxq6SvVv29o07/b2wtmyCf9KeVbPUF52C1A++jsJT/4D3M19A4e8PQT/p1IMhxnvNO9Sz2ABgtyVJP+yUBHkUTGId4xXYzWbe2aeW6++GxMAlBg6Q/GFoLUYEOATHISYEIBxizsjJhRxiwgEX9vCJhmxwYRMnmzg5GP47cnIZObFwsiEhVnDqTTBm2RxPBRsIYZ36ylyiW5tEKT3Mit6AbJSVM7usXILL9YH4dYtCHslvXwff564D9+yZO5Z7fQj96NfDz8+kkf/jPQh892akf/ZdiGwa7o9dAnXKjAM57R35QBzn9yslQR4FNYh1CWBTvVs9DJB3W8OgxM4wBsgMkgwasTD3w0lmJNDgupwPszYFgcFmKJafNwd6SWer4ZIGKJDNiKBmwXI8bKjoF1HTTzE7KOLCL1LCjwz8LM/9VJB9MBQvs1QvF5pbIs0lMenAWvVvh2wLqW9fB/2EU6AvXDSqMXL33Q7PxZ9C8ZknIY+fBH3RKUh+81qU/fx3+3m2JQ4EJUEeBYwBEpDHcP3XEgeRTRbHk2MD+Oq/e6gtfAJlkqtoGpsvgqjmL8c22qk0tP5+mTuUd5jaV/B7Boz6wAZRHspqQa8V4Hz3Fp0gIGV6jJgdKEbtoBFzgnZcBJ0kBZ0UAizD/Mgzv1SUPLIpuxVHdmlC1nQmSaP6TRER0j+9EXJDEzwfu2RUx8Lu7oATG4I6Yy7sLZsBTRv+sprGqMYbJdZ771LinSgJ8uhgAFC0afe5riX+a3xeidjMxWUhS2Je+7+wfs518obY7VakGKFzKk5XvKaX/Tu9Mt+p55mbjfUXk2NRTAIDHYAggyD3FhXXgOX3xSgcysqRkKnLEjhnQEjJaSElp41D7x7PJ2trVswKFKJ20Iw5QSsugnZCBEUKQcrAz3LcxwvcKxmyR7Vll0qypkNWVGvtGyg+/Tjk5hbELj8fAOD91NVwBvsBAO4zPgYnHkX8yotA+RzAGPIP34/w3Q9vd21k77wF3k9dBQDQj1+M5DevRf7hB+C97LP7+ai/KyVB3gdKgjw6LAC8YKEkyAeR31l6rnf8cM86B3AaC1FtzeDaQrjiSj0Wvb3wfN89+hjPEcnTK44MSUzCumSrsZw2GJZPdUuyInOmMThNupNt0hNZINEHbCabuNyXU/Ue2+2NIRTIKuVlpq6r2KPIF69kKF5pUGnEe/e1e4sf/zhKy5flUVHnFpffPCMac4JWQgSdFFJIj6tCMifx9i9dFrHiCZnpOvdecrmjn3aO4nR1IPGlzwCODd+130Dw2z8BOTYS112B4Pd/ibLf3DvKI7tP7NVv4h3qWcQB/BrDNccfZ4y9QUQn7++Jvh8ptXAaBWdMUH4KwDl3sjzm4zPU8w/2fA5FkgJ0THVtTrglLwBcdZuTPyZJ7qjit1fN/y4XZFAi+jvLr5GuojyzoOpsq9xVVgYAWafgPFd8NdepxTXN63vPSAkiAUUZTLrd3RmPb5B8vrQeCJgBXWOjikV+O6tXF+DSOW66aRB33Fm/y+MP3J9ALidw+WfCSCYdXPaJLjzwYBPd8n8pp2lWdZGHK4qP37PJc/T15wy9/rf1XssdFL6TTs7nuU8qSl7Zklyqo7g0klWd8QPekHd9/3Ezpxzg1/jQUrKQR0cRgJ4vWcgHjavV4JBwS9sXVJ0RmSm30jJ1vxhXGheVhco/TdnYnSmo0cC/++5AjX548siqBX6v5JJO9yz0A8DGVGdsKa23TR8rlyR5t0nNjHHYdlUwna4KptP/aYfBpVjG7epOe30Dtt+fkAMBI6DrbK8z1aZPd6G//12u9BmQLxCICIWCgM/HoSmCBXRLrpYGvZVa3LvOl8S56t8aNmwcxI9vqgJjr+92qKTpNqJ2sBizg2bMCVhxEbKTFKAUgpRhfpbjPqnIvbIpuRVHGZVf/JBpSHogKAny6CgC8OTMkg/5YPCcLRfeaPSV77ga50iOAXA3ABzR8XhwSe1RhiL7NE/ZZd584u6krohgn7E8+Lf2jeZh5ac5jf46FwBM1BrCE9GAXLFgvmit7e7QYx5ZV3bpGr07hBP2ZbNhXzYL9I+oNOPpvEvvTnm9fYY/EJf9/qLX7abgvsTUnnVWAN+8oR/nn9eJfF7ghm9WgnOGM84M4KabBmGZhGuvLcfv70viwouC7xq/G1TyWlDJ75VfPGerVtQKjixuBqyECNoJCokkBUb84n6eJ5fL9kfSXJbbR/1GS5QEeZQUAEixwqFXQPtg4xDhqxXlOcbZTlkPTKEsRloj+YTBedsTFlrO1lQlIFHwUl8+cU/OpZLHYSl1afQPtC01O3VkzbF+TVIZAHgkl3qKdFgjAGxIdw4tx+aC6aFqLvG9So8n4Xfn85Pd+fxkDI64kRkrmJrWnfB6e4s+f4wFAnmvxyOCnLM9ch+89moeY8ep+NnN1ejttfG1r/Zh2rQ6VFbK+PnPh6uA9vRYiMVsNNQr+PGPBmHZhMs+EUJd/d4mzu2KRzIVz7Bf/L3SossBvAxs3efXPFQpCfLoKACQOpIidbAncqhxA3yxYkDdxYK1FXJ2vL+w93n3v+uPs1x6UNHUkETBS9R88j7DrUJjjLFBe1Xgn53b0rPLPoLGQMNOpdMmqQ2RSWhAtlgwXrTWdHTqca+sK6NOAiJyqcViS2Wx2IJo9K2tpq1qvTGPpyfv9w+xfD7pIdp9LeEn/5XBBf8zbPnW1iqoqpLR1WVi4sT/1AW66644LrusDI88ksbxi7yoqpJx3++T+PrX/+th8nu+mlliF0o1E0ZHGoCcMWEZNhUP9mQOFbbYzH6sIbhbH60l73yZrpHNg21PZt+6r2vlijv4ccrv4GYykfIvjT3gf6X36U7DNndx4noll/YR/fDGK7E4fERq7KCcFp1CCHv/vBtVNo0xkUT8qMaO9rMaWjefFc7nA1i29LjY6tXju9raQh3xmNRvWWRUVMhYuWo45D0Rt9HVZaG6+j+G+5tvFlAellFXp6BoCHAOcM5gFMX+meresceCzBj7/+2deXxU1dnHf+feWTPJzGTfQ1g0gOybClJB3EW01Fq1WqtWa7V286319a0Va+tel2pdKbiBqCwSURbZwbBDgLBkgUx2siezz93O+8cNS0ggM5OZTBLO9/PJBxjOPfcJzPzy3Oc8yzxCSB0hpOCM1+IIId8TQorbfo093x79DeYhB0ct2pqouETaqteQgFoYMoLjYUt8I9FwnY4IEjQdCzwuO7HVunLA1Z6oqAQjABj0CQZi/YXb3fKxYtRxBkDtl1Dp25tVW1HknBQ/qy7DnJne2f6X6LOTLkE27B63d7N4sKrS0ByjMWjjQvF9LVmyBDabDW63Gy+99GX8tGnT4hUlBUAKxo8fh6E5NvuyZd/p16yu5nheIffeGytbLLweUAtKFnzWgqf/pnrCN91kxgvP10GWgd//wa9QeKipCGDtR+jYWOhJAOsopS8SQp5s+/NfQmde74alvQXBrBztBACPACh/6wbDXQOs3EWRtqm/M1cy2N+8KOmcE1p+/I2v7M4CvkOjp4KECVV1I+5rJ7JeX63D2/opZ9ByprPXp+hGVFyWfHWCXqPvsjPPQV9p7W5S4hOjkcZxXI86Nzzf7DQYKlujY2oks7lFY7H4zEZjYK0vw8TlM646tt3fxW2NhVac0XqzEMA0SmkNISQVwEZKaU5YLO2FMA85OOwAFACw+6g9wrb0e1oU0H9nnD+EK2g7L4Ee0bA7faXrpjq9KelUMNWgT46B+S674Fjo0Gm4diJ2QijI/KbimHt87MyKgdZBHZOCz2CkfmDySAxEq9vp2SQdrKw2tlo0eq3fj9iSJGH+/PmQZRmKomDYsGGYPn16uzVlZWVYtWoVamtrcdttt2H48OEAgNpaOXrp0m3RiqLgpptuQmZmJhRq93z26Wf8bx+7qCYxsZWzWDwnMzx6sieHrZvXJ1NKawCgTZQvqF4xTJCD45QIN3ooO9gLM7/VWeupkT/vB1PQnlt0Lir6gpaPfazdawZDmhm4o1VwLnLqeK5dXFqGJ2pn81dRxx0XV01Oud5i1BrPm1ts0UQbZ2kuzwYF9rceO7GHOyZKJpLGcdx5hzXxPI97770XOp0Osixj/vz5uOiii5CRkXF6b4sFt956K/Ly8tpdu2fPHsyYMQNWqxXr1q1DZmYmdu08Yhw1ajLsrWMG2NvelYR4BJ2+qjk6utprjmkgZovbFB2txPqb4REgzhlXHTsRhn0vGJggB4cdbQeiZS0KO1UOIxtFjffsnOPO6CyGfJIhrUeTS1rLq3SWrHahC4Mhw0Lp7S2i60un9ixRBoAGqSh9RaXNN9pyQ/nFcUOz/LF3tH5wymgMRrPb6d4sHayvUb1ma2drCSHQ6dS0NEVRIMtyhzVWq/XU2jPhOA6SJEEURXAcB6/Xi6KiItx9993t1lFq1Pm8Q5J93iFobDj5mijrDdUNpqgqV4y5HhaL0xgTI8fyPOnuBJySbl4PALWEkNQzQhYX1OeLCXJweAD4AGgO1zNBDhcypXgiOcFJONLl6ZSgPX/G0MiihcajE/5Cz358NxqzrG7c1iy6Fru1PNdhFp4CQb+vdXmWzZlfMznl5qhoncmvQZ6xmuioWzSXD1AUBftbj53Yy5WKcides6Io+OCDD9DU1ISJEye2847Px6RJk7Bs2TLIsoyZM2di06ZNmDp1ql9N3QnR8oJvQILgG5DQ3DYjmlKZanW1zVFRVU5zTK1itjj0ZrMYq9UGVB5eGMDac5EL4F4AL7b9ujwEe/YZmCAHQW6hSGflaCsAJB5tUJpFmQpannQ/A5/RjqcR0+jpJOe4MwTd+ZUo3VURd6jxaLkmYVgHTzfKmB3rprObJPdSouG5Tg/zmuWy1O8q3xUvMV9bNjx+ZJa/cVmOcBirvyhlLC5Ck8fu3iQerKuNcsRqdFoLoHq6Dz/8MLxeL7744gvU1dUhKanrsKnFYsEvf/lLAEBTUxMcDgcSEhJOifT06dMRH+9/6jQhPJHEtFh7a1qsvRVApfo6r6m3q+XhJySLpVVnNgsWvZ50OAxt44DfN8Q5Gwu9COBLQsgDAMoB/DSQPfs6TJCD5xiAbAq0NnloXXI08c+1YfhFiUSk3Gyryd/TKEGL88ZrAWBc8SJrftwzcmex3aioQXEuzGqU3LlEw3OdpjFSImsLHCsHlLn2101JvkVrMZgDypGN481RP+anZCuygn2tJTX7uFKZRvNphBDOYDBgwIABKCkp8UuQz2T9+vWYPn06duzYgZEjR8JqtWLTpk2YPXt2QPt0hiwlmh2ORLPDAdS0VVtzXIvLYKxoiYk5IZnNzXxMjDfWZCImAPsD2ZtSeuc5/iq47vz9ACbIwVMGQAsAdS5alxwNJsgh5DeW+Eai7TznuDO68pABIMHXYCa1e8uQOqHTOYimqIvjnXRmg+RdQTQcd85HdYdSnbSq+n15aPR028jEcVkcCayDGkc4jNdfnJrtToK90eXapymtr9I2x5WWlpqnTJkSyFaw2WyIiYlBfHw8RFEEIQSEEIhi+NoSK4rV5HZZTW7XSNS2HeHxvLfFGlu7Z8ZVYbvtBQET5OCpBSADQKVdqR2Z3KWDxvCTeZLecSIpym8xBvzzkAFg0rGvErcnjRF4XtNpiCnaNDTBSZU62fedhT+PKIMo/FHXuuxy98HGKcm30jhjbMBVGHXORvzx2+dNMpVNClUwceAIx8Vpg+zr169PS09PJzk5OaiqqsIXX3xx6tBu48aNeOSRRwCoRSFbtmzBbbfdBgAYP348li5dipOpcD2JLBtcj/12Psuw6CasMCRIZuVoTVCbaJdPyeRT/3KF/qFI29QfaFFAf5SW7qBG/pxFIJ2RXi61vL4AnWYznM2mQbfb5Kwrs8+3xuE8WMf5Vlt5juv6bIBCGWy6omJs4mXpPBdsns7lAAAgAElEQVTcCKczqZdanJukgoaGKGe8RqftDcUe/rBszpw53Y+RXOCwXhZBklsougC0AtDvqJJPCDLt0cFl/ZW2nOOAxBgABD8negDApbblaZLkO2+nvpjokUmy7ppmWaFdP/sTcMfcWwesKP+vs85VV+uvHeciUWONvs1wRfaD8rXRI1vSqqlTqqK933PaFWkD+gNMkLvHEQAWSQGtcdBAavgZnbBR1Hjz02OCasAg6IjfnqlB8enMZd/Xd7XOHDM6WdZOa1QU6ldDIS9ttq6vnZe8vWZDmShLHXpleyUfZn7yEK6ddx9mzP0F/rVlXoc9tlfk44aPHkD2y9OxqnAzudQwLO1BzXXpI8uT3B+8/Z7wzjvvKBUV6ltNURR88sknYY0XB8COSBvQH2CC3D0OAjAAwPFmpaynb37/cg+SXnFgxDvOdq+/tUNAzttOXPKOE098f+5mdLJCMfZ9J2YuPO0s/nypG6PedeKpdaeve26TD8uPhvdDf0bOcVDvSdHPGPJJxleszhQEZ5dVlmbz+BRRM7VeobRj1UYnEEJQ5t05YEX5B95qR3XNmX+n53X44o43sOb++Vh13zxsLN2BvVWH2l2fbk7Gazc+hVuHX93u9dUFm02vznhC98Utr5H8Dbs8ilOs3rVrFx01ahS02u7Wc3QPSqkXwLaIGtFPYILcPWwAKADsOyHbevrmvxyjxaq729cybCiVsLxQxIGHTTj0SDT+Z/K5Q6Bv7hAwLOH0W+BArao5B34TjS3lMlq9FDUOBTurZdwyNLwf+mcCyDnuDFFHAhJkLRQu+fgKv/qQWCyTUkV+cq2/ogwAAhzmLQ2fpm6tXl0uyIIXUMXapFP/vyRFgqRIHQo5Mi2pGJY0uMPrWp6HV/JBlEWSrk80/kyaktZwqEqeOmC8TRIll792hQNCyJY5c+Z4ImlDf4EJcveohTrOSZtXIVdL/sQbQ8iPBmgQZ2z/wX13t4Anr9BD39YfOMnU+X9xpV3Bt8USfjXutGBrOcAjAgqlEGQKngP+tsGHv08LySzPc3JcItLXmdZzFRv4hagNPGNodM2WTJ+nqdGftRbL5WkCd+kJhdKAmgxX+fKzvil/Xy63l1UCgKzIuG7+/Rjz1i2Ymj0BY9OG+7XPveNm48NdX+J/V/8Lj11+D9744WM8ccWDmp8Zp2X/SpphHNqSXKm4xOoIhZpXR+Km/REmyN0gt1BUABwGYBFkKJV2Whppm4oaFWwpk3DpXCeu/MiFXVWdO3V/WOXFy1cbwJ2h58MSeWRZOIx734Xbh2tR0qSAAhibGt6Uvl+rOcfd6ynNcZAD8GABgCNAdvESvw9jrdYr0n3chGoaoChLcJu2NS7K2FCZWykqonv1ffOw85HFyK85iqP1x/3aI92cjK/u+jeW3/MuDFo9ap0NGBKfhd+v+Acey32OS3NbMh7ir0+7yTnGHt2isUmi1JPjxfwWZELI7wkhBYSQQ4SQP4TTqL4IE+Tusx9AFADkn5CPRtgWSArQ7AW2P2DCK9cYcPtiN872mlYUiUgyEYxP6yi0b1xvQP7D0Xh8sh5Pb/Dh79P1+OdmH27/yo0P94R+puv8IHKOz4XSlhceCMOa8tN8jhq/82djrVdmeMnYoLIe6sQjGSsq3iPHmkvKLYYYXJ45BhuPB34W9vLmD/HnqQ9g3p4luHX4NXj8ivvx+g/zAQBp2gTzHYYrsx+QZhhyWpIqFZdYE06vmVJaOWfOnIKuVwKEkBEAHgQwCcBoADMJIayX+BkwQe4+pzpcrSyWCpUIpydlmAlmD9OAEIJJ6Tw4AjS425v0Q7mM3EIJ2W84cMdiD9aXSrh7afsQ4PKjIiak8nAJFAX1Mr78aRQ+PSDCLYbu27MrlL6RkRCyDWX4lw1xNsOKFwX0CBAbe1WmB6MqAhVlp9cHp+A07m5ZkrWi9PPqDce3y0PiOy0aPCfbyvOREp2IgXGZ8IhecISAJxw8YntHX0s03FTDyIyH+OtTb3COajG18jZZCr3XTAgJpPnPMADbKaVuSqkEYBOAH4fapr4Mq9TrPrUA6gGYapzUVeukFakxxK9WjeHg1qFarC+VMC1bg6JGGYIMJES1jzO/cLUBL1ytRgg22iS8mifgs9mne+qIMsWbOwSsuCsKxY3Kqb6WCgUEGYgK0fneo7rYeqWLPseBIBMENUQu216SeLT5eKUudpDf5e9xcddkNTbK5VE4lOVv/3e714dFO/eDUgqF0rTRGRlyRpyl7NXNcweMSh2Kay+6Avk1R/Dg0r+i1efA2pI8vLZ1Htb9Sp1wRCnFW3mf4J1bnwUA/Hz0zfjdiucgKTKev/bxc943Q5tkvRNJVkEQ5Tzn4YpCbY2WN2lT/P1eu+DrANYWAPgnISQeasfEGwHsDpEd/QJWqRcCZuVobwZwC4DKxybpLr9msObanrjvnUvc2GiT0eCmSDYRPDtNj3tGa3H/ci/yT8jQ8cCr1xpw1UANqh0KfpXrxXc/b5+VcVKQV9x1+vU3tvsQayC4d4wOlFLctdSDgjoFNw7R4KVrQjM+cJOo8T46JFUXbJpbZ8x9QWg1g/OrPebZnDCmNh+a9JSVEC6g6RqNjd+WR5GjfotyZ1j4rBNTkm82xuijg7I9GMrFuuatyqFWh0lM5jV8l+OqOoNS2koISZgzZ47fTyZtXdweBeCEev7ioZT+MZj790eYIIeAWTnabABPA6gYmsBZX77G8PsIm9SrkSnF5fGpDd1Jc+uM91/0NcVSPujBo98Pf7icTxoZ8NNNY0NumYkvCSz2cBYEvDQ85uqq4fGjsrgAfyh0B0ER5R+EQ9VFuhM6PkobaCx/wZw5c+7uelnnEEKeB1BJKX0n2D36GyxkERrKAbgA6I82KC21TqUyOZpj3d/OwTO0eznH50IiUNNCgmRCyaK4PQnDJS7AfhTxCbMGNDQstUXztmxRlvHOhm2QZAUKpRiVkYrrRlzcbv2u0gqsOHAUFqP6tDFlyABcOihLs6FqyYAHl8yRDHw0efWGJ/nx6SMgKRLu+fLPmPeTF2DUhn64uY7T8tMNYzKnA7DZTzT/QA/bnSYpmdfw/txsQaD3I4QkUUrrCCFZAGYDuDzQPfozTJBDQG6hqMzK0eYBuApA9Y4qed+sHCbInXFcItLXAfQ5DgSJgxJcFFklVmiJ5mt22Wj6ZdmBXpuQMDu7oX6xzcSXZT985WXQazWQFQVvr9+GoamJGBDfvnXy6MxUzB43ot1r24+X48ZRQzSxUVHKPzb+2734zvf0n+5bzs++5NqwiPHZZOtSYrOREusVBGmr81B5ia7WoInSdhrjVxSlmuO4YPKPl7TFkEUAj1JKm7tldD+DZVmEjt1o64+85LBYIMo9WyTSV3jYHIKc43MgBXmodyYTjy9JkWQxqEZRCYm3ZbvkDJteq/o5skKhKP6bxBECUVYgKjInkdaor46915p7ZJ1w24jrgzEnaAycTnO1YWzWw9z1SdPtwxr1raRMluV2/yaEkI/mzJkT8L83pXQqpXQ4pXQ0pXRd6KzuHzAPOXQcB9AAwNTshau4STk8PJEfHWmjehMfSXpHTXJoco47Q+K6L8jRstsQVbHJJmRfnR3M9QmJP8uuq/3MNnfjkuwGpwuTBw/o4B0DwMHKEyitb0JCjAm3jBkOa5QRU4Zk4/Od+ZAVBT8ZPxLfFOyImzgkme6q3Vo2LmlyuiYErT0DZbAuLX4w0uI9Pp+4VThUXqw9YdZG6SyEkI6dkRjdhh3qhZBZOdprANwJoPzqQXzW7y7V3xdpm3oLdoXSqWkZdsXIhy2T4B9veqsudmvSu155fnxEK22c/IJXqzV2mETtL/V1n9o0tDr7ox9249ZxI5BqOd3W2OUToNfw0PA88krKsL+yBr+Zdlm76xscLqwqKMQtYy/BN/uPQJY58f9+9KeWyzPHJwb/nYWGatr41aSXbr090nb0R1jIIrSczKnk1h6Xy1u91K8+CRcCv9XG1odTjAFA4rpzpHcaPRU1sbbVTd3ZIzHpnmyJJNsGJ8WjsKb9YHKTXgcNr9aiXDYoC1XNHZvOrSwoxHUjcrC1uBTjstJw3YhB2he2vpKYV7O2TAwypBIq0kj8F5G8f3+GCXIIyS0Um6GWUscDQF6FtDOyFvUONoka796MGP9HIAeJyHc/ZHGS8ZVrMwWfPeADJ4enBW6f2g7VEndn9qHqJl+Sub2jbfecbm16qLoWSTHt//5YXSMsRgMSY0wQJOX0nDxZRoV3z4Bvyt8XqhyV1cF8X91FlKVaBFYMwggAFkMOPRsAjAGAzw6I+6YP1Fxp0JCoLq7pt8iU4s/JCQ7CkbA/aosh7IHEE0rSji13NQy/J6DJ0nZ3Iz7d8DIUKoNSinGDZ+ozE4SyVQW7BmTGWnFJejK2FttwqLoWHCGI0mlxx6TTRw2UUqw9UoJ7Lh8HALhscCYWbs+HQilmj1ezMkS4YrY2LIhJtY+suDT56gS9RhdUYUcw8Bz3dsaLUwPuGcLwDxZDDjGzcrQaAK8AkAC4npiim3ZFlubKCJsVMf6qRDctHxwXdLFGIPxhrrdscr2mWwUaZ7Ny0rP1+qiEbv0wURQFjfVzy2N0zpCX1GtgdI+Pu7kp2zIw7GmWClUEjnCZGS9Oret6NSMYWMgixOQWihLUR7oEAPh0v7izp/sk9xaOS0T6OsvaY08HIh+aGPKZDC76stveIMdxiE/8VZZTiCoPhU1nIsETtaPpy4z1lV9XekRvWBvVy4oyn4lxeGGCHB52Qm1cr69xUndBnZIfaYMiQThzjjtDDMNQk4tbDqX47N2P13Ich7jEhzKdgjEssxfrxcKMFZXv8sVNhSEXfQBQqCJqec1z4dibcRomyGEgt1D0APgWQDIALDwo5gU6aaKv80mYc447QwhTH/2RRQt1lFIoiowXF/8a7658qsOa7YWr8OTHs/HC4ofwwuKHkHfkWwBAbUsFXlryMF746kHY6o6QuMQHM1q92sr3N26HIIU2FKtAMOxt/TprTcWXNS7B5dd4Kn/xScInGS9OrQrlnoyOsEO98LEFwK0ANEcblJZDdUr+yGR+XKSN6gnsCqX/yojv8R9AgjY8PXkynGUJh5qKKzZX7c9Mjs2CV+g8MjBu8DTcfsXv2r229fA3mHXprxAfk4LlO+biwWvnkEP1qek5aZlNOk3wjZDOR7NUmvpt5XviSMu1ZUPjRmSR7rSig+odG7WGZ0JlH+PcMA85TOQWiq0A1qHNS567V9go+TlOvq/zmM5arxg1PdZK8iSiBmHrkpZ+aL6loGw7Jg+9MaDreE4DURIgSD7wHA+3z4nDFTvJ1RNesLoEbdg8Tkok7QH7dwNWVSyosweRvncmXtE3z1/vmBDyx7bxTAWEkM8JIT0WsuoPMEEOL2sAEACa0hbq2Fej9Pu85C2Sxrsn3Rz2nOPO8GnDJ8hzK46YZw6eWnM+ZzO/dAue/+pXmLtmDpqd6tnXjy65BesPLMaiza/jurF3YeWeT3Dd2J9Dw+s4a8JDKS5BE9Z8Yrtclbyy6n3zgfo9NoUG0FijDUmRPFE64//5s5YQkg7gdwAmUEpHAOAB3BHoPS9kmCAHASHEQAjZSQjZ3+YNPNvZutxCsRHAKgBpAPDubmGLV6L9dly6TCkeT0pwEI6EdyrqORDC5CFvdDoRp+Fxe/N2i6JInT7ljBhwOZ69awGe+ulc5GSMx6cbXgIAxMUk4w+zXsP//Pht6DQGtLobkWzNxMfrX8DH61/mBc1NSS6BrwmH3acgCn/EuTb7u/JPmpo9zQFVj3pE32sZL04N5BoNACMhRAN11mREClj6KkyQg8MH4CpK6WioRSDXE0IuO8faNVBbDeob3NS7ySZv6ikje5pnEd3ksegi1mshXDHkvR43Njid+MnRfVEfff8sKarOx8frnm+3JtpggZbXAQCmDL0R5Q3FHfb5Zuc8zJx4HzYWLMPEITNw44R7sTr/C40l4deJboHze9BqsLiU2oQ1NR/E7q3dZpMVucsTRUESmmL0pue7WncSSmkVgFeh9gevAdBKKV0TvMUXHkyQg4CqONv+qG376jQHNrdQtANYCiAFAD7cK+xq8dKGHjG0BzkuE2lZZmxEKxIFbXjez39KTMKGwUOwdvAQvJqSqgxJGancO6N9pkWr67QTebBsG1Ks7WtAiqv3w2KKR5IlA6LkAyEcOI6DIHmh4Q0ac8Kv490CqQ2H/e0g4Irdm7O/LZ9nr3c3nDen2CeLT2W8ONXvwaiEkFioo8wGQn0qNBFCgp4ociHCBDlICCE8ISQfQB2A7yml55vnvhFAC4BoQYbycb7wTX+rkPxNTHwjejDnuDPEMAnymRiooIW73gcAK3bNxwFbHgBgY8Ey/OPL+/HCVw9iY8FS3D3tiVPXUEqxau9nuGH8PQCAKcNuwvKdH2LumjmYMVptmqbhjVpz/EOxHpH0SOGFhzbFrjsxN3HHiU1lkiJ1KFxq9Tryh71+/fsBbns1gFJKaT2lVITqiEwOhb0XCqx0upsQQqwAlgF4jFJacK51s3K0EwA8BqAUAP55lf7m/pIG94mkd7xyUXJM1yvDy5i94omnVpNQTVM+JyI08rrJz7t0OpM55HtLDp+z6UO7UYseC/3oiNl+WcKtrtTo1FQAkBRZqnc1jpn4n58cCmQfQsilAOYBmAh1qvRHAHZTSt8Ktc39FeYhdxNKaQtUD7irsQ57ABxAWxrc69uF7z0iDWupa0/glM+fc9ywpgHF/1eM4qeK0bC6Y6TGvteO4r8Wo+TpEpTMKYGrSP0n8dX4UPJMCUqeLoG7RH1qpjJF6culUHyd307UnX4/lwo+/NhWeuprYnERPmnqvKPmQY8HIwqPYrXDfura29quy/eoZ7ASpbi/ohweRYEWEp9Y+m2LX/9AAaLVxOij4x6I8YjosbCWQO3mzfWfpP5QvabcJwlinbPxvUDFGADanhIXA9gL4CBUffkgxOb2a5ggBwEhJLHNMwYhxAj1Ue3o+a7JLRQpgM+gxpt1DW7qzS2UVoXd2DDz2/PkHHsrvWje1IzBfxuMIc8NgWO/A74T7Vv5moabMOS5IRjy3BBkPJCBqnlqumvTxiak/DQFmY9momGlqk1N65tgnWwFp+/8bevTklN/MVCnx7LsgViWPRCLB2TDQAhmxHR04mVK8VpDPaaYTKde+7KlBX9KTMLraemY36TGhhe1NGOW2QIjp95iTPXmTJ+3JSz9rrUai8Fkvd/kFXu2n3alb1/WctsHpTzHPR7sHpTSZyilQymlIyil91BKI9q7ua/BBDk4UgFsIIQcALALagx5RVcX5RaKtVA9iFQAWHBQLChrUUrCamkY2SppvLszzp1z7Kv2IWpwFDg9B8ITmHJMsO9tX9HLG3iczO1VfMqp3xOeQBEVKIICwhPILhn2fDusU6zntEfQdf5+3u52I0urQ7q2Y7OLBc3NuCY6BvH86Uw9DSHwUgVeRYGGENhlGRudTtxiPh2h4AklWcVLvR02DBE6ndUYZb3P6BV7bgioQqnS7G19cPzbPxZ66p6M9jBBDgJK6QFK6VhK6ag2T+DvAVy+DmpuZhwAvJLnW+6VqN8n2b0Ff3KO9Rl6uApdkJwSFJ8CxwEHxMaOje/se+woerIIZa+XIf0BdQJT3Iw4NKxqQPXH1Ui8ORF1uXVIujkJ5yvMELXo1Jbv7HbcaO4Y7q0VRax1OvAza3uRv9Mai4+bmvBs7Qk8FBePdxsb8Ov4hA73vqRxT7rPWRu2zAidLi7KaL1X55N6RpQbHb4vn1uxanNP3IvROUyQe5jcQlGEevARA0BT3kqdCw+KfW4Cw99pdJO7i5xjQ5oBCTcmwPaKDbZ/2WDINIDwHQXVPN6Mi1+8GFm/y0LtUlXfdPE6DPrfQRj89GAQHYHULEGfqkfF+xUof6e8Q+gDAARdxx8OAqXY4HLiuk7CFS/U1eHxxCTwZwltmlaLj7MG4PMB2TBwHOokCQN1Ovylphp/qq6CTTjtQOYULTrfP0G30esSTAbzPVqfpHSc8xRCXD6h0im4fxHOezC6hglyBMgtFI8B+AZABgB8fVQq3lsjny9trldxXCbS0iz/co7jrozDkGeHYNBTg8BH89Al68651pRjglAnQHK0L4arXVKLpNlJaPy+EdbLrUi+NRl1X3fMDhM68ZC3OJ0YrtcjQdOxj9YhnxePV1fh6mMlWO1w4LnaWqx1ONqtebOhHo8lJOKz5mbMNJvx2/gE/Kfh9HnbIHtRstBiC2sXNL0+KVpvvpsTJCWkHdxOoihUbnZ77nh7Xd4F2be7N8EEOXJ8A6AEbVkXL231fd/oVsJfGBACAsk5luyquAqNAuy77bBe1j484Kv14WTqpcfmAZUo+OjTuuo66oI2Vgt9ih6KoKjvWA7q789C1Hf0kL9zdB6uAIDvBw3G2raCj+tiYvB0cjKuPsOT3uV2I1mjQbZOBy9VwIGAa4svn8moooVGGub8UYM+JUYXcxcESXF0vTowalodL72+ZssPod6XETis/WaEyC0UxVk52g8BPAfA6JHgeXOHsPhvV+of0nAkDK3WQ8Mnkt5RHUCf4/K3yyE7ZRCeIO0XaeBNPJrWq+lncVfFwb7bjpYfWkB4AqIjyHwk81SsllKKum/qkPWIWvUWOy0Wle9XgsoUafemdbiXqG3/fvYoCvJcLsxJPp2avKhFDcfeYT3/qDxKKd5rbMBraWpM+6cWK56oqYZMgb8lt//209xVcQUNR8o1icNDPqLpTAyGNDPFHa2ic5FTy3PRXV/RNXV2Z97qQ0V/DcVejO7DCkMizKwc7aUAHoVaMELvGKEZfucI7U+72cI2LDhlSqekp9sj0VrTX754XqTd7f8bDE36ePveS58xcRwf9sZKHk95s+T6UqflOVPXq8+N3eOt2X68YtTqgsJ+V8rfV2Ehi8izE8BmtMWTFxVIh/MqemcDovPlHPcWZCAiE5HjfI1m7sSeyp64l9GYFcubfiKIshJ0do4gSZ6i2obZTIx7F0yQI0xbwchCqKlwSQDw8g/CxmNNypGIGnYWXeUc9xaUCAkyAEw6vjhJlsUeKYSIMg6M5aJ+7JFkJeB2roqiKEW1DX/6fEf+9nDYxggeJsi9gNxC0Q3g31A7xpkpgL9t8C5rdCthb8noL48nRq7PcSDIiNxUlmjJZdRXbg1vb+MzMEUNjidRs9ySrARUoFJU2/DeztLKQBsHMXoAJsi9hNxCsR7AmwBiAegdAsTntwiL3OKpNp8RY45ianJbI9fnOBBkEjkPGQAutS1PFyVvj/UoMUVdHA/jTKekKH555raG5nV5x8r/eKjqRJeHR4SQHEJI/hlfdkLIH7pvNeNcMEHuReQWikUA5gNIB8AXNymtr20TPvNJNGwlul1hk4m0JCvWGKn7B4pMENHp3noqaq22NT0al402DU2A/sZWuQtRrrU7j6w/euwnh6pO+FUaTSktpJSOoZSOATAegBtqZ0NGmGCC3PvYAmAlgCwAZGeVXPufXcICUaYRSdp/OCa+AVquzwiyRGhEPWQAGF/5fabgc4S1su5soqOHJ8m6a1pkRelUbBud7oqdpRU3Hqo6EaxdMwAco5SWBW8loyuYIPcy2g75vgKwHaooY6NNrpy7V/xcVnpWbD6T9I6q5Kiw9xcOJZH2kAFAA4VLOZ4blqq682GOGZ0s62Y0yUr7H96NTnfNpqLjN288eszWje3vAPB5twxkdAkT5F5IbqEoAfgv1P7JWQCwskQqXXBQXKxQ2iOC45QpfSX93H2OeytiLxBkABh1Ii/T527q8ZQyc8zYFFk7rUFR1MPNJpf7xPqjJXf/UGzbH+yehBAdgFlQHQVGGGGC3EvJLRQFAO8CKEZbjvLiw9LRrw5Jy3pClH+rs9YrUb0757gzJK53CDJHgEHFX0UkzGQ2j08VNVc0NDrdNeuOHLt3+7Hy9d3c8gYAeymlfaK0vy/DBLkXk1soegG8BaAKZ/RQ/mS/+IWkhC+96weR9/WFnOPOkLjeU3qa03wg1eeo7rE0uDMRkYKNxU0PbD9WFoqpz3eChSt6BCbIvZzcQtEJ4DUADWgT5aVHpKL3d4sLBJmGpZH4n5IS7X0h57gzxF7iIZ9keNFCTU+3J6huPNrw7c5X7ssryl/Z3b0IIVEAroE6sJQRZpgg9wFyC8VWAC9BrebLBIDVxyTbm9uFj70SDbhS63z0pZzjzpB49BoPGQAGOEoTxeZjPVJSDQCVDSVl3+2e+0eXt2l1KPajlLoppfGU0h7NGrlQYYLcR8gtFO0AXgVQBGAAAGwpl6tf3Oqb7xJoSE70+1rOcWcIvUyQAWBs8cJoSpWwe+5HKnbvX7H7o1/sK937mT+FH4zeBxPkPkRuoeiCWs23D0A2ALK3Rqn/y1rvh7VOpdteWFuf4z4tyL3NQwaAZE+tVakrqAjX/ooiy9sLV2/edOjrhw/a8tgIpj4ME+Q+RttB37sAfoAqynx5K3X+bqX3o8P1ctCpTQskvaMygD7HvRWhl0a+J5YsSpAVKeRZF4Lk86zd/+U3+aVbfn3QlseaBfVxmCD3Qc6Yy/c11PCF0SNBfnKt7+vvj0lrlABPkfpqznFniJre5yEDgFVsNWlrdoZ01JPT29q8Ytf8T4/XHnrkoC3vaCj3ZkQGJsh9lNxCUc4tFJcBeBtAAtSmRHhrp7Dtv3vFBYH0v/idztog98Gc484QNL2ws38bk44tSZVkISR9SaqbSkuXbnvvjbrWyj8ftOVFJLWOEXqYIPdxcgvFnVDHQFG0pcV9UyQd+991vndrHEqXfQfyRN63M8McF2Yze4ze6iEDQJTi1ZvKN3arpaqiyNKeYxu35+787z/dPseLB215PV6izQgfTJD7AbmFog3AswAq0BZXLmlS7L/51vvx5jJpw/kq+/pyznFnCBr0Wg8ZACaWf5shipCKeDAAAAjcSURBVO6gBpW6vPbGFbs//m5X8do5AOYftOWFJQ+dETmYIPcTcgvFZgAvA1gFtf9FjEJBX80TNr++TZjv8NGWs695VjE1ufpwznFnCL12PKyKjkqa+NJVzYFeZ6s9cviLrf9eWN10/PGDtrzVB215/SLmz2gPG3LaD5mVox0B4NcA9FCLSRBnJPo/T9Zdf0kSPwYAymQizxyQLvT1NLezmbnSV/6LfD6s05+7i0wJ/f7y51t0BvP5R18D8Aiulm1HV+0uqt63AqpXzEIU/RjmIfdDcgvFAgBPAzgMYCAAXZOH+v53nW/5WzuFz6vdVHg4um/1OfYXQdt7D/VOwhNKMo4tO+9UEYUqSknNwb0LN7+2vKh63z8BvOWPGBNCrISQxYSQo4SQI4SQy0NmOCPsMA+5HzMrR8sBmA7gLgACgNpKnr+ixaDRkJuSOeMg4+T+FD8GgCs3CpWPbuMyIm2HP6yc+Eyd3pSUdPbrdndz9caCZXuqm47vBjDvoC3P76IfQsjHALZQSue2tc2MorRjuIrRO2GCfAEwK0ebCuBeNyETC3XaHDvHraCEeA2Zhvi46XE3aeO0AyNtY6iY/INQ9YfNXHqk7fCHEsvQ2vKxj50qxpFk0XeofMfu7YWrD1PQRQA2H7Tl+d3VjxBiBrAfwCDKPth9EibIFwizcrRcDc/PPK7T/lQkxAc1tqwAgHmCOcc81nwVb+I7eGt9jYk7xZo/ryOpkbbDX1aN/UuVxpyRWlFfvH/L4dwip7c1D8CCg7a8xkD3IoSMAfAB1FDVaAB7APyeUtpjQ1cZ3YMJ8gWGeazZAmA2gCsBOACoH3wCYp1sHRk9Mno6b+CtETSxW4zKF2v/upL0iRJwSoFtxqw9C6nFVtdaWQV1wO3+g7a8oD6UhJAJUEd/TaGU7iCEvAnATil9OoRmM8IIE+QLFPNY8xCojceHAGgG0AIAREO42Kmx403DTD/idFx0JG0MhqGHpfq/L0evT+XbLxH713LUukNU1wTgOwCrD9ryuuXJEkJSAGynlGa3/XkqgCcppTd122BGj6CJtAGMyGDfZy8xjzX/E8BIAD+DWlDSQCXqbNrQtKtlW0t+7I9iJ0YNjrqU03PmiBobAIKud2cOVYli0detrQW7SHS81xC1FTw+OWjLC8nsPUrpCUJIBSEkh1JaCHVS9OFQ7M3oGZiHzIB5rJkHMB6qMMcBqAfgBgDw4CwTLcOih0VfprFoen32QkaZ1PLaQvSqkItIqa/E5zuw1umwHfH53AB2AVi+weEIeeP6tjjyXAA6AMcB3EcpDbgQhREZmCAzTmEea9YBuAzAbQBiALSiLZQBAFE5UenmMeZLdcm6SwhHeqUnmlwjOd76CDGRtgMA6iWpfK/HvW+1w1HvpVQLtY/1sg0OR3mkbWP0TpggMzrQJsyjAdwMdWSUD0Ad2rIytAnaGMtEy1hDhmEkb+ITImdpR2IbZNf7H1JTpO7vUxRPseDLX+twHi0SfCdf3gVg1QaHozRSdjH6BkyQGefEPNZMoB76XQNgAtSOcrVQi0wAAMbBxpToS6JHGtINI3pDrNlkl73z/0MNPXlPSinqJKl0t8ezb43T0SRSqoEa9lkNYPcGh4PNo2P4BRNkhl+Yx5oTAfwI6kGRAaooNwA4VbgQfUn0ANNQ00hdsi4nUhkaOq8iffa6EvbDaoVSpUGWyo/7hOItbld5qSDwAGSoaWebABzb4HCwBkCMgGCCzAgI81izFsDFACYDmAQ1U8cFoAltIQ1A9ZyjhkQN0afqh2jMmoyeKtEmikK/eEkJSz8Lt6LYq0Sx5IjXW5zndlXYFcUCQAu1yGY1gH0bHI6gWmsyGAATZEY3MI81GwEMAzAVwCgABGq8uQnAqflxnIHTmoaasgyZhoHaeG2GJlqTQjREHy67Fj0vKhzp/qGjS1FaakTRVioIZfu9nrLjgiADODlZxQvVG94KwLbB4WAfJEa3YYLMCAnmseYYqJ7zWADjoLb+JFCrAe1QH+dPoU/XxxkyDam6RF2K1qpN5WP4VE7HRYXClgXPi4JWbazTJZRSeCi1O2S5sUWRmxolubFWEhuLfL7aMlEUAVhxOl+/HMAOAEcAVGxwOORz7ctgBAMTZEbIactrzgQwGKo4Xwy11SuB6jk7oYY52sVYNRaNUZeos2piNRaNWWPho3kLH8VbeCNv4fRcDDjoCE+0XYU/Pn1e8OiJ2lpUplSWKBUkwOdWFHurLDc2ylJTrSQ1Vopi43Gfr8lNqQQ19GCEmu530tYGqM16jkCNCbPDOUZYYYLMCDttaXQpUGf+DYIq0JlAu3FLPqhhAC/OyOLoFB4cb+S1nJHT8XpeR3REY2yWcxIbqUHHc7uzy2XRKymiQ1EEsf34Kg1U0TVCPZikbV8c1EKYagDHABRCDUOwtpWMHoUJMiMimMeaNQCSoIp0SttXMoBEqHHak2IJqMJ98otCDX/IOO1hE7ObDsqoR4xRxBGoAnvm9SdF1wegBkAl1PBDA9TmSo0APCwOzIg0TJAZIYEQwgPYDaCKUjqzO3u1ibUZqjDHQC0D1uF0WCEKp71cBYCkF6g2uxa6aB/KAHigetm+tl9PdrVzhlp0CSG2tv1lABKldEIo92dcWLDmQoxQ8XuosdZuF4fY99klqJkaTd3dq4eYTikNSYMgxoVNr+xHwOhbEEIyANwEtakNg8EIEibIjFDwBoAncFbWxAUCBbCGELKHEPJQpI1h9G2YIDO6BSFkJoA6SumeSNsSIaZQSscBuAHAo4SQH0XaIEbfhQkyo7tMATCr7XBrEYCrCCGfRdaknoNSWt32ax2AZVDLyRmMoGBZFoyQQQiZBuB/uptl0VcghJgAcJRSR9vvvwfwd0rpqgibxuijsCwLBiN4kgEsI4QA6mdpIRNjRndgHjKDwWD0ElgMmcFgMHoJTJAZDAajl8AEmcFgMHoJTJAZDAajl8AEmcFgMHoJTJAZDAajl8AEmcFgMHoJTJAZDAajl8AEmcFgMHoJTJAZDAajl/D/uMFFkLIEhZUAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig1, ax1 = plt.subplots()\n",
+ "ax1.pie(list2, labels=list1, autopct='%1.1f%%',\n",
+ " shadow=True, startangle=90)\n",
+ "ax1.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n",
+ "plt.title('Frequency Distribution2')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "179\n"
+ ]
+ }
+ ],
+ "source": [
+ "#stopwords 불러오기 \n",
+ "from nltk.corpus import stopwords\n",
+ "stop_words=set(stopwords.words('english'))\n",
+ "print(len(stop_words))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "50.28 of Stopwords are included in the top 5% of word dict.\n"
+ ]
+ }
+ ],
+ "source": [
+ "#빈도순으로 정렬한 단어 사전 상위 5%에 stopwords가 포함되는 비율 \n",
+ "five=int(len(count)*5/100)\n",
+ "#print(five)\n",
+ "c=0\n",
+ "\n",
+ "for i in range(five):\n",
+ " for j in stop_words:\n",
+ " if sorted_count[i][0]==j:\n",
+ " c+=1\n",
+ " break\n",
+ "print('{:.2f} of Stopwords are included in the top 5% of word dict.'.format(c/len(stop_words)*100))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1-3. BPE 적용 \n",
+ "Training sentencepiece model from the word list with frequency"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['▁', 'T', 'h', 'is', '▁is', '▁i', '▁the', '▁you', '▁so', '▁to', '▁a', '▁your']\n",
+ "[2142, 0, 2150, 58, 43, 4, 20, 17, 32, 40, 7, 63]\n"
+ ]
+ }
+ ],
+ "source": [
+ "import sentencepiece as spm\n",
+ "\n",
+ "with open('word_freq_list.tsv', 'w') as f:\n",
+ " for k, v in re_sorted_count:\n",
+ " f.write('%s\\t%d\\n' % (k, v))\n",
+ " \n",
+ "spm.SentencePieceTrainer.train('--input=word_freq_list.tsv --input_format=tsv --model_prefix=m_bpe --vocab_size=2180 --model_type=bpe')\n",
+ "sp = spm.SentencePieceProcessor()\n",
+ "sp.load('m_bpe.model')\n",
+ "\n",
+ "print(sp.encode_as_pieces('This is i the you so to a your'))\n",
+ "print(sp.encode_as_ids('This is i the you so to a your'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0= ⁇ \n",
+ "1=\n",
+ "2=\n",
+ "3=t\n",
+ "4=i\n",
+ "5=s\n",
+ "6=he\n",
+ "7=a\n",
+ "8=ou\n",
+ "9=l\n",
+ "10=w\n",
+ "11=m\n",
+ "12=re\n",
+ "13=in\n",
+ "14=y\n",
+ "15=ha\n",
+ "16=b\n",
+ "17=you\n",
+ "18=ve\n",
+ "19=o\n",
+ "20=the\n",
+ "21=lo\n",
+ "22=f\n",
+ "23=ke\n",
+ "24=d\n",
+ "25=nd\n",
+ "26=e\n",
+ "27=c\n",
+ "28=n\n",
+ "29=ing\n",
+ "30=er\n",
+ "31=ut\n",
+ "32=so\n",
+ "33=g\n",
+ "34=p\n",
+ "35=ma\n",
+ "36=be\n",
+ "37=u\n",
+ "38=ll\n",
+ "39=it\n",
+ "40=to\n",
+ "41=li\n",
+ "42=or\n",
+ "43=is\n",
+ "44=hat\n",
+ "45=th\n",
+ "46=ow\n",
+ "47=and\n",
+ "48=it\n",
+ "49=make\n",
+ "50=id\n",
+ "51=on\n",
+ "52=st\n",
+ "53=se\n",
+ "54=she\n",
+ "55=he\n",
+ "56=ha\n",
+ "57=at\n",
+ "58=is\n",
+ "59=es\n",
+ "60=on\n",
+ "61=love\n",
+ "62=up\n",
+ "63=your\n",
+ "64=v\n",
+ "65=an\n",
+ "66=loo\n",
+ "67=ul\n",
+ "68=ey\n",
+ "69=if\n",
+ "70=that\n",
+ "71=ce\n",
+ "72=bea\n",
+ "73=beaut\n",
+ "74=makeup\n",
+ "75=look\n",
+ "76=ay\n",
+ "77=ver\n",
+ "78=of\n",
+ "79=this\n",
+ "80=her\n",
+ "81=me\n",
+ "82=do\n",
+ "83=like\n",
+ "84=eo\n",
+ "85=ith\n",
+ "86=with\n",
+ "87=le\n",
+ "88=as\n",
+ "89=ar\n",
+ "90=my\n",
+ "91=vid\n",
+ "92=el\n",
+ "93=beautif\n",
+ "94=for\n",
+ "95=h\n",
+ "96=in\n",
+ "97=are\n",
+ "98=beautiful\n",
+ "99=out\n",
+ "100=video\n",
+ "101=ro\n",
+ "102=me\n",
+ "103=ch\n",
+ "104=all\n",
+ "105=ir\n",
+ "106=ck\n",
+ "107=ot\n",
+ "108=al\n",
+ "109=re\n",
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+ "1624=woah\n",
+ "1625=youu\n",
+ "1626=noying\n",
+ "1627=bushy\n",
+ "1628=check\n",
+ "1629=daily\n",
+ "1630=dryer\n",
+ "1631=etude\n",
+ "1632=goofy\n",
+ "1633=guess\n",
+ "1634=gurus\n",
+ "1635=heart\n",
+ "1636=hella\n",
+ "1637=jelly\n",
+ "1638=legit\n",
+ "1639=lucky\n",
+ "1640=plans\n",
+ "1641=satis\n",
+ "1642=share\n",
+ "1643=silly\n",
+ "1644=spend\n",
+ "1645=spots\n",
+ "1646=talks\n",
+ "1647=today\n",
+ "1648=beutif\n",
+ "1649=bought\n",
+ "1650=bright\n",
+ "1651=cannot\n",
+ "1652=damage\n",
+ "1653=design\n",
+ "1654=easier\n",
+ "1655=easily\n",
+ "1656=matter\n",
+ "1657=minute\n",
+ "1658=result\n",
+ "1659=showed\n",
+ "1660=thinks\n",
+ "1661=upload\n",
+ "1662=mberlain\n",
+ "1663=blender\n",
+ "1664=curious\n",
+ "1665=discont\n",
+ "1666=exactly\n",
+ "1667=freakin\n",
+ "1668=herself\n",
+ "1669=kidding\n",
+ "1670=learned\n",
+ "1671=usually\n",
+ "1672=annoying\n",
+ "1673=covering\n",
+ "1674=whatever\n",
+ "1675=everybody\n",
+ "1676=eyeliners\n",
+ "1677=inspiring\n",
+ "1678=recommend\n",
+ "1679=wondering\n",
+ "1680=satisfying\n",
+ "1681=chamberlain\n",
+ "1682=translucent\n",
+ "1683=discontinued\n",
+ "1684=fg\n",
+ "1685=mp\n",
+ "1686=q\n",
+ "1687=ary\n",
+ "1688=ass\n",
+ "1689=avy\n",
+ "1690=bes\n",
+ "1691=cha\n",
+ "1692=dia\n",
+ "1693=dio\n",
+ "1694=gar\n",
+ "1695=gly\n",
+ "1696=ics\n",
+ "1697=jal\n",
+ "1698=lay\n",
+ "1699=llo\n",
+ "1700=med\n",
+ "1701=met\n",
+ "1702=nts\n",
+ "1703=ook\n",
+ "1704=ree\n",
+ "1705=rew\n",
+ "1706=ten\n",
+ "1707=xie\n",
+ "1708=you\n",
+ "1709=25\n",
+ "1710=40\n",
+ "1711=49\n",
+ "1712=52\n",
+ "1713=ap\n",
+ "1714=eu\n",
+ "1715=anty\n",
+ "1716=ared\n",
+ "1717=hael\n",
+ "1718=ired\n",
+ "1719=ised\n",
+ "1720=itle\n",
+ "1721=ndia\n",
+ "1722=ouch\n",
+ "1723=smet\n",
+ "1724=ssed\n",
+ "1725=stay\n",
+ "1726=tely\n",
+ "1727=wise\n",
+ "1728=add\n",
+ "1729=ass\n",
+ "1730=cre\n",
+ "1731=cuz\n",
+ "1732=eat\n",
+ "1733=eng\n",
+ "1734=fut\n",
+ "1735=gig\n",
+ "1736=har\n",
+ "1737=het\n",
+ "1738=him\n",
+ "1739=mor\n",
+ "1740=pad\n",
+ "1741=rid\n",
+ "1742=smh\n",
+ "1743=vac\n",
+ "1744=yay\n",
+ "1745=aking\n",
+ "1746=ample\n",
+ "1747=chase\n",
+ "1748=cking\n",
+ "1749=icked\n",
+ "1750=icult\n",
+ "1751=imals\n",
+ "1752=rated\n",
+ "1753=redit\n",
+ "1754=riana\n",
+ "1755=rible\n",
+ "1756=rooke\n",
+ "1757=stion\n",
+ "1758=tween\n",
+ "1759=vered\n",
+ "1760=xiety\n",
+ "1761=alot\n",
+ "1762=blue\n",
+ "1763=brav\n",
+ "1764=chin\n",
+ "1765=cond\n",
+ "1766=crap\n",
+ "1767=drew\n",
+ "1768=dupe\n",
+ "1769=guru\n",
+ "1770=half\n",
+ "1771=inks\n",
+ "1772=lace\n",
+ "1773=mess\n",
+ "1774=mood\n",
+ "1775=omfg\n",
+ "1776=phot\n",
+ "1777=prin\n",
+ "1778=scar\n",
+ "1779=slay\n",
+ "1780=song\n",
+ "1781=soon\n",
+ "1782=toge\n",
+ "1783=tone\n",
+ "1784=tour\n",
+ "1785=ugly\n",
+ "1786=vine\n",
+ "1787=voor\n",
+ "1788=woww\n",
+ "1789=yall\n",
+ "1790=atable\n",
+ "1791=ateful\n",
+ "1792=ourite\n",
+ "1793=beard\n",
+ "1794=cheap\n",
+ "1795=fishy\n",
+ "1796=gotta\n",
+ "1797=heavy\n",
+ "1798=honey\n",
+ "1799=india\n",
+ "1800=intro\n",
+ "1801=kajal\n",
+ "1802=later\n",
+ "1803=least\n",
+ "1804=loves\n",
+ "1805=means\n",
+ "1806=media\n",
+ "1807=often\n",
+ "1808=order\n",
+ "1809=panty\n",
+ "1810=power\n",
+ "1811=quick\n",
+ "1812=realy\n",
+ "1813=shook\n",
+ "1814=taken\n",
+ "1815=title\n",
+ "1816=touch\n",
+ "1817=types\n",
+ "1818=upper\n",
+ "1819=vibes\n",
+ "1820=vlogs\n",
+ "1821=whats\n",
+ "1822=wowww\n",
+ "1823=smetics\n",
+ "1824=amazed\n",
+ "1825=become\n",
+ "1826=blonde\n",
+ "1827=bronze\n",
+ "1828=brooke\n",
+ "1829=chanel\n",
+ "1830=corner\n",
+ "1831=credit\n",
+ "1832=curled\n",
+ "1833=enough\n",
+ "1834=feline\n",
+ "1835=forget\n",
+ "1836=future\n",
+ "1837=haters\n",
+ "1838=helped\n",
+ "1839=inform\n",
+ "1840=jenner\n",
+ "1841=lauder\n",
+ "1842=lauren\n",
+ "1843=listen\n",
+ "1844=living\n",
+ "1845=longer\n",
+ "1846=loving\n",
+ "1847=mixing\n",
+ "1848=nearly\n",
+ "1849=needed\n",
+ "1850=proper\n",
+ "1851=remove\n",
+ "1852=shades\n",
+ "1853=single\n",
+ "1854=studio\n",
+ "1855=taking\n",
+ "1856=taught\n",
+ "1857=turtle\n",
+ "1858=animals\n",
+ "1859=anxiety\n",
+ "1860=between\n",
+ "1861=clicked\n",
+ "1862=example\n",
+ "1863=feeling\n",
+ "1864=forward\n",
+ "1865=lighter\n",
+ "1866=michael\n",
+ "1867=morning\n",
+ "1868=redness\n",
+ "1869=regular\n",
+ "1870=shouldn\n",
+ "1871=vinegar\n",
+ "1872=backlash\n",
+ "1873=compared\n",
+ "1874=fabulous\n",
+ "1875=friendly\n",
+ "1876=inspired\n",
+ "1877=painting\n",
+ "1878=princess\n",
+ "1879=problems\n",
+ "1880=purchase\n",
+ "1881=question\n",
+ "1882=realised\n",
+ "1883=talented\n",
+ "1884=thankyou\n",
+ "1885=together\n",
+ "1886=vacation\n",
+ "1887=whenever\n",
+ "1888=condition\n",
+ "1889=cosmetics\n",
+ "1890=difficult\n",
+ "1891=favourite\n",
+ "1892=mentioned\n",
+ "1893=otherwise\n",
+ "1894=relatable\n",
+ "1895=superstay\n",
+ "1896=commenting\n",
+ "1897=completely\n",
+ "1898=perfection\n",
+ "1899=informative\n",
+ "1900=aj\n",
+ "1901=gn\n",
+ "1902=iv\n",
+ "1903=jn\n",
+ "1904=no\n",
+ "1905=ok\n",
+ "1906=om\n",
+ "1907=sa\n",
+ "1908=aje\n",
+ "1909=ats\n",
+ "1910=ayl\n",
+ "1911=bby\n",
+ "1912=bel\n",
+ "1913=bie\n",
+ "1914=ces\n",
+ "1915=dle\n",
+ "1916=eat\n",
+ "1917=ele\n",
+ "1918=eps\n",
+ "1919=fit\n",
+ "1920=ger\n",
+ "1921=ggg\n",
+ "1922=got\n",
+ "1923=hhh\n",
+ "1924=hos\n",
+ "1925=ift\n",
+ "1926=ito\n",
+ "1927=ius\n",
+ "1928=mor\n",
+ "1929=nty\n",
+ "1930=oon\n",
+ "1931=ory\n",
+ "1932=rav\n",
+ "1933=too\n",
+ "1934=tre\n",
+ "1935=une\n",
+ "1936=zer\n",
+ "1937=32\n",
+ "1938=ah\n",
+ "1939=bf\n",
+ "1940=dy\n",
+ "1941=pi\n",
+ "1942=sy\n",
+ "1943=wr\n",
+ "1944=yo\n",
+ "1945=yr\n",
+ "1946=arry\n",
+ "1947=arth\n",
+ "1948=asil\n",
+ "1949=brit\n",
+ "1950=care\n",
+ "1951=cept\n",
+ "1952=ergy\n",
+ "1953=esus\n",
+ "1954=full\n",
+ "1955=hosa\n",
+ "1956=ibly\n",
+ "1957=ical\n",
+ "1958=iece\n",
+ "1959=irth\n",
+ "1960=mble\n",
+ "1961=mely\n",
+ "1962=oney\n",
+ "1963=onio\n",
+ "1964=ores\n",
+ "1965=plan\n",
+ "1966=port\n",
+ "1967=pped\n",
+ "1968=ract\n",
+ "1969=rles\n",
+ "1970=sion\n",
+ "1971=unny\n",
+ "1972=utch\n",
+ "1973=100\n",
+ "1974=beg\n",
+ "1975=bye\n",
+ "1976=dad\n",
+ "1977=del\n",
+ "1978=eid\n",
+ "1979=joy\n",
+ "1980=kim\n",
+ "1981=mad\n",
+ "1982=mes\n",
+ "1983=mid\n",
+ "1984=nyc\n",
+ "1985=obv\n",
+ "1986=ook\n",
+ "1987=pos\n",
+ "1988=rip\n",
+ "1989=sug\n",
+ "1990=tat\n",
+ "1991=thn\n",
+ "1992=ver\n",
+ "1993=vis\n",
+ "1994=wel\n",
+ "1995=won\n",
+ "1996=activ\n",
+ "1997=alous\n",
+ "1998=andom\n",
+ "1999=aylor\n",
+ "2000=grats\n",
+ "2001=iance\n",
+ "2002=onite\n",
+ "2003=orean\n",
+ "2004=quill\n",
+ "2005=ravil\n",
+ "2006=ringe\n",
+ "2007=tches\n",
+ "2008=uined\n",
+ "2009=able\n",
+ "2010=aint\n",
+ "2011=cele\n",
+ "2012=como\n",
+ "2013=died\n",
+ "2014=dive\n",
+ "2015=doll\n",
+ "2016=drop\n",
+ "2017=fill\n",
+ "2018=heat\n",
+ "2019=home\n",
+ "2020=inno\n",
+ "2021=lady\n",
+ "2022=lind\n",
+ "2023=lupe\n",
+ "2024=mijn\n",
+ "2025=miss\n",
+ "2026=oily\n",
+ "2027=open\n",
+ "2028=prec\n",
+ "2029=rlly\n",
+ "2030=safe\n",
+ "2031=shit\n",
+ "2032=star\n",
+ "2033=stro\n",
+ "2034=tons\n",
+ "2035=trip\n",
+ "2036=turk\n",
+ "2037=wipe\n",
+ "2038=beline\n",
+ "2039=ctures\n",
+ "2040=ically\n",
+ "2041=irline\n",
+ "2042=morrow\n",
+ "2043=sessed\n",
+ "2044=asked\n",
+ "2045=barry\n",
+ "2046=birth\n",
+ "2047=blend\n",
+ "2048=bless\n",
+ "2049=bobby\n",
+ "2050=break\n",
+ "2051=clean\n",
+ "2052=derma\n",
+ "2053=dutch\n",
+ "2054=dying\n",
+ "2055=earth\n",
+ "2056=exist\n",
+ "2057=extre\n",
+ "2058=faces\n",
+ "2059=fenty\n",
+ "2060=grand\n",
+ "2061=green\n",
+ "2062=hahah\n",
+ "2063=hairs\n",
+ "2064=hunny\n",
+ "2065=inner\n",
+ "2066=james\n",
+ "2067=jesus\n",
+ "2068=judge\n",
+ "2069=known\n",
+ "2070=money\n",
+ "2071=paper\n",
+ "2072=piece\n",
+ "2073=pores\n",
+ "2074=pract\n",
+ "2075=reply\n",
+ "2076=sharp\n",
+ "2077=shows\n",
+ "2078=spoon\n",
+ "2079=story\n",
+ "2080=swear\n",
+ "2081=sweat\n",
+ "2082=tacky\n",
+ "2083=teach\n",
+ "2084=thanx\n",
+ "2085=tired\n",
+ "2086=turns\n",
+ "2087=wings\n",
+ "2088=worse\n",
+ "2089=write\n",
+ "2090=youre\n",
+ "2091=youuu\n",
+ "2092=brities\n",
+ "2093=planing\n",
+ "2094=accept\n",
+ "2095=bigger\n",
+ "2096=brasil\n",
+ "2097=career\n",
+ "2098=cringe\n",
+ "2099=crying\n",
+ "2100=drying\n",
+ "2101=energy\n",
+ "2102=facial\n",
+ "2103=fiance\n",
+ "2104=forgot\n",
+ "2105=genius\n",
+ "2106=hating\n",
+ "2107=inside\n",
+ "2108=killed\n",
+ "2109=kisses\n",
+ "2110=korean\n",
+ "2111=middle\n",
+ "2112=mother\n",
+ "2113=nature\n",
+ "2114=nether\n",
+ "2115=omgggg\n",
+ "2116=random\n",
+ "2117=recogn\n",
+ "2118=ruined\n",
+ "2119=secret\n",
+ "2120=skinny\n",
+ "2121=starts\n",
+ "2122=strugg\n",
+ "2123=subbie\n",
+ "2124=tattoo\n",
+ "2125=taylor\n",
+ "2126=theres\n",
+ "2127=visine\n",
+ "2128=weight\n",
+ "2129=quillaje\n",
+ "2130=antonio\n",
+ "2131=anymore\n",
+ "2132=applied\n",
+ "2133=bronzer\n",
+ "2134=changed\n",
+ "2135=charles\n",
+ "2136=colours\n",
+ "2137=deactiv\n",
+ "2138=formula\n",
+ "2139=glowing\n",
+ "2140=impress\n",
+ "2141=jealous\n",
+ "2142=\n",
+ "2143=e\n",
+ "2144=o\n",
+ "2145=t\n",
+ "2146=i\n",
+ "2147=a\n",
+ "2148=s\n",
+ "2149=n\n",
+ "2150=h\n",
+ "2151=r\n",
+ "2152=l\n",
+ "2153=u\n",
+ "2154=y\n",
+ "2155=d\n",
+ "2156=m\n",
+ "2157=w\n",
+ "2158=k\n",
+ "2159=f\n",
+ "2160=g\n",
+ "2161=c\n",
+ "2162=p\n",
+ "2163=b\n",
+ "2164=v\n",
+ "2165='\n",
+ "2166=’\n",
+ "2167=j\n",
+ "2168=z\n",
+ "2169=x\n",
+ "2170=1\n",
+ "2171=q\n",
+ "2172=0\n",
+ "2173=3\n",
+ "2174=2\n",
+ "2175=5\n",
+ "2176=4\n",
+ "2177=9\n",
+ "2178=“\n",
+ "2179=6\n"
+ ]
+ }
+ ],
+ "source": [
+ "for i in range(2180):\n",
+ " print('{}={}'.format(i,sp.decode_ids([i])))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/week3/note3.pdf b/week3/note3.pdf
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diff --git a/week3/word_freq_list.tsv b/week3/word_freq_list.tsv
new file mode 100644
index 0000000..2f918ab
--- /dev/null
+++ b/week3/word_freq_list.tsv
@@ -0,0 +1,2065 @@
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--
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