{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from IPython.display import clear_output, Markdown, Math\n", "import ipywidgets as widgets\n", "import os\n", "import glob\n", "import json\n", "import numpy as np\n", "import itertools\n", "import sklearn.utils as sku\n", "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer, HashingVectorizer\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import MultiLabelBinarizer" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append(\"..\")\n", "\n", "from Tools.Emoji_Distance import sentiment_vector_to_emoji\n", "from Tools.Emoji_Distance import emoji_to_sentiment_vector\n", "\n", "def emoji2sent(emoji_arr):\n", " return np.array([emoji_to_sentiment_vector(e) for e in emoji_arr])\n", "\n", "def sent2emoji(sent_arr):\n", " return [sentiment_vector_to_emoji(s) for s in sent_arr]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "SINGLE_LABEL = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# simple twitter approach\n", "*for learning emoji usage by single (in the meaning of unconnected) twitter messages*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## loading train data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "data_root_folder = \"./data_en/\" # i created a symlink here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* get all json files in `data_root_folder`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "json_files = sorted(glob.glob(data_root_folder + \"/*.json\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* so far, only load the first file" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | EMOJI | \n", "HASHTAGS | \n", "LINKED_USER | \n", "datetime | \n", "id | \n", "lang | \n", "person | \n", "reply_to | \n", "text | \n", "
---|---|---|---|---|---|---|---|---|---|
0 | \n", "[π₯, π] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:00 | \n", "925716304635547600 | \n", "en | \n", "31507978 | \n", "NaN | \n", "fashionbombdaily's photo <EMOJI><EMOJI>πΌ | \n", "
1 | \n", "[π€¦] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:00 | \n", "925716304664911900 | \n", "en | \n", "231994649 | \n", "NaN | \n", "Itβs scary how on point my horoscope be <EMOJI... | \n", "
2 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:03 | \n", "925716317214089200 | \n", "en | \n", "2592765104 | \n", "NaN | \n", "Woooaaaahhh <EMOJI> | \n", "
3 | \n", "[π·] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:04 | \n", "925716321416949800 | \n", "en | \n", "278737933 | \n", "NaN | \n", "<EMOJI> vivalcli: Portraits by Zhao Guojing an... | \n", "
4 | \n", "[π©, π©] | \n", "[] | \n", "[@hiphopphiIes] | \n", "2017-11-01 13:29:06 | \n", "925716329801310200 | \n", "en | \n", "824586253634981900 | \n", "9.257162e+17 | \n", "<USER> i wanna know too<EMOJI><EMOJI> | \n", "
5 | \n", "[π, π] | \n", "[] | \n", "[@WizMommma] | \n", "2017-11-01 13:29:02 | \n", "925716313019965400 | \n", "en | \n", "1581953814 | \n", "9.257088e+17 | \n", "<USER> veda was yoda too <EMOJI><EMOJI> | \n", "
6 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:05 | \n", "925716325607133200 | \n", "en | \n", "1001999683 | \n", "NaN | \n", "Iβm less stressed about turning 30 now <EMOJI>... | \n", "
7 | \n", "[π―] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:07 | \n", "925716334008082400 | \n", "en | \n", "745222369183043600 | \n", "NaN | \n", "Full charged. <EMOJI> | \n", "
8 | \n", "[π] | \n", "[] | \n", "[@SeaDimon, @lsarsour] | \n", "2017-11-01 13:29:09 | \n", "925716342401052700 | \n", "en | \n", "798557155217539100 | \n", "9.257147e+17 | \n", "<USER> Thatβs part of the problem, (they) <USE... | \n", "
9 | \n", "[π, π₯, π’] | \n", "[] | \n", "[@Ian_khetye] | \n", "2017-11-01 13:29:10 | \n", "925716346570240000 | \n", "en | \n", "744396039126421500 | \n", "9.250629e+17 | \n", "<USER> got me emotional there<EMOJI><EMOJI><EM... | \n", "
10 | \n", "[π»] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:13 | \n", "925716359182520300 | \n", "en | \n", "721490010118205400 | \n", "8.965900e+17 | \n", "back to the yellow <EMOJI> | \n", "
11 | \n", "[π, πΊ, π] | \n", "[] | \n", "[@Dimafadma] | \n", "2017-11-01 13:29:15 | \n", "925716367558545400 | \n", "en | \n", "520536723 | \n", "9.257159e+17 | \n", "<USER> Happy month to you and your loved ones ... | \n", "
12 | \n", "[π] | \n", "[#mortdale, #partofthefamily, #gorgeousboy] | \n", "[] | \n", "2017-11-01 13:29:16 | \n", "925716371735900200 | \n", "en | \n", "850852815941517300 | \n", "NaN | \n", "Maxx and Patricia. Family hangs at For Good He... | \n", "
13 | \n", "[π, π€¦] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:20 | \n", "925716388513230800 | \n", "en | \n", "914145041588867100 | \n", "NaN | \n", "I need to STOP beating myself up with my thoug... | \n", "
14 | \n", "[π, π] | \n", "[#7YearsOfKMH2] | \n", "[] | \n", "2017-11-01 13:29:20 | \n", "925716388525645800 | \n", "en | \n", "2425405622 | \n", "NaN | \n", "Cutest Son <EMOJI>Roll no. 31 <EMOJI> <HASHTAG> | \n", "
15 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:22 | \n", "925716396931240000 | \n", "en | \n", "4614871873 | \n", "NaN | \n", "By the summer I should have everything up and ... | \n", "
16 | \n", "[π, π₯] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:23 | \n", "925716401125331000 | \n", "en | \n", "2831608345 | \n", "NaN | \n", "I know my English is not that good but that do... | \n", "
17 | \n", "[π] | \n", "[] | \n", "[@yungbabytate] | \n", "2017-11-01 13:29:23 | \n", "925716401133948900 | \n", "en | \n", "788571974633009200 | \n", "9.255778e+17 | \n", "<USER> I <EMOJI> u mama | \n", "
18 | \n", "[π] | \n", "[] | \n", "[@cmckenney] | \n", "2017-11-01 13:29:23 | \n", "925716401125544000 | \n", "en | \n", "218307802 | \n", "9.257115e+17 | \n", "<USER> That picture was NOT taken this morning... | \n", "
19 | \n", "[π ] | \n", "[#footfetishnation] | \n", "[] | \n", "2017-11-01 13:29:25 | \n", "925716409489002500 | \n", "en | \n", "885261166146179100 | \n", "NaN | \n", "Welcome to <HASHTAG> <EMOJI> | \n", "
20 | \n", "[π, π] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:25 | \n", "925716409497272300 | \n", "en | \n", "831437760833609700 | \n", "NaN | \n", "Awkward <EMOJI><EMOJI> | \n", "
21 | \n", "[π€, πΊ] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:26 | \n", "925716413699854300 | \n", "en | \n", "231664542 | \n", "NaN | \n", "back at it with supernatural <EMOJI><EMOJI> | \n", "
22 | \n", "[π―] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:26 | \n", "925716413679009800 | \n", "en | \n", "3196847035 | \n", "NaN | \n", "One of the best things I've learned was to sto... | \n", "
23 | \n", "[π , π¦, π] | \n", "[] | \n", "[@ctrlpurp] | \n", "2017-11-01 13:29:29 | \n", "925716426278735900 | \n", "en | \n", "918492858352635900 | \n", "9.257161e+17 | \n", "<USER> Can I taste?<EMOJI><EMOJI><EMOJI> | \n", "
24 | \n", "[π] | \n", "[] | \n", "[@saunders_court1] | \n", "2017-11-01 13:29:30 | \n", "925716430473039900 | \n", "en | \n", "3471187337 | \n", "9.257163e+17 | \n", "<USER> we miss you βΉοΈ<EMOJI> | \n", "
25 | \n", "[π€, π€, π€] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:31 | \n", "925716434667184100 | \n", "en | \n", "780060488600199200 | \n", "NaN | \n", "Actually my bias in WJSN are Eunseo & Bona... | \n", "
26 | \n", "[π΄] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:32 | \n", "925716438853345300 | \n", "en | \n", "388380690 | \n", "NaN | \n", "I so cannot be bothered with the rest of the d... | \n", "
27 | \n", "[π] | \n", "[] | \n", "[@xxxtentacion] | \n", "2017-11-01 13:29:35 | \n", "925716451457163300 | \n", "en | \n", "899320696869974000 | \n", "NaN | \n", "<USER> 2lit4life<EMOJI> | \n", "
28 | \n", "[π, π] | \n", "[] | \n", "[] | \n", "2017-11-01 13:29:35 | \n", "925716451461357600 | \n", "en | \n", "784790670 | \n", "NaN | \n", "Iβm not stop saying that!<EMOJI><EMOJI> | \n", "
29 | \n", "[π, π, π, π, π, π] | \n", "[] | \n", "[@justinerooney_] | \n", "2017-11-01 13:29:37 | \n", "925716459828936700 | \n", "en | \n", "3051266655 | \n", "NaN | \n", "<USER> HAPPY BIHDAY <EMOJI><EMOJI><EMOJI><EMOJ... | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
68703 | \n", "[π] | \n", "[#halloweencostumes] | \n", "[] | \n", "2017-11-01 07:23:04 | \n", "925624214522036200 | \n", "en | \n", "1672876458 | \n", "NaN | \n", "<HASHTAG> this one falls under the weird crazy... | \n", "
68704 | \n", "[π, π©] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:05 | \n", "925624218682777600 | \n", "en | \n", "382473866 | \n", "NaN | \n", "I'm not allowed to have chocolates yet, then I... | \n", "
68705 | \n", "[π] | \n", "[#MUFC] | \n", "[] | \n", "2017-11-01 07:23:06 | \n", "925624222889766900 | \n", "en | \n", "893145405457911800 | \n", "NaN | \n", "Manchester United manager Mourinho slams 'spec... | \n", "
68706 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:07 | \n", "925624227088121900 | \n", "en | \n", "240378516 | \n", "NaN | \n", "<EMOJI> en Bushwhick | \n", "
68707 | \n", "[π, π, π, π] | \n", "[#BurkeCentre] | \n", "[] | \n", "2017-11-01 07:23:18 | \n", "925624273237983200 | \n", "en | \n", "784620573209002000 | \n", "NaN | \n", ": <HASHTAG> <EMOJI> <EMOJI><EMOJI> For Taxi <E... | \n", "
68708 | \n", "[π] | \n", "[] | \n", "[@mychosliaheart, @BarrettoJulia, @iamjoshuaga... | \n", "2017-11-01 07:23:18 | \n", "925624273212805100 | \n", "en | \n", "170998187 | \n", "9.254136e+17 | \n", "<USER> <USER> <USER> Look, Mammeh and Daddeh! ... | \n", "
68709 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:24 | \n", "925624298395533300 | \n", "en | \n", "1348667816 | \n", "NaN | \n", "Life is so good with you <EMOJI> | \n", "
68710 | \n", "[π, π, π] | \n", "[#portlandoregon, #portlandhalloween, #carrieβ¦] | \n", "[] | \n", "2017-11-01 07:23:24 | \n", "925624298378801200 | \n", "en | \n", "722481645765300200 | \n", "NaN | \n", "Happy Halloween! <EMOJI>π½<EMOJI><EMOJI> <HASHT... | \n", "
68711 | \n", "[π] | \n", "[] | \n", "[@8limbsbondi...] | \n", "2017-11-01 07:23:26 | \n", "925624306779897900 | \n", "en | \n", "2443251500 | \n", "NaN | \n", "Some work on the ropes in todayβs boxing class... | \n", "
68712 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:27 | \n", "925624310974136300 | \n", "en | \n", "2406186390 | \n", "NaN | \n", "Scotty and Kristenβs halloween costumes <EMOJI> | \n", "
68713 | \n", "[π] | \n", "[] | \n", "[@rfrandrea, @AdaaanAndyyy] | \n", "2017-11-01 07:23:30 | \n", "925624323557146600 | \n", "en | \n", "1039448149 | \n", "9.256150e+17 | \n", "<USER> <USER> May pre-month celebration sis <E... | \n", "
68714 | \n", "[π, π, π] | \n", "[] | \n", "[@peachshua1230] | \n", "2017-11-01 07:23:31 | \n", "925624327755591700 | \n", "en | \n", "845085544589672400 | \n", "9.256009e+17 | \n", "<USER> Awww <EMOJI> Ajsksjdjd im smiling like ... | \n", "
68715 | \n", "[π«, β] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:34 | \n", "925624340342812700 | \n", "en | \n", "924752524871131100 | \n", "NaN | \n", "I hate when I send a text or snap n I'm so anx... | \n", "
68716 | \n", "[π, π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:34 | \n", "925624340355280900 | \n", "en | \n", "419493819 | \n", "NaN | \n", "The answer is no I have no plans and I never l... | \n", "
68717 | \n", "[π] | \n", "[] | \n", "[@BeachBoy_Gab] | \n", "2017-11-01 07:23:34 | \n", "925624340346937300 | \n", "en | \n", "2457745952 | \n", "9.256219e+17 | \n", "<USER> LMAOOO I'm so proud <EMOJI> | \n", "
68718 | \n", "[π’, π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:34 | \n", "925624340338507800 | \n", "en | \n", "1955767531 | \n", "NaN | \n", "My cousin/little sister is leaving to San Fran... | \n", "
68719 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:35 | \n", "925624344524361700 | \n", "en | \n", "796490344581898200 | \n", "NaN | \n", "Can't be alone w my thoughts tonight so just g... | \n", "
68720 | \n", "[π, π, π, π, π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:36 | \n", "925624348710285300 | \n", "en | \n", "907808317124177900 | \n", "NaN | \n", "<EMOJI><EMOJI><EMOJI><EMOJI><EMOJI> ambot!!! | \n", "
68721 | \n", "[π, π, π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:37 | \n", "925624352929910800 | \n", "en | \n", "262162415 | \n", "NaN | \n", "<EMOJI>π½<EMOJI>π½ 1st of the month!!Happy 1st o... | \n", "
68722 | \n", "[π΄] | \n", "[#WednesdayWisdom] | \n", "[] | \n", "2017-11-01 07:23:41 | \n", "925624369715515400 | \n", "en | \n", "574882525 | \n", "NaN | \n", "<HASHTAG> ... stay in bed <EMOJI> | \n", "
68723 | \n", "[π, π, π, π] | \n", "[] | \n", "[@Louis_Tomlinson, @NiallOfficial] | \n", "2017-11-01 07:23:44 | \n", "925624382269124600 | \n", "en | \n", "556175173 | \n", "9.254038e+17 | \n", "<USER> <USER> THIS IS GOLD. GOLD. <EMOJI><EMOJ... | \n", "
68724 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:45 | \n", "925624386455031800 | \n", "en | \n", "1610265588 | \n", "NaN | \n", "<EMOJI> thank you for the kind compliment | \n", "
68725 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:45 | \n", "925624386454937600 | \n", "en | \n", "4760724450 | \n", "NaN | \n", "Enjoyed the silence <EMOJI> | \n", "
68726 | \n", "[β¨] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:46 | \n", "925624390657572900 | \n", "en | \n", "882858115636514800 | \n", "NaN | \n", "OS: Spiderman Homecoming <EMOJI> | \n", "
68727 | \n", "[π€·] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:46 | \n", "925624390682849300 | \n", "en | \n", "188129628 | \n", "NaN | \n", "Go to hell <EMOJI>π½ββοΈ | \n", "
68728 | \n", "[π] | \n", "[] | \n", "[] | \n", "2017-11-01 07:23:46 | \n", "925624390666129400 | \n", "en | \n", "2473135939 | \n", "NaN | \n", "Thank you Yomi! <EMOJI> | \n", "
68729 | \n", "[π] | \n", "[] | \n", "[@discopiggu] | \n", "2017-11-01 07:23:46 | \n", "925624390670106600 | \n", "en | \n", "2373584209 | \n", "9.256241e+17 | \n", "<USER> Lol. Just enjoy the stars. Music Kidhar... | \n", "
68730 | \n", "[π] | \n", "[#NYCStrong] | \n", "[] | \n", "2017-11-01 07:23:50 | \n", "925624407459971100 | \n", "en | \n", "181689756 | \n", "NaN | \n", "Thoughts and prayers for NY<EMOJI>π» <HASHTAG> | \n", "
68731 | \n", "[π] | \n", "[#GreatSuccess] | \n", "[@BrianyH] | \n", "2017-11-01 07:23:50 | \n", "925624407460057100 | \n", "en | \n", "60160788 | \n", "9.254610e+17 | \n", "<USER> I searched COCK, PENIS, SHLONG, WINKY, ... | \n", "
68732 | \n", "[π, π», π», π, π, π, π, π, π] | \n", "[] | \n", "[@amitbarman520] | \n", "2017-11-01 07:23:53 | \n", "925624420022063100 | \n", "en | \n", "3792290725 | \n", "9.256215e+17 | \n", "<USER> Thank you so much<EMOJI><EMOJI><EMOJI><... | \n", "
68733 rows Γ 9 columns
\n", "\n", " | text | \n", "teacher | \n", "teacher_sentiment | \n", "predict | \n", "predicted_sentiment | \n", "
---|---|---|---|---|---|
35056 | \n", "I LOVE YOU OMG HOW DID I GET SO LUCKY | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.5138983726501465, 0.2369314283132553, 0.249... | \n", "
6745 | \n", "Lol Palesa Blossom Mission Leomaure this guy i... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.42938703298568726, 0.2851070463657379, 0.28... | \n", "
19721 | \n", "I wish I can take a video of how I am laughing... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.4674359858036041, 0.2860119938850403, 0.246... | \n", "
37748 | \n", "The Adulting Awards on the commitment session ... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "πΌ | \n", "[0.5368908047676086, 0.22797922790050507, 0.23... | \n", "
43315 | \n", "Good English Valencia | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.49750247597694397, 0.24948053061962128, 0.2... | \n", "
35986 | \n", "Yeahhhh righhhhttttt | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.46295732259750366, 0.2748742699623108, 0.26... | \n", "
21986 | \n", "Anything for my baby. | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "πΌ | \n", "[0.5758423209190369, 0.19491779804229736, 0.22... | \n", "
50154 | \n", "HBD PRETTY GIRL I LOVE YOU SM | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "πΌ | \n", "[0.5453159809112549, 0.207011416554451, 0.2476... | \n", "
49516 | \n", "Cba for these boots | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π | \n", "[0.43326714634895325, 0.28593116998672485, 0.2... | \n", "
16799 | \n", "That rose gold one! OMG | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.473838210105896, 0.2787647843360901, 0.2473... | \n", "
50674 | \n", "just ended I can't explain feelings a great ... | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π΅ | \n", "[0.3780469298362732, 0.3569388687610626, 0.265... | \n", "
16560 | \n", "//I'm a male account and I can't even ask some... | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.47279101610183716, 0.28100648522377014, 0.2... | \n", "
33071 | \n", "A Lebanese Christian (I dont even know him) se... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "πΉ | \n", "[0.4489242136478424, 0.29896649718284607, 0.25... | \n", "
52543 | \n", "I've seen this too many times | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "πΉ | \n", "[0.42817223072052, 0.31256356835365295, 0.2592... | \n", "
18733 | \n", "HahahYESSSSS | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.46295732259750366, 0.2748742699623108, 0.26... | \n", "
12353 | \n", "Sure.. That's so stupid ,. They just have to b... | \n", "π© | \n", "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", "πΉ | \n", "[0.44481462240219116, 0.2898775637149811, 0.26... | \n", "
49480 | \n", "Ok makes sense | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.42414095997810364, 0.289501428604126, 0.286... | \n", "
32767 | \n", "They call you bitches and act like they moved ... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π₯ | \n", "[0.4256601929664612, 0.3290562033653259, 0.245... | \n", "
32938 | \n", "On Christ himself that glossy lip, smooth brow... | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π¬ | \n", "[0.46742191910743713, 0.2577934265136719, 0.27... | \n", "
46800 | \n", "Let her enjoy wena mahn | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.4820931553840637, 0.2597433924674988, 0.258... | \n", "
68700 | \n", "person that scares me | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "πΌ | \n", "[0.5506900548934937, 0.1981608271598816, 0.251... | \n", "
34936 | \n", "Dodson put him on his back pockets | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.41959047317504883, 0.2961031496524811, 0.28... | \n", "
63804 | \n", "I canβt wait to put a countdown in my name for... | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π¬ | \n", "[0.47894737124443054, 0.26814648509025574, 0.2... | \n", "
13670 | \n", "My chest hurt | \n", "π© | \n", "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", "π | \n", "[0.4844517707824707, 0.2778504192829132, 0.237... | \n", "
36792 | \n", "Ready to be back in Chicago for some good eats... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.461605042219162, 0.2754403054714203, 0.2629... | \n", "
54093 | \n", "I didn't see this | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π΅ | \n", "[0.40356379747390747, 0.3449265956878662, 0.25... | \n", "
21937 | \n", "I wonder have I met my wife yet | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.45527422428131104, 0.28081753849983215, 0.2... | \n", "
45980 | \n", "why deep sorrow man | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.4865574240684509, 0.26807573437690735, 0.24... | \n", "
38860 | \n", "Haha I had it on earlier | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "πΌ | \n", "[0.5328965187072754, 0.19487495720386505, 0.27... | \n", "
33399 | \n", "this gif!!! | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π± | \n", "[0.438534677028656, 0.25870493054389954, 0.302... | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
13242 | \n", "Studying abroad in Italy for 3 weeks it won'... | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π΅ | \n", "[0.4010750651359558, 0.33369433879852295, 0.26... | \n", "
25032 | \n", "I am weird too soo what's the problem ? | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.4886448383331299, 0.23002634942531586, 0.28... | \n", "
44255 | \n", "Cuz he knows you strong | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.42207399010658264, 0.29061537981033325, 0.2... | \n", "
26815 | \n", "This is what having 3 dogs is like! It takes A... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.45922937989234924, 0.28813636302948, 0.2526... | \n", "
47744 | \n", "LMFAO!!!!!!!!!! | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.4457263946533203, 0.28129613399505615, 0.27... | \n", "
19837 | \n", "Monet. | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π¬ | \n", "[0.46295732259750366, 0.2748742699623108, 0.26... | \n", "
17457 | \n", "I donβt know why, but I kinda feel bad for the... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π΅ | \n", "[0.40437808632850647, 0.31182146072387695, 0.2... | \n", "
52462 | \n", "Haha was howling man | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.47637391090393066, 0.23940309882164001, 0.2... | \n", "
43377 | \n", "Dyed my hair | \n", "π | \n", "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", "π | \n", "[0.509038507938385, 0.28894180059432983, 0.202... | \n", "
25833 | \n", "are you @ me aha I love thanksgiving, but Ch... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.45929089188575745, 0.27737101912498474, 0.2... | \n", "
67536 | \n", "Who said there ain't no baseball in November | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.4750415086746216, 0.2561681270599365, 0.268... | \n", "
36246 | \n", "trying to be the bigger person in this situati... | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π΅ | \n", "[0.41593965888023376, 0.31301191449165344, 0.2... | \n", "
67247 | \n", "So yeah I went to Enternal Gardens and heard B... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π΅ | \n", "[0.40849044919013977, 0.31388798356056213, 0.2... | \n", "
13370 | \n", "SΓ£o Paulo deserves a shout instead of that r... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.4599554240703583, 0.26473745703697205, 0.27... | \n", "
65897 | \n", "He is awesome ... remember his joke about 'pu... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π₯ | \n", "[0.45184966921806335, 0.3084986209869385, 0.23... | \n", "
59631 | \n", "Yung feeling na last round 1v5 ace clutch | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.4737370014190674, 0.2521499693393707, 0.274... | \n", "
1643 | \n", "I remember watching family guy til i got sleep... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.46491703391075134, 0.26445358991622925, 0.2... | \n", "
16331 | \n", "Go ahead stalk my page away | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.5146245956420898, 0.20401647686958313, 0.28... | \n", "
3328 | \n", "man you going bless the nature lmao trees don... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π₯ | \n", "[0.43352144956588745, 0.32003316283226013, 0.2... | \n", "
64995 | \n", "Happy Birthday. drinks in me this weekend. | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.6191940307617188, 0.15239886939525604, 0.22... | \n", "
7457 | \n", "I can't read English. | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π | \n", "[0.4581894278526306, 0.29683804512023926, 0.24... | \n", "
13454 | \n", "I just surprised myself with that LMFAO | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π΅ | \n", "[0.4155941605567932, 0.3176829516887665, 0.266... | \n", "
68032 | \n", "Thisss | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π¬ | \n", "[0.4854748845100403, 0.2612924873828888, 0.253... | \n", "
67183 | \n", "No one understands how much I love ted I just ... | \n", "π© | \n", "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", "π | \n", "[0.43408700823783875, 0.3407832980155945, 0.22... | \n", "
45526 | \n", "Sry mt bol sis online a jaya kr haan achi lg... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "πΉ | \n", "[0.45702889561653137, 0.2917458713054657, 0.25... | \n", "
28803 | \n", "Christian Organisations are lying as well, rig... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π¬ | \n", "[0.47990110516548157, 0.26212865114212036, 0.2... | \n", "
11554 | \n", "Iβm Dead Asf | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "πΉ | \n", "[0.44201627373695374, 0.2945305109024048, 0.26... | \n", "
68530 | \n", "Yummy! | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "πΌ | \n", "[0.5484175086021423, 0.20360249280929565, 0.24... | \n", "
21909 | \n", "Bad news guys... the little bit of V line I ha... | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π¬ | \n", "[0.4582193195819855, 0.26798704266548157, 0.27... | \n", "
54063 | \n", "The blood won't come off my neck!!!! I have a ... | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π’ | \n", "[0.39156991243362427, 0.3548761010169983, 0.25... | \n", "
1782 rows Γ 5 columns
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