{ "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": 32, "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, custom_target_emojis=None):\n", " return [sentiment_vector_to_emoji(s, custom_target_emojis=custom_target_emojis) 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", "
---|---|---|---|---|---|
35671 | \n", "I feel like I care so much more in every situa... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π’ | \n", "[0.3881330192089081, 0.34921327233314514, 0.24... | \n", "
25683 | \n", "I did not meat to add that '2' there...havent ... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.477517306804657, 0.2263115793466568, 0.2805... | \n", "
8985 | \n", "neverβ¦ | \n", "π | \n", "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", "π | \n", "[0.4780172109603882, 0.24580059945583344, 0.25... | \n", "
5410 | \n", "Lmao on me!!! Wtf was he supposed to say | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.3319989740848541, 0.38802555203437805, 0.23... | \n", "
62611 | \n", "This dude always help me get through my schoo... | \n", "π | \n", "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", "π | \n", "[0.471467524766922, 0.19387008249759674, 0.299... | \n", "
48197 | \n", "Happy B'Day Sir | \n", "π | \n", "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", "π | \n", "[0.6342154145240784, 0.0916505753993988, 0.253... | \n", "
23654 | \n", "You need some good old fashioned Swedish Jesus | \n", "π | \n", "[0.4983755685510071, 0.08057179987004548, 0.42... | \n", "π | \n", "[0.4485129117965698, 0.2649095952510834, 0.266... | \n", "
58207 | \n", "these late shifts are making me not have a soc... | \n", "π | \n", "[0.47186147186147187, 0.2922077922077922, 0.23... | \n", "π’ | \n", "[0.35744383931159973, 0.37891000509262085, 0.2... | \n", "
374 | \n", "Dc this weekend | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.575383186340332, 0.14427249133586884, 0.250... | \n", "
26310 | \n", "Paul lad you'll make es blush | \n", "π | \n", "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", "π’ | \n", "[0.3773207664489746, 0.363784521818161, 0.2402... | \n", "
30892 | \n", "Did you have a fun Halloween? | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.4547549784183502, 0.2675609588623047, 0.265... | \n", "
11868 | \n", "Hi handsome | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.6610512137413025, 0.07423651218414307, 0.20... | \n", "
46219 | \n", "I'm not okay with this, I'm suing Snapchat | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π’ | \n", "[0.38139358162879944, 0.36385539174079895, 0.2... | \n", "
13583 | \n", "My parents be so mad I be buying new stuff &am... | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π’ | \n", "[0.393837571144104, 0.3474741280078888, 0.2423... | \n", "
43843 | \n", "One of the few songs that calms me down esp on... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π’ | \n", "[0.36614790558815, 0.369498074054718, 0.239036... | \n", "
63589 | \n", "iPhone X Bouta Be The Last Phone We Ever Buy | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.3337980806827545, 0.4099247455596924, 0.223... | \n", "
53695 | \n", "Visited my main man today β€ i miss u papa | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π | \n", "[0.5644013285636902, 0.14413486421108246, 0.25... | \n", "
67529 | \n", "Donuts | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.4482305943965912, 0.2685551047325134, 0.273... | \n", "
25493 | \n", "Has anyone heard this by ? Who the fuck knew... | \n", "π | \n", "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", "π | \n", "[0.41814130544662476, 0.27233976125717163, 0.2... | \n", "
19486 | \n", "Wow superrbb | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.6488221883773804, 0.07963734865188599, 0.23... | \n", "
48449 | \n", "Of course they don't. Their perfect model ... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.5793762803077698, 0.14216111600399017, 0.24... | \n", "
4504 | \n", "Please pick me. Pick me. Pick me. Please. | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.526153028011322, 0.1465001106262207, 0.2909... | \n", "
40285 | \n", "shiid no crack is wack | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π | \n", "[0.4464351236820221, 0.25675588846206665, 0.27... | \n", "
56741 | \n", "Pj still sleeps like a newborn | \n", "π© | \n", "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", "π’ | \n", "[0.3798309564590454, 0.3601042628288269, 0.236... | \n", "
22948 | \n", "An opinion doesn't mean you make sense first ... | \n", "π | \n", "[0.6240601503759399, 0.13984962406015036, 0.23... | \n", "π’ | \n", "[0.3885924518108368, 0.35167044401168823, 0.23... | \n", "
68426 | \n", "Missyou too | \n", "π | \n", "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", "π | \n", "[0.32084617018699646, 0.4261379539966583, 0.21... | \n", "
13431 | \n", "I swear she did | \n", "π© | \n", "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", "π | \n", "[0.4509403705596924, 0.2531892657279968, 0.277... | \n", "
66287 | \n", "Itβs true, he was the muttβs (big-d) nuts. | \n", "π | \n", "[0.5634451019066403, 0.0992767915844839, 0.337... | \n", "π | \n", "[0.43934985995292664, 0.27343544363975525, 0.2... | \n", "
41980 | \n", "is happening so happy | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π | \n", "[0.5246269106864929, 0.21524660289287567, 0.23... | \n", "
34632 | \n", "Saw that the first one said sosee you tmmrw a... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π’ | \n", "[0.40898817777633667, 0.32723960280418396, 0.2... | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
47218 | \n", "Keep it I don't want it | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.46869081258773804, 0.2421991378068924, 0.26... | \n", "
35087 | \n", "6 years ago today we said our final good byes ... | \n", "π’ | \n", "[0.39118825100133514, 0.38451268357810414, 0.2... | \n", "π | \n", "[0.4856921434402466, 0.25167116522789, 0.24757... | \n", "
61252 | \n", "amen | \n", "π | \n", "[0.4983755685510071, 0.08057179987004548, 0.42... | \n", "π | \n", "[0.48897236585617065, 0.09773151576519012, 0.3... | \n", "
39960 | \n", "FACT | \n", "π | \n", "[0.5981432360742706, 0.10477453580901856, 0.29... | \n", "π | \n", "[0.4365101754665375, 0.2751618027687073, 0.265... | \n", "
365 | \n", "nw Finally Found Someone Hi Loydi | \n", "π | \n", "[0.47186147186147187, 0.2922077922077922, 0.23... | \n", "π | \n", "[0.6661455631256104, 0.07442493736743927, 0.22... | \n", "
50665 | \n", "I need ur shoulder to cry on | \n", "π’ | \n", "[0.39118825100133514, 0.38451268357810414, 0.2... | \n", "π | \n", "[0.5001665949821472, 0.18579629063606262, 0.27... | \n", "
21007 | \n", "awww you'll get me teary eyed gurl! | \n", "π | \n", "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", "π | \n", "[0.32326677441596985, 0.39027056097984314, 0.1... | \n", "
18819 | \n", "γ°Happy Hump Day to all my Ladies is def swe... | \n", "π | \n", "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", "π | \n", "[0.5100692510604858, 0.19811441004276276, 0.26... | \n", "
42421 | \n", "Thanks. | \n", "π | \n", "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", "π | \n", "[0.6941412687301636, 0.07213307917118073, 0.21... | \n", "
38705 | \n", "its okay I didnβt see you until I was in your... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.4489935338497162, 0.24917839467525482, 0.28... | \n", "
47033 | \n", "Fall in with alexissdanger β¬ οΈ | \n", "π | \n", "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", "π | \n", "[0.4509217441082001, 0.2770771086215973, 0.229... | \n", "
38742 | \n", "Let your wild side free girl!!!!! | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.5023915767669678, 0.22065317630767822, 0.26... | \n", "
67610 | \n", "Can we get season 3 already!? | \n", "π | \n", "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", "π | \n", "[0.49751874804496765, 0.2405281811952591, 0.23... | \n", "
61021 | \n", "Have to quote this bih remember this nigga | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.44404181838035583, 0.2531435489654541, 0.28... | \n", "
14904 | \n", "He so damn | \n", "π© | \n", "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", "π’ | \n", "[0.395942747592926, 0.34198662638664246, 0.220... | \n", "
50994 | \n", "YASSS It's time for a great show Maxloyalβ’β:G... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.7120986580848694, 0.05822291225194931, 0.19... | \n", "
6973 | \n", "Got to love a fish finger sarnie | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.5202821493148804, 0.19921283423900604, 0.26... | \n", "
3269 | \n", "say dat | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.5501073598861694, 0.15135927498340607, 0.26... | \n", "
54827 | \n", "If ur happy I'm happy | \n", "π | \n", "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", "π | \n", "[0.6811650395393372, 0.076321542263031, 0.2262... | \n", "
19409 | \n", "Rockstar | \n", "π | \n", "[0.6560364464692483, 0.08428246013667426, 0.25... | \n", "π | \n", "[0.6229063868522644, 0.10924336314201355, 0.23... | \n", "
38703 | \n", "God fuck me I already fixed it once | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π’ | \n", "[0.3869953751564026, 0.3528730273246765, 0.244... | \n", "
25133 | \n", "Itβs socially acceptable to listen to ANY Chr... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.5611444115638733, 0.16056178510189056, 0.24... | \n", "
15339 | \n", "I thrashed p in iMessage now he wanna bet on 2k | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.4555157423019409, 0.2545802891254425, 0.276... | \n", "
28082 | \n", "my fatass need some lemon pepper wings w a lil... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.29292455315589905, 0.45915406942367554, 0.1... | \n", "
44462 | \n", "fck off tristan yes soph collect u in 15 n w... | \n", "π€ | \n", "[0.2691131498470948, 0.4801223241590214, 0.250... | \n", "π | \n", "[0.5860549211502075, 0.13672666251659393, 0.24... | \n", "
60212 | \n", "Open the bag | \n", "π | \n", "[0.6784741144414169, 0.04495912806539509, 0.27... | \n", "π | \n", "[0.45511847734451294, 0.24822814762592316, 0.2... | \n", "
34950 | \n", "I asked people to guess my zodiac sign and thi... | \n", "π€ | \n", "[0.2691131498470948, 0.4801223241590214, 0.250... | \n", "π | \n", "[0.4273592531681061, 0.28500065207481384, 0.27... | \n", "
59462 | \n", "I regret this sm | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.43678316473960876, 0.24388131499290466, 0.2... | \n", "
19465 | \n", "Fuck college | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.43676847219467163, 0.30419719219207764, 0.2... | \n", "
8135 | \n", "Aye this was my first time actually seeing it... | \n", "π | \n", "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", "π | \n", "[0.45839327573776245, 0.2764120101928711, 0.26... | \n", "
2620 rows Γ 5 columns
\n", "