diff --git a/Project/simple_approach/simple_twitter_learning.ipynb b/Project/simple_approach/simple_twitter_learning.ipynb index 54ea663..7b8661c 100644 --- a/Project/simple_approach/simple_twitter_learning.ipynb +++ b/Project/simple_approach/simple_twitter_learning.ipynb @@ -869,2817 +869,6 @@ " display(t)\n", " display(widgets.VBox([b, out])) " ] - }, - { - "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": "markdown", - "metadata": {}, - "source": [ - "* Download preprocessed raw data:\n", - " * [here](https://the-cake-is-a-lie.net/nextcloud/index.php/s/MmXFYj6mGoMQoJN) for english\n", - " * [here](https://the-cake-is-a-lie.net/nextcloud/index.php/s/HgqpQ6rFadtWSAt) for german" - ] - }, - { - "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 everi situat | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.4447824954986572, 0.30056363344192505, 0.27... | \n", - "
25683 | \n", - "i did not meat to add that 2 there ... hav see... | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.5660845637321472, 0.1737498641014099, 0.284... | \n", - "
8985 | \n", - "neverβ¦ | \n", - "π | \n", - "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", - "π | \n", - "[0.4871470034122467, 0.26607102155685425, 0.27... | \n", - "
5410 | \n", - "lmao on me ! ! ! wtf wa he suppos to say | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π’ | \n", - "[0.4061833620071411, 0.3226468861103058, 0.273... | \n", - "
62611 | \n", - "this dude alway help me get through my school ... | \n", - "π | \n", - "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", - "π | \n", - "[0.4549962878227234, 0.21886931359767914, 0.33... | \n", - "
48197 | \n", - "happi b'day sir | \n", - "π | \n", - "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", - "π | \n", - "[0.6561306715011597, 0.11821962147951126, 0.27... | \n", - "
23654 | \n", - "you need some good old fashion swedish jesus | \n", - "π | \n", - "[0.4983755685510071, 0.08057179987004548, 0.42... | \n", - "π | \n", - "[0.4600130021572113, 0.28595462441444397, 0.27... | \n", - "
58207 | \n", - "these late shift are make me not have a social... | \n", - "π | \n", - "[0.47186147186147187, 0.2922077922077922, 0.23... | \n", - "π | \n", - "[0.49543458223342896, 0.25571855902671814, 0.2... | \n", - "
374 | \n", - "dc this weekend | \n", - "π | \n", - "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", - "π | \n", - "[0.6040589213371277, 0.15823380649089813, 0.26... | \n", - "
26310 | \n", - "paul lad you 'll make e blush | \n", - "π | \n", - "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", - "π | \n", - "[0.452500581741333, 0.2882971167564392, 0.2790... | \n", - "
30892 | \n", - "did you have a fun halloween ? | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.4644194543361664, 0.2708289325237274, 0.277... | \n", - "
11868 | \n", - "hi handsom | \n", - "π | \n", - "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", - "π | \n", - "[0.7254493236541748, 0.12355809658765793, 0.22... | \n", - "
46219 | \n", - "i 'm not okay with this , i 'm su snapchat | \n", - "π | \n", - "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", - "π | \n", - "[0.3264158070087433, 0.48023173213005066, 0.23... | \n", - "
13583 | \n", - "my parent be so mad i be buy new stuff & amp ;... | \n", - "π | \n", - "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", - "π | \n", - "[0.4271591007709503, 0.29361462593078613, 0.29... | \n", - "
43843 | \n", - "one of the few song that calm me down esp on f... | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.44168680906295776, 0.2790682315826416, 0.29... | \n", - "
63589 | \n", - "iphon x bouta be the last phone we ever buy | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.41863512992858887, 0.3106093108654022, 0.28... | \n", - "
53695 | \n", - "visit my main man today β€ i miss u papa | \n", - "π | \n", - "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", - "π | \n", - "[0.5650997757911682, 0.19236208498477936, 0.27... | \n", - "
67529 | \n", - "donut | \n", - "π | \n", - "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", - "π | \n", - "[0.45511549711227417, 0.28582143783569336, 0.2... | \n", - "
25493 | \n", - "ha anyon heard this by ? who the fuck knew he ... | \n", - "π | \n", - "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", - "π | \n", - "[0.4276219606399536, 0.30413898825645447, 0.28... | \n", - "
19486 | \n", - "wow superrbb | \n", - "π | \n", - "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", - "π | \n", - "[0.7149834036827087, 0.10459273308515549, 0.24... | \n", - "
48449 | \n", - "of cours they do n't . their perfect model of ... | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.5363025665283203, 0.22163532674312592, 0.27... | \n", - "
4504 | \n", - "plea pick me . pick me . pick me . please . | \n", - "π | \n", - "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", - "π | \n", - "[0.4641677737236023, 0.18824045360088348, 0.37... | \n", - "
40285 | \n", - "shiid no crack is wack | \n", - "π | \n", - "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", - "π | \n", - "[0.44292521476745605, 0.28201037645339966, 0.2... | \n", - "
56741 | \n", - "pj still sleep like a newborn | \n", - "π© | \n", - "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", - "π’ | \n", - "[0.40168094635009766, 0.3777309060096741, 0.24... | \n", - "
22948 | \n", - "an opinion doe n't mean you make sen first off... | \n", - "π | \n", - "[0.6240601503759399, 0.13984962406015036, 0.23... | \n", - "π | \n", - "[0.4365620017051697, 0.2830066680908203, 0.294... | \n", - "
68426 | \n", - "missyou too | \n", - "π | \n", - "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", - "π | \n", - "[0.3452186584472656, 0.4593580365180969, 0.223... | \n", - "
13431 | \n", - "i swear she did | \n", - "π© | \n", - "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", - "π | \n", - "[0.4436468482017517, 0.2736954987049103, 0.294... | \n", - "
66287 | \n", - "it true , he wa the mutt ( big-d ) nut . | \n", - "π | \n", - "[0.5634451019066403, 0.0992767915844839, 0.337... | \n", - "π | \n", - "[0.47334975004196167, 0.2881445586681366, 0.26... | \n", - "
41980 | \n", - "is happen so happi | \n", - "π | \n", - "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", - "π | \n", - "[0.4635038673877716, 0.30251604318618774, 0.26... | \n", - "
34632 | \n", - "saw that the first one said sose you tmmrw and np | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.43297499418258667, 0.31000325083732605, 0.2... | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
47218 | \n", - "keep it i do n't want it | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.470976859331131, 0.2997904419898987, 0.2489... | \n", - "
35087 | \n", - "6 year ago today we said our final good bye , ... | \n", - "π’ | \n", - "[0.39118825100133514, 0.38451268357810414, 0.2... | \n", - "π | \n", - "[0.4478594660758972, 0.30181050300598145, 0.27... | \n", - "
61252 | \n", - "amen | \n", - "π | \n", - "[0.4983755685510071, 0.08057179987004548, 0.42... | \n", - "π | \n", - "[0.5783949494361877, 0.15405726432800293, 0.30... | \n", - "
39960 | \n", - "fact | \n", - "π | \n", - "[0.5981432360742706, 0.10477453580901856, 0.29... | \n", - "π | \n", - "[0.4938848316669464, 0.24237176775932312, 0.25... | \n", - "
365 | \n", - "nw final found someon hi loydi | \n", - "π | \n", - "[0.47186147186147187, 0.2922077922077922, 0.23... | \n", - "π | \n", - "[0.6203110218048096, 0.17863908410072327, 0.23... | \n", - "
50665 | \n", - "i need ur shoulder to cri on | \n", - "π’ | \n", - "[0.39118825100133514, 0.38451268357810414, 0.2... | \n", - "π | \n", - "[0.4619033932685852, 0.2977892756462097, 0.267... | \n", - "
21007 | \n", - "awww you 'll get me teari eye gurl ! | \n", - "π | \n", - "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", - "π | \n", - "[0.5029815435409546, 0.2711288630962372, 0.253... | \n", - "
18819 | \n", - "γ°happi hump day to all my ladi is def sweet like | \n", - "π | \n", - "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", - "π | \n", - "[0.6974080801010132, 0.11416944861412048, 0.24... | \n", - "
42421 | \n", - "thanks . | \n", - "π | \n", - "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", - "π | \n", - "[0.5765037536621094, 0.18341206014156342, 0.26... | \n", - "
38705 | \n", - "it okay i did n't see you until i wa in your face | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π’ | \n", - "[0.4030645787715912, 0.36543628573417664, 0.25... | \n", - "
47033 | \n", - "fall in with alexissdang β¬ οΈ | \n", - "π | \n", - "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", - "π | \n", - "[0.6219494342803955, 0.1795988380908966, 0.226... | \n", - "
38742 | \n", - "let your wild side free girl ! ! ! ! ! | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π’ | \n", - "[0.4049544930458069, 0.35102248191833496, 0.25... | \n", - "
67610 | \n", - "can we get season 3 already ! ? | \n", - "π | \n", - "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", - "π’ | \n", - "[0.416861355304718, 0.35468244552612305, 0.245... | \n", - "
61021 | \n", - "have to quot this bih rememb this nigga | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.4401417672634125, 0.2810788154602051, 0.292... | \n", - "
14904 | \n", - "he so damn | \n", - "π© | \n", - "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", - "π | \n", - "[0.5411785244941711, 0.2148503214120865, 0.246... | \n", - "
50994 | \n", - "yasss it time for a great show maxloyalβ’β : gi... | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.7073097229003906, 0.12480126321315765, 0.23... | \n", - "
6973 | \n", - "got to love a fish finger sarni | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.6375303864479065, 0.14495858550071716, 0.24... | \n", - "
3269 | \n", - "say dat | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.5052645802497864, 0.21280284225940704, 0.30... | \n", - "
54827 | \n", - "if ur happi i 'm happi | \n", - "π | \n", - "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", - "π | \n", - "[0.5138391852378845, 0.26520460844039917, 0.25... | \n", - "
19409 | \n", - "rockstar | \n", - "π | \n", - "[0.6560364464692483, 0.08428246013667426, 0.25... | \n", - "π | \n", - "[0.520979106426239, 0.22392335534095764, 0.265... | \n", - "
38703 | \n", - "god fuck me i alreadi fix it onc | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.32009249925613403, 0.4819949269294739, 0.22... | \n", - "
25133 | \n", - "it social accept to listen to ani christma mus... | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.5703040361404419, 0.17875489592552185, 0.27... | \n", - "
15339 | \n", - "i thrash p in imessag now he wan na bet on 2k | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.4571400284767151, 0.2949279546737671, 0.269... | \n", - "
28082 | \n", - "my fatass need some lemon pepper wing w a lil ... | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.36291953921318054, 0.4310339391231537, 0.22... | \n", - "
44462 | \n", - "fck off tristan yes soph collect u in 15 n we ... | \n", - "π€ | \n", - "[0.2691131498470948, 0.4801223241590214, 0.250... | \n", - "π | \n", - "[0.6122021675109863, 0.15579015016555786, 0.27... | \n", - "
60212 | \n", - "open the bag | \n", - "π | \n", - "[0.6784741144414169, 0.04495912806539509, 0.27... | \n", - "π | \n", - "[0.470508873462677, 0.2711063623428345, 0.2810... | \n", - "
34950 | \n", - "i ask peopl to guess my zodiac sign and this o... | \n", - "π€ | \n", - "[0.2691131498470948, 0.4801223241590214, 0.250... | \n", - "π | \n", - "[0.4431285262107849, 0.27477312088012695, 0.29... | \n", - "
59462 | \n", - "i regret this sm | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π’ | \n", - "[0.40375131368637085, 0.3289208710193634, 0.27... | \n", - "
19465 | \n", - "fuck colleg | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.4494284391403198, 0.31076472997665405, 0.26... | \n", - "
8135 | \n", - "aye this wa my first time actual see it wendi ... | \n", - "π | \n", - "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", - "π | \n", - "[0.42708122730255127, 0.31392431259155273, 0.2... | \n", - "
2620 rows Γ 5 columns
\n", - "\n", + " | predict | \n", + "predicted_sentiment | \n", + "teacher | \n", + "teacher_sentiment | \n", + "text | \n", + "
---|---|---|---|---|---|
35671 | \n", + "π’ | \n", + "[0.15801723301410675, 0.11859036982059479, 0.1... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "i feel like i care so much more in everi situat | \n", + "
25683 | \n", + "π’ | \n", + "[0.1703549474477768, 0.10913695394992828, 0.09... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "i did not meat to add that 2 there ... hav see... | \n", + "
8985 | \n", + "π’ | \n", + "[0.1177721843123436, 0.06569620966911316, 0.06... | \n", + "π | \n", + "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", + "neverβ¦ | \n", + "
5410 | \n", + "π’ | \n", + "[0.18182337284088135, 0.12382747232913971, 0.0... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "lmao on me ! ! ! wtf wa he suppos to say | \n", + "
62611 | \n", + "π’ | \n", + "[0.1786666363477707, 0.11502400785684586, 0.10... | \n", + "π | \n", + "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", + "this dude alway help me get through my school ... | \n", + "
\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 everi situat | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.4447824954986572, 0.30056363344192505, 0.27... | \n", + "
25683 | \n", + "i did not meat to add that 2 there ... hav see... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.5660845637321472, 0.1737498641014099, 0.284... | \n", + "
8985 | \n", + "neverβ¦ | \n", + "π | \n", + "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", + "π | \n", + "[0.4871470034122467, 0.26607102155685425, 0.27... | \n", + "
5410 | \n", + "lmao on me ! ! ! wtf wa he suppos to say | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π’ | \n", + "[0.4061833620071411, 0.3226468861103058, 0.273... | \n", + "
62611 | \n", + "this dude alway help me get through my school ... | \n", + "π | \n", + "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", + "π | \n", + "[0.4549962878227234, 0.21886931359767914, 0.33... | \n", + "
48197 | \n", + "happi b'day sir | \n", + "π | \n", + "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", + "π | \n", + "[0.6561306715011597, 0.11821962147951126, 0.27... | \n", + "
23654 | \n", + "you need some good old fashion swedish jesus | \n", + "π | \n", + "[0.4983755685510071, 0.08057179987004548, 0.42... | \n", + "π | \n", + "[0.4600130021572113, 0.28595462441444397, 0.27... | \n", + "
58207 | \n", + "these late shift are make me not have a social... | \n", + "π | \n", + "[0.47186147186147187, 0.2922077922077922, 0.23... | \n", + "π | \n", + "[0.49543458223342896, 0.25571855902671814, 0.2... | \n", + "
374 | \n", + "dc this weekend | \n", + "π | \n", + "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", + "π | \n", + "[0.6040589213371277, 0.15823380649089813, 0.26... | \n", + "
26310 | \n", + "paul lad you 'll make e blush | \n", + "π | \n", + "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", + "π | \n", + "[0.452500581741333, 0.2882971167564392, 0.2790... | \n", + "
30892 | \n", + "did you have a fun halloween ? | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.4644194543361664, 0.2708289325237274, 0.277... | \n", + "
11868 | \n", + "hi handsom | \n", + "π | \n", + "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", + "π | \n", + "[0.7254493236541748, 0.12355809658765793, 0.22... | \n", + "
46219 | \n", + "i 'm not okay with this , i 'm su snapchat | \n", + "π | \n", + "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", + "π | \n", + "[0.3264158070087433, 0.48023173213005066, 0.23... | \n", + "
13583 | \n", + "my parent be so mad i be buy new stuff & amp ;... | \n", + "π | \n", + "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", + "π | \n", + "[0.4271591007709503, 0.29361462593078613, 0.29... | \n", + "
43843 | \n", + "one of the few song that calm me down esp on f... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.44168680906295776, 0.2790682315826416, 0.29... | \n", + "
63589 | \n", + "iphon x bouta be the last phone we ever buy | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.41863512992858887, 0.3106093108654022, 0.28... | \n", + "
53695 | \n", + "visit my main man today β€ i miss u papa | \n", + "π | \n", + "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", + "π | \n", + "[0.5650997757911682, 0.19236208498477936, 0.27... | \n", + "
67529 | \n", + "donut | \n", + "π | \n", + "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", + "π | \n", + "[0.45511549711227417, 0.28582143783569336, 0.2... | \n", + "
25493 | \n", + "ha anyon heard this by ? who the fuck knew he ... | \n", + "π | \n", + "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", + "π | \n", + "[0.4276219606399536, 0.30413898825645447, 0.28... | \n", + "
19486 | \n", + "wow superrbb | \n", + "π | \n", + "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", + "π | \n", + "[0.7149834036827087, 0.10459273308515549, 0.24... | \n", + "
48449 | \n", + "of cours they do n't . their perfect model of ... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.5363025665283203, 0.22163532674312592, 0.27... | \n", + "
4504 | \n", + "plea pick me . pick me . pick me . please . | \n", + "π | \n", + "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", + "π | \n", + "[0.4641677737236023, 0.18824045360088348, 0.37... | \n", + "
40285 | \n", + "shiid no crack is wack | \n", + "π | \n", + "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", + "π | \n", + "[0.44292521476745605, 0.28201037645339966, 0.2... | \n", + "
56741 | \n", + "pj still sleep like a newborn | \n", + "π© | \n", + "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", + "π’ | \n", + "[0.40168094635009766, 0.3777309060096741, 0.24... | \n", + "
22948 | \n", + "an opinion doe n't mean you make sen first off... | \n", + "π | \n", + "[0.6240601503759399, 0.13984962406015036, 0.23... | \n", + "π | \n", + "[0.4365620017051697, 0.2830066680908203, 0.294... | \n", + "
68426 | \n", + "missyou too | \n", + "π | \n", + "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", + "π | \n", + "[0.3452186584472656, 0.4593580365180969, 0.223... | \n", + "
13431 | \n", + "i swear she did | \n", + "π© | \n", + "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", + "π | \n", + "[0.4436468482017517, 0.2736954987049103, 0.294... | \n", + "
66287 | \n", + "it true , he wa the mutt ( big-d ) nut . | \n", + "π | \n", + "[0.5634451019066403, 0.0992767915844839, 0.337... | \n", + "π | \n", + "[0.47334975004196167, 0.2881445586681366, 0.26... | \n", + "
41980 | \n", + "is happen so happi | \n", + "π | \n", + "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", + "π | \n", + "[0.4635038673877716, 0.30251604318618774, 0.26... | \n", + "
34632 | \n", + "saw that the first one said sose you tmmrw and np | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.43297499418258667, 0.31000325083732605, 0.2... | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
47218 | \n", + "keep it i do n't want it | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.470976859331131, 0.2997904419898987, 0.2489... | \n", + "
35087 | \n", + "6 year ago today we said our final good bye , ... | \n", + "π’ | \n", + "[0.39118825100133514, 0.38451268357810414, 0.2... | \n", + "π | \n", + "[0.4478594660758972, 0.30181050300598145, 0.27... | \n", + "
61252 | \n", + "amen | \n", + "π | \n", + "[0.4983755685510071, 0.08057179987004548, 0.42... | \n", + "π | \n", + "[0.5783949494361877, 0.15405726432800293, 0.30... | \n", + "
39960 | \n", + "fact | \n", + "π | \n", + "[0.5981432360742706, 0.10477453580901856, 0.29... | \n", + "π | \n", + "[0.4938848316669464, 0.24237176775932312, 0.25... | \n", + "
365 | \n", + "nw final found someon hi loydi | \n", + "π | \n", + "[0.47186147186147187, 0.2922077922077922, 0.23... | \n", + "π | \n", + "[0.6203110218048096, 0.17863908410072327, 0.23... | \n", + "
50665 | \n", + "i need ur shoulder to cri on | \n", + "π’ | \n", + "[0.39118825100133514, 0.38451268357810414, 0.2... | \n", + "π | \n", + "[0.4619033932685852, 0.2977892756462097, 0.267... | \n", + "
21007 | \n", + "awww you 'll get me teari eye gurl ! | \n", + "π | \n", + "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", + "π | \n", + "[0.5029815435409546, 0.2711288630962372, 0.253... | \n", + "
18819 | \n", + "γ°happi hump day to all my ladi is def sweet like | \n", + "π | \n", + "[0.7546600877192983, 0.05290570175438596, 0.19... | \n", + "π | \n", + "[0.6974080801010132, 0.11416944861412048, 0.24... | \n", + "
42421 | \n", + "thanks . | \n", + "π | \n", + "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", + "π | \n", + "[0.5765037536621094, 0.18341206014156342, 0.26... | \n", + "
38705 | \n", + "it okay i did n't see you until i wa in your face | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π’ | \n", + "[0.4030645787715912, 0.36543628573417664, 0.25... | \n", + "
47033 | \n", + "fall in with alexissdang β¬ οΈ | \n", + "π | \n", + "[0.7296744771190439, 0.05173769460607014, 0.21... | \n", + "π | \n", + "[0.6219494342803955, 0.1795988380908966, 0.226... | \n", + "
38742 | \n", + "let your wild side free girl ! ! ! ! ! | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π’ | \n", + "[0.4049544930458069, 0.35102248191833496, 0.25... | \n", + "
67610 | \n", + "can we get season 3 already ! ? | \n", + "π | \n", + "[0.34310532030401736, 0.4364820846905538, 0.22... | \n", + "π’ | \n", + "[0.416861355304718, 0.35468244552612305, 0.245... | \n", + "
61021 | \n", + "have to quot this bih rememb this nigga | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.4401417672634125, 0.2810788154602051, 0.292... | \n", + "
14904 | \n", + "he so damn | \n", + "π© | \n", + "[0.22289823008849557, 0.5912610619469026, 0.18... | \n", + "π | \n", + "[0.5411785244941711, 0.2148503214120865, 0.246... | \n", + "
50994 | \n", + "yasss it time for a great show maxloyalβ’β : gi... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.7073097229003906, 0.12480126321315765, 0.23... | \n", + "
6973 | \n", + "got to love a fish finger sarni | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.6375303864479065, 0.14495858550071716, 0.24... | \n", + "
3269 | \n", + "say dat | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.5052645802497864, 0.21280284225940704, 0.30... | \n", + "
54827 | \n", + "if ur happi i 'm happi | \n", + "π | \n", + "[0.7040175768989329, 0.059322033898305086, 0.2... | \n", + "π | \n", + "[0.5138391852378845, 0.26520460844039917, 0.25... | \n", + "
19409 | \n", + "rockstar | \n", + "π | \n", + "[0.6560364464692483, 0.08428246013667426, 0.25... | \n", + "π | \n", + "[0.520979106426239, 0.22392335534095764, 0.265... | \n", + "
38703 | \n", + "god fuck me i alreadi fix it onc | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.32009249925613403, 0.4819949269294739, 0.22... | \n", + "
25133 | \n", + "it social accept to listen to ani christma mus... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.5703040361404419, 0.17875489592552185, 0.27... | \n", + "
15339 | \n", + "i thrash p in imessag now he wan na bet on 2k | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.4571400284767151, 0.2949279546737671, 0.269... | \n", + "
28082 | \n", + "my fatass need some lemon pepper wing w a lil ... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.36291953921318054, 0.4310339391231537, 0.22... | \n", + "
44462 | \n", + "fck off tristan yes soph collect u in 15 n we ... | \n", + "π€ | \n", + "[0.2691131498470948, 0.4801223241590214, 0.250... | \n", + "π | \n", + "[0.6122021675109863, 0.15579015016555786, 0.27... | \n", + "
60212 | \n", + "open the bag | \n", + "π | \n", + "[0.6784741144414169, 0.04495912806539509, 0.27... | \n", + "π | \n", + "[0.470508873462677, 0.2711063623428345, 0.2810... | \n", + "
34950 | \n", + "i ask peopl to guess my zodiac sign and this o... | \n", + "π€ | \n", + "[0.2691131498470948, 0.4801223241590214, 0.250... | \n", + "π | \n", + "[0.4431285262107849, 0.27477312088012695, 0.29... | \n", + "
59462 | \n", + "i regret this sm | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π’ | \n", + "[0.40375131368637085, 0.3289208710193634, 0.27... | \n", + "
19465 | \n", + "fuck colleg | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.4494284391403198, 0.31076472997665405, 0.26... | \n", + "
8135 | \n", + "aye this wa my first time actual see it wendi ... | \n", + "π | \n", + "[0.46813021474490496, 0.24716181096977158, 0.2... | \n", + "π | \n", + "[0.42708122730255127, 0.31392431259155273, 0.2... | \n", + "
2620 rows Γ 5 columns
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