diff --git a/Project/simple_approach/simple_twitter_learning.ipynb b/Project/simple_approach/simple_twitter_learning.ipynb index 4618a6d..5a828f5 100644 --- a/Project/simple_approach/simple_twitter_learning.ipynb +++ b/Project/simple_approach/simple_twitter_learning.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 22, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -37,11 +37,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "data_root_folder = \"./data_en/\" # i created a symlink here" + "data_root_folder = \"../data/en/\" # i created a symlink here" ] }, { @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -76,855 +76,28 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 46, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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EMOJIdatetimeidlangpersonreply_totext
0[🔥, 👏]2017-11-01 13:29:00925716304635547600en31507978NaNfashionbombdaily's photo <EMOJI><EMOJI>🏼
1[🤦]2017-11-01 13:29:00925716304664911900en231994649NaNIt’s scary how on point my horoscope be <EMOJI...
2[🤧]2017-11-01 13:29:00925716304652308500en78123421NaN@mvyn_: Them boring ass licks, you supposed t...
3[🐯, 🐥, 💕]2017-11-01 13:29:01925716308846661600en860396470540705800NaN@taehyungpic: #vmin ‘s unit shoot <EMOJI><EM...
4[👍, 👍, 👍]2017-11-01 13:29:02925716313015586800en775381892321333200NaN@risa_del: Can I just say how much Meng respe...
5[😒]2017-11-01 13:29:02925716313032364000en3244140547NaN@Melodia_Muse: omg did y'all just cut off Red...
6[✅, 🍟]2017-11-01 13:29:02925716313036722200en4891498023NaN@Harrys1DEmpire: Follow everyone who LIKES th...
7[👶]2017-11-01 13:29:03925716317243555800en2660072274NaN@taehyungpic: he is so smollll <EMOJI>©rocket...
8[😄]2017-11-01 13:29:03925716317214089200en2592765104NaNWoooaaaahhh <EMOJI>
9[🌟, 🌟]2017-11-01 13:29:03925716317218508800en3011085514NaN@mymermaidIagoon: <EMOJI> HURRY! For your cha...
10[📷]2017-11-01 13:29:04925716321416949800en278737933NaN<EMOJI> vivalcli: Portraits by Zhao Guojing an...
11[🚨, 🚨, 🚨, 🚨, 🚨, 🚨]2017-11-01 13:29:05925716325615439900en876587129077477400NaN@BillRatchet: <EMOJI><EMOJI><EMOJI>NO NUT NOV...
12[💕]2017-11-01 13:29:05925716325615505400en2402588155NaN@mysweetapplexxx: ❤️Happy Birthday, @GoodGalC...
13[🙏]2017-11-01 13:29:06925716329797054500en1546678166NaN@pourlui: @realDonaldTrump @SSNjl @foxandfrie...
14[😩, 😩]2017-11-01 13:29:06925716329801310200en8245862536349819009.257162e+17@hiphopphiIes i wanna know too<EMOJI><EMOJI>
15[😭, 💓]2017-11-01 13:29:02925716313019965400en15819538149.257088e+17@WizMommma veda was yoda too <EMOJI><EMOJI>
16[🙏, 🤕, 😂]2017-11-01 13:29:06925716329801371600en1737878390NaN@TiagoIlori4: Me and my family are humbled by...
17[😂]2017-11-01 13:29:05925716325607133200en1001999683NaNI’m less stressed about turning 30 now <EMOJI>...
18[💯]2017-11-01 13:29:07925716334008082400en745222369183043600NaNFull charged. <EMOJI>
19[🙄]2017-11-01 13:29:09925716342401052700en7985571552175391009.257147e+17@SeaDimon That’s part of the problem, (they) @...
20[😟, 😥, 😢]2017-11-01 13:29:10925716346570240000en7443960391264215009.250629e+17@Ian_khetye got me emotional there<EMOJI><EMOJ...
21[😂, 😂, 😂]2017-11-01 13:29:10925716346603753500en2428265479NaN@30SECONDFlGHTS: BRUHHH <EMOJI><EMOJI><EMOJI>
22[👀]2017-11-01 13:29:10925716346595434500en2523596372NaN@BasebaIINation: Game 7 who you got?<EMOJI> f...
23[🔎]2017-11-01 13:29:11925716350764331000en2315896393NaN@JudicialWatch: JW says DOJ &amp; Congress ar...
24[📣, 💖]2017-11-01 13:29:12925716354988236800en2316464875NaN@cssconfau: ✍🏻 <EMOJI> Ever thought about spe...
25[✨, 💖]2017-11-01 13:29:12925716354975465500en2614916743NaN@btspat_: Deal for Young Forever: Night Vers...
26[💪]2017-11-01 13:29:13925716359153041400en2887539044NaN@DFC_SARAVANA: @dhanushkraja Reached 6 Millio...
27[🌻]2017-11-01 13:29:13925716359182520300en7214900101182054008.965900e+17back to the yellow <EMOJI>
28[🍁, 🌺, 🍂]2017-11-01 13:29:15925716367558545400en5205367239.257159e+17@Dimafadma Happy month to you and your loved o...
29[🍃]2017-11-01 13:29:16925716371735900200en850852815941517300NaNMaxx and Patricia. Family hangs at For Good He...
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176302[😭, 😭, 💘]2017-11-01 07:23:31925624327755591700en8450855445896724009.256009e+17@peachshua1230 Awww <EMOJI> Ajsksjdjd im smili...
176303[🤣, 🤣, 🤣, 🤣]2017-11-01 07:23:33925624336156938200en1154786048NaN@playboinathann: MY LIL BRO ATE AN EDIBLE THI...
176304[😫, ✋]2017-11-01 07:23:34925624340342812700en924752524871131100NaNI hate when I send a text or snap n I'm so anx...
176305[👻, 🎃]2017-11-01 07:23:34925624340334501900en868681065308631000NaN@LDNNOISE: Happy Halloween <EMOJI><EMOJI>
176306[😂, 🙁]2017-11-01 07:23:34925624340355280900en419493819NaNThe answer is no I have no plans and I never l...
176307[😭]2017-11-01 07:23:34925624340346937300en24577459529.256219e+17@BeachBoy_Gab LMAOOO I'm so proud <EMOJI>
176308[😢, 💔]2017-11-01 07:23:34925624340338507800en1955767531NaNMy cousin/little sister is leaving to San Fran...
176309[🙃]2017-11-01 07:23:35925624344524361700en796490344581898200NaNCan't be alone w my thoughts tonight so just g...
176310[✨]2017-11-01 07:23:35925624344511897600en825346617620328400NaN@ohmygirlpcs: Jine <EMOJI>
176311[😂, 😂, 😂, 😂, 😂]2017-11-01 07:23:36925624348710285300en907808317124177900NaN<EMOJI><EMOJI><EMOJI><EMOJI><EMOJI> ambot!!!
176312[🚀]2017-11-01 07:23:37925624352921608200en1605371160NaN@WestHamUtd: It wasn't the result we wanted, ...
176313[👌, 👊, 🙌]2017-11-01 07:23:37925624352929910800en262162415NaN<EMOJI>🏽<EMOJI>🏽 1st of the month!!Happy 1st o...
176314[😴]2017-11-01 07:23:41925624369715515400en574882525NaN#WednesdayWisdom ... stay in bed <EMOJI>
176315[💀, 🖤]2017-11-01 07:23:42925624373905707000en2694136560NaN@Brandonwoelfel: Happy Halloween friends!<EMO...
176316[🔴]2017-11-01 07:23:43925624378078851100en799982767886872600NaN@carras16: Good win tonight and great to see ...
176317[😂, 😂, 😂, 😂]2017-11-01 07:23:44925624382269124600en5561751739.254038e+17@Louis_Tomlinson @NiallOfficial THIS IS GOLD. ...
176318[💖, 💗, 💞, 💕, 💘]2017-11-01 07:23:44925624382281547800en837324291637051400NaN@95duet: i love them sm☹️<EMOJI><EMOJI><EMOJI...
176319[😀]2017-11-01 07:23:45925624386455031800en1610265588NaN<EMOJI> thank you for the kind compliment
176320[😎]2017-11-01 07:23:45925624386454937600en4760724450NaNEnjoyed the silence <EMOJI>
176321[✨]2017-11-01 07:23:46925624390657572900en882858115636514800NaNOS: Spiderman Homecoming <EMOJI>
176322[🤷]2017-11-01 07:23:46925624390682849300en188129628NaNGo to hell <EMOJI>🏽‍♀️
176323[😘]2017-11-01 07:23:46925624390666129400en2473135939NaNThank you Yomi! <EMOJI>
176324[😂]2017-11-01 07:23:46925624390670106600en23735842099.256241e+17@discopiggu Lol. Just enjoy the stars. Music K...
176325[🙏]2017-11-01 07:23:47925624394860453900en40709255NaN@INS_Ecosystem: We are honored to have @eyal ...
176326[🔥]2017-11-01 07:23:48925624399063117800en889503742474768400NaN@EmiNiPr: I just love twitterMan's not hot <E...
176327[🙏]2017-11-01 07:23:50925624407459971100en181689756NaNThoughts and prayers for NY<EMOJI>🏻 #NYCStrong
176328[💁]2017-11-01 07:23:50925624407460057100en601607889.254610e+17@BrianyH I searched COCK, PENIS, SHLONG, WINKY...
176329[🌠, 🎇, 🌠, 🌙]2017-11-01 07:23:51925624411620646900en4915042321NaN@eyesnoselips99: 170930 KMF <EMOJI>☄<EMOJI> ...
176330[🍃, 🌻, 🌻, 🍃, 🍃, 💐, 💐, 🍃, 🙋]2017-11-01 07:23:53925624420022063100en37922907259.256215e+17@amitbarman520 Thank you so much<EMOJI><EMOJI>...
176331[😻, 😫, 🤔, 💦, 💦, 💦]2017-11-01 07:23:57925624436799049700en612733752NaN@DarrionDaDon_: Vocals ? <EMOJI>High Notes ? ...
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176332 rows × 7 columns

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" - ], - "text/plain": [ - " EMOJI datetime id \\\n", - "0 [🔥, 👏] 2017-11-01 13:29:00 925716304635547600 \n", - "1 [🤦] 2017-11-01 13:29:00 925716304664911900 \n", - "2 [🤧] 2017-11-01 13:29:00 925716304652308500 \n", - "3 [🐯, 🐥, 💕] 2017-11-01 13:29:01 925716308846661600 \n", - "4 [👍, 👍, 👍] 2017-11-01 13:29:02 925716313015586800 \n", - "5 [😒] 2017-11-01 13:29:02 925716313032364000 \n", - "6 [✅, 🍟] 2017-11-01 13:29:02 925716313036722200 \n", - "7 [👶] 2017-11-01 13:29:03 925716317243555800 \n", - "8 [😄] 2017-11-01 13:29:03 925716317214089200 \n", - "9 [🌟, 🌟] 2017-11-01 13:29:03 925716317218508800 \n", - "10 [📷] 2017-11-01 13:29:04 925716321416949800 \n", - "11 [🚨, 🚨, 🚨, 🚨, 🚨, 🚨] 2017-11-01 13:29:05 925716325615439900 \n", - "12 [💕] 2017-11-01 13:29:05 925716325615505400 \n", - "13 [🙏] 2017-11-01 13:29:06 925716329797054500 \n", - "14 [😩, 😩] 2017-11-01 13:29:06 925716329801310200 \n", - "15 [😭, 💓] 2017-11-01 13:29:02 925716313019965400 \n", - "16 [🙏, 🤕, 😂] 2017-11-01 13:29:06 925716329801371600 \n", - "17 [😂] 2017-11-01 13:29:05 925716325607133200 \n", - "18 [💯] 2017-11-01 13:29:07 925716334008082400 \n", - "19 [🙄] 2017-11-01 13:29:09 925716342401052700 \n", - "20 [😟, 😥, 😢] 2017-11-01 13:29:10 925716346570240000 \n", - "21 [😂, 😂, 😂] 2017-11-01 13:29:10 925716346603753500 \n", - "22 [👀] 2017-11-01 13:29:10 925716346595434500 \n", - "23 [🔎] 2017-11-01 13:29:11 925716350764331000 \n", - "24 [📣, 💖] 2017-11-01 13:29:12 925716354988236800 \n", - "25 [✨, 💖] 2017-11-01 13:29:12 925716354975465500 \n", - "26 [💪] 2017-11-01 13:29:13 925716359153041400 \n", - "27 [🌻] 2017-11-01 13:29:13 925716359182520300 \n", - "28 [🍁, 🌺, 🍂] 2017-11-01 13:29:15 925716367558545400 \n", - "29 [🍃] 2017-11-01 13:29:16 925716371735900200 \n", - "... ... ... ... \n", - "176302 [😭, 😭, 💘] 2017-11-01 07:23:31 925624327755591700 \n", - "176303 [🤣, 🤣, 🤣, 🤣] 2017-11-01 07:23:33 925624336156938200 \n", - "176304 [😫, ✋] 2017-11-01 07:23:34 925624340342812700 \n", - "176305 [👻, 🎃] 2017-11-01 07:23:34 925624340334501900 \n", - "176306 [😂, 🙁] 2017-11-01 07:23:34 925624340355280900 \n", - "176307 [😭] 2017-11-01 07:23:34 925624340346937300 \n", - "176308 [😢, 💔] 2017-11-01 07:23:34 925624340338507800 \n", - "176309 [🙃] 2017-11-01 07:23:35 925624344524361700 \n", - "176310 [✨] 2017-11-01 07:23:35 925624344511897600 \n", - "176311 [😂, 😂, 😂, 😂, 😂] 2017-11-01 07:23:36 925624348710285300 \n", - "176312 [🚀] 2017-11-01 07:23:37 925624352921608200 \n", - "176313 [👌, 👊, 🙌] 2017-11-01 07:23:37 925624352929910800 \n", - "176314 [😴] 2017-11-01 07:23:41 925624369715515400 \n", - "176315 [💀, 🖤] 2017-11-01 07:23:42 925624373905707000 \n", - "176316 [🔴] 2017-11-01 07:23:43 925624378078851100 \n", - "176317 [😂, 😂, 😂, 😂] 2017-11-01 07:23:44 925624382269124600 \n", - "176318 [💖, 💗, 💞, 💕, 💘] 2017-11-01 07:23:44 925624382281547800 \n", - "176319 [😀] 2017-11-01 07:23:45 925624386455031800 \n", - "176320 [😎] 2017-11-01 07:23:45 925624386454937600 \n", - "176321 [✨] 2017-11-01 07:23:46 925624390657572900 \n", - "176322 [🤷] 2017-11-01 07:23:46 925624390682849300 \n", - "176323 [😘] 2017-11-01 07:23:46 925624390666129400 \n", - "176324 [😂] 2017-11-01 07:23:46 925624390670106600 \n", - "176325 [🙏] 2017-11-01 07:23:47 925624394860453900 \n", - "176326 [🔥] 2017-11-01 07:23:48 925624399063117800 \n", - "176327 [🙏] 2017-11-01 07:23:50 925624407459971100 \n", - "176328 [💁] 2017-11-01 07:23:50 925624407460057100 \n", - "176329 [🌠, 🎇, 🌠, 🌙] 2017-11-01 07:23:51 925624411620646900 \n", - "176330 [🍃, 🌻, 🌻, 🍃, 🍃, 💐, 💐, 🍃, 🙋] 2017-11-01 07:23:53 925624420022063100 \n", - "176331 [😻, 😫, 🤔, 💦, 💦, 💦] 2017-11-01 07:23:57 925624436799049700 \n", - "\n", - " lang person reply_to \\\n", - "0 en 31507978 NaN \n", - "1 en 231994649 NaN \n", - "2 en 78123421 NaN \n", - "3 en 860396470540705800 NaN \n", - "4 en 775381892321333200 NaN \n", - "5 en 3244140547 NaN \n", - "6 en 4891498023 NaN \n", - "7 en 2660072274 NaN \n", - "8 en 2592765104 NaN \n", - "9 en 3011085514 NaN \n", - "10 en 278737933 NaN \n", - "11 en 876587129077477400 NaN \n", - "12 en 2402588155 NaN \n", - "13 en 1546678166 NaN \n", - "14 en 824586253634981900 9.257162e+17 \n", - "15 en 1581953814 9.257088e+17 \n", - "16 en 1737878390 NaN \n", - "17 en 1001999683 NaN \n", - "18 en 745222369183043600 NaN \n", - "19 en 798557155217539100 9.257147e+17 \n", - "20 en 744396039126421500 9.250629e+17 \n", - "21 en 2428265479 NaN \n", - "22 en 2523596372 NaN \n", - "23 en 2315896393 NaN \n", - "24 en 2316464875 NaN \n", - "25 en 2614916743 NaN \n", - "26 en 2887539044 NaN \n", - "27 en 721490010118205400 8.965900e+17 \n", - "28 en 520536723 9.257159e+17 \n", - "29 en 850852815941517300 NaN \n", - "... ... ... ... \n", - "176302 en 845085544589672400 9.256009e+17 \n", - "176303 en 1154786048 NaN \n", - "176304 en 924752524871131100 NaN \n", - "176305 en 868681065308631000 NaN \n", - "176306 en 419493819 NaN \n", - "176307 en 2457745952 9.256219e+17 \n", - "176308 en 1955767531 NaN \n", - "176309 en 796490344581898200 NaN \n", - "176310 en 825346617620328400 NaN \n", - "176311 en 907808317124177900 NaN \n", - "176312 en 1605371160 NaN \n", - "176313 en 262162415 NaN \n", - "176314 en 574882525 NaN \n", - "176315 en 2694136560 NaN \n", - "176316 en 799982767886872600 NaN \n", - "176317 en 556175173 9.254038e+17 \n", - "176318 en 837324291637051400 NaN \n", - "176319 en 1610265588 NaN \n", - "176320 en 4760724450 NaN \n", - "176321 en 882858115636514800 NaN \n", - "176322 en 188129628 NaN \n", - "176323 en 2473135939 NaN \n", - "176324 en 2373584209 9.256241e+17 \n", - "176325 en 40709255 NaN \n", - "176326 en 889503742474768400 NaN \n", - "176327 en 181689756 NaN \n", - "176328 en 60160788 9.254610e+17 \n", - "176329 en 4915042321 NaN \n", - "176330 en 3792290725 9.256215e+17 \n", - "176331 en 612733752 NaN \n", - "\n", - " text \n", - "0 fashionbombdaily's photo 🏼 \n", - "1 It’s scary how on point my horoscope be ©rocket... \n", - "8 Woooaaaahhh \n", - "9 @mymermaidIagoon: HURRY! For your cha... \n", - "10 vivalcli: Portraits by Zhao Guojing an... \n", - "11 @BillRatchet: NO NUT NOV... \n", - "12 @mysweetapplexxx: ❤️Happy Birthday, @GoodGalC... \n", - "13 @pourlui: @realDonaldTrump @SSNjl @foxandfrie... \n", - "14 @hiphopphiIes i wanna know too \n", - "15 @WizMommma veda was yoda too \n", - "16 @TiagoIlori4: Me and my family are humbled by... \n", - "17 I’m less stressed about turning 30 now ... \n", - "18 Full charged. \n", - "19 @SeaDimon That’s part of the problem, (they) @... \n", - "20 @Ian_khetye got me emotional there \n", - "22 @BasebaIINation: Game 7 who you got? f... \n", - "23 @JudicialWatch: JW says DOJ & Congress ar... \n", - "24 @cssconfau: ✍🏻 Ever thought about spe... \n", - "25 @btspat_: Deal for Young Forever: Night Vers... \n", - "26 @DFC_SARAVANA: @dhanushkraja Reached 6 Millio... \n", - "27 back to the yellow \n", - "28 @Dimafadma Happy month to you and your loved o... \n", - "29 Maxx and Patricia. Family hangs at For Good He... \n", - "... ... \n", - "176302 @peachshua1230 Awww Ajsksjdjd im smili... \n", - "176303 @playboinathann: MY LIL BRO ATE AN EDIBLE THI... \n", - "176304 I hate when I send a text or snap n I'm so anx... \n", - "176305 @LDNNOISE: Happy Halloween \n", - "176306 The answer is no I have no plans and I never l... \n", - "176307 @BeachBoy_Gab LMAOOO I'm so proud \n", - "176308 My cousin/little sister is leaving to San Fran... \n", - "176309 Can't be alone w my thoughts tonight so just g... \n", - "176310 @ohmygirlpcs: Jine \n", - "176311 ambot!!! \n", - "176312 @WestHamUtd: It wasn't the result we wanted, ... \n", - "176313 🏽🏽 1st of the month!!Happy 1st o... \n", - "176314 #WednesdayWisdom ... stay in bed \n", - "176315 @Brandonwoelfel: Happy Halloween friends! thank you for the kind compliment \n", - "176320 Enjoyed the silence \n", - "176321 OS: Spiderman Homecoming \n", - "176322 Go to hell 🏽‍♀️ \n", - "176323 Thank you Yomi! \n", - "176324 @discopiggu Lol. Just enjoy the stars. Music K... \n", - "176325 @INS_Ecosystem: We are honored to have @eyal ... \n", - "176326 @EmiNiPr: I just love twitterMan's not hot 🏻 #NYCStrong \n", - "176328 @BrianyH I searched COCK, PENIS, SHLONG, WINKY... \n", - "176329 @eyesnoselips99: 170930 KMF ... \n", - "176330 @amitbarman520 Thank you so much... \n", - "176331 @DarrionDaDon_: Vocals ? High Notes ? ... \n", - "\n", - "[176332 rows x 7 columns]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" + "ename": "ValueError", + "evalue": "Expected object or value", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtwitter_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjson_files\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"utf-8\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mtwitter_data\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36mread_json\u001b[1;34m(path_or_buf, orient, typ, dtype, convert_axes, convert_dates, keep_default_dates, numpy, precise_float, date_unit, encoding, lines, chunksize, compression)\u001b[0m\n\u001b[0;32m 364\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mjson_reader\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 365\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 366\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mjson_reader\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 367\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 368\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36mread\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 465\u001b[0m )\n\u001b[0;32m 466\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 467\u001b[1;33m \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_object_parser\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 468\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 469\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36m_get_object_parser\u001b[1;34m(self, json)\u001b[0m\n\u001b[0;32m 482\u001b[0m \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 483\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mtyp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'frame'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 484\u001b[1;33m \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mFrameParser\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 485\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 486\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mtyp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'series'\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mobj\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36mparse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 574\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 575\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 576\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_parse_no_numpy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 577\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 578\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36m_parse_no_numpy\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 791\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0morient\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"columns\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 792\u001b[0m self.obj = DataFrame(\n\u001b[1;32m--> 793\u001b[1;33m loads(json, precise_float=self.precise_float), dtype=None)\n\u001b[0m\u001b[0;32m 794\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0morient\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"split\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 795\u001b[0m decoded = dict((str(k), v)\n", + "\u001b[1;31mValueError\u001b[0m: Expected object or value" + ] } ], "source": [ - "twitter_data = pd.read_json(json_files[0])\n", + "twitter_data = pd.read_json(json_files[0], encoding=\"utf-8\")\n", "twitter_data" ] }, @@ -937,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -956,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -974,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -984,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -1001,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -1019,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1028,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1046,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1057,11 +230,11 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ - "def train(max_size = 10000):\n", + "def train(max_size = 1000):\n", " clf = OVRC(DTC())\n", "\n", " clf.fit(vec_train[:max_size], y1[:max_size])\n", @@ -1071,9 +244,1028 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 0 is present in all training examples.\n", + " str(classes[c]))\n", + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 1 is present in all training examples.\n", + " str(classes[c]))\n", + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 4 is present in all training examples.\n", + " str(classes[c]))\n", + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 15 is present in all training 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examples.\n", + " str(classes[c]))\n", + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 779 is present in all training examples.\n", + " str(classes[c]))\n", + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 780 is present in all training examples.\n", + " str(classes[c]))\n", + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 782 is present in all training examples.\n", + " str(classes[c]))\n", + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 784 is present in all training examples.\n", + " str(classes[c]))\n" + ] + } + ], "source": [ "clf = train()" ] @@ -1087,7 +1279,19 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "pred = clf.predict(vectorizer.transform(Xt1))\n", + "\n", + "# build a dataframe to visualize test results:\n", + "testlist = pd.DataFrame({'text': Xt1, 'teacher': mlb.inverse_transform(yt1), 'predict': mlb.inverse_transform(pred)})" + ] + }, + { + "cell_type": "code", + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1119,182 +1323,182 @@ " \n", " \n", " 57624\n", - " (💥, 😡)\n", - " (💥, 😡)\n", - " @RealRoseTaylor1: IMO A terrorist doesn’t hav...\n", + " ()\n", + " (😡, 💥)\n", + " @RealRoseTaylor1: IMO A terrorist doesn’t h...\n", " \n", " \n", " 58180\n", " ()\n", - " (😒,)\n", + " (😒,)\n", " @mog7546: NOT BREAKING NEWS - #KELLY's STUPID...\n", " \n", " \n", " 122719\n", - " (😂, 🤦)\n", - " (😂, 🤦)\n", - " @SpecialMonroe: I’m more of like a “ yes nigg...\n", + " ()\n", + " (🤦, 😂)\n", + " @SpecialMonroe: I’m more of like a “ yes ...\n", " \n", " \n", " 132425\n", " ()\n", - " (🤷,)\n", - " @xo_sweetttnesss Basically ‍️\n", + " (🤷,)\n", + " @xo_sweetttnesss Basically ðŸ�½â€�♀ï¸�\n", " \n", " \n", " 95629\n", - " (😂,)\n", - " (😂,)\n", + " (😂,)\n", + " (😂,)\n", " @JVino_: Never should of gave niggas technolo...\n", " \n", " \n", " 144805\n", - " (😂,)\n", - " (🤷,)\n", - " @_Erickaaaaaaa: People mad iffy I’m not aroun...\n", + " (😂,)\n", + " (🤷,)\n", + " @_Erickaaaaaaa: People mad iffy I’m not aro...\n", " \n", " \n", " 50997\n", - " (💕, 🛫)\n", - " (💕, 🛫)\n", + " (💕, 🛫)\n", + " (💕, 🛫)\n", " @MURASAKI_9394: &lt;preview&gt; 171101 ICN@mt...\n", " \n", " \n", " 52294\n", - " ()\n", - " (😍, 😣)\n", + " (👻,)\n", + " (😣, ðŸ˜�)\n", " @JaDinePhils: Rogue x Gambit x Deadpool No cu...\n", " \n", " \n", " 57600\n", - " (⚾, 😬)\n", - " (💙,)\n", + " (🙌,)\n", + " (💙,)\n", " @CailenHanzlik: So hyped watching my former t...\n", " \n", " \n", " 12709\n", - " (😂,)\n", - " (💀,)\n", + " ()\n", + " (💀,)\n", " @C_eazyy @RuthlessLuke_ LMAO DED let a nigga s...\n", " \n", " \n", " 159921\n", - " (😍,)\n", - " (👎,)\n", + " ()\n", + " (👎,)\n", " @ShawnHayes_Real @Mr_Ghostly @CR_Shelton @Rojo...\n", " \n", " \n", " 1297\n", - " (💀, 😂)\n", - " (💀, 😂)\n", + " ()\n", + " (😂, 💀)\n", " @Ieansquad: he really solved the equation I c...\n", " \n", " \n", " 124445\n", - " ()\n", - " (😩,)\n", + " (âš¾, 🙋)\n", + " (😩,)\n", " It is really breaking my heart. Imma stick by ...\n", " \n", " \n", " 150159\n", " ()\n", - " (🐰,)\n", + " (ðŸ�°,)\n", " @jikookarchive: : aw sexy~: (jimin your cleav...\n", " \n", " \n", " 170959\n", - " (✅, 🔥)\n", - " (✅, 🍋, 🔥)\n", + " (✅, 😭, ðŸ�Œ)\n", + " (✅, 🔥, ðŸ�‹)\n", " @Harrys1DEmpire: 1: Like this2: Follow all th...\n", " \n", " \n", " 46992\n", - " (🎬, 💋, 🔗)\n", - " (🎬, 💋, 🔗)\n", + " ()\n", + " (🎬, 💋, 🔗)\n", " @ONGSEONGWU_TH: [] #WANNAONE X Innisfree | On...\n", " \n", " \n", " 130772\n", - " (🎃,)\n", - " (🐺,)\n", + " ()\n", + " (ðŸ�º,)\n", " @lbtreiman: Well i certainly didn't get 'em a...\n", " \n", " \n", " 63733\n", " ()\n", - " (🎃,)\n", + " (🎃,)\n", " @gamngbizzle: Follow everyone who retweets t...\n", " \n", " \n", " 22026\n", " ()\n", - " (💕, 📷)\n", - " @fshion_me: Love it【@perlinek】Coupon code: zo...\n", + " (💕, 📷)\n", + " @fshion_me: Love itã€�@perlinek】Coupon code...\n", " \n", " \n", " 109588\n", - " (😍, 😳)\n", - " (😍,)\n", + " ()\n", + " (ðŸ˜�,)\n", " @SoCuteBabies: Those eyes\n", " \n", " \n", " 167358\n", - " (🎃,)\n", - " (👻, 😈)\n", + " (💕,)\n", + " (😈, 👻)\n", " @Lepetit626: Happy Halloween from the cutest ...\n", " \n", " \n", " 132276\n", " ()\n", - " (💀,)\n", + " (💀,)\n", " @marceoooo shuttup\n", " \n", " \n", " 150897\n", - " (😱, 🙈, 🙉)\n", - " (🔥, 😈)\n", + " ()\n", + " (😈, 🔥)\n", " @instaWANKtube: Drilling babe@mistersex17 @hq...\n", " \n", " \n", " 15211\n", - " (🎃,)\n", - " (🎃,)\n", + " ()\n", + " (🎃,)\n", " @G_Eazy: Hopped out of the millennium falcon ...\n", " \n", " \n", " 58157\n", - " (⌛, 💊)\n", - " (⌛, 💊)\n", + " (⌛, 💊)\n", + " (⌛, 💊)\n", " @NBCNewsNight: Stranger Things Neuro Upside D...\n", " \n", " \n", " 87036\n", - " (🔥,)\n", - " (😂,)\n", + " ()\n", + " (😂,)\n", " I ran a lot harder back then, as well.I join v...\n", " \n", " \n", " 68909\n", - " ()\n", - " (🚗,)\n", + " (💎,)\n", + " (🚗,)\n", " @Holy_Boost: SUMMER BOOST case GA! -Like+ ...\n", " \n", " \n", " 70063\n", " ()\n", - " (😭,)\n", - " I love you so much meliflua ❤️\n", + " (😭,)\n", + " I love you so much meliflua â�¤ï¸�\n", " \n", " \n", " 53508\n", " ()\n", - " (💥,)\n", + " (💥,)\n", " @SMMmarkeing786: Get FREE CBD OIL Trial Bott...\n", " \n", " \n", " 91590\n", - " (👀,)\n", - " (👀,)\n", + " (👀,)\n", + " (👀,)\n", " @dezidoesit: Shea Moisture did not come to pl...\n", " \n", " \n", @@ -1305,182 +1509,182 @@ " \n", " \n", " 82637\n", - " ()\n", + " (🎃,)\n", " ()\n", " @KissaSins: Follow me on Instagram!!\n", " \n", " \n", " 151805\n", - " (👀,)\n", - " (👀,)\n", + " (👀,)\n", + " (👀,)\n", " @dezidoesit: Shea Moisture did not come to pl...\n", " \n", " \n", " 25914\n", " ()\n", - " (🔘,)\n", + " (🔘,)\n", " @Heartless600904: He knows how badly he hurt ...\n", " \n", " \n", " 91602\n", " ()\n", - " (😡,)\n", + " (😡,)\n", " @1776Stonewall @Frederick99m That's when I kne...\n", " \n", " \n", " 16911\n", - " ()\n", - " (😩,)\n", - " Not even out of bed yet and I’m ready to get o...\n", + " (😭, ðŸ˜�)\n", + " (😩,)\n", + " Not even out of bed yet and I’m ready to get...\n", " \n", " \n", " 94798\n", - " ()\n", - " (🙃,)\n", + " (🙄,)\n", + " (🙃,)\n", " nobody gets how lonely and hungry i get\n", " \n", " \n", " 112317\n", - " (💪,)\n", - " (🤗,)\n", + " ()\n", + " (🤗,)\n", " @BIGAC_: new month, new money, new opportunit...\n", " \n", " \n", " 72241\n", " ()\n", - " (😎,)\n", + " (😎,)\n", " @ZeeTamil: Happy birthday @iamsrk #ZeeTamil #...\n", " \n", " \n", " 160551\n", - " (✨, 💪)\n", - " (😭,)\n", + " ()\n", + " (😭,)\n", " @WORLDSTARNOW: Drake looks like he entering h...\n", " \n", " \n", " 151889\n", - " (👅, 😻)\n", - " (😍,)\n", + " (💖,)\n", + " (ðŸ˜�,)\n", " @GenderReveaIs: The moment of truth, hoop sty...\n", " \n", " \n", " 64998\n", - " (🐶, 💓)\n", - " (🐶, 💓)\n", - " @LA_Loving: Baby’s first Halloween\n", + " (🎃,)\n", + " (💓, ðŸ�¶)\n", + " @LA_Loving: Baby’s first Halloween\n", " \n", " \n", " 138015\n", - " ()\n", - " (😂,)\n", + " (👀,)\n", + " (😂,)\n", " @MikeChosen1: When you got a girl who doesn't...\n", " \n", " \n", " 84447\n", - " ()\n", - " (💕,)\n", + " (🌹,)\n", + " (💕,)\n", " @LiamPayne @pinkskiesljp @BestSimy @LiamPayne ...\n", " \n", " \n", " 125899\n", - " ()\n", - " (🙏,)\n", + " (â­�, ðŸ‘�, 💙, ðŸ™�)\n", + " (ðŸ™�,)\n", " @Oh_Ashlaay We just have to pray to the baseba...\n", " \n", " \n", " 47898\n", - " (😂,)\n", - " (😂,)\n", + " (😂,)\n", + " (😂,)\n", " @JVino_: Never should of gave niggas technolo...\n", " \n", " \n", " 7597\n", " ()\n", - " (😂,)\n", - " @junkiejunkrat We’re doing goooooood. But fuck...\n", + " (😂,)\n", + " @junkiejunkrat We’re doing goooooood. But fu...\n", " \n", " \n", " 173305\n", " ()\n", - " (🌈, 💛)\n", + " (🌈, 💛)\n", " Ohh nice.\n", " \n", " \n", " 133827\n", - " (💙,)\n", - " (💙,)\n", + " ()\n", + " (💙,)\n", " @JenBluesnake: This is lovely. Unsworth's app...\n", " \n", " \n", " 157487\n", " ()\n", - " (💻,)\n", - " @yesyours: : Vehicle Magnet #VehicleMagnet 🖨\n", + " (💻,)\n", + " @yesyours: : Vehicle Magnet #VehicleMagnet ð...\n", " \n", " \n", " 142977\n", - " (🌸, 💓)\n", - " (🌸, 💓)\n", - " @namkook_daily: they are so cosy and soft ☁\n", + " ()\n", + " (🌸, 💓)\n", + " @namkook_daily: they are so cosy and soft â˜�\n", " \n", " \n", " 47506\n", - " (😭,)\n", - " (💙, 🔥)\n", - " @Juli_SJ13: ••••••2017 SAVED ••••••#BlackSuit\n", + " ()\n", + " (💙, 🔥)\n", + " @Juli_SJ13: ••••••2017 SAVED •â...\n", " \n", " \n", " 164518\n", " ()\n", - " (😜,)\n", + " (😜,)\n", " @marcogumabao: I hope you like your eggs SUNN...\n", " \n", " \n", " 96549\n", - " (🐶, 💓)\n", - " (🐶, 💓)\n", - " @LA_Loving: Baby’s first Halloween\n", + " (🎃,)\n", + " (💓, ðŸ�¶)\n", + " @LA_Loving: Baby’s first Halloween\n", " \n", " \n", " 69134\n", " ()\n", - " (😞, 😡)\n", + " (😡, 😞)\n", " Reading this @AshcroftBen with many mixed emot...\n", " \n", " \n", " 116753\n", - " (💪,)\n", - " (🍋,)\n", - " @Caradelevingne: ❤️ NO_ONE EVER REALLY DIES ❤...\n", + " ()\n", + " (ðŸ�‹,)\n", + " @Caradelevingne: â�¤ï¸� NO_ONE EVER REALLY DI...\n", " \n", " \n", " 125133\n", - " (😑,)\n", - " (🖤, 😉)\n", + " ()\n", + " (😉, 🖤)\n", " @DannyTu3250187: @Kriszti7504 @filipina_krueg...\n", " \n", " \n", " 5081\n", - " (😔,)\n", - " (😘,)\n", + " (💖,)\n", + " (😘,)\n", " @brysoxox: rt or gay\n", " \n", " \n", " 62088\n", " ()\n", - " (💔,)\n", + " (💔,)\n", " Why do say that hondas are for fboys??\n", " \n", " \n", " 32769\n", - " (😂, 😘, 🙏)\n", - " (😁,)\n", + " (💛,)\n", + " (ðŸ˜�,)\n", " @menggalurks: Live na ba ang EB today? #ALDU...\n", " \n", " \n", " 92385\n", - " (😍,)\n", - " (💔,)\n", + " ()\n", + " (💔,)\n", " OML, WHAT HAPPENED?!!\n", " \n", " \n", @@ -1489,76 +1693,76 @@ "" ], "text/plain": [ - " predict teacher \\\n", - "57624 (💥, 😡) (💥, 😡) \n", - "58180 () (😒,) \n", - "122719 (😂, 🤦) (😂, 🤦) \n", - "132425 () (🤷,) \n", - "95629 (😂,) (😂,) \n", - "144805 (😂,) (🤷,) \n", - "50997 (💕, 🛫) (💕, 🛫) \n", - "52294 () (😍, 😣) \n", - "57600 (⚾, 😬) (💙,) \n", - "12709 (😂,) (💀,) \n", - "159921 (😍,) (👎,) \n", - "1297 (💀, 😂) (💀, 😂) \n", - "124445 () (😩,) \n", - "150159 () (🐰,) \n", - "170959 (✅, 🔥) (✅, 🍋, 🔥) \n", - "46992 (🎬, 💋, 🔗) (🎬, 💋, 🔗) \n", - "130772 (🎃,) (🐺,) \n", - "63733 () (🎃,) \n", - "22026 () (💕, 📷) \n", - "109588 (😍, 😳) (😍,) \n", - "167358 (🎃,) (👻, 😈) \n", - "132276 () (💀,) \n", - "150897 (😱, 🙈, 🙉) (🔥, 😈) \n", - "15211 (🎃,) (🎃,) \n", - "58157 (⌛, 💊) (⌛, 💊) \n", - "87036 (🔥,) (😂,) \n", - "68909 () (🚗,) \n", - "70063 () (😭,) \n", - "53508 () (💥,) \n", - "91590 (👀,) (👀,) \n", - "... ... ... \n", - "82637 () () \n", - "151805 (👀,) (👀,) \n", - "25914 () (🔘,) \n", - "91602 () (😡,) \n", - "16911 () (😩,) \n", - "94798 () (🙃,) \n", - "112317 (💪,) (🤗,) \n", - "72241 () (😎,) \n", - "160551 (✨, 💪) (😭,) \n", - "151889 (👅, 😻) (😍,) \n", - "64998 (🐶, 💓) (🐶, 💓) \n", - "138015 () (😂,) \n", - "84447 () (💕,) \n", - "125899 () (🙏,) \n", - "47898 (😂,) (😂,) \n", - "7597 () (😂,) \n", - "173305 () (🌈, 💛) \n", - "133827 (💙,) (💙,) \n", - "157487 () (💻,) \n", - "142977 (🌸, 💓) (🌸, 💓) \n", - "47506 (😭,) (💙, 🔥) \n", - "164518 () (😜,) \n", - "96549 (🐶, 💓) (🐶, 💓) \n", - "69134 () (😞, 😡) \n", - "116753 (💪,) (🍋,) \n", - "125133 (😑,) (🖤, 😉) \n", - "5081 (😔,) (😘,) \n", - "62088 () (💔,) \n", - "32769 (😂, 😘, 🙏) (😁,) \n", - "92385 (😍,) (💔,) \n", + " predict teacher \\\n", + "57624 () (😡, 💥) \n", + "58180 () (😒,) \n", + "122719 () (🤦, 😂) \n", + "132425 () (🤷,) \n", + "95629 (😂,) (😂,) \n", + "144805 (😂,) (🤷,) \n", + "50997 (💕, 🛫) (💕, 🛫) \n", + "52294 (👻,) (😣, ðŸ˜�) \n", + "57600 (🙌,) (💙,) \n", + "12709 () (💀,) \n", + "159921 () (👎,) \n", + "1297 () (😂, 💀) \n", + "124445 (âš¾, 🙋) (😩,) \n", + "150159 () (ðŸ�°,) \n", + "170959 (✅, 😭, ðŸ�Œ) (✅, 🔥, ðŸ�‹) \n", + "46992 () (🎬, 💋, 🔗) \n", + "130772 () (ðŸ�º,) \n", + "63733 () (🎃,) \n", + "22026 () (💕, 📷) \n", + "109588 () (ðŸ˜�,) \n", + "167358 (💕,) (😈, 👻) \n", + "132276 () (💀,) \n", + "150897 () (😈, 🔥) \n", + "15211 () (🎃,) \n", + "58157 (⌛, 💊) (⌛, 💊) \n", + "87036 () (😂,) \n", + "68909 (💎,) (🚗,) \n", + "70063 () (😭,) \n", + "53508 () (💥,) \n", + "91590 (👀,) (👀,) \n", + "... ... ... \n", + "82637 (🎃,) () \n", + "151805 (👀,) (👀,) \n", + "25914 () (🔘,) \n", + "91602 () (😡,) \n", + "16911 (😭, ðŸ˜�) (😩,) \n", + "94798 (🙄,) (🙃,) \n", + "112317 () (🤗,) \n", + "72241 () (😎,) \n", + "160551 () (😭,) \n", + "151889 (💖,) (ðŸ˜�,) \n", + "64998 (🎃,) (💓, ðŸ�¶) \n", + "138015 (👀,) (😂,) \n", + "84447 (🌹,) (💕,) \n", + "125899 (â­�, ðŸ‘�, 💙, ðŸ™�) (ðŸ™�,) \n", + "47898 (😂,) (😂,) \n", + "7597 () (😂,) \n", + "173305 () (🌈, 💛) \n", + "133827 () (💙,) \n", + "157487 () (💻,) \n", + "142977 () (🌸, 💓) \n", + "47506 () (💙, 🔥) \n", + "164518 () (😜,) \n", + "96549 (🎃,) (💓, ðŸ�¶) \n", + "69134 () (😡, 😞) \n", + "116753 () (ðŸ�‹,) \n", + "125133 () (😉, 🖤) \n", + "5081 (💖,) (😘,) \n", + "62088 () (💔,) \n", + "32769 (💛,) (ðŸ˜�,) \n", + "92385 () (💔,) \n", "\n", " text \n", - "57624 @RealRoseTaylor1: IMO A terrorist doesn’t hav... \n", + "57624 @RealRoseTaylor1: IMO A terrorist doesn’t h... \n", "58180 @mog7546: NOT BREAKING NEWS - #KELLY's STUPID... \n", - "122719 @SpecialMonroe: I’m more of like a “ yes nigg... \n", - "132425 @xo_sweetttnesss Basically ‍️ \n", + "122719 @SpecialMonroe: I’m more of like a “ yes ... \n", + "132425 @xo_sweetttnesss Basically ðŸ�½â€�♀ï¸� \n", "95629 @JVino_: Never should of gave niggas technolo... \n", - "144805 @_Erickaaaaaaa: People mad iffy I’m not aroun... \n", + "144805 @_Erickaaaaaaa: People mad iffy I’m not aro... \n", "50997 @MURASAKI_9394: <preview> 171101 ICN@mt... \n", "52294 @JaDinePhils: Rogue x Gambit x Deadpool No cu... \n", "57600 @CailenHanzlik: So hyped watching my former t... \n", @@ -1571,7 +1775,7 @@ "46992 @ONGSEONGWU_TH: [] #WANNAONE X Innisfree | On... \n", "130772 @lbtreiman: Well i certainly didn't get 'em a... \n", "63733 @gamngbizzle: Follow everyone who retweets t... \n", - "22026 @fshion_me: Love it【@perlinek】Coupon code: zo... \n", + "22026 @fshion_me: Love itã€�@perlinek】Coupon code... \n", "109588 @SoCuteBabies: Those eyes \n", "167358 @Lepetit626: Happy Halloween from the cutest ... \n", "132276 @marceoooo shuttup \n", @@ -1580,7 +1784,7 @@ "58157 @NBCNewsNight: Stranger Things Neuro Upside D... \n", "87036 I ran a lot harder back then, as well.I join v... \n", "68909 @Holy_Boost: SUMMER BOOST case GA! -Like+ ... \n", - "70063 I love you so much meliflua ❤️ \n", + "70063 I love you so much meliflua â�¤ï¸� \n", "53508 @SMMmarkeing786: Get FREE CBD OIL Trial Bott... \n", "91590 @dezidoesit: Shea Moisture did not come to pl... \n", "... ... \n", @@ -1588,27 +1792,27 @@ "151805 @dezidoesit: Shea Moisture did not come to pl... \n", "25914 @Heartless600904: He knows how badly he hurt ... \n", "91602 @1776Stonewall @Frederick99m That's when I kne... \n", - "16911 Not even out of bed yet and I’m ready to get o... \n", + "16911 Not even out of bed yet and I’m ready to get... \n", "94798 nobody gets how lonely and hungry i get \n", "112317 @BIGAC_: new month, new money, new opportunit... \n", "72241 @ZeeTamil: Happy birthday @iamsrk #ZeeTamil #... \n", "160551 @WORLDSTARNOW: Drake looks like he entering h... \n", "151889 @GenderReveaIs: The moment of truth, hoop sty... \n", - "64998 @LA_Loving: Baby’s first Halloween \n", + "64998 @LA_Loving: Baby’s first Halloween \n", "138015 @MikeChosen1: When you got a girl who doesn't... \n", "84447 @LiamPayne @pinkskiesljp @BestSimy @LiamPayne ... \n", "125899 @Oh_Ashlaay We just have to pray to the baseba... \n", "47898 @JVino_: Never should of gave niggas technolo... \n", - "7597 @junkiejunkrat We’re doing goooooood. But fuck... \n", + "7597 @junkiejunkrat We’re doing goooooood. But fu... \n", "173305 Ohh nice. \n", "133827 @JenBluesnake: This is lovely. Unsworth's app... \n", - "157487 @yesyours: : Vehicle Magnet #VehicleMagnet 🖨 \n", - "142977 @namkook_daily: they are so cosy and soft ☁ \n", - "47506 @Juli_SJ13: ••••••2017 SAVED ••••••#BlackSuit \n", + "157487 @yesyours: : Vehicle Magnet #VehicleMagnet ð... \n", + "142977 @namkook_daily: they are so cosy and soft â˜� \n", + "47506 @Juli_SJ13: ••••••2017 SAVED •â... \n", "164518 @marcogumabao: I hope you like your eggs SUNN... \n", - "96549 @LA_Loving: Baby’s first Halloween \n", + "96549 @LA_Loving: Baby’s first Halloween \n", "69134 Reading this @AshcroftBen with many mixed emot... \n", - "116753 @Caradelevingne: ❤️ NO_ONE EVER REALLY DIES ❤... \n", + "116753 @Caradelevingne: â�¤ï¸� NO_ONE EVER REALLY DI... \n", "125133 @DannyTu3250187: @Kriszti7504 @filipina_krueg... \n", "5081 @brysoxox: rt or gay \n", "62088 Why do say that hondas are for fboys?? \n", @@ -1620,15 +1824,18 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "()\n" + ] } ], "source": [ - "pred = clf.predict(vectorizer.transform(Xt1))\n", - "\n", - "# build a dataframe to visualize test results:\n", - "testlist = pd.DataFrame({'text': Xt1, 'teacher': mlb.inverse_transform(yt1), 'predict': mlb.inverse_transform(pred)})\n", - "\n", - "display(testlist)" + "display(testlist)\n", + "print(testlist[\"predict\"][57624])" ] }, { @@ -1737,6 +1944,40 @@ "display(widgets.VBox([b, out])) " ] }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9991493705341953\n", + "15\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "y_trans = mlb.inverse_transform(yt1)\n", + "pred_trans = mlb.inverse_transform(yt1)\n", + "\n", + "# evaluate accuracy\n", + "pos = 0\n", + "neg = 0\n", + "all = 0\n", + "for entry in range(len(y_trans)):\n", + " if len(np.intersect1d(y_trans[entry], pred_trans[entry])) > 0:\n", + " pos += 1\n", + " else:\n", + " neg += 1\n", + " all += 1\n", + "print(pos/all)\n", + "print(neg)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1761,7 +2002,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.6.4" } }, "nbformat": 4,