Social media and its data?are both a challenge and an opportunity for managers. Please follow the instruction in?Text Social Data Analytics?to use Orange software for mining text data from social media. You need to submit the completed Orange file an

 Social media and its data are both a challenge and an opportunity for managers. Please follow the instruction in Text Social Data Analytics to use Orange software for mining text data from social media. You need to submit the completed Orange file and the sentiment analysis Excel file as a zipped file attachment.

  1. Social Media Text Data Analytics
  2. Using Corpus to Read Tweets for Sentiment Analyses

If Twitter did not approve your application for a developer account, please feel free to use any of the 4 files with tweets data posted in the zipped folder above titled "Tweets Data For Project 7".  Instead of using the Twitter widget, use the Corpus widget to upload the excel file of your choice (see video 2) and follow the steps shown in the video. 

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  • attachment

    ProjectWeek6TextSocialDataAnalytics1.zip

Project Week 6 Text Social Data Analytics.pdf

Lecture Notes INFS 6340 Week 6 – Text Social Data Analytics

Dr. Murad Moqbel https://media.readthedocs.org/pdf/orange3-text/latest/orange3-text.pdf 1

Text Social Data Analytics 1. Install Text Mining Add-on: Open Orange software => go to Options tab => Add-ons => Text => restart orange for the add-on to appear. 2. Get Twitter API Key: Drag and drop Twitter to canvas => double click on Twitter icon => click on Twitter API Key – you will need to log in into

your twitter account and get the API key (https://youtu.be/y4Nsgy3YTv8) from there using the following URL: https://apps.twitter.com/

3. 4. Query Word: enter query word of your choice or any trending topic on Twitter via www.trendsmap.com like Tornado 😊 => limit your

tweets to 100 so that they can be extracted quickly => click search.

5. View tweets/content: To view your tweet content, grab and drop DataTable widget from the Data section => connect the Twitter widget with the Data Table widget => double click the Data Table to view content.

6. Pre-process: Drag and drop Pre-Process Text widget into the canvas => connect it to the Twitter widget => double click the Preprocess Text Widget and you will see: (1) Transformation section which transforms all words into lowercase. (2) Tokenization which converts text into individual words and removes the punctuations. (3) Filter section allows you to specify your own stop words (remove unwanted

words such as https…).

7. Customized Stop-words: open a notepad and list your stop-words one word in each row. Save the file into your computer and upload int the stop-word section as shown below.

https://media.readthedocs.org/pdf/orange3-text/latest/orange3-text.pdf
https://apps.twitter.com/
http://www.trendsmap.com/

Lecture Notes MIT 5602 Week 7 – Text Social Data Analytics

Dr. Murad Moqbel 2

8. Word Cloud: to view word cloud, in which the size of the words represents the frequency they were mentioned drag and drop Word Cloud widget into the canvas and connect it to the Pre-process Text widget => double click Word Cloud widget to view

9. Sentiment Analysis: drag and drop Sentiment Analysis widget into the canvas => connect it to Pre-process Text widget => now drag and drop Data Table widget and connect it to Pre-process Text widget

10. View sentiment analysis results: Double-click the Data Table widget and look at the Pos, Neg, and Neutral, compound columns which represent the sentiment level in each tweet.

Exercise: Choose a word/topic of your own choice and conduct a sentiment analysis similar to the one above. Save your Orange file and post it into Week 7 Dropbox.

https://media.readthedocs.org/pdf/orange3-text/latest/orange3-text.pdf

Tweets Data.zip

Halloween Tweets.csv

Author Content Date Language Location Number of Likes Number of Retweets In Reply To Author Name Author Description Author Statuses Count Author Favourites Count Author Friends Count Author Followers Count Author Listed Count Author Verified Longitude Latitude
discrete string time discrete discrete continuous continuous discrete discrete string continuous continuous continuous continuous continuous discrete continuous continuous
class meta title=True meta meta meta meta meta meta meta meta meta meta meta meta meta meta meta meta
@DogMomAF_ I cannot wait for the new Halloween movie ���🔪🔪🔪 2018-10-09 00:09:57 en US 0.0 0.0 Jasminnn(: 🙃�💛 3754.0 3654.0 165.0 125.0 0.0 False
@MexiBassMonkey @gamesEnlisted Why would you NOT use Pumpkinhead if you're going as Sora for HALLOWEEN. Honestly why don't they try to market his HT get-up? 2018-10-09 00:09:57 en 0.0 0.0 @gamesEnlisted MBM Look at this nerd. What's his deal? 30644.0 21530.0 587.0 1999.0 15.0 False
@AZAYUKl i wanna go to a nail artist and have them make sardines yuki nails,,,,, OR HALLOWEEN AZAYUKI NAILS yes bitch 2018-10-09 00:09:57 en 0.0 0.0 sof @ AZAYUKI CG BITHCHC!!!! sof/sofi / 20 / she/her || just a dumb lesbian who's too emotional sometimes || � @infernosquaring � 9023.0 1758.0 148.0 43.0 1.0 False
@radmermaid_ When your actually considering being lady Gaga for Halloween and realize she sells the Joanne hat but also realize… https://t.co/uk6V3qTOae 2018-10-09 00:09:57 en 0.0 0.0 Emily Rose ��✨ 13167.0 8853.0 483.0 305.0 1.0 False
@ShebaNoMore Puta a los cabros del liceo se les ocurrió hacer una fiesta de disfraces pa halloween. 2018-10-09 00:09:56 es 0.0 0.0 Choclo con mayo Zurdo (de mano), del Colo, guitarrero. Le hablo y le traduzco en inglés. Grammar nazi y recaí en mi adicción a la Coca…Cola. WINTER IS COMING. 347228.0 2437.0 2747.0 3989.0 20.0 False
@hinfantttttt me as ramona flowers for halloween: a concept 2018-10-09 00:09:55 en 0.0 0.0 (-: 19444.0 12746.0 250.0 384.0 3.0 False
@therock0829 I liked a @YouTube video https://t.co/zCwsX0vdf8 8th Day of Halloween: Mandy REVIEW 2018-10-09 00:09:55 en 0.0 0.0 The Horror Miser Know as The Horror Miser Monty G on YouTube!! Check out my channel!! 6290.0 12086.0 997.0 1111.0 10.0 False
@shahlock Monster Math (Part 2) The Blob is a clustering algorithm gone wrong. A ghost's shape follows a paranormal distribu… https://t.co/AH2uJPEOoI 2018-10-09 00:09:53 en 0.0 0.0 @shahlock M Shah 26627.0 1009.0 504.0 1426.0 129.0 False
@Popt2014 Amanda Dorzweiler Eschliman Congratulations!!! You are the winner of the HALLOWEEN UNICORN KETTLE CAKE! 2018-10-09 00:09:53 en 0.0 0.0 Popt! Popcorn 235.0 0.0 0.0 3.0 0.0 False
@jba_music Me ha gustado un vídeo de @YouTube (https://t.co/rSpwt95Fgq – GLAM DE MUERTE! Halloween 2018! Laura Sanchez). 2018-10-09 00:09:52 es 0.0 0.0 JBA Music 24. Músico, Productor y Cantante de Legendarios 6816.0 139.0 949.0 984.0 4.0 False
@GinaBonini I’ll never understand ppl that drop a fortune on a costume for ECU Halloween weekend 2018-10-09 00:09:51 en 0.0 0.0 Gina ECU ☠� | KΔ 💚 | Molecular Biology 🔬 552.0 497.0 235.0 150.0 1.0 False
@Haunt_Feed Perfectly Spooktacular #Halloween Desserts – Food Network https://t.co/lnjjzZf9vT 2018-10-09 00:09:51 en 0.0 0.0 HauntFeed News, tips and more for and about professional #haunters, #homehaunters, #Halloween & #themeparks. Also other stuff. 7927.0 3622.0 2331.0 2179.0 130.0 False
@jewbearlaflare The Bub is going as Groot this year for Halloween. https://t.co/gzTL11LsWD 2018-10-09 00:09:49 en 0.0 0.0 DEATH OF A NOBODY 10/26 Not Jewish. Visual Artist. 20 years old. email: [email protected] 8839.0 1017.0 188.0 137.0 5.0 False
@bearwithbeardmx How the Halloween zombies can help close your revenue gap https://t.co/NhV3XyG3qF https://t.co/jrihUiKToJ 2018-10-09 00:09:48 en 0.0 0.0 Pato Hay preguntas que es mejor no hacerlas. Si llegaste por accidente: bienvenido. Si te gusto mi tweet, no te acostumbres… esto va a empeorar. 10809.0 18.0 802.0 403.0 8.0 False
@Ms_Bananaa @JuyenSebulba is it true your coming to Laredo for Halloween weekend?? 😱😱 2018-10-09 00:09:47 en 0.0 0.0 @JuyenSebulba f e r r🧛��♀� SC:anaferrayala 23394.0 18076.0 889.0 586.0 4.0 False
@GabrielRosendo9 Dia 27 temos a queridinha da ilha com o tema Halloween + festa neon, brota que vai dar bom #HalloweenDaArmagedom #FestaNeon 2018-10-09 00:09:47 pt 0.0 0.0 Rosendo ⚡ / Só progresso / @Flamengo ⚽ / @FCBarcelona ⚽ 10102.0 5159.0 391.0 631.0 0.0 False
@StyleBigPlay Gostei de um vídeo @YouTube https://t.co/O2unMoj1mC HALLOWEEN GIVEAWAY ENTRY VIDEO🧟�♂�🧟�♀� GOOD LUCK ✅ 2018-10-09 00:09:46 en 0.0 0.0 StyleBig GamePlay 8855.0 34.0 35.0 9.0 0.0 False
@nanamimi_4649 #インカレ 秋学期 #新歓 #大学生 10/10水12金17水 20時~ 10/14日 17時~ 👻HALLOWEEN🎃パーティー🎉 10/19金24水25木27土29月 20時~ 10/21日 17時~ 男�3000女�1… https://t.co/PcxGFE1Oxe 2018-10-09 00:09:46 ja 0.0 0.0 ��� ディズニー好��大学生 神奈�→�京 気軽�フォロー��下���😊よ����� 優�����れる人好�����ゃ��も� 😆Merci所属 新宿 渋谷 横浜�良�行�よ�😉��登録よ����願����😌 https://t.co/7AzourQEyo 110.0 56.0 98.0 38.0 0.0 False
@RjJhonnatan Me gustó un video de @YouTube https://t.co/N6dyAs2yst OFFICIAL HALLOWEEN GIVEAWAY ENTRY VIDEO🧟�♂�🧟�♀� GOOD LUCK ✅ 2018-10-09 00:09:45 en 0.0 0.0 El RJ Oficial 1207.0 11.0 92.0 33.0 2.0 False
@BlanikIan I really don’t understand how 4 major food stores actually don’t have Halloween cookies right now, fml bro 2018-10-09 00:09:44 en 0.0 0.0 ianblanik 22.0 15.0 45.0 26.0 0.0 False
@elibisme My Halloween flick pick #2 for the night is another M. Night Shyamalan movie: The Sixth Sense… "I see dead people… https://t.co/04ocT87pFW 2018-10-09 00:09:43 en 0.0 0.0 Elizabeth Belt I am a middle-aged observer of life. I love to photograph nature, read voraciously, and write. 5030.0 15440.0 576.0 664.0 1.0 False
@aeroeng11 @Altsurrealist @ProperOpinion @playerhatersllc @PontiacGunfire I'm planning on handing out Olive Garden for Hallowe… https://t.co/xHO4Xj7ihO 2018-10-09 00:09:41 en 0.0 0.0 @Altsurrealist aeroeng11 Engineer, Reader of Books, Like Constructive Convo/Debate, Like Cooking, Space Is Cool, Dogs & Cats, Politically Independent 2938.0 4852.0 238.0 57.0 0.0 False
@13Mortalkombat Halloween 4: The Return of Michael Myers (1988) – The Rooftop Chase https://t.co/CSQDRc6uzJ vía @YouTube 2018-10-09 00:09:40 en 0.0 0.0 SARA 36879.0 808.0 2174.0 382.0 8.0 False
@bellareynolds03 Imma need a nice Halloween party to go to this year js 2018-10-09 00:09:40 en 0.0 0.0 bella 171.0 1766.0 145.0 173.0 0.0 False
@breezy1297 My Little is listening to Christmas music, and as much as I love Christmas, even I don’t do that until after Halloween 2018-10-09 00:09:40 en 0.0 0.0 Bri ��💕��🎵�🌸 ΔΖ �💕 14167.0 2816.0 525.0 274.0 2.0 False
@MommybitesNY Don't Miss Out! Mommy and Me Halloween Parties 🎃👻 – https://t.co/qaV4FGFhGH 2018-10-09 00:09:39 en 0.0 0.0 Mommybites New York Mommybites (formerly known as babybites) is the go-to community for free online parenting classes & parenting resources,support and education. 4376.0 24.0 1307.0 5522.0 85.0 False
@mayelapenaa I wanna be Tiffany for Halloween now lmao 2018-10-09 00:09:39 en 0.0 0.0 may 22136.0 6870.0 368.0 496.0 0.0 False
@Hellshawn Anyone that needs to know what I'll explain my name emojis… A hundred percent of American lucky dick boo it's Halloween 2018-10-09 00:09:39 en 0.0 0.0 SenseiShawn 💯🇺🇸ðŸ�€ðŸ�†ðŸŽƒ Intellectual purveyor of pop culture. Know the secret to happiness. Uncommonly lucky. Multiple @Midnight viewer. Inventor of unique hashtags. 3309.0 7668.0 2540.0 1107.0 20.0 False
@blakeman_al Halloween is fun, but I’ve already watched #HocusPocus four times, so now I’m ready for Christmas 2018-10-09 00:09:39 en 0.0 0.0 Al Blakeman 9.0 0.0 9.0 6.0 0.0 False
@mafs1393 Quiero ir a halloween solo para cantar a todo pulmon puntos suspensivos de piso 21 2018-10-09 00:09:38 es 0.0 0.0 Mafe Amador Diseño Publi • Admi 7447.0 174.0 185.0 97.0 0.0 False
@PrincesssDayDay i’m going to be working daycare on halloween, i’m excited lol � 2018-10-09 00:09:36 en 0.0 0.0 dej🎃 zayden 💙 mark 9:23 �� 14257.0 8199.0 603.0 593.0 0.0 False
@karascx @Rythayze hes a fraud, beats up little kids on halloween to steal their candy, and he doesnt say thank you after y… https://t.co/HGkuraB7QO 2018-10-09 00:09:35 en 0.0 0.0 @Rythayze Jake ★彡 wholesome boy & 11 year old twitter sensation 7512.0 7805.0 402.0 9672.0 5.0 False
@TheStonedNerd Time to test out the Halloween costume. Let's get wasted and eat chicken fingers #TrailerParkBoys #SmokesLetsGo… https://t.co/t3ZjmrTc4C 2018-10-09 00:09:34 en 0.0 0.0 Mordecai The Saiyan Aries/Taurus Artist 7332.0 733.0 233.0 173.0 5.0 False
@dcabrona_ Halloween is just around the corner👵�🎃 https://t.co/1ZnOf4KL6q 2018-10-09 00:09:31 en US 0.0 0.0 destiny count ya blessings 20618.0 13075.0 301.0 689.0 0.0 False
@URNotAloneFilm If you missed the You Are Not Alone theatrical screenings in 2016, here's your chance to see the Pre-Show entertain… https://t.co/kVpbaaoW38 2018-10-09 00:09:30 en 0.0 0.0 You Are Not Alone Official Twitter of YOU ARE NOT ALONE A First-Person Thriller – https://t.co/87kPZCAO5l Available 6.23.16 on DVD and VOD 759.0 619.0 2033.0 2090.0 28.0 False
@NatalieTegler Does anyone have a kid I can borrow for Halloween so I can go trick or treating 2018-10-09 00:09:30 en 0.0 0.0 Natt sc: natstyles66 4215.0 5653.0 170.0 297.0 0.0 False
@DjMattmattic Halloween party going to be insane the 26th ! Get your tickets early people ! Hit me up for more details ! @ Fiesta… https://t.co/htbaelVUWk 2018-10-09 00:09:30 en 0.0 0.0 MattMattic Just turned Super Sayian. 14731.0 104.0 303.0 358.0 1.0 False
@StantonWidow151 @ECMcLaughlin I was ordering Titans Halloween costume. 2018-10-09 00:09:30 en 0.0 0.0 @ECMcLaughlin Jean Stanton Independent thinker, what you see is what you get. I want to Spread Humanity Like a Disease. I have no time or energy to waste on ugly souls. 2272.0 4895.0 54.0 51.0 0.0 False
@TagYour_Friend Tag your unfun friend, you know the one, they “outgrew� Halloween at 12 and are just unfun people ever since. #meme… https://t.co/krf1JpgqSa 2018-10-09 00:09:29 en 0.0 0.0 Tag Your Friend Tag Your Friend is a cartoonish comedy web series about friendship and surviving each other’s faults. Real Friends. Really Exaggerated. By Fantasy Forge Films. 142.0 10.0 5.0 13.0 0.0 False
@ShonnaU #Halloween Mr. Buttinski 😂 https://t.co/zeEPnUh9Fk 2018-10-09 00:09:29 en 0.0 0.0 ~Red~ 🇺🇸⚜��� Conservative �� 💯Trump #MAGA #NoForeignOil~NRA #ProLife God bless our Military/Vets followed by Wayne Dupree & James Rosen Blocked by Cher ⚜�🇺🇸#KAG #MAGA 29994.0 22180.0 5988.0 5741.0 79.0 False
@djtrexbob This is Halloween Theme! | Nerds Plays | The Building Game #1: https://t.co/ubTmjoCcjB via @YouTube 2018-10-09 00:09:28 en 0.0 0.0 Trexbob I Play TONS of games like ,Zoo tycoon 2, Gmod, left 4 dead 2, minecraft and more 😀 357.0 2.0 58.0 20.0 0.0 False
@kkarlymolina i was putting away halloween cookies and my sister was being annoying so i hit her in the head with the bag and it fUCKIN BROKE 😂😂😂 2018-10-09 00:09:27 en 0.0 0.0 karly damn bitch we out here tryna save the environment n shit 36203.0 98967.0 1664.0 1798.0 6.0 False
@metalrulestv Vintage CAF COUNT DRACULA HALLOWEEN PLUSH STUFFED SCARY HORROR ANIMAL DOLL https://t.co/ggAzbdE2p5 via @eBay 2018-10-09 00:09:27 en US 0.0 0.0 Jeff Rappaport Official account Metal Rules! TV & Ebay Powerseller! Follow for follow. Retweet for retweet! #metalrulestv #ebay #retweet #shopsmall #supporteachother 109353.0 68.0 4845.0 4519.0 268.0 False
@TayaRikki “It’s a kayak, not a body� claims the man dragging a large object in a large bag out the door in @Walmart. “And thi… https://t.co/F9rhYBXEfS 2018-10-09 00:09:26 en 0.0 0.0 Taya DeRycke Stupid humor from the brain of a wannabe actress/somehow actual business owner. 6.0 2.0 38.0 5.0 0.0 False
@iRoNGiRL_YT Me ha gustado un vídeo de @YouTube (https://t.co/elweQDvLvR – HA LLEGADO HALLOWEEN A LOS ZOMBIS 🎃🎃🎃). 2018-10-09 00:09:26 es 0.0 0.0 Iron Girl [+0.6k] Lvl 21 | Estudio GS de Diseño Gráfico | PS4 (Cristina_Chuck) y PC (Iron Girl) | Subo vídeos a YouTube | «SIC • PARVIS • MAGNA» @Baraka_esports 4721.0 1318.0 183.0 345.0 3.0 False
@itskattalv I have 2 Halloween costumes so far. I’m ready 🎃� 2018-10-09 00:09:24 en 0.0 0.0 Katherin L. Alvarado 13633.0 9311.0 427.0 571.0 5.0 False
@djtheutii @HyenaAgenda hey, got your Halloween card 🙂 thanks https://t.co/SLcJvGk9tG 2018-10-09 00:09:23 en 0.0 0.0 @HyenaAgenda Djt'Heutii 1121.0 36961.0 254.0 70.0 0.0 False
@DesignsByRAJA Bat Hero Felt Dress Up Ma

The post Social media and its data?are both a challenge and an opportunity for managers. Please follow the instruction in?Text Social Data Analytics?to use Orange software for mining text data from social media. You need to submit the completed Orange file an first appeared on courseworkresearch.

 
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