Title | Assignment 1 - Social Network Analysis |
---|---|
Author | Just A Student |
Course | Advanced Analytics Techniques |
Institution | Macquarie University |
Pages | 5 |
File Size | 359.3 KB |
File Type | |
Total Downloads | 43 |
Total Views | 181 |
Assignment 1...
Table of Contents Introduction ...................................................................................................................... 1 Data Collection Process ..................................................................................................... 1 Visualizing Data on Gephi.................................................................................................. 1 Network Graph 1 ........................................................................................................................ 1 Network Graph 2 ........................................................................................................................ 3
Conclusion ......................................................................................................................... 4
Introduction This report aims to analyze the social network on Twitter that revolves around Good Morning Britain's (GMB) TV show host, Pierse Morgan who has resigned from the position following the backlash arisen from his contradictory comments regarding Megan Markle's mental health.
Data Collection Process The data was extracted via Netlytic on the basis of users mentioning Pierse Morgan's Twitter handle in original posts by using the keywords, "Harry", "Megan", "Good Morning Britain" and "Resign".
Visualizing Data on Gephi Network Graph 1
The data was refined by the Gigantic Component filter and arranged using the Force Atlas layout as it allows users to identify the central nature of the data.
The nodes in Network graph 1 are sized according to the number of degrees per node and categorized by colour according to the modularity class.
1
ukchange nbcnews
yahoo jackwhitehall
theonlydjnrg antgregson84 harryghart04 ptest24619232 vanityfair michelle34450 mivia1 hokester112
lfcmz
mediaite 415holgate
updayuk
f1hip po
bbc
ahmedbinsulayem
outube
sukihothi cunningstunt79
sthettiereizcse rbryan275 wallergraham sundayworld carletonrutter kevinfoulsham bigday_photo ethanryan21 cmc75424751 menadunne1 antceee ursaursini justina_ricci frannyjc chez6141 angelxbx _harrygraves brookedunnn laurie99182159 forestinho svenlomasdesign theylovedan alertspeech erinsharmanx andretrumps the_naked_tyke crystalresists chrisandpaulam1 jasonbuys5 mambojayzim joshbdavies claremcrae1 keikomollyrosbif_in_paris paulineorourke9 pacific_h2o lisabhouston loganbailey_1 anthony_web_dev lmcmahon471 furadvosrock phenderson1967 simonwoodworth shesaidwhat_why rocketmanlee mattycampbell44 zkf36457166 saramay82 estheeeerxox joenineteen70 bespoke_rs greg94301913 cfchardy emilybegley8 jlondonsinger unclethato juereeves eglentvor annajussme anwin15 kevingilgan newmediaoutletc tiny_t83 rick_stevens23 f36_4 airwolfhawke88 blueeye97875790 kjnxalger goldie131danbarcan1 politicalbunk cheesecakenana quitcherbitchyn william11330604 stevend21607552 anands4694 jackforster92 marthornhill jordkirby13 traceylsteve therealsockey99 citizenpeper adamhoughton28 bluefire94 helenkerry88 michael80506174 blkirishmom kira_kassa lloydgough2 realityof_tv mr_cbraw stallonengobua ny_nikki_007 82amped davidmanfredi11 inajoepriate rushsharon frankb80496294 simongoddard18 mwayne6 grahamk5 paulbuc69548916 rrmorleyy mark_bennett24 angelrose151 jimmytotheo chrissie52h shaunma69762058 catheri31202092 bravostrike1 villainpictures sammlrd steveaustin187 fiona_alexander martin62667702 lfan1966 oceanracerrich jackielaurin liverpoolchickl adavies244_adam iplrcrompton27 efcjohn2 talk2helenc hendryclan donovanwalker3 graveshow ukdevils joojo81030099 darren42046708 gossipgirl1980 davidowen64 naomi29078101 georgiaaspinal deejensen74 kenny69483625 peashen stuartcoope74 anthritson wiseeyesentert1 piersmorgan gavin70363186 hugheshughes460 timoakley3 bigwilmad studonnyblade bfs465 diffa_popp jojosbreezyjosegonvalen1 james49080570 sueprobert42 mulhearnnigel leondaviess antonymanning6 angelhaspeace ___everybody__ dovespenny anewstarisborn_ shakstar7 staceybohbaycee yougohmmm sindim__ boombuzzgh elizavita duddyshauna miss_bkb tomdo n09 historypeoplev1antsturges carprigger hopkinkeefe khumalo_laura tbuky_caleb joshua_bendavid maria62326060 cristien1 alejhay jfrankinphotos fatz061185 thump erhe ad041 hannah99805744 bpage54321 thateddman kierronh 2ndact6 dyljhalpin pearcesylvana summerharlequi3 searan15 alim21371192 lennythin colleendyer20 kimrank95254548 mummyto3starsxx jackie87074321 adam19912 hpoolgirl leedjones4 tyler2oneil cjvfx_yt ljlaura26 teejj ohnno blondie2930 ellednahc dircut tessaarlen ashlghpop wotzupcapetown taralouise1981 david36873389 clairebearlaw ashleystock11 endi2g lourdes53179264 demons_rising jayden01518778 leejord66604453 lesleyspearen katiebroth1981 politicsmatter9 queenofthemay2 singersue21 lisajj1 ashasgari aminzannon cazzie1407pappuccino__ calireynoldss bubbapuddy bridgen619 kourtneydaws annlouisesmith3 bentoncquest_8tvonthefritz 1967dannyboyefc 1englishtoffee andrulispolly bbailxy intrepid_man voltaz21 emilymedders93 emmabwizzerfallen found jameswa89346245 jaykins91 unapuletano80 violetfaerie sirlenstar bignaughtydawg aaron96_simpson thepau lra wlin gs videoelephanttv itsmusu passwordloop fraud iolaa bellainamorata6 lmc8 brenlane19601 pearceleaza fraserpaterson_ dmoneybx
chriscuomo andersonco donlem mrbandot1
missyblueblue
globeandmail
davidkershaw7 jeremyclarkson
gavin_steven moses_babel billresitance
alexberesfordtv joecufflinks adamdpurnell katemary2012 shannboy mandm1992 danweissy binxycat joemorg05859053 askmdaniyal saif_saifridha curlytopqt69 stevemoss10 krystanlippiatt
michael_hows
skivingtonsonny senategop dailymail
globallgbtnews
billtu
farrahalhashimi
thebea r250 4 pameladungey brian_maskell1 pinknews gmb dovorianman
dcofstaff
dailymailuk
itv bbcnews lord_sugar
bbcworld msnbc susannareid100
Network graph 1
The average degree is 1.094 indicating that every node had has 1.094 connections and the modularity class was calculated with a resolution of 2 to obtain specific classes.
While there are many individual users directly mentioning Pierce Morgan in their posts, there is an identifiable link between specific users and media organizations. This is visible as media organizations being on the outer boundaries of the data set with a few nodes connecting to them. It is possible that these nodes may be affiliated journalists or independent users who tag these organizations to increase exposure regarding the topic.
2
Network Graph 2
Network graph 2 utilizes the Eigenvector Centrality as the colour and user follower count to size of the nodes to illustrate the level of influence twitter users have through each post.
chriscuomo bbc andersoncooper
donlemon outube
updauk
mrbandot1 jeremclarkson globeandmail ahmedbinsulaem f1hippo cunningstunt79 sukihothi jackhitehall daidkersha7 andrulispoll sirlenstar lmc8 quitcherbitchn danbarcan1 ashlghpop rosbif_in_paris frannjc daidmanfredi11 colleender20 mr_cbra mambojaim antsturges josegonalen1 itsmusu airolfhake88 calirenoldss stuartcoope74 lfcm chrisandpaulam1 stacebohbacee antonmanning6 michael80506174 brookedunnn sarama82 reicse frankb80496294 pappuccino__ emilbegle8 angelb fiona_aleander lisabhouston cfchard juereees 1englishtoffee senlomasdesign anthritson lierpoolchickl mark_bennett24 duddshauna tler2oneil alertspeech kira_kassa kenn69483625 blkirishmom bigda_photo searan15 ahoo annlouisesmith3 joshua_bendaid keinfoulsham adam19912 ethanran21 ursaursini michelle34450 bentoncquest_8 tin_t83 tbuk_caleb keikomoll n_nikki_007 diffa_popp kf36457166 fat061185 maria62326060 teejjohnno pearceleaa sueprobert42 hpoolgirl georgiaaspinal miia1 katiebroth1981 llodgough2 ellednahc bellainamorata6 1967dannboefc jaden01518778 rocketmanlee helenkerr88 illainpictures thepaulralings forestinhoeliaita jlondonsinger doespenn cristien1 emilmedders93 carprigger demons_rising rushsharon hokester112 greg94301913 hugheshughes460 aaron96_simpson keingilgan phenderson1967 nemediaoutletc jfrankinphotos ioletfaerie kierronh andretrumps annajussme 2ndact6 415holgate the_naked_tke sthettie leejord66604453 leondaiess bubbapudd tonthefrit jackielaurin marthornhill politicsmatter9 82amped tomdon09 furadosrock sammlrd gain70363186 peashen estheeeeroanands4694 gossipgirl1980 fallenfound inajoepriate ashlestock11 graesho naomi29078101 steend21607552 cjf_t leslespearen paulineorourke9 iplrcrompton27 paulbuc69548916 olta21 darren42046708 joshbdaies stallonengobua chrissie52h mattcampbell44 kourtnedas leedjones4 shesaidhat_h therealsocke99 antceee otupcapeton talk2helenc menadunne1 theloedan sindim__ james49080570 hendrclan crstalresists ptest24619232 piersmorgan realitof_t ideoelephantt bespoke_rs theonldjnrg loganbaile_1 jojosbree ougohmmm jackie87074321 jimmtotheo hannah99805744 jackforster92 citienpeper politicalbunk thateddman taralouise1981 anthon_eb_de mane6 laurie99182159 martin62667702 antgregson84 carletonrutter shaunma69762058 jamesa89346245 timoakle3 lennthin angelrose151 ashasgari unapuletano80 oceanracerrich efcjohn2 clairebearla anestarisborn_ alim21371192 unclethato pacific_h2o harrghart04 kjnalger shakstar7 blueee97875790 lmcmahon471 cheesecakenana joenineteen70 bigilmad cmc75424751 hopkinkeefe simongoddard18 daidoen64 lfan1966 ljlaura26 deejensen74 _harrgraes claremcrae1 adamhoughton28 ukdeils braostrike1 donoanalker3 khumalo_laura rbran275 lourdes53179264 iseeesentert1 dmoneb bridgen619 erinsharman queenofthema2 mummto3stars dircut daid36873389 aminannon fraudiolaa miss_bkb tracelstee boombugh angelhaspeace historpeople1 jordkirb13 joojo81030099 singersue21 steeaustin187 bbail studonnblade pearceslana bluefire94 adaies244_adam bpage54321 lisajj1 fraserpaterson_ caie1407 bfs465 blondie2930 goldie131rrmorle endi2g passordloop intrepid_man tessaarlen jasonbus5 ___eerbod__ summerharlequi3 bignaughtdag grahamk5 emmabier dljhalpin simonoodorth che6141 illiam11330604 f36_4 jakins91 justina_ricci thumperhead041 brenlane19601 allergraham rick_steens23 sundaorld eglentor catheri31202092 alejha missblueblue
bcnes
mediaite
anitfa
ukchange
kimrank95254548 mulhearnnigel anin15 billresitance daneiss katemar2012 shannbo adamdpurnell mandm1992 saif_saifridha curltopqt69 krstanlippiatt steemoss10 joecufflinks bincat joemorg05859053 askmdanial
gain_steen moses_babel
farrahalhashimi skiingtonsonn
aleberesfordt
thebear2504 pameladunge
globallgbtnes
michael_hos gmb
dailmail senategop
doorianman
it dailmailuk
dcofstaff
brian_maskell1
pinknes
susannareid100
billtu
msnbc bbcorld
lord_sugar
bbcnes
Network graph 2
3
Pierce Morgan is the dominant node as it connects to majority of the nodes in the network, followed by GMB’s node (pink) which is connected to 21 other nodes around it, indicating significant influence over the network. However, this illustration shows that the nodes with a higher follower counts that lie on the outer boundaries are insignificant in the network.
Conclusion Both network graphs illustrate key metrics to better understand Pierse Morgan's social network. While graph 1 allows us to identify the clusters formed through modularity, graph 2 demonstrates the significance each node has through Eigenvector centrality. Users with a high number of followers show a lower significance on the network. However, media outlets with a large follower base may assert a significant influence depending on the nature of their posts to gain more attention to the topic and attract more users to the network.
Word count: 396
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