orthopedic, Twitter, 8/14/2023 7:41:19 PM, 292231


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orthopedic Twitter NodeXL SNA Map and Report for Monday, 14 August 2023 at 18:48 UTC
orthopedic Twitter NodeXL SNA Map and Report for Monday, 14 August 2023 at 18:48 UTC
From:
marc_smith
Uploaded on:
August 14, 2023
Short Description:
orthopedic via NodeXL https://bit.ly/3YBZjzG
@americacalifor3
@spine_surg
@muircheartaighd
@orthopedic_ham
@youtube
@levy_sir
@thebastards666
@odtmagazine
@buffyhippie
@mohfw_india

Top hashtags:
#orthopedic
#orthopedics
#orthopaedic
#Orthopedic
#surgery
#orthotwitter

Description:
Description
The graph represents a network of 3,756 Twitter users whose recent tweets contained "orthopedic", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 8/7/2023 12:00:00 AM and 8/14/2023 12:00:00 AM. The network was obtained from Twitter on Monday, 14 August 2023 at 19:33 UTC.

The tweets in the network were tweeted over the 3120-day, 18-hour, 45-minute period from Tuesday, 27 January 2015 at 17:48 UTC to Monday, 14 August 2023 at 12:33 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 3756
Unique Edges : 2154
Edges With Duplicates : 2881
Total Edges : 5035
Number of Edge Types : 7
Replies to : 1111
Tweet : 1564
MentionsInReplyTo : 1659
Mentions : 530
Quote : 133
MentionsInQuote : 33
MentionsInQuoteReply : 5
Self-Loops : 1772
Reciprocated Vertex Pair Ratio : 0.0201816347124117
Reciprocated Edge Ratio : 0.039564787339268
Connected Components : 1825
Single-Vertex Connected Components : 1059
Maximum Vertices in a Connected Component : 67
Maximum Edges in a Connected Component : 270
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.190414
Graph Density : 0.000143365821077754
Modularity : 0.506835
NodeXL Version : 1.0.1.519
Data Import : The graph represents a network of 3,756 Twitter users whose recent tweets contained "orthopedic", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 8/7/2023 12:00:00 AM and 8/14/2023 12:00:00 AM. The network was obtained from Twitter on Monday, 14 August 2023 at 19:33 UTC.

The tweets in the network were tweeted over the 3120-day, 18-hour, 45-minute period from Tuesday, 27 January 2015 at 17:48 UTC to Monday, 14 August 2023 at 12:33 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch3
Graph Term : orthopedic
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[9] https://www.ctvnews.ca/health/orthopedic-surgery-delays-lead-to-all-time-high-in-backlog-of-patients-experts-say-1.6516291
[7] https://www.orthopaedic-implants.com/distributorship-enquiry-form.php
[7] https://www.orthopaedic-implants.com/
[7] https://megadoctornews.com/dhr-health-orthopaedic-surgeon-elected-to-prestigious-sports-medicine-society/
[7] https://www.cottandco.com/en/lots/auction/3229a---large-qty-of-bott-benches-cabinets-desks-and-racking-previously-used-in-a-global-orthopaedic-manufacturer-removed-for-convenience-of-sale?utm_source=social-media&utm_medium=social-media&utm_campaign=3229A&utm_id=3229A&utm_term=engineering
[5] https://northeastorthopaedic.in
[5] https://linniumpharma.in/
[5] http://drashishsuryawanshi.com
[4] https://northeastorthopaedic.in/best-orthopaedic-doctor-in-patna
[4] https://northeastorthopaedic.in/best-neuro-hospital-in-patna

Top URLs in Tweet in G1:
[7] https://www.ctvnews.ca/health/orthopedic-surgery-delays-lead-to-all-time-high-in-backlog-of-patients-experts-say-1.6516291
[7] https://www.cottandco.com/en/lots/auction/3229a---large-qty-of-bott-benches-cabinets-desks-and-racking-previously-used-in-a-global-orthopaedic-manufacturer-removed-for-convenience-of-sale?utm_source=social-media&utm_medium=social-media&utm_campaign=3229A&utm_id=3229A&utm_term=engineering
[7] https://megadoctornews.com/dhr-health-orthopaedic-surgeon-elected-to-prestigious-sports-medicine-society/
[5] http://drashishsuryawanshi.com
[5] https://www.orthopaedic-implants.com/
[5] https://linniumpharma.in/
[5] https://northeastorthopaedic.in
[4] https://www.orthopaedic-implants.com/distributorship-enquiry-form.php
[4] https://northeastorthopaedic.in/best-neuro-hospital-in-patna
[4] https://northeastorthopaedic.in/best-orthopaedic-doctor-in-patna

Top URLs in Tweet in G3:
[1] https://youtu.be/X0V0FDGQVP0
[1] https://www.youtube.com/live/_8tB-eT_kkk?feature=share

[1] https://twitter.com/PAkistani19477/status/1690166103895322625?t=OGCXl92OeUQBdvYNy5uWvg&s=09
[1] https://youtu.be/XnVTANfj3uo
[1] https://youtu.be/f1hZVO6Dcmw?si=Tg07itmWZXJt_WC9

Top URLs in Tweet in G5:
[1] https://www.facebook.com/groups/HawkEyeAndaman/permalink/7204826049532370/?sfnsn=wiwspmo&ref=share&mibextid=KtfwRi

Top URLs in Tweet in G6:
[1] https://www.med.gifu-u.ac.jp/neurology/column/observation/20200110.html

Top URLs in Tweet in G7:
[2] https://dailycadcam.com/3d-systems-theradaptive-form-commercial-partnership-to-advance-orthopedic-soft-tissue-repair-using-regenerative-therapeutics/
[1] https://hubs.li/Q01-C5HD0
[1] https://hubs.li/Q01-ch_x0
[1] https://hubs.li/Q01-mzf90
[1] https://hubs.li/Q01-R6y10
[1] https://hubs.li/Q01-rS7N0
[1] https://hubs.li/Q01-cdbW0
[1] https://hubs.li/Q01-msDk0
[1] https://hubs.li/Q01-Jv_70
[1] https://hubs.li/Q01-c6_70

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[104] orthopedic
[40] orthopedics
[37] orthopaedic
[36] Orthopedic
[36] surgery
[31] orthotwitter
[29] orthopaedics
[28] medical
[26] orthopedicsurgery
[24] orthopedicsurgeon



Top Hashtags in Tweet in G1:
[91] orthopedic
[35] orthopedics
[32] Orthopedic
[32] surgery
[28] medical
[27] orthopaedic
[23] orthopedicsurgery
[22] orthopedicsurgeon
[18] health
[18] orthopaedics

Top Hashtags in Tweet in G5:
[1] PradhanMantriJanArogyaYojna
[1] CSANI
[1] LGANI

Top Hashtags in Tweet in G7:
[3] orthotwitter
[2] Stryker
[2] spinesurgery
[2] orthopedics
[1] rehab
[1] physicalrehab
[1] surgicalrobotics
[1] roboticsurgery
[1] jointsurgery
[1] traumasurgery

Top Words
Top Words in Tweet in Entire Graph:
[1570] orthopedic
[720] orthopaedic
[466] surgeon
[376] surgery
[322] dr
[283] more
[217] pain
[203] hospital
[182] care
[167] back

Top Words in Tweet in G1:
[822] orthopedic
[357] orthopaedic
[206] dr
[200] surgeon
[180] more
[176] surgery
[143] pain
[127] care
[124] #orthopedic
[114] hospital

Top Words in Tweet in G2:
[58] ki
[45] awam
[41] ko
[38] sy
[31] nahi
[27] ga
[26] ap
[21] ka
[20] hu
[20] case

Top Words in Tweet in G3:
[28] ہے
[25] دے
[25] نا
[21] دی
[20] شہادت
[19] اگست
[16] محمد
[15] جائے
[14] حق
[14] آزادی

Top Words in Tweet in G5:
[6] orthopaedic
[6] orthopedic
[4] mohfw_india
[4] charges
[3] reservation
[3] consultant
[3] ke
[3] govt
[3] surgery
[3] high

Top Words in Tweet in G6:
[63] orthopedic_ham
[11] sign
[9] 絵文字で伝わる整形外科の用語クイズ
[7] ikrmmrortho
[6] punktion
[6] hotdogmacky
[6] appearance
[5] 10
[5] kazuokaneo
[4] waon_lswriter

Top Words in Tweet in G7:
[17] orthopedic
[10] bed
[10] amazon
[8] theradaptive
[8] dog
[7] soft
[6] 3dsystems
[6] partnership
[5] more
[5] tissue

Top Words in Tweet in G8:
[2] wear

Top Words in Tweet in G9:
[14] orthopedic
[11] elonmusk
[11] cernovich
[9] surgery
[5] surgeon
[4] surgeons
[4] pt
[3] back
[3] need
[3] 50

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[279] orthopedic,surgeon
[121] orthopaedic,surgeon
[114] orthopedic,surgery
[79] orthopedic,surgeons
[78] learn,more
[57] sports,medicine
[52] orthopedic,shoes
[49] orthopaedic,surgery
[43] orthopedic,doctor
[40] physical,therapy

Top Word Pairs in Tweet in G1:
[113] orthopedic,surgeon
[59] orthopedic,surgery
[59] orthopaedic,surgeon
[56] learn,more
[35] sports,medicine
[33] orthopedic,surgeons
[31] physical,therapy
[24] orthopedic,shoes
[24] orthopedic,care
[23] schedule,appointment

Top Word Pairs in Tweet in G2:
[18] vaja,sy
[18] ki,vaja
[15] kha,ay
[15] mar,kha
[14] ay,awam
[14] ham,dafa
[14] dafa,mar
[14] ki,kami
[13] awam,ki
[13] kami,ki

Top Word Pairs in Tweet in G3:
[14] دی,رات
[13] کلمہ,حق
[13] شہادت,کلمہ
[13] آزادی,دا
[13] آؤ,جوانو
[13] جذبہ,شہادت
[13] حق,سنائیے
[13] دا,دن
[13] منائیے,جذبہ
[13] جوانو,آزادی

Top Word Pairs in Tweet in G5:
[2] charges,laparotomy
[2] equalise,charges
[2] comparison,branches
[2] maximum,risk
[2] needs,equalise
[2] risk,responsibility
[2] govt,needs
[2] timesofindia,govt
[2] charges,specialities
[2] branches,specially

Top Word Pairs in Tweet in G6:
[3] ikrmmrortho,orthopedic_ham
[3] neck,sign
[3] giraffe,neck
[3] kayoko_ko_ko,orthopedic_ham
[2] soap,bubble
[2] pistol,grip
[2] snake,eyes
[2] pencil,cup
[2] sunburst,appearance
[2] grip,deformity

Top Word Pairs in Tweet in G7:
[5] soft,tissue
[5] dog,bed
[4] advance,orthopedic
[4] 3dsystems,theradaptive
[4] tissue,repair
[4] partnership,advance
[4] orthopedic,soft
[3] repair,using
[3] regenerative,therapeutics
[3] sofa,removable

Top Word Pairs in Tweet in G9:
[3] cernovich,elonmusk
[3] back,surgery
[3] orthopedic,surgeon
[2] surgery,neurosurgeon
[2] 2nd,opinion
[2] orthopedic,surgeons
[2] elonmusk,tillsbury1
[2] 50,chance
[2] evasteslasplaid,elonmusk
[2] pro,tip

Top Replied-To
Top Replied-To in Entire Graph:
@orthopedic_ham
@naeempanjuthaa
@cernovich
@orthopedic_pyon
@pulte
@asamkhan851
@hjluks
@hotdogmacky
@kaliwalyam
@ikrmmrortho

Top Replied-To in G2:
@naeempanjuthaa
@kaliwalyam
@mwaqasjanjua3
@muhammaddnawaz
@mugheesali81
@babakoda18plus
@realwaqarmaliks
@khaleejmag
@haroon_natamaam
@globalmedianewc

Top Replied-To in G3:
@asamkhan851
@hoor_e_ain
@mabdullahgul
@expressnewspk
@maj_marwat
@cardiffelect
@farhankvirk
@fatima__bhutto
@wordsofkaleem
@asifalizardarif

Top Replied-To in G4:
@regvickers

Top Replied-To in G5:
@timesofindia
@drmathewjohn
@arivalikevaidya
@lap_surgeon
@ashwinivaishnaw
@aiims_patna

Top Replied-To in G6:
@orthopedic_ham
@hotdogmacky
@ikrmmrortho
@waon_lswriter
@kazuokaneo
@punktion
@40260_minegishi
@drseikei_30
@kayoko_ko_ko
@tdhrsh

Top Replied-To in G7:
@angryarthritis

Top Replied-To in G8:
@kristib43042441

Top Replied-To in G9:
@cernovich
@evasteslasplaid
@elonmusk
@dani_elle831
@alex_avoigt
@ingrahamangle

Top Replied-To in G10:
@ladiekerrie

Top Mentioned
Top Mentioned in Entire Graph:
@beckersspine
@orthopedic_ham
@amazon
@siorasurgicals
@usnews
@elonmusk
@atriummski
@3dsystems
@uamshealth
@theradaptive

Top Mentioned in G1:
@siorasurgicals
@kdahmumbai
@heraeusmedical
@musckids

Top Mentioned in G2:
@realwaqarmaliks
@shafqatmm1
@ptiofficial
@officialshehr
@_hareem_shah
@azharraja85
@sh_am_92
@soldierspeaks
@hamidmirpak
@humnewspakistan

Top Mentioned in G3:
@shalomshuli
@youtube
@dtnoorkhan
@pakvocals
@syed_bacha
@syedkamran_
@amna_aharris
@hijabrandhawa1
@hiktweets
@pakistanfauj

Top Mentioned in G4:
@mairscott3
@sierran2482332
@kristyshl
@sbootsie1
@zazzybritches
@gangstamimi
@bernadettentf
@cartistny
@62walterp
@poppij

Top Mentioned in G5:
@mohfw_india
@rajputbhagatsin
@narendramodi
@ayushmannha
@arvindersoin
@mansukhmandviya
@pmoindia
@amitshahoffice
@dev_fadnavis
@drmathewjohn

Top Mentioned in G6:
@orthopedic_ham
@punktion
@ikrmmrortho
@kazuokaneo
@orthooon

Top Mentioned in G7:
@amazon
@3dsystems
@theradaptive
@smithnephewplc
@globusmedical
@ossurcorp
@rewalk_robotics
@alter_g
@aaos1
@cline_sweden

Top Mentioned in G8:
@sue_again
@hazy_violette
@nakita1971
@thejukeboxcafe
@ihlersheri
@jamiebr42105014
@book_lady_127
@shell_loyd
@kregerpatricia
@classawitch

Top Mentioned in G9:
@elonmusk
@tillsbury1
@xdaily
@cb_doge
@foxnews

Top Mentioned in G10:
@cyndisauter
@profpatti
@richard51185877
@lunarteddy
@suegoodall8
@flaviamiatto
@amarcadia
@fibrosloth
@_m_e_l_a_n_i__e
@lindsayph

Top Tweeters
Top Tweeters in Entire Graph:
@mistersalesman
@fatkiddeals
@ashleylaw371
@allchanges
@thehill
@reuters
@jimmyroybloom
@timesofindia
@snarky_op
@newindianxpress

Top Tweeters in G1:
@mistersalesman
@fatkiddeals
@reuters
@jimmyroybloom
@newindianxpress
@litepocketdeals
@lunfer4ever
@pinotheaux
@the_newarab
@rob_kimbell

Top Tweeters in G2:
@ptiofficial
@waheed_mug
@humnewspakistan
@sialkotiview
@waqas_amjaad
@khsajidmajid
@jokkeerrr2
@sh_am_92
@sdqjaan
@pakforeveria

Top Tweeters in G3:
@farhankvirk
@expressnewspk
@dtnoorkhan
@levy_sir
@asamkhan851
@amna_aharris
@pmln_org
@maryamnsharif
@syedkamran_
@wordsofkaleem

Top Tweeters in G4:
@kerirn
@alice4u2010
@62walterp
@kittybayoutsfan
@regvickers
@beleafer1
@gangstamimi
@bernadettentf
@bettypge69
@kristyshl

Top Tweeters in G5:
@timesofindia
@askdrshashank
@mohfw_india
@dev_fadnavis
@narendramodi
@pmoindia
@mohua_india
@swachhbharat
@drsanjaydas2
@mansukhmandviya

Top Tweeters in G6:
@honoasa
@surumelock
@doctor_bru
@dxcellerspectre
@bozu_108
@haracchi105
@waon_lswriter
@hotdogmacky
@klplkipa49zdafy
@nobuchin141

Top Tweeters in G7:
@chicagobulls
@amazon
@iitolifescience
@dailycadcam
@thetctmagazine
@homeygrail
@baycare
@nittinpatil
@alter_g
@3dsystems

Top Tweeters in G8:
@snarky_op
@shell_loyd
@lisadenise54
@crazycatladyfl
@beautygirl007
@book_lady_127
@hazy_violette
@kjamake
@yourselfsnowman
@finn_mccoo

Top Tweeters in G9:
@foxnews
@cernovich
@ingrahamangle
@alex_avoigt
@elonmusk
@j_grieshaber
@woodyjjg
@evasteslasplaid
@chicagobeckyp
@sparklingruby

Top Tweeters in G10:
@lunarteddy
@sherrig108
@herecomstrouble
@lindsayph
@chronicpaindad
@desertprimrose
@parham1961
@pajamadaze
@profpatti
@flaviamiatto


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