#DDW19 OR #DDW2019, Twitter, 5/24/2019 5:31:40 AM, 197876


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#DDW19 OR #DDW2019 Twitter NodeXL SNA Map and Report for Thursday, 23 May 2019 at 21:11 UTC
#DDW19 OR #DDW2019 Twitter NodeXL SNA Map and Report for Thursday, 23 May 2019 at 21:11 UTC
From:
scotpublichealth
Uploaded on:
May 24, 2019
Short Description:
#DDW19 OR #DDW2019 via NodeXL http://bit.ly/2W0ZwQa
@ddwmeeting
@drmakclinic
@amergastroassn
@cleclinicmd
@juliomayol
@ssatnews
@asgeendoscopy
@brennanspiegel
@ibdmd
@kiranewmanmdphd

Top hashtags:
#ddw19
#ibd
#ddw2019
#ssat19
#some4surgery
#ibs
#worldibdday
#crohns

Description:
Description
The graph represents a network of 4,671 Twitter users whose recent tweets contained "#DDW19 OR #DDW2019", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 23 May 2019 at 21:29 UTC.

The tweets in the network were tweeted over the 9-day, 9-hour, 39-minute period from Tuesday, 14 May 2019 at 11:25 UTC to Thursday, 23 May 2019 at 21:05 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

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 : 4671
Unique Edges : 14940
Edges With Duplicates : 20048
Total Edges : 34988
Self-Loops : 3216
Reciprocated Vertex Pair Ratio : 0.0981626695667105
Reciprocated Edge Ratio : 0.178776190972584
Connected Components : 191
Single-Vertex Connected Components : 139
Maximum Vertices in a Connected Component : 4377
Maximum Edges in a Connected Component : 34556
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.479101
Graph Density : 0.000879544246998543
Modularity : 0.332448
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://spark.adobe.com/video/uA5sxNkbpyvqd
[19] https://www.pscp.tv/w/b7Q2LzF6dkVOeW55RERqZWR8MWVhS2J2ZUVSYmpLWBeZC2HG1P0UZYVqQh7nkvYZabzOWHttaHytVEAaYgBo
[10] http://www.endoscopynow.com/
[7] https://www.medscape.com/viewarticle/913226?src=soc_tw_190523_mscpedt_news_mdscp_surgery&faf=1
[7] https://www.healio.com/gastroenterology/inflammatory-bowel-disease/news/online/%7B241d4b7b-86ee-4e3b-b891-00907006745e%7D/varsity-entyvio-beats-humira-in-ulcerative-colitis?utm_medium=social&utm_source=twitter&utm_campaign=sociallinks
[7] https://twitter.com/umfoodoc/status/1129866879621746688
[7] https://www2.modmed.com/GI-9Keys-Web
[7] https://www.ncbi.nlm.nih.gov/pubmed/29359519
[7] https://twitter.com/austinchiangmd/status/1129648183414407169
[7] https://twitter.com/nyphospital/status/1130507226207182853

Top URLs in Tweet in G1:
[6] https://www.ncbi.nlm.nih.gov/pubmed/29359519
[6] https://twitter.com/umfoodoc/status/1129866879621746688
[6] https://www.healio.com/gastroenterology/inflammatory-bowel-disease/news/online/%7B241d4b7b-86ee-4e3b-b891-00907006745e%7D/varsity-entyvio-beats-humira-in-ulcerative-colitis?utm_medium=social&utm_source=twitter&utm_campaign=sociallinks
[4] https://www.healio.com/gastroenterology/infection/news/online/%7B73e04576-8111-4b8a-9162-24571c1acfa7%7D/fmt-safe-effective-in-patients-with-ibd-c-diff-infection?utm_medium=social&utm_source=twitter&utm_campaign=sociallinks
[4] https://www.healio.com/gastroenterology/malabsorption/news/online/%7B60bae8e1-eb15-440e-bc1f-aa3a8cd0080c%7D/cooking-classes-improve-diet-adherence-quality-of-life-in-celiac
[4] https://twitter.com/DrvanTilburg/status/1130133289283477504
[4] https://twitter.com/pllu/status/1129874360171286528
[4] https://twitter.com/romefoundation/status/1130581984453877760
[4] https://twitter.com/ibdtweets/status/1130628509355798528
[4] https://facebook.com/IBDMoms

Top URLs in Tweet in G2:
[7] https://twitter.com/AustinChiangMD/status/1129506612396167168
[7] https://twitter.com/nyphospital/status/1130507226207182853
[7] https://www2.modmed.com/GI-9Keys-Web
[6] https://www.modmed.com/press-release/ddw-2019/?utm_source=twitter&utm_medium=social&utm_campaign=ddw_2019&utm_content=text-link
[5] https://www.medpagetoday.com/meetingcoverage/ddw/79881
[5] https://twitter.com/austinchiangmd/status/1129648183414407169
[5] https://twitter.com/Duke_GI_/status/1130135726362726400
[4] https://www.ddwnews.org/news/aga-session-offers-ergonomics-tips-for-endoscopy/
[4] https://www.ddwnews.org/news/introducing-ddws-incoming-leader-dr-loren-laine/
[4] https://www.ddwnews.org/news/experts-to-debate-treatment-of-hbv-hcv-during-pregnancy/

Top URLs in Tweet in G3:
[9] https://www.pscp.tv/w/b7Q2LzF6dkVOeW55RERqZWR8MWVhS2J2ZUVSYmpLWBeZC2HG1P0UZYVqQh7nkvYZabzOWHttaHytVEAaYgBo
[7] https://www.medscape.com/viewarticle/913226?src=soc_tw_190523_mscpedt_news_mdscp_surgery&faf=1
[6] http://agalive.geteccu.org/
[5] http://juliomayol.com/what-ive-learnt-on-my-second-day-at-ssat19/
[4] https://twitter.com/juliomayol/status/1130646894114463745
[4] https://twitter.com/jbmatthews/status/1128655613880406016
[4] https://twitter.com/irenarupp/status/1130219639873556480
[4] https://twitter.com/fbellolio/status/1129805280009629697
[3] http://juliomayol.com/what-i-learnt-today-at-ssat19/
[3] https://twitter.com/juliomayol/status/1130567191273672704

Top URLs in Tweet in G4:
[3] https://consultqd.clevelandclinic.org/research-validates-tissue-pathology-test-predicting-progression-in-barretts-esophagus/?utm_campaign=qd%20tweets&utm_medium=social&utm_source=twitter&utm_content=052119%20DDW&cvosrc=social%20network.twitter.qd%20tweets&cvo_creative=052119%20DDW
[3] https://www.interpacediagnostics.com/news-media/press-releases/detail/142/interpace-diagnostics-barregen-data-to-be-presented-at
[2] https://consultqd.clevelandclinic.org/eus-guided-gall-bladder-drainage-in-surgically-unfit-patients-presenting-with-acute-cholecystitis/?utm_campaign=qd%20tweets&utm_medium=social&utm_source=twitter&utm_content=190122%20bladder%20drainage&cvosrc=social%20network.twitter.qd%20tweets&cvo_creative=190122%20bladder%20drainage
[2] https://consultqd.clevelandclinic.org/studies-reveal-heightened-liver-disease-rates-in-ibd-patients/?utm_campaign=qd%20tweets&utm_medium=social&utm_source=twitter&utm_content=051819%20DDW&cvosrc=social%20network.twitter.qd%20tweets&cvo_creative=051819%20DDW
[2] https://consultqd.clevelandclinic.org/anti-tnf-therapy-increases-infection-risk-in-patients-with-comorbid-inflammatory-conditions-and-cirrhosis/?utm_campaign=qd%20tweets&utm_medium=social&utm_source=twitter&utm_content=052019%20DDW&cvosrc=social%20network.twitter.qd%20tweets&cvo_creative=052019%20DDW
[2] https://consultqd.clevelandclinic.org/endoscopic-submucosal-dissection-for-early-esophageal-and-gastric-cancers-an-update-with-amit-bhatt-md/?utm_campaign=qd%20tweets&utm_medium=social&utm_source=twitter&utm_content=052019%20DDW&cvosrc=social%20network.twitter.qd%20tweets&cvo_creative=052019%20DDW
[2] http://www.immusant.com/news-events/press-releases.php
[1] https://consultqd.clevelandclinic.org/innovative-endoscopic-treatment-for-gerd-now-available/?utm_campaign=qd%20tweets&utm_medium=social&utm_source=twitter&utm_content=180409%20endoscopic%20treatment&cvosrc=social%20network.twitter.qd%20tweets&cvo_creative=180409%20endoscopic%20treatment
[1] https://consultqd.clevelandclinic.org/long-term-use-of-ppis-has-consequences-for-gut-microbiome/?utm_campaign=qd%20tweets&utm_medium=social&utm_source=twitter&utm_content=180918%20gut%20microbiome&cvosrc=social%20network.twitter.qd%20tweets&cvo_creative=180918%20gut%20microbiome
[1] https://consultqd.clevelandclinic.org/volumes-up-mortality-down-in-new-co-managed-liver-icu/?utm_campaign=qd%20tweets&utm_medium=social&utm_source=twitter&utm_content=181210%20volumes%20mortality&cvosrc=social%20network.twitter.qd%20tweets&cvo_creative=181210%20volumes%20mortality

Top URLs in Tweet in G5:
[5] https://sage.org.ar/wp-content/uploads/2019/04/Abstracts-Pre-DDW-2019.pdf
[2] https://twitter.com/drdanpatel/status/1130912808680353792
[2] https://twitter.com/kenlaulab/status/1130506984002736128
[1] https://ativsoftware.com/appinfo.php?page=Session&project=DDW19&server=eventpilotadmin.com&id=322049
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.gastrojournal.org%2Farticle%2FS0016-5085%2810%2901513-1%2Ffulltext%3Freferrer%3Dhttps%253A%252F%252Fwww.ncbi.nlm.nih.gov%252F&rc=0
[1] https://www.cambridge.org/core/journals/infection-control-and-hospital-epidemiology/article/generalizable-datadriven-approach-to-predict-daily-risk-of-clostridium-difficile-infection-at-two-large-academic-health-centers/0C15787AAD711ACA03F692F0F45BCBCB
[1] https://gastro.wustl.edu/faculty/matthew-ciorba-md/
[1] https://twitter.com/ibdgijami/status/1129927133923426304
[1] https://twitter.com/bkocharmd/status/1130617665427451904
[1] https://twitter.com/drkylestaller/status/1130164218345340930

Top URLs in Tweet in G6:
[2] https://ddw.org/home
[2] https://cards.twitter.com/cards/18ce54spnb6/6jwx2
[2] https://snp.io/
[2] https://chronicliverdisease.org/disease_focus/live_cme/symposia/HotTopics_DDW2019/
[1] https://twitter.com/GetEpicured/status/1128336869933178881
[1] http://r.socialstudio.radian6.com/91c62305-29c1-4fa8-8ea8-b5869cdc2ff6
[1] https://www.sciencedaily.com/releases/2019/05/190509101944.htm
[1] https://twitter.com/tumbledgray/status/1129426418084057088
[1] https://www.fiverr.com/users/adams9840/manage_gigs/design-responsive-mailchimp-email-template-e119ca55-237a-463d-bb74-9063336d319b/edit
[1] https://www.fiverr.com/adams9840/design-mailchimp-editable-html-template

Top URLs in Tweet in G7:
[24] https://spark.adobe.com/video/uA5sxNkbpyvqd
[2] https://twitter.com/pancpathologist/status/1130460571071942658
[1] https://www.globenewswire.com/news-release/2019/05/21/1840456/0/en/Blinded-Independent-Validation-Study-Highlights-Effectiveness-of-Tissue-Systems-Pathology-Test-in-Predicting-Risk-of-Progression-to-Esophageal-Cancer-in-Patients-with-Barrett-s-Eso.html
[1] https://www.foundationmedicine.com/blog/uncovering-insights-in-pancreatic-and-prostate-cancers
[1] https://twitter.com/marnold_pedpath/status/1130248795499819008
[1] https://twitter.com/marnold_pedpath/status/1130269328249483265
[1] https://twitter.com/MArnold_PedPath/status/1130261057405014016
[1] https://twitter.com/doktoramalvar/status/1130270594555994112
[1] https://www.upmcphysicianresources.com/news/05162019-ddw-2019?sf102821844=1
[1] https://www.upmcphysicianresources.com/news/05162019-ddw-2019?sf102146674=1

Top URLs in Tweet in G8:
[2] https://twitter.com/GlobalCRC/status/1130201039473451013
[2] https://twitter.com/CGSavesLives/status/1130544786027401216
[2] https://news.mayocliniclabs.com/2018/04/30/digestive-diseases-week-2018/#early-onset-ibd
[2] https://twitter.com/FightCRC/status/1130582441297633280
[1] https://twitter.com/DDWMeeting/status/1125415799815135232
[1] https://twitter.com/coloncancermike/status/1130186673277399040
[1] https://twitter.com/DrDeborahFisher/status/1130188029606318081
[1] https://twitter.com/Duke_GI_/status/1130223500604526592
[1] https://twitter.com/DDWMeeting/status/1130126284074434562
[1] https://twitter.com/IFFGD/status/1130220743789121536

Top URLs in Tweet in G9:
[4] https://twitter.com/gut_bmj/status/1130139951025328128
[2] https://www.bmj.com/content/365/bmj.l1544
[2] https://fg.bmj.com/content/early/2019/02/01/flgastro-2018-101159
[1] https://www.ncbi.nlm.nih.gov/m/pubmed/17591620/
[1] https://gut.bmj.com/content/66/3/541.long
[1] https://www.journal-of-hepatology.eu/article/S0168-8278(18)32637-0/fulltext
[1] https://veoibd.org/
[1] https://twitter.com/AmerGastroAssn/status/1128680206737260544
[1] https://twitter.com/gut_bmj/status/1130147896723165189
[1] https://ativsoftware.com/appinfo.php?page=Inthtml&project=DDW19&server=eventpilotadmin.com&id=3156095

Top URLs in Tweet in G10:
[1] https://ddw.org/home
[1] https://twitter.com/KralJan/status/1130136841850540037
[1] https://twitter.com/lifeaftersibo/status/1131313917047857153
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3518362/
[1] https://twitter.com/Gut_BMJ/status/1129806358210068481
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6089585/#!po=1.35135
[1] https://twitter.com/DDWMeeting/status/1128782206984445953
[1] https://twitter.com/my_ueg/status/1129733693222871040
[1] https://twitter.com/BilalMohammadMD/status/1129410227546316801
[1] https://twitter.com/lindanguyenmd/status/1129753403230445570

Top Domains
Top Domains in Tweet in Entire Graph:
[877] twitter.com
[177] ddwnews.org
[69] healio.com
[58] nih.gov
[41] ativsoftware.com
[40] medpagetoday.com
[36] medscape.com
[29] instagram.com
[28] adobe.com
[27] modmed.com

Top Domains in Tweet in G1:
[350] twitter.com
[45] nih.gov
[44] healio.com
[13] everythingcdifficile.com
[11] medscape.com
[8] instagram.com
[7] elsevierhealth.com
[6] facebook.com
[6] ativsoftware.com
[6] nm.org

Top Domains in Tweet in G2:
[348] twitter.com
[168] ddwnews.org
[37] medpagetoday.com
[27] modmed.com
[19] ativsoftware.com
[15] ddw.org
[8] youtube.com
[8] gastro.org
[7] ingo.me
[6] nih.gov

Top Domains in Tweet in G3:
[44] twitter.com
[12] medscape.com
[11] ativsoftware.com
[9] geteccu.org
[9] pscp.tv
[8] juliomayol.com
[5] gastrojournal.org
[3] springer.com
[2] ddw.org
[2] nyp.org

Top Domains in Tweet in G4:
[19] clevelandclinic.org
[4] twitter.com
[3] gene.com
[3] interpacediagnostics.com
[2] immusant.com
[1] soundcloud.com
[1] ddw.org
[1] takeda.com
[1] pscp.tv
[1] 11health.com

Top Domains in Tweet in G5:
[11] twitter.com
[5] org.ar
[4] youtube.com
[1] ativsoftware.com
[1] elsevierhealth.com
[1] cambridge.org
[1] wustl.edu
[1] mailchi.mp

Top Domains in Tweet in G6:
[17] twitter.com
[11] instagram.com
[3] epgonline.org
[2] ddw.org
[2] fiverr.com
[2] buhlmannlabs.com
[2] snp.io
[2] chronicliverdisease.org
[2] healio.com
[2] medscape.com

Top Domains in Tweet in G7:
[24] adobe.com
[7] twitter.com
[4] upmcphysicianresources.com
[1] globenewswire.com
[1] foundationmedicine.com

Top Domains in Tweet in G8:
[17] twitter.com
[7] mayocliniclabs.com
[1] ddw.org

Top Domains in Tweet in G9:
[18] twitter.com
[7] bmj.com
[4] elsevierhealth.com
[3] thelancet.com
[2] mendeley.com
[1] nih.gov
[1] journal-of-hepatology.eu
[1] veoibd.org
[1] ativsoftware.com
[1] eu.com

Top Domains in Tweet in G10:
[8] twitter.com
[2] nih.gov
[2] ativsoftware.com
[1] ddw.org
[1] healio.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10931] ddw19
[1669] ibd
[1347] ddw2019
[662] ssat19
[349] some4surgery
[335] ibs
[309] worldibdday
[264] crohns
[261] microbiome
[243] mayoddw19



Top Hashtags in Tweet in G1:
[3981] ddw19
[1047] ibd
[369] ddw2019
[305] ibs
[196] celiac
[189] mayoddw19
[182] worldibdday
[126] crohns
[123] sibo
[115] microbiome

Top Hashtags in Tweet in G2:
[3824] ddw19
[314] ddw2019
[294] ibd
[105] obesity
[103] abe19
[63] gastroenterology
[61] worldibdday
[58] colorectalcancer
[47] diversityingi
[47] worldibdday2019

Top Hashtags in Tweet in G3:
[1102] ddw19
[639] ssat19
[337] some4surgery
[161] ddw2019
[101] colorectalsurgery
[52] ibd
[49] geteccuagalive
[48] uegambassador
[31] some4hpb
[30] microbiome

Top Hashtags in Tweet in G4:
[271] ddw19
[52] ibd
[22] dyk
[22] worldibdday
[17] makingtheinvisiblevisible
[11] takedagi
[8] ulcerativecolitis
[8] ddw2019
[7] gi
[7] crohns

Top Hashtags in Tweet in G5:
[262] ddw19
[50] ddw2019
[41] microbiome
[15] ibd
[11] probiotics
[10] worldibdday
[10] aga
[10] vumc_gi
[10] sage
[8] gil_trainee

Top Hashtags in Tweet in G6:
[163] ddw19
[59] ddw2019
[15] ibd
[14] gastroenterology
[13] health
[12] well
[8] worldibdday
[7] sandiego
[5] crohns
[4] ddw

Top Hashtags in Tweet in G7:
[87] ddw2019
[69] ddw19
[42] gipath
[23] movietrailer
[23] joinus
[23] sparkmade
[18] pathology
[16] pancreaticcancer
[12] genomicprofiling
[12] cytology

Top Hashtags in Tweet in G8:
[155] ddw19
[19] colorectalcancer
[9] ddw2019
[8] eaocrc
[7] tomorrowcantwait
[4] colontour
[4] getscreened
[4] bigcolontour
[4] digestivehealth
[4] checkyourcolon

Top Hashtags in Tweet in G9:
[243] ddw19
[105] ibd
[39] ddw2019
[14] free
[12] crohns
[8] ulcerativecolitis
[8] worldibdday
[7] gutambassadors
[7] bsg2019
[6] obesity

Top Hashtags in Tweet in G10:
[93] ddw19
[25] uegambassador
[14] ddw2019
[14] ibd
[6] uegweek
[6] microbiome
[5] ibdawareness
[5] worldibdday2019
[4] nafld
[4] liverdisease

Top Words
Top Words in Tweet in Entire Graph:
[17743] Words in Sentiment List#1: Positive
[8126] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[400459] Non-categorized Words
[426330] Total Words
[15800] #ddw19
[2422] dr
[2291] patients
[2110] #ibd
[1972] #ddw2019

Top Words in Tweet in G1:
[6030] #ddw19
[1271] #ibd
[1128] patients
[955] dr
[618] more
[586] s
[543] #ddw2019
[532] study
[475] #ibs
[466] ibd

Top Words in Tweet in G2:
[5343] #ddw19
[1046] ddwmeeting
[917] dr
[745] amergastroassn
[552] great
[548] patients
[516] gi
[469] s
[451] #ddw2019
[428] more

Top Words in Tweet in G3:
[1470] #ddw19
[696] #ssat19
[364] #some4surgery
[341] ssatnews
[267] #ddw2019
[196] dr
[148] ddwmeeting
[131] great
[117] s
[114] san

Top Words in Tweet in G4:
[561] #ddw19
[288] patients
[161] disease
[157] endoscopic
[138] new
[100] liver
[99] study
[80] offered
[80] alternative
[77] colitis

Top Words in Tweet in G5:
[393] #ddw19
[86] dr
[55] work
[55] #ddw2019
[54] microbiome
[53] award
[47] #microbiome
[45] amergastroassn
[45] great
[39] session

Top Words in Tweet in G6:
[163] #ddw19
[59] #ddw2019
[31] san
[30] diego
[23] booth
[20] disease
[20] more
[16] great
[15] dr
[15] s

Top Words in Tweet in G7:
[153] #ddw2019
[143] #ddw19
[108] #gipath
[103] ddwmeeting
[97] usgips
[74] carnold_gi
[67] drs
[46] pancreatic
[45] sti
[45] gi

Top Words in Tweet in G8:
[193] #ddw19
[106] cancer
[77] join
[76] new
[71] collaborators
[70] data
[69] support
[68] detect
[67] mission
[67] simple

Top Words in Tweet in G9:
[317] #ddw19
[120] #ibd
[72] patients
[61] jm
[52] #ddw2019
[47] booth
[46] ibd
[38] microbiome
[37] disease
[32] risk

Top Words in Tweet in G10:
[183] #ddw19
[76] see
[74] one
[73] #epitwitter
[69] multivariate
[69] same
[69] multivariable
[69] bothered
[69] mistake
[69] frequently

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[681] san,diego
[361] ddwmeeting,#ddw19
[333] #ssat19,#ddw19
[323] #ibd,#ddw19
[293] #ddw19,ddwmeeting
[291] #ddw19,#ddw2019
[266] don,t
[233] #ddw19,#ssat19
[222] looking,forward
[219] #ddw19,#mayoddw19

Top Word Pairs in Tweet in G1:
[198] #ibd,#ddw19
[170] #ddw19,#mayoddw19
[157] don,t
[157] #ddw19,#ibd
[157] san,diego
[104] anti,tnf
[102] patients,#ddw19
[99] #ibd,patients
[91] #ddw19,anmsociety
[88] #ddw19,#gastropsych

Top Word Pairs in Tweet in G2:
[238] san,diego
[211] ddwmeeting,#ddw19
[183] #ddw19,ddwmeeting
[135] #ddw19,amergastroassn
[134] ddwmeeting,amergastroassn
[132] #abe19,#ddw19
[97] weight,loss
[86] p,m
[86] #ddw19,#ddw2019
[76] check,out

Top Word Pairs in Tweet in G3:
[324] #ssat19,#ddw19
[225] #ddw19,#ssat19
[116] #some4surgery,#ddw19
[112] san,diego
[101] #some4surgery,#ssat19
[58] ssatnews,ddwmeeting
[56] #ddw19,san
[50] defines,academic
[50] academic,surgeon
[50] surgeon,#some4surgery

Top Word Pairs in Tweet in G4:
[89] liver,disease
[76] ulcerative,colitis
[74] colitis,#ddw19
[56] endoscopic,ultrasound
[56] ultrasound,guided
[56] guided,gall
[56] gall,bladder
[56] bladder,drainage
[56] drainage,offered
[56] offered,alternative

Top Word Pairs in Tweet in G5:
[19] award,#ddw19
[18] presenting,work
[17] mentor,award
[16] great,job
[15] #ddw19,#ddw2019
[15] research,mentor
[14] mejor,ddw
[13] dr,shanahan
[13] basic,science
[12] science,travel

Top Word Pairs in Tweet in G6:
[30] san,diego
[12] digestive,disease
[12] disease,week
[12] everydayhealth,#health
[12] #health,#well
[10] #ddw19,#ddw2019
[8] #ddw19,san
[6] diego,ca
[6] learn,more
[5] day,#ddw19

Top Word Pairs in Tweet in G7:
[35] sti,proctocolitis
[34] #ddw19,#ddw2019
[27] want,miss
[26] usgips,#gipath
[25] pancreatic,cysts
[25] ddwmeeting,#ddw19
[24] drs,kevin
[24] kevin,mcgrath
[24] mcgrath,pancpathologist
[24] drs,voltaggiol

Top Word Pairs in Tweet in G8:
[68] join,#ddw19
[68] new,data
[67] mission,simple
[67] simple,detect
[67] detect,cancer
[67] cancer,sooner
[67] sooner,join
[67] #ddw19,researchers
[67] researchers,collaborators
[67] collaborators,share

Top Word Pairs in Tweet in G9:
[57] #ddw19,jm
[34] #ibd,patients
[26] #ibd,#ddw19
[26] booth,#4906
[21] #ddw19,asgeendoscopy
[20] booth,4906
[18] exhibit,hall
[17] patients,fatigue
[17] fatigue,significantly
[17] significantly,decreased

Top Word Pairs in Tweet in G10:
[69] multivariate,same
[69] same,multivariable
[69] multivariable,one
[69] one,bothered
[69] bothered,see
[69] see,mistake
[69] mistake,frequently
[69] frequently,conferences
[69] conferences,everywhere
[69] everywhere,#epitwitter

Top Replied-To
Top Replied-To in Entire Graph:
@ibddoctor
@amergastroassn
@ibdmd
@dcharabaty
@fgomollon
@ibdtweets
@drdeborahfisher
@ddwmeeting
@edwardloftus2
@j_yoonyoon

Top Replied-To in G1:
@ibddoctor
@ibdtweets
@fgomollon
@dcharabaty
@ibdmd
@edwardloftus2
@drtifftaft
@amergastroassn
@umfoodoc
@mchiorean4

Top Replied-To in G2:
@j_yoonyoon
@amergastroassn
@drdeborahfisher
@fightcrc
@ayoungen13
@shirleycomekmd
@asgeendoscopy
@austinchiangmd
@ibddoctor
@ibdmd

Top Replied-To in G3:
@mfgleason
@drrmthomas
@lindseygademd
@juliomayol
@henrypittmd
@edlinemory
@drgarciaaguilar
@lindsaysceats
@uabsurgery
@krezalekmd

Top Replied-To in G4:
@columbiacrs
@clevelandclinic
@immusant
@ibd_kliniek
@reif_thais

Top Replied-To in G5:
@aban_91
@dmwadams
@a2binny
@celiacdoc
@albertocaminer7
@follo_india
@bykriscampbell
@drrosenibd
@gi_distress
@amyengevik

Top Replied-To in G7:
@austinchiangmd
@wtfmagritte
@carnold_gi
@marnold_pedpath

Top Replied-To in G8:
@drdeborahfisher

Top Replied-To in G9:
@gut_bmj
@jameslewisgiepi
@james__ashton
@numanlaith

Top Replied-To in G10:
@stanford_gi
@stanforddeptmed
@dutchsmitty
@seraghashem
@drjessicaa
@drjordanaxelrad
@aida_habtezion
@lindanguyenmd

Top Mentioned
Top Mentioned in Entire Graph:
@ddwmeeting
@amergastroassn
@asgeendoscopy
@ssatnews
@aasldtweets
@anmsociety
@duke_gi_
@mregueiromd
@ibdmd
@abebariatric

Top Mentioned in G1:
@ddwmeeting
@anmsociety
@amergastroassn
@umfoodoc
@edwardloftus2
@ibdmd
@romegastropsych
@dcharabaty
@romefoundation
@crohnscolitisfn

Top Mentioned in G2:
@ddwmeeting
@amergastroassn
@asgeendoscopy
@aasldtweets
@duke_gi_
@abebariatric
@cleclinicmd
@drdeborahfisher
@ccf_imchiefs
@mregueiromd

Top Mentioned in G3:
@ssatnews
@ddwmeeting
@geteccu
@me4_so
@journalofgisurg
@rebgross
@aegastro
@bjsurgery
@medscape
@uabsurgery

Top Mentioned in G4:
@benclickmd
@cleclinicmd
@ddwmeeting
@columbiasurgery
@clevelandclinic
@conordelaneymd
@columbiacrs
@mregueiromd
@ssatnews
@johnvargomd

Top Mentioned in G5:
@amergastroassn
@vumc_gi
@ddwmeeting
@williams_lab
@vumcibd
@aga_gastro
@kenlaulab
@vumchealth
@drdanpatel
@gi_distress

Top Mentioned in G6:
@yamagroup

Top Mentioned in G7:
@usgips
@ddwmeeting
@carnold_gi
@voltaggiol
@pancpathologist
@pezhouh
@pancan
@skyresearch
@lizmontgomerymd
@wendyfrankelmd

Top Mentioned in G8:
@ccalliance
@mayoclinic
@coloncancermike
@americancancer
@coloncancergal
@run_itt
@radiologyacr
@gyrig
@exactsciences
@thesarahdebord

Top Mentioned in G9:
@lancetgastrohep
@asgeendoscopy
@cuhkmedicine
@elsevier_med
@neopics_kids
@amergastroassn
@britsocgastro
@siew_c_ng
@elsgastro
@rmbeattie50

Top Mentioned in G10:
@stanford_gi
@my_ueg
@stanforddeptmed
@aasldtweets
@amergastroassn
@ddwmeeting
@easlnews
@mcwsurgery
@mcwpancprogram
@akrepline

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@united
@delta
@gamergeeknews
@chidambara09
@businessinsider
@adunlea
@foxnews
@calcaware
@swensonmember

Top Tweeters in G1:
@delta
@zarifaroberson
@boozychef
@saludhealthinfo
@mecoffeebreak
@nembotavy_0101
@truthdrivenlife
@barkflight
@newsweek
@fatgirlvsworld

Top Tweeters in G2:
@nosqldigest
@gamergeeknews
@chidambara09
@adunlea
@foxnews
@reuters
@caring_mobile
@nba
@beautifulmumsie
@evidencerobot

Top Tweeters in G3:
@united
@bigdatabatman
@juliomayol
@bmolotov
@tomvarghesejr
@mr_jeffry
@onmedicglobal
@surgicalcaps
@phoenix_gf
@lyft

Top Tweeters in G4:
@swensonmember
@lalojimjuarez
@sherrilyn59
@barretttechnet
@greedalitism365
@jhcpw
@rmendez1
@no2l
@joyce317jaw
@lagrande97

Top Tweeters in G5:
@kidneystories
@rkymtnnaturals
@isabelvalin
@microbiomdigest
@dialysissaves
@chronicrights
@vumchealth
@uva
@beng_rbh
@ctseto

Top Tweeters in G6:
@allwellguide
@2healthguru
@myne_whitman
@nevitdilmen
@smanna750
@trzaska
@hangrypancreas
@tk_presse
@rachelbegunrd
@medscapeonc

Top Tweeters in G7:
@kriyer68
@drmrox151
@dnaed_tech
@pembeoltulu
@rasushrestha
@smlungpathguy
@rubendgarciaamd
@talib_e_ahmed
@conchiandujar
@1stdarwin

Top Tweeters in G8:
@translatorbali
@tabithastevens8
@therealgloria
@cancergeek
@fred_frugal
@essenberglynn
@moriantina
@jimbradyispapa
@amandahilden
@the_nabster

Top Tweeters in G9:
@mikezzz111
@drzouaghi
@mlqdinh
@drbobphillips
@wales28
@miriamgab74
@actionmedres
@thelancet
@crohnscolitisuk
@mjterborg

Top Tweeters in G10:
@thomas_195813
@pash22
@kgapo
@ccrova
@tal7291
@rfrsarmiento
@stanfordmed
@pergamic
@georgiastateu
@abraham_rmi