"pulseoximetry" OR "Pulse Oximetry" OR "Oximetry", Twitter, 4/20/2023 2:16:41 PM, 291929


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"pulseoximetry" OR "Pulse Oximetry" OR "Oximetry" Twitter NodeXL SNA Map and Report for Thursday, 06
"pulseoximetry" OR "Pulse Oximetry" OR "Oximetry" Twitter NodeXL SNA Map and Report for Thursday, 06
From:
NodeXLAcademy
Uploaded on:
April 20, 2023
Short Description:
"pulseoximetry" OR "Pulse Oximetry" OR "Oximetry" via NodeXL https://bit.ly/3Le8UI8
@kit_delgadomd
@onepagericu
@iwashyna
@danielgoyal
@jamainternalmed
@erictopol
@youarelobbylud
@justactions
@pulmcrit
@mlb0t

Top hashtags:
#covid19
#pulseoximetry
#oximetry

Description:
Description
The graph represents a network of 8,276 Twitter users whose recent tweets contained ""pulseoximetry" OR "Pulse Oximetry" OR "Oximetry"", 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 01/01/2022 00:00:55 and 31/12/2022 23:55:55. The network was obtained from Twitter on Thursday, 06 April 2023 at 18:29 UTC.

The tweets in the network were tweeted over the 1913-day, 6-hour, 27-minute period from Thursday, 05 October 2017 at 13:30 UTC to Saturday, 31 December 2022 at 19:57 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 : 8276
Unique Edges : 5588
Edges With Duplicates : 17009
Total Edges : 22597
Number of Edge Types : 9
Retweet : 5840
MentionsInRetweet : 7928
Tweet : 2241
MentionsInReplyTo : 3058
Replies to : 1448
Mentions : 1531
MentionsInQuote : 283
Quote : 245
MentionsInQuoteReply : 23
Self-Loops : 3227
Reciprocated Vertex Pair Ratio : 0.0470278404815651
Reciprocated Edge Ratio : 0.0898311174991017
Connected Components : 1232
Single-Vertex Connected Components : 715
Maximum Vertices in a Connected Component : 5542
Maximum Edges in a Connected Component : 17253
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.614414
Graph Density : 0.000162549153888724
Modularity : 0.468456
NodeXL Version : 1.0.1.511
Data Import : The graph represents a network of 8,276 Twitter users whose recent tweets contained ""pulseoximetry" OR "Pulse Oximetry" OR "Oximetry"", 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 01/01/2022 00:00:55 and 31/12/2022 23:55:55. The network was obtained from Twitter on Thursday, 06 April 2023 at 18:29 UTC.

The tweets in the network were tweeted over the 1913-day, 6-hour, 27-minute period from Thursday, 05 October 2017 at 13:30 UTC to Saturday, 31 December 2022 at 19:57 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 : TwitterSearch2
Graph Term : "pulseoximetry" OR "Pulse Oximetry" OR "Oximetry"
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:
[150] https://sps.honeywell.com/jp/ja/products/advanced-sensing-technologies/healthcare-sensing/pulse-oximetry-sensors/disposable-pulse-oximetry-sensors/disposable-pulse-oximetry-sensors-for-neonates
[150] https://twitter.com/io302/status/1505385765391405059/photo/1
[99] https://www.nejm.org/doi/full/10.1056/NEJMc2201541
[77] https://bit.ly/3rWhhyr?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo&utm_content=Oximentry+%40home
[68] https://www.england.nhs.uk/nhs-at-home/covid-oximetry-at-home/
[49] https://www.bmj.com/content/378/bmj-2021-069775
[33] https://healthinnovationmanchester.com/our-work/covid-oximetry-at-home-and-virtual-wards/?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo&utm_content=Oximentry+%40home
[28] https://www.england.nhs.uk/nhs-at-home/covid-oximetry-at-home/?utm_source=paid-ad&utm_medium=cpc&utm_campaign=pulse+ox+feb+2022
[24] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2792653
[24] https://www.healthinnovationmanchester.com/our-work/covid-oximetry-at-home-and-virtual-wards?utm_source=Facebook&utm_medium=social&utm_campaign=Orlo&utm_content=Oximentry+%40home

Top URLs in Tweet in G1:
[18] https://premieredtutorials.com/why-a-patient-would-need-a-transfusion-of-prbc-packed-red-blood-cells-plasma-or-platelets-a-patient-with-anemia-has-a-pulse-oximetry-reading-in-the-high-80s-would-this-be-an-expected-fi/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[9] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2792653
[9] https://www.nejm.org/doi/full/10.1056/NEJMc2201541
[8] https://www.cidrap.umn.edu/pulse-oximetry-bias-led-less-treatment-non-white-covid-patients
[7] https://www.mobihealthnews.com/news/remote-pulse-oximetry-monitoring-could-help-spot-signs-deterioration-covid-19-patients?utm_source=dlvr.it&utm_medium=twitter
[6] https://bit.ly/3rWhhyr?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo
[6] https://www.scapahealthcare.com/resource-library/blog/blog-details/healthcare/2020/09/09/developing-skin-safe-pulse-oximetry-devices-for-neonatal-care
[5] https://www.england.nhs.uk/nhs-at-home/covid-oximetry-at-home/?utm_source=paid-ad&utm_medium=cpc&utm_campaign=pulse+ox+feb+2022
[4] https://www.digitaljournal.com/pr/handheld-pulse-oximetry-market-2022-profiles-of-international-players-product-and-application-2030
[4] https://www.fiercebiotech.com/medtech/biointellisense-launches-skin-tone-agnostic-pulse-oximetry-sensor-fda-meets-racial-bias

Top URLs in Tweet in G2:
[41] https://www.bmj.com/content/378/bmj-2021-069775
[6] https://www.statnews.com/2022/05/31/faulty-oxygen-readings-delayed-covid-treatments-darker-skin-patients/
[6] https://twitter.com/JAMAInternalMed/status/1531666816153550857
[4] https://www.nejm.org/doi/full/10.1056/NEJMc2029240
[4] https://twitter.com/AulisaGA/status/1536384163753906178/photo/1
[4] https://twitter.com/iwashyna/status/1544695293026996228
[4] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2792653
[4] https://www.anesthesiologynews.com/Clinical-Anesthesiology/Article/10-22/Pulse-Oximetry/68276?utm_source=Social&utm_medium=twitter&utm_campaign=1019puls
[4] https://www.anesthesiologynews.com/Clinical-Anesthesiology/Article/10-22/Earlobes-Better-for-Pulse-Oximetry-When-Peripheral-Perfusion-Is-Poor/68307?utm_source=Social&utm_medium=twitter&utm_campaign=1111lobe
[4] https://twitter.com/pionirs_it/status/1573317679066267648/photo/1

Top URLs in Tweet in G3:
[6] https://onepagericu.com/pulse-oximetry
[6] https://geekymedics.com/pulse-oximetry/
[4] https://twitter.com/nickmmark/status/1398994994686357507/photo/1
[4] https://twitter.com/nickmmark/status/1579939160512942080/photo/1
[3] https://onepagericu.com/nippv
[3] https://www.youtube.com/watch?v=-wsLjj78DXY&feature=youtu.be

[2] https://twitter.com/OnePagerICU/status/1524416572609024001/photo/1
[2] https://onepagericu.com/capnography
[2] https://twitter.com/OnePagerICU/status/1574108100906582016/photo/1
[2] https://twitter.com/OnePagerICU/status/1604187317228691456/photo/1

Top URLs in Tweet in G4:
[52] https://www.england.nhs.uk/nhs-at-home/covid-oximetry-at-home/
[14] https://www.bmj.com/content/372/bmj.n677.abstract
[4] https://twitter.com/RajeevJayadevan/status/1512267982105366537/photo/1
[1] https://www.bmj.com/content/372/bmj.n677
[1] https://www.bmj.com/content/372/bmj.n677.long
[1] https://www.sciencedirect.com/science/article/pii/S0277953621006584
[1] https://www.phc.ox.ac.uk/news/blog/leveraging-faith-based-organisations-in-raising-awareness-on-pulse-oximetry-an-exploratory-mini-study
[1] https://twitter.com/HZiauddeen/status/1508807185106718721
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3961885/
[1] https://acutecaretesting.org/en/articles/blood-oxygenation-and-spurious-hypoxemia

Top URLs in Tweet in G5:
[74] https://www.nejm.org/doi/full/10.1056/NEJMc2201541
[17] https://twitter.com/kit_delgadoMD/status/1511839780119658507
[4] https://twitter.com/gbiondizoccai/status/1497265731465105409/photo/1
[3] https://twitter.com/Nature/status/1582949211582394369
[3] https://twitter.com/EricTopol/status/1531654789783642112
[2] https://twitter.com/kit_delgadoMD/status/1511842256935960578/photo/1
[2] https://twitter.com/kit_delgadoMD/status/1531668057734664192/photo/1
[2] https://www.pennmedicine.org/news/news-releases/2022/april/pulse-oximeters-did-not-change-outcomes-for-patients-in-covid19-monitoring-program
[2] https://www.nejm.org/doi/full/10.1056/NEJMc2201541?query=featured_home
[2] https://twitter.com/EricTopol/status/1531654789783642112/photo/1

Top URLs in Tweet in G6:
[26] https://bit.ly/3rWhhyr?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo&utm_content=Oximentry+%40home
[22] https://www.england.nhs.uk/nhs-at-home/covid-oximetry-at-home/?utm_source=paid-ad&utm_medium=cpc&utm_campaign=pulse+ox+feb+2022
[11] https://healthinnovationmanchester.com/our-work/covid-oximetry-at-home-and-virtual-wards/?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo&utm_content=Oximentry+%40home
[8] https://www.healthinnovationmanchester.com/our-work/covid-oximetry-at-home-and-virtual-wards?utm_source=Facebook&utm_medium=social&utm_campaign=Orlo&utm_content=Oximentry+%40home
[5] https://www.healthinnovationmanchester.com/our-work/covid-oximetry-at-home-and-virtual-wards?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo&utm_content=Oximentry+%40home
[4] https://bit.ly/3rWhhyr?utm_source=Facebook&utm_medium=social&utm_campaign=Orlo&utm_content=Oximentry+%40home
[4] https://twitter.com/mattinadakim/status/1351609363291660288/photo/1
[4] https://twitter.com/WessexAHSN/status/1526212443915026435/photo/1
[4] https://www.pulsetoday.co.uk/covid-19-primary-care-resources/guides/triage-and-treatment/pulse-oximetry/?utm_source=twitter&utm_medium=social&utm_campaign=pulse%20social
[4] https://www.pulsetoday.co.uk/covid-19-primary-care-resources/guides/triage-and-treatment/pulse-oximetry?utm_source=twitter&utm_medium=social&utm_campaign=pulse%20social

Top URLs in Tweet in G7:
[17] https://us02web.zoom.us/meeting/register/tZcoduuorDsrHNBu4k--Gu7CGT9yY18nuYj2
[9] https://associationofanaesthetists-publications.onlinelibrary.wiley.com/doi/10.1111/anae.15620
[8] https://associationofanaesthetists-publications.onlinelibrary.wiley.com/doi/10.1111/anae.15699
[5] https://twitter.com/SCCMPresident/status/1516125775027572737/photo/1
[4] https://www.lifebox.org/critical-gap-pulse-oximetry-report/?utm_campaign=PO_launch&utm_source=social&utm_medium=twitter
[3] https://www.lifeboxlearningnetwork.com/
[3] https://twitter.com/SaferSurgery/status/1482412270709719041/photo/1
[3] https://twitter.com/Anaes_Journal/status/1507341528976408581/photo/1
[3] https://associationofanaesthetists-publications.onlinelibrary.wiley.com/doi/10.1111/anae.15616
[3] https://twitter.com/WarnerMatthewA/status/1584296296394866690/photo/1

Top URLs in Tweet in G8:
[6] https://unitaid.org/news-blog/next-generation-pulse-oximeters-have-great-potential-to-reduce-maternal-and-child-mortality-path-and-unitaid-report-says/
[6] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2792653?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=053122#.YpZ1OfO-73M.twitter
[5] https://www.youtube.com/watch?v=WAnkNL4g93s&feature=youtu.be

[4] https://twitter.com/JustACTIONS/status/1600844487755866114/photo/1
[3] https://twitter.com/DrRajeevWadia/status/1509904705509601302/photo/1
[3] https://twitter.com/Ritaagarwal6/status/1509900038343954434/photo/1
[3] https://twitter.com/FREO2_AU/status/1588044840818049024/photo/1
[3] https://twitter.com/Bwindihospital/status/1486298791426859008/photo/1
[2] https://twitter.com/DrRajeevWadia/status/1509895545405460487/photo/1
[2] https://twitter.com/reece_nguyen/status/1509898833781796884/photo/1

Top URLs in Tweet in G9:
[9] https://www.jwatch.org/NA55129?ijkey=yJHydDuYT
[4] https://twitter.com/PulmCrit/status/1532118531189493760/photo/1
[4] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2792653
[3] https://www.jwatch.org/na54852/2022/04/25/does-home-monitoring-with-pulse-oximetry-improve-covid-19
[2] https://emcrit.org/pulmcrit/racism-oximetry-2022/
[2] https://www.youtube.com/watch?v=WdXyfeqXEZ4

[2] https://www.tiktok.com/@srrezaie/video/7143197563984825642?is_from_webapp=1&sender_device=pc&web_id=7092849307984873006
[2] https://twitter.com/PulmCrit/status/1499106358116995077/photo/1
[2] https://twitter.com/NaliJulia/status/1532063229631152128/photo/1
[2] https://twitter.com/JWatch/status/1519663828912410625/photo/1

Top URLs in Tweet in G10:
[7] https://www.nejm.org/doi/full/10.1056/NEJMc2201541?query=featured_home
[4] https://www.covid19treatmentguidelines.nih.gov/overview/clinical-spectrum/?utm_source=Twitter
[4] https://promedmail.org/promed-post/?id=20220408.8702495
[3] https://www.nejm.org/doi/full/10.1056/NEJMc2201541
[2] https://www.youtube.com/watch?v=O25GFhQGrT8&feature=youtu.be

[2] https://twitter.com/EricTopol/status/1531654789783642112
[2] https://www.bmj.com/content/372/bmj.n677.abstract
[2] https://twitter.com/DavidGollogly/status/1560406567564222464/photo/1
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7556303/
[1] https://accounts.haymarketmedia.com/authcheck?gn=101&retUrl=https%3A%2F%2Fwww.hematologyadvisor.com%2Fhome%2Ftopics%2Fthrombotic-disorders%2Fcovid-amyloid-fibrin-micro-clots-central-treatment-risk%2F&NoCheck=true

Top Domains
Top Domains in Tweet in Entire Graph:
[2305] twitter.com
[228] dy.si
[187] nhs.uk
[171] nejm.org
[150] honeywell.com
[130] nih.gov
[120] jamanetwork.com
[103] co.uk
[98] bit.ly
[97] bmj.com

Top Domains in Tweet in G1:
[575] twitter.com
[228] dy.si
[38] nih.gov
[30] nejm.org
[26] co.uk
[19] jamanetwork.com
[18] premieredtutorials.com
[17] medscape.com
[15] nhs.uk
[14] amazon.com

Top Domains in Tweet in G2:
[170] twitter.com
[54] jamanetwork.com
[42] bmj.com
[19] medtronic.com
[17] statnews.com
[9] nejm.org
[9] anesthesiologynews.com
[8] healio.com
[8] zoom.us
[7] doi.org

Top Domains in Tweet in G3:
[29] twitter.com
[17] onepagericu.com
[6] geekymedics.com
[6] paramedicpractice.com
[6] youtube.com
[1] resuscitationjournal.com
[1] nejm.org
[1] apple.com
[1] spreaker.com
[1] springer.com

Top Domains in Tweet in G4:
[52] nhs.uk
[16] bmj.com
[10] twitter.com
[2] nih.gov
[1] sciencedirect.com
[1] ac.uk
[1] acutecaretesting.org
[1] scientificamerican.com
[1] nejm.org
[1] org.uk

Top Domains in Tweet in G5:
[83] nejm.org
[70] twitter.com
[8] nature.com
[7] medpagetoday.com
[4] jamanetwork.com
[2] pennmedicine.org
[2] brown.edu
[2] bmj.com
[1] nhs.uk
[1] rcjournal.com

Top Domains in Tweet in G6:
[164] twitter.com
[34] nhs.uk
[30] bit.ly
[24] healthinnovationmanchester.com
[16] co.uk
[6] youtube.com
[3] nejm.org
[3] jamanetwork.com
[2] bmj.com
[2] org.uk

Top Domains in Tweet in G7:
[102] twitter.com
[29] wiley.com
[17] zoom.us
[15] lifebox.org
[6] nature.com
[4] lifeboxlearningnetwork.com
[4] lww.com
[2] youtube.com
[2] co.uk
[2] asahq.org

Top Domains in Tweet in G8:
[80] twitter.com
[13] youtube.com
[8] unitaid.org
[8] jamanetwork.com
[8] plos.org
[5] rcjournal.com
[4] path.org
[4] bioworld.com
[3] ama-assn.org
[3] jogh.org

Top Domains in Tweet in G9:
[32] twitter.com
[13] jwatch.org
[9] jamanetwork.com
[4] emcrit.org
[3] nejm.org
[2] youtube.com
[2] tiktok.com
[2] nih.gov
[2] bmj.com
[2] onepagericu.com

Top Domains in Tweet in G10:
[17] twitter.com
[11] nejm.org
[8] nih.gov
[4] promedmail.org
[2] medium.com
[2] youtube.com
[2] umn.edu
[2] bmj.com
[1] haymarketmedia.com
[1] portlandpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[609] covid19
[387] pulseoximetry
[309] oximetry
[228] medtronicemployee
[172] onepagers
[121] icuonepagers
[90] oxygen
[74] anesthesia
[73] neotwitter
[63] pedsicu



Top Hashtags in Tweet in G1:
[228] medtronicemployee
[85] pulseoximetry
[31] oximetry
[24] podcast
[21] covid19
[20] pulseoximeter
[10] nirs
[10] oximeter
[9] health
[8] clinicalview

Top Hashtags in Tweet in G2:
[39] pedsicu
[35] covid19
[26] pulseoximetry
[21] vascovid
[17] oximetry
[15] icu
[14] sccm2022
[14] chest2022
[13] nicu
[12] criticalcare

Top Hashtags in Tweet in G3:
[182] oximetry
[152] onepagers
[100] icuonepagers
[40] januairway
[19] foamed
[18] medtwitter
[12] meded
[10] tipsfornewdocs
[10] medstudenttwitter
[10] medicare

Top Hashtags in Tweet in G4:
[3] covid19
[1] covidisntover
[1] oximetry
[1] covidisairborne
[1] pulseoximetry

Top Hashtags in Tweet in G5:
[212] covid19
[8] pulseoximetry
[7] idtwitter
[5] covid
[4] oximetry
[3] covidwatch
[3] onepagers
[3] spie_jbo
[2] sgim22
[2] medtwitter

Top Hashtags in Tweet in G6:
[33] covid19
[21] pulseoximetry
[14] btswinter2022
[14] resped
[11] covidoximetry
[9] pregnant
[7] oximeter
[6] respisbest
[6] thoracicthursday
[6] sce

Top Hashtags in Tweet in G7:
[63] anesthesia
[39] lifebox
[28] pulseoximetry
[19] covid19
[16] surgery
[15] safeanesthesia
[10] acccos
[9] smiletrain
[7] courses
[7] everysurgerysafer

Top Hashtags in Tweet in G8:
[67] pulseoximetry
[51] oxygen
[33] pneumonia
[26] everybreathcounts
[20] worldpneumoniaday
[15] ghf2022
[14] oxygenaccess
[14] investinoxygen
[11] digitalhealth
[10] spafl2022

Top Hashtags in Tweet in G9:
[12] covid19
[8] oximetry
[7] icuonepagers
[7] onepagers
[5] chdawarenessweek
[5] newbornphm
[5] pedscards
[4] foamed
[4] chest2022
[4] oxitometría

Top Hashtags in Tweet in G10:
[18] covid19
[8] longcovid
[3] teamclots
[2] pwme
[2] sarscov2
[1] treatlongcovid
[1] pwlc
[1] openaccess
[1] mecfs
[1] medtwitter

Top Words
Top Words in Tweet in Entire Graph:
[6543] pulse
[6313] oximetry
[1765] patients
[1648] covid
[1426] oxygen
[1370] monitoring
[1289] home
[973] use
[929] 19
[881] more

Top Words in Tweet in G1:
[912] oximetry
[797] pulse
[243] patients
[228] #medtronicemployee
[198] oxygen
[191] spo2
[187] sensor
[173] more
[173] covid
[170] monitoring

Top Words in Tweet in G2:
[840] pulse
[772] oximetry
[326] patients
[284] racial
[283] black
[211] jamainternalmed
[207] bias
[166] more
[156] study
[136] blood

Top Words in Tweet in G3:
[631] pulse
[515] onepagericu
[514] icu
[457] oximetry
[439] monitoring
[371] use
[289] invasive
[289] non
[189] day
[185] etco2

Top Words in Tweet in G4:
[304] pulse
[272] management
[258] disappear
[258] danielgoyal
[257] admissions
[256] improvements
[256] bleeding
[256] aneurysm
[256] abdominal
[256] ear

Top Words in Tweet in G5:
[687] pulse
[387] oximetry
[320] home
[276] oxygen
[256] patients
[233] covid
[212] #covid19
[187] monitoring
[184] kit_delgadomd
[173] erictopol

Top Words in Tweet in G6:
[249] oximetry
[198] covid
[129] home
[127] pulse
[120] 19
[86] gp
[78] oxygen
[72] oximeter
[65] levels
[64] virtual

Top Words in Tweet in G7:
[253] oximetry
[250] pulse
[113] safersurgery
[75] smiletrain
[61] #anesthesia
[54] monitoring
[54] safer
[51] patients
[48] gap
[48] resident

Top Words in Tweet in G8:
[252] pulse
[202] oximetry
[67] #pulseoximetry
[59] oximeters
[51] #oxygen
[48] oxygen
[44] justactions
[44] racial
[43] unitaid
[41] devices

Top Words in Tweet in G9:
[308] pulse
[278] oximetry
[149] pulmcrit
[124] impaired
[111] white
[100] men
[97] o2
[95] pts
[79] racism
[79] systemic

Top Words in Tweet in G10:
[197] oximetry
[185] pulse
[83] clear
[82] chest
[78] healthy
[68] apparently
[64] rays
[61] covid
[58] fine
[55] told

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4866] pulse,oximetry
[871] covid,19
[657] pulse,oximeters
[496] use,pulse
[460] home,pulse
[458] oxygen,saturation
[422] oxygen,levels
[373] non,invasive
[361] oximetry,home
[307] pulse,oximeter

Top Word Pairs in Tweet in G1:
[648] pulse,oximetry
[143] spo2,sensor
[140] silicone,adhesive
[127] technology,sole
[127] basis,diagnosis
[127] diagnosis,therapy
[127] adjunctive,technology
[127] sole,basis
[127] therapy,#medtronicemployee
[126] covid,19

Top Word Pairs in Tweet in G2:
[741] pulse,oximetry
[169] racial,bias
[129] bias,pulse
[110] asian,black
[88] racial,ethnic
[82] oxygen,saturation
[80] blood,gas
[80] black,hispanic
[63] arterial,oxygen
[61] black,patients

Top Word Pairs in Tweet in G3:
[436] pulse,oximetry
[289] non,invasive
[184] use,etco2
[182] use,pulse
[181] pulse,#oximetry
[181] #oximetry,patient
[181] monitoring,equipment
[181] patient,day
[181] equipment,pulse
[181] icu,monitoring

Top Word Pairs in Tweet in G4:
[256] huge,improvements
[256] admissions,bleeding
[256] aneurysm,disappear
[256] sepsis,management
[256] abdominal,aortic
[256] bleeding,abdominal
[256] disappear,huge
[256] improvements,sepsis
[256] aortic,aneurysm
[255] management,ear

Top Word Pairs in Tweet in G5:
[362] pulse,oximetry
[275] home,pulse
[163] pulse,oximeters
[152] oxygen,levels
[150] patients,home
[150] widely,used
[150] #covid19,patients
[149] levels,#covid19
[149] oximeters,widely
[149] used,monitor

Top Word Pairs in Tweet in G6:
[120] covid,19
[93] oximetry,home
[74] pulse,oximetry
[58] contact,gp
[50] oxygen,levels
[39] save,life
[37] feeling,well
[36] pulse,oximeter
[34] currently,covid
[34] 19,re

Top Word Pairs in Tweet in G7:
[184] pulse,oximetry
[38] nicole,henry
[31] resident,scholar
[31] gap,pulse
[26] pulse,oximeters
[25] safer,#anesthesia
[25] dr,nicole
[24] scholar,award
[23] smile,train
[22] cerebral,oximetry

Top Word Pairs in Tweet in G8:
[156] pulse,oximetry
[58] pulse,oximeters
[35] open,oximetry
[28] oximetry,project
[20] occult,hypoxemia
[19] project,aims
[19] oximetry,devices
[18] devices,convey
[18] generation,pulse
[18] accurate,results

Top Word Pairs in Tweet in G9:
[269] pulse,oximetry
[100] white,men
[79] systemic,racism
[79] racism,pulse
[74] pts,o2
[74] tells,pts
[62] impaired,precision
[62] studies,confirm
[62] problems,impaired
[62] accuracy,impaired

Top Word Pairs in Tweet in G10:
[162] pulse,oximetry
[79] clear,chest
[77] healthy,pulse
[67] apparently,healthy
[64] chest,rays
[58] rays,apparently
[55] fine,clear
[53] told,fine
[53] brooksfallis,told
[52] taniajspencer,brooksfallis

Top Replied-To
Top Replied-To in Entire Graph:
@danielgoyal
@fuzzymittens
@iwashyna
@uche_blackstock
@iceman_ex
@goodishintent
@jonesy_ma
@traumasoapboxes
@statnews
@alexandrosm

Top Replied-To in G1:

Top Replied-To in G2:
@iceman_ex
@goodishintent
@iwashyna
@statnews
@jhorowitzmd
@porcellisimone
@nouronal
@taisonbell
@dakaufman123
@googleplay

Top Replied-To in G3:
@jpsitesmd
@load_dependent

Top Replied-To in G4:
@danielgoyal
@lotto688lotto
@dellboy29670181
@ozbilgin
@allangpaterson
@easycouncil
@dgurdasani1
@lilsugarpill
@netsy66409757

Top Replied-To in G5:
@saikmedi
@apsmunro
@ucsfdhm
@erictopol
@leoniedelt
@danielgoyal
@rabihmgeha
@kiddingkiddoc
@davewwest
@nature

Top Replied-To in G6:
@karendownsy
@dorsman_jo
@mancunianmedic
@kingsresp
@laurarooney24
@janey513
@bushra_alam1
@not4twos
@tel_health
@ctidemmy

Top Replied-To in G7:
@bruceppdl
@shivroyal
@the_gilded_lily
@fuzzymittens
@gonggasgirl
@doctimcook
@bobfunn
@gicsurgery
@teshometihut
@kristorgeson

Top Replied-To in G8:
@us_fda
@pedianesthesia
@grahamhamish
@mphuramatlapeng

Top Replied-To in G9:
@emily_fri
@nalijulia
@pulmcrit
@robertdocking
@davidshoremd
@jkaffash
@pulmtoilet
@phlegmfighter

Top Replied-To in G10:
@fohmaster
@drbeen_medical
@fearnley_k
@llmn80
@farid__jalali
@calirunnerdoc
@doctorasadkhan
@clarejdaly
@dbkell
@andrewewing11

Top Mentioned
Top Mentioned in Entire Graph:
@onepagericu
@youarelobbylud
@danielgoyal
@kit_delgadomd
@jamainternalmed
@erictopol
@pulmcrit
@io302
@nejm
@iwashyna

Top Mentioned in G1:
@kembaraco
@biophotonicat
@sixandlaura
@saxehealthcare
@fatigo_mecfs
@theladyarcher77
@haru_ktym
@story_lupus
@radovanstojano3
@venecomgroup

Top Mentioned in G2:
@jamainternalmed
@iwashyna
@uressien
@ushamcfarling
@statnews
@v_valbuen
@goodishintent
@jamanetwork
@msjoding
@ashfawzymd

Top Mentioned in G3:
@onepagericu
@nickmmark
@openpediatrics
@thecurbsiders
@andremansoor
@askins_razor
@doctorwatto
@paulnwilliamz
@jpsitesmd
@imedverse

Top Mentioned in G4:
@youarelobbylud
@danielgoyal
@trishgreenhalgh
@dgurdasani1
@thealiceroberts
@adsmac
@erictopol
@goodishintent
@heather63262308
@lcwf_tbk

Top Mentioned in G5:
@kit_delgadomd
@erictopol
@nejm
@nature
@annauma
@katleemd
@pcori
@pm_innovation
@onepagericu
@pennmedicine

Top Mentioned in G6:
@mattinadakim
@bushra_alam1
@salplumb23
@carolineokeeffe
@get_checked_out
@gtdhealthcare
@jaymangan4
@woximetry
@kingsresp

Top Mentioned in G7:
@safersurgery
@smiletrain
@anaes_journal
@mayoanesthesia
@warnermatthewa
@mayoanesres
@kristorgeson
@nabukenya8
@sschaeferst
@faeranesthesia

Top Mentioned in G8:
@justactions
@pathtweets
@stop_pneumonia
@mlipnick
@unitaid
@respcare
@amermedicalassn
@grahamhamish
@us_fda
@ucsf_chesa

Top Mentioned in G9:
@pulmcrit
@srrezaie
@onepagericu
@jwatch
@iwashyna
@aap_peds
@kit_delgadomd
@newborn_phm
@pgeorgemd
@emily_fri

Top Mentioned in G10:
@taniajspencer
@brooksfallis
@dbkell
@snouzin
@doctorasadkhan
@drclairetaylor
@globalbiosec
@calirunnerdoc
@cidrap
@angelareiersen

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@andyvermaut
@newsoneplace
@crweworld
@independent
@britpoptarts
@inabster
@flashalert_me
@lizditz
@newsfilterio

Top Tweeters in G1:
@andyvermaut
@newsoneplace
@crweworld
@flashalert_me
@newsfilterio
@stckpro
@strawberryng
@seasonsgala
@quantisnow
@huffpost

Top Tweeters in G2:
@socolimeshot
@reuters
@nerdy_ian
@mijomojo1
@notacquiescing
@demfromct
@pkanagaratnam
@craigmatsuda
@torontostar
@wsj

Top Tweeters in G3:
@wordfinga
@anaisabelstark
@hragy
@nadahassib1
@slbaldry
@seetrips
@drmarthagulati
@ambuhari
@ynwa_nole
@bonjour07

Top Tweeters in G4:
@britpoptarts
@inabster
@monty_chadha
@katcapps
@akuma_river
@sar_oso
@wildwalkerwoman
@curiocat13
@jhamby
@dingabelle

Top Tweeters in G5:
@ansisegle
@njdoc
@baronianconsult
@bprophetable
@marymary0414
@justeves
@eu504
@mumbly_joe
@m7m5ea
@ppiixx

Top Tweeters in G6:
@carbonisedpleb
@00amethyst00
@trisha_the_doc
@tslyrical
@felly500
@nhs_robw
@mmamas1973
@amirhannan
@emmavardy2
@voicesbolton

Top Tweeters in G7:
@telegraph
@monasmitte
@lugwaja
@guardiannews
@bwasexo
@dahri85waqar
@drsatyasaraswat
@rpcounat
@drjjza
@iamgabbarson

Top Tweeters in G8:
@trigorosa
@manchuriandevil
@tarundsnaol
@monitor_ph
@drferdowsi
@tomvarghesejr
@marianatrobosky
@pierre018
@comments_007
@ugaman01

Top Tweeters in G9:
@arctichamster
@tinu
@pash22
@grimalkinrn
@dorothyk98
@thesandlings
@jafgaqt
@ateendriyo
@reneearnett
@clifford0584

Top Tweeters in G10:
@chuddles11
@frankentan
@colleenmmck618
@blueravefinn
@msep0003
@mymindgetslost
@sharon_lynch
@chaucersbud
@dbkell
@ethicaldavid