#GetMePPE, Twitter, 3/27/2020 1:42:47 AM, 223803


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#GetMePPE_2020-03-26_10-16-43.xlsx
#GetMePPE_2020-03-26_10-16-43.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 27, 2020
Short Description:
#GetMePPE via NodeXL https://bit.ly/3aq6p0C
@chelseaclinton
@realdonaldtrump
@aslavitt
@meganranney
@patriceharrismd
@openletterbot
@nahaltoosi
@choo_ek
@senatorbaldwin
@levatorannie

Top hashtags:
#getmeppe
#covid19
#ppe
#medtwitter
#healthcareworkers
#covid_19

Description:
Description
The graph represents a network of 15,180 Twitter users whose recent tweets contained "#GetMePPE", 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, 26 March 2020 at 18:15 UTC.

The tweets in the network were tweeted over the 2-day, 19-hour, 59-minute period from Monday, 23 March 2020 at 21:17 UTC to Thursday, 26 March 2020 at 17:16 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 : 15180
Unique Edges : 24499
Edges With Duplicates : 6661
Total Edges : 31160
Number of Edge Types : 5
Replies to : 2230
Mentions : 6784
MentionsInRetweet : 12343
Retweet : 8261
Tweet : 1542
Self-Loops : 1580
Reciprocated Vertex Pair Ratio : 0.00551174766655938
Reciprocated Edge Ratio : 0.0109630696595047
Connected Components : 706
Single-Vertex Connected Components : 416
Maximum Vertices in a Connected Component : 13711
Maximum Edges in a Connected Component : 29473
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.433972
Graph Density : 0.000108468455612823
Modularity : 0.668967
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 15,180 Twitter users whose recent tweets contained "#GetMePPE", 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, 26 March 2020 at 18:15 UTC.

The tweets in the network were tweeted over the 2-day, 19-hour, 59-minute period from Monday, 23 March 2020 at 21:17 UTC to Thursday, 26 March 2020 at 17:16 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #GetMePPE
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:
[1047] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D835740314006511618%26text%3DPPE
[228] https://projectn95.com/
[115] https://www.forbes.com/sites/tjmccue/2020/03/22/project-n95-launches-to-battle-2020-shortage-of-n95-masks-during-coronavirus-outbreak/#4b163fa5445e
[71] https://designtocombatcovid19.typeform.com/to/FZkS4e
[71] https://designtocombatcovid19.typeform.com/to/XcwHkr
[49] https://www.cbsnews.com/news/coronavirus-protective-equipment-shortage-what-doctors-nurses-are-wearing/
[48] https://trib.al/5eP648b
[40] https://getusppe.org/
[27] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D835740314006511618%26text%3Dresist
[20] https://www.politico.com/news/magazine/2020/03/23/covid-doctor-ppe-143943

Top URLs in Tweet in G1:
[42] https://trib.al/5eP648b
[4] https://twitter.com/kevinjohnson/status/1240379706928660480
[3] https://nypost.com/2020/03/25/worker-at-nyc-hospital-where-nurses-wear-trash-bags-as-protection-dies-from-coronavirus/
[3] https://www.cnn.com/2020/03/23/us/coronavirus-healthcare-supply-shortage-workers-at-risk-invs/index.html?utm_term=link&utm_medium=social&utm_source=fbCNN&utm_content=2020-03-24T02%3A30%3A15&fbclid=IwAR2xQXPIaSErTjdZJeacxQmMTMR0tnaHTmlXdriJaCM5w1vpIgj4Jx7PHM0&fbclid=IwAR1KOdEB4l8aRQo_51malYIHLjJWO-91E1F4MCiAicrccEbS9ihokDpVbcQ
[3] https://projectn95.com/
[2] https://www.buzzfeednews.com/article/zahrahirji/nurses-doctors-hospitals-low-masks-coronavirus
[2] https://twitter.com/ChrisMurphyCT/status/1242868233306345474?s=20
[2] https://twitter.com/EM_RESUS/status/1240738618739744769
[2] https://www.theatlantic.com/ideas/archive/2020/03/were-failing-doctors/608662/
[2] https://twitter.com/lailamkin/status/1243009150738554881?s=21

Top URLs in Tweet in G2:
[65] https://designtocombatcovid19.typeform.com/to/FZkS4e
[65] https://designtocombatcovid19.typeform.com/to/XcwHkr
[35] https://www.cbsnews.com/news/coronavirus-protective-equipment-shortage-what-doctors-nurses-are-wearing/
[17] https://getusppe.org/
[7] https://getusppe.org/getmeppe/
[7] https://www.medicalsupplydrive.com/
[7] https://docs.google.com/forms/d/e/1FAIpQLScjFPk0gaauYehexFzDDj-hdyXLEw6NlwPwEvf2SCQ__yElJQ/viewform
[6] https://www.pressdemocrat.com/news/10849407-181/sonoma-county-doctors-detail-life
[5] https://www.today.com/video/ama-president-on-lack-of-protective-gear-we-need-action-81093701995
[4] https://twitter.com/meganranney/status/1242265697255927808

Top URLs in Tweet in G3:
[1047] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D835740314006511618%26text%3DPPE
[27] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D835740314006511618%26text%3Dresist
[17] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D835740314006511618%26text%3Dsign%2520UKEKNI
[10] https://feedbox.com/innovative-disposable-covid-19-face-shields-for-the-frontlines/
[4] https://getusppe.org/
[4] https://www.nytimes.com/2020/03/19/opinion/coronavirus-doctor-new-york.html
[4] https://maydaymasks.com/donate
[3] https://secure.actblue.com/donate/mad-dog-pac-1
[3] https://twitter.com/truefactsstated/status/1243199788352507906
[3] https://www.politico.com/news/magazine/2020/03/23/covid-doctor-ppe-143943

Top URLs in Tweet in G4:
[5] https://www.gofundme.com/f/3dprinted-n95-shields/thankyou/share?d=3icteKoggLSF8Ka4W1h81%2F461sah2nkit6B%2BqxFrTto%3D
[2] https://twitter.com/ChelseaClinton/status/1242565591392833536
[1] https://getusppe.org/
[1] https://weneedmasks.org/
[1] https://twitter.com/Peter_Grinspoon/status/1243183173204410369
[1] https://twitter.com/jeffrubinshow/status/1241760540759920645
[1] https://twitter.com/cbpolis/status/1242418840929275904
[1] https://twitter.com/meganranney/status/1242623133489795073
[1] https://twitter.com/meganranney/status/1242957176404148229
[1] https://twitter.com/mikercarpenter/status/1243195559197933570

Top URLs in Tweet in G5:
[106] https://www.forbes.com/sites/tjmccue/2020/03/22/project-n95-launches-to-battle-2020-shortage-of-n95-masks-during-coronavirus-outbreak/#4b163fa5445e
[4] https://www.getmeppe-sfbay.org/
[2] https://projectn95.com/
[2] https://twitter.com/ptrucheMD/status/1242222803698561024
[1] https://twitter.com/kylegriffin1/status/1242984675531878400
[1] https://twitter.com/kaitlancollins/status/1242484023433334785
[1] https://twitter.com/washingtonpost/status/1242832624432951298
[1] https://twitter.com/lydiadepillis/status/1242839673401159680
[1] https://www.projectn95.org/
[1] https://twitter.com/kenklippenstein/status/1241445480271413251

Top URLs in Tweet in G6:
[11] https://www.mask-match.com/
[5] https://video.foxnews.com/v/6143863657001/
[3] https://twitter.com/icnurses/status/1242506593452908544
[3] https://p2a.co/d1C6x5y
[2] https://twitter.com/annettemkennedy/status/1242350087080161280
[2] https://www.gofundme.com/f/ppe-for-nyu-bellevue-emergency-room-providers
[2] https://twitter.com/owillis/status/1242894044184883201
[2] https://twitter.com/adaline777/status/1242977009329942529?s=21
[1] https://www.nursingworld.org/practice-policy/work-environment/health-safety/disaster-preparedness/coronavirus/corona-virus-letter-ahaamaana-dpa/
[1] https://www.nursingworld.org/coronavirus

Top URLs in Tweet in G7:
[5] https://www.theguardian.com/world/2020/mar/24/coronavrirus-medical-staff-beg-for-masks-social-media?CMP=share_btn_tw
[2] https://www.theguardian.com/world/2020/mar/24/doctors-threaten-to-quit-over-protective-equipment-shortage?CMP=share_btn_tw
[2] https://edition.cnn.com/videos/tv/2020/03/23/amanpour-coronavirus-cornelia-griggs-ppe.cnn
[2] https://www.nytimes.com/2020/03/19/opinion/coronavirus-doctor-new-york.html
[1] https://www.abc.net.au/news/2020-03-26/doctors-fighting-coronavirus-want-government-to-reveal-ppe-level/12092784
[1] https://www.abc.net.au/news/2020-03-24/coronavirus-life-in-italys-lockdown/12079226
[1] https://www.youtube.com/watch?v=Faro2mDRklg&feature=youtu.be

[1] https://twitter.com/LaurenDake/status/1242513399386214400

Top URLs in Tweet in G8:
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4734356/
[2] https://twitter.com/storonimithu/status/1243022817261568000
[2] https://twitter.com/lailamkin/status/1243009150738554881
[1] https://twitter.com/senpizzo/status/1242578606116810762
[1] https://twitter.com/chadhayesmd/status/1242581446490980352
[1] https://twitter.com/mixich/status/1242408099757133824
[1] https://www.forbes.com/sites/tjmccue/2020/03/22/project-n95-launches-to-battle-2020-shortage-of-n95-masks-during-coronavirus-outbreak/#4b163fa5445e
[1] https://www.covid19ether.com/blog/i/43928911/n95-mask-can-be-decontaminated-without-decreasing-filtration-efficiency
[1] https://twitter.com/JStein_WaPo/status/1242154844057714688
[1] https://twitter.com/yourheartdoc1/status/1242257020780195842

Top URLs in Tweet in G9:
[6] https://forms.gle/pwZTinbhbbCep5Hz8
[4] https://www.theguardian.com/world/2020/mar/24/coronavrirus-medical-staff-beg-for-masks-social-media
[3] https://www.nbcnews.com/think/opinion/getmeppe-why-fully-equipping-health-care-workers-against-coronavirus-keeps-ncna1167146
[3] https://getusppe.org/
[3] https://www.washingtonpost.com/opinions/2020/03/23/health-care-workers-issue-desperate-challenge-getmeppe/
[3] https://www.theguardian.com/world/2020/mar/24/coronavrirus-medical-staff-beg-for-masks-social-media?CMP=share_btn_tw
[3] https://www.theatlantic.com/ideas/archive/2020/03/were-failing-doctors/608662/
[3] https://www.nytimes.com/2020/03/25/nyregion/nyc-coronavirus-hospitals.html
[2] https://twitter.com/gabmayer/status/1241876669260054530
[2] https://twitter.com/ajplus/status/1242244739019112448

Top URLs in Tweet in G10:
[207] https://projectn95.com/
[4] https://www.forbes.com/sites/tjmccue/2020/03/22/project-n95-launches-to-battle-2020-shortage-of-n95-masks-during-coronavirus-outbreak/#4b163fa5445e
[3] https://www.paypal.com/donate/?token=UAMjU3XGljW2fMUn_wYfNQnmcwNl5DSBIfTDIMfaX_LnMFVmOttsOxqiodwEPSD4pFXMPm&fromUL=true&country.x=US&locale.x=en_US
[2] https://trib.al/5eP648b
[1] https://twitter.com/aslavitt/status/1242252819433951236
[1] https://www.gofundme.com/f/help-us-purchase-needed-ppe-gear-for-hospitals
[1] https://twitter.com/janefonda/status/1242239565215260680
[1] https://twitter.com/vday/status/1241864807273263106
[1] https://nypost.com/2020/03/25/worker-at-nyc-hospital-where-nurses-wear-trash-bags-as-protection-dies-from-coronavirus/
[1] https://twitter.com/MountSinaiNYC/status/1243021138613145600

Top Domains
Top Domains in Tweet in Entire Graph:
[2038] twitter.com
[229] projectn95.com
[142] typeform.com
[119] forbes.com
[62] cbsnews.com
[54] trib.al
[52] getusppe.org
[40] google.com
[39] nytimes.com
[39] p2a.co

Top Domains in Tweet in G1:
[58] twitter.com
[43] trib.al
[4] washingtonpost.com
[4] cnn.com
[4] typeform.com
[4] nytimes.com
[3] theatlantic.com
[3] nypost.com
[3] projectn95.com
[3] theguardian.com

Top Domains in Tweet in G2:
[144] twitter.com
[130] typeform.com
[35] cbsnews.com
[26] getusppe.org
[20] google.com
[8] nytimes.com
[8] medicalsupplydrive.com
[6] pressdemocrat.com
[5] cnn.com
[5] today.com

Top Domains in Tweet in G3:
[1260] twitter.com
[10] feedbox.com
[8] maydaymasks.com
[7] nytimes.com
[5] getusppe.org
[4] washingtonpost.com
[4] politico.com
[3] actblue.com
[3] cnn.com
[3] quorum.us

Top Domains in Tweet in G4:
[16] twitter.com
[5] gofundme.com
[2] trib.al
[1] getusppe.org
[1] weneedmasks.org
[1] sutterhealth.org

Top Domains in Tweet in G5:
[107] forbes.com
[10] twitter.com
[5] getmeppe-sfbay.org
[2] youtube.com
[2] projectn95.com
[1] projectn95.org
[1] apnews.com
[1] trib.al

Top Domains in Tweet in G6:
[50] twitter.com
[11] mask-match.com
[6] p2a.co
[6] foxnews.com
[3] gofundme.com
[2] nursingworld.org
[1] businessinsider.com
[1] c-span.org
[1] yahoo.com
[1] scribd.com

Top Domains in Tweet in G7:
[7] theguardian.com
[2] cnn.com
[2] nytimes.com
[2] net.au
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G8:
[15] twitter.com
[2] nih.gov
[1] forbes.com
[1] covid19ether.com

Top Domains in Tweet in G9:
[149] twitter.com
[27] p2a.co
[8] nytimes.com
[7] theguardian.com
[6] forms.gle
[6] gofundme.com
[5] nbcnews.com
[5] google.com
[4] washingtonpost.com
[4] instagram.com

Top Domains in Tweet in G10:
[207] projectn95.com
[5] twitter.com
[4] forbes.com
[3] paypal.com
[2] trib.al
[1] gofundme.com
[1] nypost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6590] getmeppe
[4336] covid19
[1033] ppe
[517] medtwitter
[507] healthcareworkers
[457] covid_19
[388] doctor
[373] getusppe
[303] coronavirus
[176] ppeshortage



Top Hashtags in Tweet in G1:
[448] getmeppe
[274] covid19
[67] ppe
[61] realstoriesofphysicians
[41] venturacounty
[30] getusppe
[19] physicians
[18] wherearethemasks
[18] weneedppe
[17] wherearethetests

Top Hashtags in Tweet in G2:
[842] getmeppe
[370] covid19
[155] ppe
[99] amachat
[83] getusppe
[41] chicago
[38] medtwitter
[29] coronavirus
[28] masks
[28] ppeshortage

Top Hashtags in Tweet in G3:
[2115] getmeppe
[621] covid19
[157] capolitics
[157] capol
[137] ppe
[90] sayfie
[90] flapol
[84] txpolitics
[67] papol
[60] ppeshortage

Top Hashtags in Tweet in G4:
[1623] covid19
[34] getmeppe
[4] meded
[4] venturacounty
[3] dameepp
[3] realstoriesofphysicians
[2] nursetwitter
[2] medtwitter
[2] doctorsonlypressconferences
[2] foamed

Top Hashtags in Tweet in G5:
[60] getmeppe
[32] coronavirus
[23] trump
[21] covid19
[19] trumpisafuckingmoron
[14] corruptgop
[13] gopfascists
[12] wherearethetests
[11] getusppe
[9] notdying4wallstreet

Top Hashtags in Tweet in G6:
[262] covid19
[252] getmeppe
[42] nurses
[27] ppe
[22] stopthespread
[19] nursetwitter
[16] maskmatch
[16] getusppe
[14] coronavirus
[13] covid

Top Hashtags in Tweet in G7:
[27] covid19
[15] getmeppe
[3] venturacounty
[1] ppe
[1] ukpol
[1] coronavirus
[1] access2meds
[1] auspol
[1] realstoriesofphysicians
[1] getusppe

Top Hashtags in Tweet in G8:
[426] getmeppe
[378] covid19
[375] medtwitter
[371] ppe
[364] covid_19
[364] healthcareworkers
[364] doctor
[10] hcldr
[9] teens
[7] getusppe

Top Hashtags in Tweet in G9:
[475] getmeppe
[114] covid19
[40] coronavirus
[38] ppe
[30] getusppe
[27] stayhome
[17] covid2019
[14] covidー19
[14] covid
[12] medtwitter

Top Hashtags in Tweet in G10:
[19] getmeppe
[18] covid19
[5] getusppe
[3] tcheck
[2] projectn95
[2] pn95
[2] sacramento
[1] ppe
[1] n95
[1] coronaviruspandemic

Top Words
Top Words in Tweet in Entire Graph:
[23714] Words in Sentiment List#1: Positive
[12057] Words in Sentiment List#2: Negative
[89] Words in Sentiment List#3: Angry/Violent
[564644] Non-categorized Words
[600478] Total Words
[18417] #getmeppe
[7409] need
[6993] workers
[6740] masks
[5416] #covid19

Top Words in Tweet in G1:
[2520] #getmeppe
[1687] realdonaldtrump
[1368] workers
[1110] masks
[987] sk
[951] need
[904] health
[890] care
[838] help
[820] n95

Top Words in Tweet in G2:
[2595] #getmeppe
[1134] workers
[1118] equipment
[1067] need
[967] ppe
[920] protective
[842] personal
[762] pandemic
[760] patriceharrismd
[738] healthcare

Top Words in Tweet in G3:
[3462] #getmeppe
[2033] ppe
[1734] need
[1468] last
[1464] support
[1434] delivered
[1417] increase
[1413] ll
[1409] signing
[1409] deliver

Top Words in Tweet in G4:
[1771] #getmeppe
[1711] protective
[1687] safe
[1684] keep
[1656] need
[1655] workers
[1654] healthcare
[1650] equipment
[1629] masks
[1627] #covid19

Top Words in Tweet in G5:
[1825] n95
[1035] #getmeppe
[938] masks
[922] project
[829] need
[809] national
[809] thank
[805] go
[805] news
[805] helping

Top Words in Tweet in G6:
[764] #getmeppe
[489] masks
[358] ppe
[351] #covid19
[232] 24
[230] hr
[229] nurses
[205] patients
[197] n95
[195] lives

Top Words in Tweet in G7:
[1192] workers
[1166] health
[1160] questions
[661] #getmeppe
[593] ppe
[591] more
[587] consider
[585] key
[585] beg
[581] leaders

Top Words in Tweet in G8:
[485] #getmeppe
[389] #covid19
[375] #medtwitter
[371] #ppe
[364] icu
[364] nyc
[364] #covid_19
[364] #healthcareworkers
[364] #doctor
[39] mask

Top Words in Tweet in G9:
[476] #getmeppe
[116] #covid19
[92] ppe
[91] masks
[59] workers
[58] protective
[58] care
[56] need
[51] equipment
[50] please

Top Words in Tweet in G10:
[414] requests
[304] #getmeppe
[224] please
[211] million
[211] #projectn95
[211] #pn95
[208] 70
[208] continue
[207] rapidly
[207] growing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3645] healthcare,workers
[3503] protective,equipment
[2065] n95,masks
[1838] equipment,need
[1831] workers,frontlines
[1821] please,visit
[1817] make,masks
[1814] effort,#getmeppe
[1813] frontlines,#covid19
[1811] masks,please

Top Word Pairs in Tweet in G1:
[860] health,care
[855] care,workers
[766] n95,masks
[749] workers,need
[747] introduced,bill
[747] bill,senatorbaldwin
[747] senatorbaldwin,require
[747] require,immediate
[747] immediate,government
[747] government,purchase

Top Word Pairs in Tweet in G2:
[895] protective,equipment
[835] personal,protective
[676] healthcare,workers
[572] test,kits
[568] front,lines
[540] need,more
[536] more,ppe
[533] workers,front
[532] physicians,healthcare
[530] lines,fighting

Top Word Pairs in Tweet in G3:
[1405] ll,deliver
[1405] deliver,copy
[1405] copy,officials
[1405] officials,last
[1405] last,delivered
[1361] signing,need
[1361] need,rapidly
[1361] rapidly,increase
[1361] increase,ppe
[1361] ppe,mass

Top Word Pairs in Tweet in G4:
[1648] protective,equipment
[1647] healthcare,workers
[1618] workers,frontlines
[1618] frontlines,#covid19
[1617] #covid19,day
[1617] day,don
[1617] don,protective
[1617] equipment,need
[1617] need,keep
[1617] keep,themselves

Top Word Pairs in Tweet in G5:
[913] n95,masks
[911] project,n95
[804] breaking,big
[804] big,news
[804] news,national
[804] national,resource
[804] resource,clearinghouse
[804] clearinghouse,n95
[804] masks,place
[804] place,go

Top Word Pairs in Tweet in G6:
[230] 24,hr
[181] cloth,masks
[177] masks,#getmeppe
[175] surgical,masks
[174] appropriate,ppe
[173] nurses,wearing
[173] wearing,cloth
[173] masks,evidence
[173] evidence,shows
[173] shows,ineffective

Top Word Pairs in Tweet in G7:
[1160] health,workers
[580] white,house
[580] house,playbook
[580] playbook,obtained
[580] obtained,nahaltoosi
[580] nahaltoosi,urges
[580] urges,leaders
[580] leaders,consider
[580] consider,key
[580] key,questions

Top Word Pairs in Tweet in G8:
[364] icu,nyc
[364] nyc,#covid19
[364] #covid19,#covid_19
[364] #covid_19,#ppe
[364] #ppe,#getmeppe
[364] #getmeppe,#healthcareworkers
[364] #healthcareworkers,#doctor
[364] #doctor,#medtwitter
[30] safe,#getmeppe
[29] one,n95

Top Word Pairs in Tweet in G9:
[43] protective,equipment
[40] personal,protective
[38] covid,19
[31] equipment,ppe
[31] #getmeppe,#covid19
[28] ppe,work
[28] care,covid
[28] possible,#getmeppe
[27] experiencing,severe
[27] severe,shortages

Top Word Pairs in Tweet in G10:
[211] #projectn95,#pn95
[211] #pn95,#getmeppe
[207] rapidly,growing
[207] growing,numbers
[207] numbers,available
[207] available,realtime
[207] realtime,currently
[207] currently,600
[207] 600,institution
[207] institution,requests

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@joncoopertweets
@wallysierk
@fred_guttenberg
@choo_ek
@ranaawdish
@meganranney
@funder
@brianlknack
@drjengunter

Top Replied-To in G1:
@realdonaldtrump
@joncoopertweets
@brianlknack
@repmaxinewaters
@rvawonk
@drdanchoi
@kayleighmcenany
@truthwarriorw
@gayleasher1
@cuomoprimetime

Top Replied-To in G2:
@meganranney
@choo_ek
@em_resus
@masksfordocs
@jameelajamil
@amypearsonmd
@apsforg
@dissanaikemd
@cnn
@maqualesantone

Top Replied-To in G3:
@choo_ek
@realdonaldtrump
@drjengunter
@nygovcuomo
@johncornyn
@senstabenow
@senkamalaharris
@whitehouse
@sengarypeters
@senschumer

Top Replied-To in G4:
@chelseaclinton
@stoverlab
@joncoopertweets

Top Replied-To in G5:
@astrohague
@drbrianiriye
@aslavitt

Top Replied-To in G6:
@wallysierk
@ananursingworld
@magmaz
@owillis
@govraimondo
@realdonaldtrump
@mortizrn
@wperiyasamy
@drericding
@ddale8

Top Replied-To in G8:
@emcases
@stella_yiu
@rnphillipsiii

Top Replied-To in G9:

Top Replied-To in G10:
@whitehouse
@projectn95

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@senatorbaldwin
@patriceharrismd
@nahaltoosi
@choo_ek
@c82477
@meganranney
@senfeinstein
@senkamalaharris
@vp

Top Mentioned in G1:
@realdonaldtrump
@senatorbaldwin
@c82477
@nytimes
@washingtonpost
@ronjohnsonwi
@vp
@patriceharrismd
@cher
@nahaltoosi

Top Mentioned in G2:
@patriceharrismd
@choo_ek
@meganranney
@amermedicalassn
@cnn
@researchaffirm
@royperlis
@drjessigold
@mghmedicine
@getmeppechi

Top Mentioned in G3:
@senfeinstein
@senkamalaharris
@cdcgov
@senschumer
@vp
@marcorubio
@johncornyn
@senrickscott
@sentedcruz
@senatordurbin

Top Mentioned in G4:
@patriceharrismd
@chelseaclinton
@masksfordocs
@parkermolloy
@jeffrubinshow
@ryansnelson
@nytimes
@ivankatrump
@getusppe
@melanielybarger

Top Mentioned in G5:
@forbes
@bostonchildrens
@jacquelyncorley
@harvardpgssc
@dukeneurosurg
@nytimes
@potus
@patriceharrismd
@help_hospitals
@bostonglobe

Top Mentioned in G6:
@lindseygrahamsc
@owillis
@maskmatch
@icnurses
@howardcatton
@foxnews
@ananursingworld
@aanp_news
@anaethics
@thisisklinger

Top Mentioned in G7:
@nahaltoosi
@abcnews
@patriceharrismd
@albericie
@foreignofficial
@nytimes
@realdonaldtrump
@cornelialg
@camanpour
@senatorbaldwin

Top Mentioned in G8:
@first10em
@pateloncology
@amirsrafie
@boback
@willsuh76
@netta_doc
@roylinmd
@nahaltoosi
@atul_gawande
@patriceharrismd

Top Mentioned in G9:
@scholerined

Top Mentioned in G10:
@nypost
@forbes
@realdonaldtrump
@repkord
@senatorbaldwin
@nahaltoosi
@patriceharrismd
@sachackerlab
@ucsfbenioffoak
@vday

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@thebookofginko
@oldlady12345
@jurylady5
@littlebytesnews
@monicasloves
@ronniehowlett3
@claudosky
@solutioneer72
@canarioacosado

Top Tweeters in G1:
@solutioneer72
@cagney1991
@manmet80
@cahulaan
@inspiteoftrump
@sherrilee7
@joni_looking
@sueleugers
@betterw05759703
@billieo2

Top Tweeters in G2:
@oldlady12345
@littlebytesnews
@kat4obama
@evankirstel
@britpoptarts
@onahunttoday
@backstorymom1
@watermelondriia
@netminnow
@phendricks71

Top Tweeters in G3:
@claudosky
@canarioacosado
@twitlertwit
@dancas2
@businessinsider
@brontyman
@katcapps
@sophialamar1
@openletterbot
@lizditz

Top Tweeters in G4:
@missb62
@cherokeesher2
@mementh
@talkintou
@menabster
@carolmaewy
@mayirmamay14
@justwhatnowwhy
@sherrikuczeryk
@kerirn

Top Tweeters in G5:
@joannecangal
@bistycsross
@hijcp
@morgfair
@k810mt
@larryswaiiows
@mtmarilyn2
@katalin_pota
@mythos1014
@cmarpa

Top Tweeters in G6:
@foxnews
@jocowboys87
@inglamwetrust
@merlingyr
@limecello
@beamabeorg
@roxy4080
@solon594bce
@josmirek
@fox59

Top Tweeters in G7:
@argojournal
@rowast
@pas5974
@givemepie360
@theresamax
@_silversmith
@tyberzannxxxx
@newsofmideast
@hockeyfangirl12
@tallyannae

Top Tweeters in G8:
@unlewis
@amyayers16
@dawnroseturner
@abcdiagnosis
@cci_network
@gilmored85
@caseyhinds
@snpciist
@a_picazo
@clarajeffery

Top Tweeters in G9:
@robinmcouch
@mixdevil66
@coyotesings
@kvconner
@meshelex_gop
@anotherspaniel
@handle_in_care
@alan_nishihara
@orphan
@blastnost

Top Tweeters in G10:
@damonbethea1
@enrico056
@cwharlow
@dovewoman1
@davidpsdem
@maryalicebisho2
@grannynannynews
@nypost
@carrybeyond
@joshuajreynold1