FAQ | Problem?

wildfires_2017-10-12_10-52-34.xlsx
wildfires_2017-10-12_10-52-34.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 12, 2017
Short Description:
wildfires via NodeXL http://bit.ly/2gAdKR1
@abc
@cbsnews
@senkamalaharris
@senjohnmccain
@reuters
@adamcbest
@ericholthaus
@laura78703

Description:
Description
The graph represents a network of 9,641 Twitter users whose recent tweets contained "wildfires", 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, 12 October 2017 at 22:27 UTC.

The tweets in the network were tweeted over the 2-hour, 42-minute period from Thursday, 12 October 2017 at 15:24 UTC to Thursday, 12 October 2017 at 18:06 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 : 9641
Unique Edges : 10356
Edges With Duplicates : 1812
Total Edges : 12168
Self-Loops : 3349
Reciprocated Vertex Pair Ratio : 0.00334168755221387
Reciprocated Edge Ratio : 0.00666111573688593
Connected Components : 2441
Single-Vertex Connected Components : 1718
Maximum Vertices in a Connected Component : 5698
Maximum Edges in a Connected Component : 7746
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.759902
Graph Density : 9.04569480017267E-05
Modularity : 0.749417
NodeXL Version : 1.0.1.388

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[214] http://www.cnn.com/2017/10/10/us/iyw-aid-victims-of-the-california-wildfires/index.html?sr=twCNN101017iyw-aid-victims-of-the-california-wildfires0515PMStoryGal
[171] https://trib.al/d9sDCPh
[138] https://www.gofundme.com/california-wildfire-aid
[120] https://trib.al/2CAjIUU
[110] https://trib.al/1T4GC1G
[99] http://edition.cnn.com/2017/10/10/us/iyw-aid-victims-of-the-california-wildfires/index.html
[85] https://trib.al/OSgnpxv
[85] https://www.scientificamerican.com/article/scientists-see-climate-change-in-californias-wildfires/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=sustainability_&sf121394972=1
[83] https://trib.al/hLUmAG5
[81] https://trib.al/Q2rRYIJ

Top URLs in Tweet in G1:
[27] http://www.reuters.com/article/us-california-fire/hundreds-missing-24-dead-as-dry-winds-fan-california-wildfires-idUSKBN1CG124?feedType=RSS&feedName=topNews
[26] http://www.reuters.com/article/us-california-fire/hundreds-missing-23-dead-as-dry-gusts-fan-california-wildfires-idUSKBN1CG124?feedType=RSS&feedName=topNews
[26] http://trailers-videogames.blogspot.com/2017/10/napa-valley-vineyards-and-wineries-hit.html
[19] https://www.washingtonpost.com/news/post-nation/wp/2017/10/10/pure-devastation-at-least-15-dead-as-firefighters-struggle-to-weaken-california-fires/
[19] https://twitter.com/i/moments/918464601515286528
[19] https://www.androidcentral.com/att-sprint-and-verizon-waiving-fees-those-affected-ca-wildfires
[16] http://money.cnn.com/2017/10/12/smallbusiness/california-cannabis-fires/index.html
[16] http://www.bbc.com/news/world-us-canada-41592594
[16] https://www.sciencedaily.com/releases/2017/10/171011151350.htm
[14] http://www.latimes.com/local/lanow/la-me-northern-california-wildfires-20171012-story.html

Top URLs in Tweet in G2:
[162] https://trib.al/d9sDCPh
[60] https://trib.al/OSgnpxv
[31] https://trib.al/9i4leqS
[13] http://abcnews.go.com/US/thousands-flee-wildfires-ravage-northern-california-10-killed/story?id=50383162
[4] https://www.seattletimes.com/nation-world/deadly-and-vast-california-wildfires-could-gain-momentum/?utm_content=bufferd13f1&utm_medium=social&utm_source=twitter&utm_campaign=owned_buffer_tw_m
[4] http://www.fox5vegas.com/story/36578171/winds-expected-to-drive-next-wave-of-deadly-california-fires
[3] http://www.msn.com/en-us/news/us/killer-wildfires-continue-to-rage-in-californias-wine-country-with-23-dead-and-hundreds-missing/ar-AAthhvF?li=BBnb7Kz
[2] http://www.wtae.com/article/how-californias-wildfires-are-affecting-wine-countrys-harvest-season/12838086
[2] http://www.latimes.com/local/lanow/la-me-northern-california-wildfires-20171012-story.html
[2] https://trib.al/7yEEL6i

Top URLs in Tweet in G3:
[32] http://www.ktvu.com/news/glimmer-of-hopeful-news-california-wildfires-grew-only-a-little-overnight
[26] http://www.nbcbayarea.com/news/local/Wine-Country-Firestorm-Deadly-Wildfires-Could-Gain-Momentum-450547183.html?_osource=SocialFlowTwt_BAYBrand
[26] http://caloes.ca.gov/ICESite/Pages/October-2017-Northern-California-Fires.aspx
[20] http://tfr.faa.gov/tfr2/list.html
[6] http://kron4.com/2017/10/10/north-bay-wildfires-how-you-can-help/
[6] http://www.ktvu.com/news/california-wildfires-by-the-numbers-17-confirmed-dead-170000-acres-burned
[5] https://fb.me/1H9hSAQZL
[5] http://napavalleyregister.com/news/local/state-farm-releases-initial-claim-numbers-for-napa-and-sonoma/article_4546b4b2-1e7b-5a15-bc42-514fb3e05a84.html?utm_content=buffer62790&utm_medium=social&utm_source=twitter.com&utm_campaign=LEEDCC
[4] http://www.nbcbayarea.com/news/local/Wine-Country-Firestorm-Deadly-Wildfires-Could-Gain-Momentum-450547183.html
[4] https://www.ready.gov/wildfires

Top URLs in Tweet in G4:
[28] https://www.cbsnews.com/videos/major-communication-problems-in-areas-hit-by-wildfires/
[24] https://www.cbsnews.com/news/california-wildfires-sonoma-sheriff-gives-press-briefing-live-updates/
[12] https://trib.al/OSgnpxv
[6] https://trib.al/9i4leqS
[5] http://sanfrancisco.cbslocal.com/?p=694014
[5] https://trib.al/OCVC95r
[5] http://www.audubon.org/news/how-wildfires-affect-birds
[4] https://www.cbsnews.com/news/california-wildfires-people-return-home/?ftag=CNM-00-10aab7e&linkId=43393496
[4] http://sanfrancisco.cbslocal.com/?p=693998
[4] https://weather.com/news/news/2017-10-12-northern-california-wildfires-napa-valley-more-structures-burned

Top URLs in Tweet in G5:
[8] http://sanfrancisco.cbslocal.com/?p=693998
[5] https://apple.news/AeIkAxiW5QQShw85ZdApHoA
[5] http://www.washingtonpost.com/video/national/postal-worker-delivers-mail-to-california-neighborhood-destroyed-by-wildfires/2017/10/11/dbc0f910-aedf-11e7-9b93-b97043e57a22_video.html
[3] http://sanfrancisco.cbslocal.com/?p=693456
[3] http://theweek.com/speedreads/730397/northern-californias-wildfires-are-barely-contained-theyre-expected-worse
[3] http://www.bbc.co.uk/news/world-us-canada-41592594
[2] http://sanfrancisco.cbslocal.com/?p=692969
[2] https://www.theguardian.com/us-news/2017/oct/11/california-fires-wine-country-death-toll-napa-valley?utm_content=buffer4e611&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://theweek.com/speedreads/730442/photo-shows-alarming-scale-californias-wildfires
[1] https://trib.al/2CAjIUU

Top URLs in Tweet in G6:
[57] http://kjzz.org/content/549688/arizona-firefighters-leave-battle-california-wildfires
[28] https://www.teenvogue.com/story/california-wildfires-2017?mbid=social_twitter
[6] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/591
[3] https://www.nytimes.com/2017/10/11/us/california-wildfires-firefighters.html?smid=tw-share
[2] http://www.washingtonpost.com/news/post-nation/wp/2017/10/11/killer-wildfires-continue-to-scorch-californias-wine-country-with-21-dead-and-hundreds-missing/?tid=ss_tw&utm_term=.46db3c8eb82e
[1] http://www.ktvu.com/news/glimmer-of-hopeful-news-california-wildfires-grew-only-a-little-overnight
[1] https://twitter.com/i/web/status/918522597003943936
[1] https://trib.al/OSgnpxv
[1] http://tmi.me/1fjP94
[1] https://twitter.com/i/web/status/918466835376308224

Top URLs in Tweet in G7:
[93] https://trib.al/1T4GC1G
[65] https://trib.al/Q2rRYIJ
[31] https://emergency.cdc.gov/disasters/wildfires/smoke.asp
[12] https://trib.al/9TnuZKp
[8] https://www.huffingtonpost.com/entry/california-wildfires-getting-worse_us_59deb019e4b0eb18af06162b?ncid=engmodushpmg00000004
[6] http://www.dailynews.com/2017/10/12/photos-northern-california-is-devastated-by-wildfires/?utm_source=dlvr.it&utm_medium=twitter
[3] https://article.wn.com/view/2017/10/12/Horrific_California_Wildfires_Persist_At_Least_23_Dead_Hundr/
[3] http://www.cnn.com/2017/10/12/us/california-fires-updates/index.html
[2] https://trib.al/ZbjD3Ba
[2] http://www.reuters.com/article/us-california-fire/wildfires-kill-17-in-california-wine-country-idUSKBN1CG124?utm_campaign=trueAnthem:+Trending+Content&utm_content=59de400604d301415080fd99&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G8:
[195] http://www.cnn.com/2017/10/10/us/iyw-aid-victims-of-the-california-wildfires/index.html?sr=twCNN101017iyw-aid-victims-of-the-california-wildfires0515PMStoryGal
[3] https://norcalnews.wordpress.com/2017/10/12/givingback-music-wildfires-food-garden-dance-film-and-more-today-in-the-news/
[2] http://norcalnews.blogspot.com/2017/10/givingback-music-wildfires-food-garden.html
[2] https://www.cbsnews.com/news/california-wildfires-sonoma-sheriff-gives-press-briefing-live-updates/
[1] https://twitter.com/i/web/status/918532886583656448
[1] https://twitter.com/i/web/status/918532806984077312
[1] https://fb.me/5WZZtZZAk
[1] https://twitter.com/i/web/status/918506805327626240
[1] https://fb.me/8DEwfs8w2
[1] http://kjzz.org/content/549688/arizona-firefighters-leave-battle-california-wildfires

Top URLs in Tweet in G9:
[20] https://msnbc.trib.al/3dYnSt2
[18] http://www.cnn.com/2017/10/10/us/iyw-aid-victims-of-the-california-wildfires/index.html
[12] https://www.washingtonpost.com/news/post-nation/wp/2017/10/11/killer-wildfires-continue-to-scorch-californias-wine-country-with-21-dead-and-hundreds-missing/?utm_term=.ee3d22312e0c
[5] https://www.uscis.gov/news/alerts/immigration-help-available-those-affected-natural-disasters
[5] http://people.com/pets/cat-with-singed-whiskers-viral-photo-and-california-wild-fires-lost-pet-reunions/
[4] http://www.wbur.org/hereandnow/2017/10/12/evacuations-napa-county-wildfires
[3] https://www.cbsnews.com/news/santa-rosa-wildfires-tear-through-californias-wine-country/?ftag=CNM-00-10aab7e&linkId=43388968
[3] https://ww2.kqed.org/news/2017/10/10/how-to-help-animals-affected-by-northern-california-wildfires/
[2] https://trib.al/OSgnpxv
[2] http://www.wmur.com/article/how-californias-wildfires-are-affecting-wine-countrys-harvest-season/12838086

Top URLs in Tweet in G10:
[8] http://grist.org/briefly/californias-out-of-control-wildfires-are-officially-the-worst-in-state-history/
[8] https://www.climateliabilitynews.org/2017/10/12/climate-change-disasters-hurricane-wildfires-drought/
[6] https://www.commondreams.org/news/2017/10/10/inferno-youve-never-seen-deadly-wildfires-ravage-california?platform=hootsuite
[5] https://www.thedailybeast.com/nearly-two-dozen-dead-in-californias-massive-wildfires?source=twitter&via=desktop
[3] https://www.thedailybeast.com/nearly-two-dozen-dead-in-californias-massive-wildfires?source=twitter&via=mobile
[3] https://www.theguardian.com/us-news/2017/oct/11/california-fires-wine-country-death-toll-napa-valley?CMP=share_btn_tw
[2] http://www.washingtonpost.com/news/post-nation/wp/2017/10/11/killer-wildfires-continue-to-scorch-californias-wine-country-with-21-dead-and-hundreds-missing/
[2] http://www.motherjones.com/environment/2017/10/heres-why-wildfires-will-only-get-much-much-worse/
[1] https://twitter.com/i/web/status/918208079447121920
[1] https://twitter.com/i/web/status/918212002128060416

Top Domains
Top Domains in Tweet in Entire Graph:
[911] trib.al
[807] twitter.com
[418] cnn.com
[218] fb.me
[202] nytimes.com
[160] gofundme.com
[149] washingtonpost.com
[142] reuters.com
[119] scientificamerican.com
[106] cbsnews.com

Top Domains in Tweet in G1:
[197] twitter.com
[160] fb.me
[122] reuters.com
[65] nytimes.com
[58] google.com
[53] washingtonpost.com
[41] blogspot.com
[35] businessinsider.com
[35] trib.al
[34] cnn.com

Top Domains in Tweet in G2:
[259] trib.al
[26] twitter.com
[15] go.com
[4] seattletimes.com
[4] weather.com
[4] fox5vegas.com
[3] wtae.com
[3] msn.com
[2] latimes.com
[2] fox29.com

Top Domains in Tweet in G3:
[43] ktvu.com
[35] nbcbayarea.com
[28] twitter.com
[26] ca.gov
[20] faa.gov
[11] patch.com
[10] kron4.com
[7] fb.me
[7] trib.al
[7] kcra.com

Top Domains in Tweet in G4:
[64] cbsnews.com
[40] twitter.com
[30] trib.al
[11] cbslocal.com
[7] weather.com
[5] patch.com
[5] audubon.org
[4] usnews.com
[4] theguardian.com
[3] cnn.com

Top Domains in Tweet in G5:
[13] cbslocal.com
[5] apple.news
[5] theweek.com
[5] washingtonpost.com
[3] co.uk
[2] theguardian.com
[1] trib.al
[1] latimes.com

Top Domains in Tweet in G6:
[57] kjzz.org
[28] teenvogue.com
[6] 104.131.1.231
[4] twitter.com
[3] nytimes.com
[2] washingtonpost.com
[1] ktvu.com
[1] trib.al
[1] tmi.me

Top Domains in Tweet in G7:
[177] trib.al
[31] cdc.gov
[9] huffingtonpost.com
[6] reuters.com
[6] dailynews.com
[4] cnn.com
[3] wn.com
[2] cbsnews.com
[2] fb.me
[1] twitter.com

Top Domains in Tweet in G8:
[195] cnn.com
[4] twitter.com
[3] wordpress.com
[2] blogspot.com
[2] fb.me
[2] cbsnews.com
[1] kjzz.org

Top Domains in Tweet in G9:
[25] trib.al
[19] cnn.com
[12] washingtonpost.com
[5] uscis.gov
[5] people.com
[4] twitter.com
[4] cbsnews.com
[4] wbur.org
[3] kqed.org
[2] wmur.com

Top Domains in Tweet in G10:
[9] thedailybeast.com
[8] grist.org
[8] climateliabilitynews.org
[7] twitter.com
[6] commondreams.org
[3] washingtonpost.com
[3] theguardian.com
[2] motherjones.com
[1] bbc.com
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[560] wildfires
[451] california
[196] californiawildfires
[126] norcalfires
[83] climatechange
[65] arizona
[64] santarosa
[48] atlasfire
[46] update
[45] wildfiresafety



Top Hashtags in Tweet in G1:
[98] wildfires
[49] california
[21] californiawildfires
[11] news
[10] napa
[10] smartnews
[9] santarosa
[9] attemployee
[7] sonoma
[7] foxnews

Top Hashtags in Tweet in G2:
[4] update
[2] californiafires
[2] climatechangeisreal
[1] wildfires
[1] winecountryfires
[1] airquality
[1] health
[1] californiawildfires

Top Hashtags in Tweet in G3:
[79] wildfires
[54] california
[40] update
[25] atlasfire
[22] faa
[20] pilots
[14] pocketfire
[13] mutualaid
[11] redcross
[11] northbayfires

Top Hashtags in Tweet in G4:
[5] wildfires
[5] cawx
[5] oakland
[5] berkeley
[5] winecountryfires
[4] breaking
[2] wildfire
[2] cafires
[2] mutualaid
[2] winecountrywildfires

Top Hashtags in Tweet in G5:
[10] breaking

Top Hashtags in Tweet in G6:
[220] california
[58] arizona
[12] santarosafires
[5] wildfires
[2] northercalfires

Top Hashtags in Tweet in G7:
[31] wildfiresafety
[4] california
[4] wildfires
[3] dead
[3] missing
[3] napa
[3] kywx
[2] santarosa

Top Hashtags in Tweet in G8:
[9] givingback
[9] music
[9] wildfires
[9] food
[9] garden
[9] dance
[9] film
[6] california
[1] arizona

Top Hashtags in Tweet in G9:
[113] norcalfires
[8] wildfires
[4] california
[2] santabarbara
[1] wineries
[1] cali
[1] redcross
[1] pilots
[1] faa
[1] wildfiresafety

Top Hashtags in Tweet in G10:
[16] climatechange
[16] actonclimate
[14] climatejustice
[3] airpollution
[3] climateishealth
[2] california
[2] fires
[2] worsen
[2] winds
[1] californiawildfires

Top Words
Top Words in Tweet in Entire Graph:
[3654] Words in Sentiment List#1: Positive
[9707] Words in Sentiment List#2: Negative
[295] Words in Sentiment List#3: Angry/Violent
[164166] Non-categorized Words
[177527] Total Words
[8845] wildfires
[5869] california
[1070] dead
[997] missing
[954] help

Top Words in Tweet in G1:
[1751] wildfires
[1208] california
[344] dead
[272] 23
[272] missing
[250] hundreds
[180] fan
[180] dry
[174] northern
[144] wine

Top Words in Tweet in G2:
[761] abc
[653] california
[639] wildfires
[465] santa
[465] rosa
[394] neighborhoods
[392] entire
[361] deadly
[216] shows
[210] decimated

Top Words in Tweet in G3:
[356] wildfires
[137] california
[105] nbcbayarea
[86] sonoma
[80] redcross
[73] county
[71] cal_fire
[70] update
[67] napa
[60] fire

Top Words in Tweet in G4:
[286] california
[254] wildfires
[204] cbsnews
[122] officials
[98] missing
[91] up
[91] safe
[86] those
[81] total
[81] number

Top Words in Tweet in G5:
[466] trump
[273] wildfires
[235] adamcbest
[229] tweeted
[229] ca
[229] now
[229] threatens
[229] puerto
[229] rico
[229] fl

Top Words in Tweet in G6:
[224] california
[223] wildfires
[221] senjohnmccain
[219] firefighters
[165] praying
[163] cindy
[163] everyone
[163] impacted
[163] raging
[162] brave

Top Words in Tweet in G7:
[223] wildfires
[211] california
[183] hundreds
[183] missing
[182] dead
[177] fan
[175] reuters
[165] dry
[114] 23
[96] gusts

Top Words in Tweet in G8:
[226] wildfires
[206] s
[206] california
[205] help
[196] here
[196] victims
[196] senkamalaharris
[12] county
[9] givingback
[9] music

Top Words in Tweet in G9:
[115] deptofdefense
[115] thecaguard
[115] today
[115] battling
[114] yesterday
[114] citizen
[114] soldiers
[114] working
[114] civilian
[114] jobs

Top Words in Tweet in G10:
[179] california
[153] ericholthaus
[130] s
[129] fires
[121] worst
[120] now
[120] history
[120] dead
[117] missing
[116] 21

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2762] california,wildfires
[841] santa,rosa
[753] northern,california
[593] deadly,wildfires
[588] hundreds,missing
[570] ca,wildfires
[534] 23,dead
[470] rosa,california
[461] entire,neighborhoods
[404] fan,california

Top Word Pairs in Tweet in G1:
[842] california,wildfires
[241] hundreds,missing
[204] 23,dead
[173] fan,california
[169] dead,dry
[158] northern,california
[101] 24,dead
[98] wine,country
[97] missing,23
[96] dry,gusts

Top Word Pairs in Tweet in G2:
[465] santa,rosa
[392] entire,neighborhoods
[392] rosa,california
[350] deadly,wildfires
[211] abc,santa
[210] california,decimated
[210] decimated,deadly
[210] wildfires,drone
[210] drone,footage
[210] footage,shows

Top Word Pairs in Tweet in G3:
[51] california,wildfires
[50] nbcbayarea,update
[50] sonoma,county
[30] bay,area
[28] per,cal_fire
[28] ca,wildfires
[26] threat,wildfires
[26] wildfires,continues
[26] continues,california
[26] california,know

Top Word Pairs in Tweet in G4:
[97] california,wildfires
[81] total,number
[81] number,missing
[81] missing,persons
[81] persons,reports
[81] reports,california
[81] california,up
[81] up,900
[81] 900,officials
[81] officials,437

Top Word Pairs in Tweet in G5:
[235] adamcbest,trump
[229] trump,tweeted
[229] tweeted,ca
[229] ca,wildfires
[229] wildfires,now
[229] now,threatens
[229] threatens,puerto
[229] puerto,rico
[229] rico,fl
[229] fl,tx

Top Word Pairs in Tweet in G6:
[163] cindy,praying
[163] praying,everyone
[163] everyone,impacted
[163] impacted,wildfires
[163] wildfires,raging
[163] raging,california
[162] california,brave
[162] brave,firefighters
[162] firefighters,battling
[162] senjohnmccain,cindy

Top Word Pairs in Tweet in G7:
[187] california,wildfires
[183] hundreds,missing
[177] fan,california
[163] dead,dry
[161] reuters,hundreds
[112] 23,dead
[96] missing,23
[96] dry,gusts
[96] gusts,fan
[81] winds,fan

Top Word Pairs in Tweet in G8:
[196] here,s
[196] s,help
[196] help,victims
[196] victims,california
[196] california,wildfires
[195] senkamalaharris,here
[9] givingback,music
[9] music,wildfires
[9] wildfires,food
[9] food,garden

Top Word Pairs in Tweet in G9:
[114] yesterday,thecaguard
[114] thecaguard,citizen
[114] citizen,soldiers
[114] soldiers,working
[114] working,civilian
[114] civilian,jobs
[114] jobs,today
[114] today,battling
[113] deptofdefense,yesterday
[113] battling,norcalfires

Top Word Pairs in Tweet in G10:
[144] ericholthaus,california
[124] california,s
[116] 21,dead
[115] s,fires
[115] fires,now
[115] now,worst
[115] worst,state
[115] state,history
[115] history,21
[115] dead,670

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@cbsnews
@jackie_ward
@senkamalaharris
@foxnews
@cbssf
@redcross
@nytimes
@hezekiahallen
@trevornoah

Top Replied-To in G2:
@cdaylward
@rosnerpub

Top Replied-To in G3:
@redcross
@youtube
@danadnews
@gene423
@bobatfema
@worldfnature
@cal_fire
@faanews

Top Replied-To in G4:
@cbsnews
@jackie_ward
@cbssf
@weathernation

Top Replied-To in G6:
@senjohnmccain

Top Replied-To in G8:
@senkamalaharris

Top Replied-To in G9:
@foodable
@deptofdefense
@directrelief

Top Replied-To in G10:
@strangerworks
@ukiahcoachbrown
@ashleyjudd

Top Mentioned
Top Mentioned in Entire Graph:
@abc
@adamcbest
@senjohnmccain
@cbsnews
@senkamalaharris
@reuters
@ericholthaus
@foxnews
@cnn
@ajplus

Top Mentioned in G1:
@techjollof
@empoweredhr
@piraticalartist
@joshminiello
@newstoter
@themarinatimes
@ktanimara
@komia_
@xprsthnx

Top Mentioned in G2:
@abc
@seattletimes
@katienelson
@fox5vegas
@tornadokid3
@fox29philly
@resistance411
@buddy_dek
@episcopalrelief
@wtae

Top Mentioned in G3:
@nbcbayarea
@cal_fire
@redcross
@ktvu
@cal_oes
@cal
@faanews
@airdistrict
@sonomasheriff
@femaregion9

Top Mentioned in G4:
@cbsnews
@weatherchannel
@abc
@cbssf
@weathernation
@abcworldnews
@chadmyerscnn
@nwssacramento
@cnnnewsroom
@airbnb

Top Mentioned in G5:
@adamcbest
@kcbsnews
@theweek
@bella_ofa
@jawja100
@brontyman
@abc
@jezebel
@mikerass
@cheerio15

Top Mentioned in G6:
@senjohnmccain
@teenvogue
@make5calls
@scifri
@foodlifeline
@janetkimtv
@abc
@christinesykes
@cbsnews
@ktvu

Top Mentioned in G7:
@reuters
@nws
@abc
@huffpostimpact
@ladailynews
@cbsnews
@highcountrynews
@kyungkarenmend1
@worldnewsdotcom
@nwsjacksonky

Top Mentioned in G8:
@senkamalaharris
@tvcody
@senjohnmccain
@marchofdimes
@abc
@cbsnews
@dcap22803
@norcalnewsblog
@adamcbest
@ericholthaus

Top Mentioned in G9:
@thecaguard
@deptofdefense
@thelastword
@cnnimpact
@knowladgeispwr
@abc
@joegretchen94
@pawsark2000
@cbsnews
@uscis

Top Mentioned in G10:
@ericholthaus
@pauledawson
@thedailybeast
@climatelawnews
@risingtidena
@meganmckenzie94
@docsspeakout
@hasanmargaret
@alexsteffen
@strangerworks

Top Tweeters
Top Tweeters in Entire Graph:
@notiven
@cary88888888
@cgnetwork
@steelslayermatt
@openn_eu
@info24us
@dannyshooknews
@rashidaldosari
@ketsuaru
@godtributes

Top Tweeters in G1:
@cary88888888
@cgnetwork
@openn_eu
@dannyshooknews
@newsbossindia
@investinglatest
@taxtreats
@kabarberita
@trendstyledaily
@scottdaradio

Top Tweeters in G2:
@godtributes
@rk70534
@ruisaldanha
@letrina_
@rappublicist
@sazamaru
@siquieresmelees
@mily116
@marialcab
@1chefdiva

Top Tweeters in G3:
@john1966olsen
@conservatexian
@metaquest
@breakingnewzman
@myplace4u
@justmepammy
@richfm39517086
@thesun
@jim_b60
@nbcbayarea

Top Tweeters in G4:
@qxnews
@mrcoollooking75
@guardian
@baronianconsult
@kyleo71
@zazabelou
@grammy620
@rhiles2760
@mmarie36
@01greenen

Top Tweeters in G5:
@yayayarndiva
@brontyman
@tinajac22661258
@stonefree63
@s3kr3tto
@balihai2
@bend_time
@roripierpont1
@mindlessongz
@bad_woof

Top Tweeters in G6:
@davidlance3
@billieo2
@ghostdansing
@copperbird7
@lovelibra_t
@jackiejackielg
@amarillotxsguy
@tripletangels3
@katie_speak
@scullynoreen

Top Tweeters in G7:
@notiven
@falconhamada_90
@crewislife
@stolensweeties
@rell_lauren
@yordipontier
@bonnied87703006
@reuters
@anonymtipster
@jojos444

Top Tweeters in G8:
@revolution_fr
@suzanneinlgb
@tottenbill
@mortgageconsult
@ishagshafeeg
@sweetnonnie
@dcap22803
@kangaru
@lupthegrove
@deborahochoa07

Top Tweeters in G9:
@texasdenny
@clark7950
@nonprofitblogs
@wmur9
@brittcolacicco
@abosife2010
@ssnjl
@faisalshaikh113
@italians4trump
@meljmcd

Top Tweeters in G10:
@thedailybeast
@greenbiotechie
@expatina
@jad0requi
@sainttoad
@pdoubt
@leafwarbler
@resisttildeath
@carmeljudeobsc1
@mccoolbtb