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lrainie_2021-09-15_19-42-12.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2021
Short Description:
lrainie via NodeXL https://bit.ly/3EgM1hL
@lrainie
@danbuk4
@waynemc42900721
@colleenamcclain
@clawehh
@pewresearch
@stem_nastics
@paulmbaker
@cacpgt
@pewinternet

Top hashtags:
#internet
#covid19
#precariousbroadband
#climatechange
#icymi
#future
#tech
#computers

Description:
Description
The graph represents a network of 90 Twitter users whose tweets in the requested range contained "lrainie", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 16 September 2021 at 02:42 UTC.

The requested start date was Thursday, 16 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 15-hour, 41-minute period from Thursday, 02 September 2021 at 02:11 UTC to Wednesday, 15 September 2021 at 17:52 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 : 90
Unique Edges : 130
Edges With Duplicates : 194
Total Edges : 324
Number of Edge Types : 5
Retweet : 71
MentionsInRetweet : 130
Mentions : 92
Tweet : 26
Replies to : 5
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0532544378698225
Reciprocated Edge Ratio : 0.101123595505618
Connected Components : 9
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 78
Maximum Edges in a Connected Component : 311
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.474288
Graph Density : 0.0222222222222222
Modularity : 0.386262
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 90 Twitter users whose tweets in the requested range contained "lrainie", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 16 September 2021 at 02:42 UTC.

The requested start date was Thursday, 16 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 15-hour, 41-minute period from Thursday, 02 September 2021 at 02:11 UTC to Wednesday, 15 September 2021 at 17:52 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 : GraphServerTwitterSearch
Graph Term : lrainie
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:
[10] https://www.youtube.com/watch?v=jAtURakTpnc&feature=youtu.be

[8] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/
[3] https://pewrsr.ch/3lqjsph
[3] https://twitter.com/lrainie/status/1433140086913261568
[3] https://twitter.com/lrainie/status/1433157429815136267
[3] https://www.pewresearch.org/science/2021/09/15/majority-in-u-s-says-public-health-benefits-of-covid-19-restrictions-worth-the-costs-even-as-large-shares-also-see-downsides/
[2] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/
[2] https://www.pewresearch.org/fact-tank/2021/09/09/key-facts-about-u-s-latinos-for-national-hispanic-heritage-month/?utm_content=bufferecfe1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/?utm_content=buffer7f95a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.pewresearch.org/politics/2021/09/02/two-decades-later-the-enduring-legacy-of-9-11/?utm_content=bufferfbcc2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[3] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/
[3] https://www.pewresearch.org/science/2021/09/15/majority-in-u-s-says-public-health-benefits-of-covid-19-restrictions-worth-the-costs-even-as-large-shares-also-see-downsides/
[3] https://pewrsr.ch/3lqjsph
[2] https://www.pewresearch.org/internet/2002/09/05/part-6-personal-expression-on-the-post-september-11-web/
[1] https://www.pewresearch.org/internet/2021/09/01/how-the-internet-and-technology-shaped-americans-personal-experiences-amid-covid-19/#in-their-own-words-americans-describe-how-they-have-used-technology-or-the-internet-in-new-or-different-ways-during-the-pandemic#a-quarter-of-americans-feel-less-close-to-close-family-members-than-before-pandemic-about-four-in-ten-say-the-same-about-friends-they-know-well#a-quarter-of-americans-feel-less-close-to-close-family-members-than-before-pandemic-about-four-in-ten-say-the-same-about-friends-they-know-well
[1] https://www.pewresearch.org/internet/2021/09/01/parents-their-children-and-school-during-the-pandemic/#parents-with-lower-incomes-more-likely-than-parents-with-higher-incomes-to-say-their-children-had-technology-related-difficulties-with-schoolwork#growing-share-of-adults-say-schools-should-provide-technology-to-all-students-in-order-to-complete-schoolwork-during-the-pandemic
[1] https://www.pewresearch.org/internet/2002/09/05/one-year-later-september-11-and-the-internet/
[1] https://www.pewresearch.org/internet/2002/09/05/part-1-how-the-terror-attacks-affected-americans-views-about-online-information-and-their-internet-use/
[1] https://www.pewresearch.org/internet/2002/09/05/part-2-the-web-after-september-11/
[1] https://www.pewresearch.org/internet/2002/09/05/part-3-the-rise-of-do-it-yourself-journalism-after-september-11/

Top URLs in Tweet in G2:
[10] https://www.youtube.com/watch?v=jAtURakTpnc&feature=youtu.be


Top URLs in Tweet in G3:
[5] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/
[2] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/
[1] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/?utm_content=buffer7f95a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3BuM3Ai
[1] https://pewrsr.ch/38zCzaB
[1] https://pewrsr.ch/2Yc6pQo
[1] https://pewrsr.ch/3hboWDl
[1] https://pewrsr.ch/3t3cR7I
[1] https://pewrsr.ch/3n3aKjx
[1] https://pewrsr.ch/3nhfnGu

Top URLs in Tweet in G4:
[3] https://twitter.com/lrainie/status/1433157429815136267
[1] https://twitter.com/lrainie/status/1433528543472914438
[1] https://twitter.com/lrainie/status/1433140086913261568

Top URLs in Tweet in G6:
[1] https://twitter.com/lrainie/status/1433140086913261568

Top URLs in Tweet in G7:
[1] https://twitter.com/lrainie/status/1433122763422699527

Top URLs in Tweet in G8:
[1] https://twitter.com/lrainie/status/1433128020571828229

Top Domains
Top Domains in Tweet in Entire Graph:
[35] pewresearch.org
[16] pewrsr.ch
[11] twitter.com
[10] youtube.com
[1] pewforum.org
[1] benton.org

Top Domains in Tweet in G1:
[24] pewresearch.org
[5] pewrsr.ch
[1] pewforum.org

Top Domains in Tweet in G2:
[10] youtube.com

Top Domains in Tweet in G3:
[11] pewresearch.org
[11] pewrsr.ch
[3] twitter.com
[1] benton.org

Top Domains in Tweet in G4:
[5] twitter.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4] internet
[2] covid19
[2] precariousbroadband
[1] climatechange
[1] icymi
[1] future
[1] tech
[1] computers
[1] smartphones



Top Hashtags in Tweet in G1:
[2] covid19
[1] computers
[1] smartphones
[1] internet
[1] climatechange

Top Hashtags in Tweet in G3:
[3] internet
[1] icymi

Top Hashtags in Tweet in G6:
[1] future
[1] tech

Top Hashtags in Tweet in G7:
[2] precariousbroadband

Top Words
Top Words in Tweet in Entire Graph:
[52] pewresearch
[41] lrainie
[25] more
[25] people
[23] internet
[23] time
[21] report
[21] close
[19] 11
[19] feel

Top Words in Tweet in G1:
[38] pewresearch
[21] lrainie
[19] time
[18] more
[17] close
[16] feel
[16] 11
[15] internet
[15] people
[13] attacks

Top Words in Tweet in G2:
[11] lanalana
[11] frankpasquale
[11] oiioxford
[11] evanselinger
[10] danbuk4
[10] money
[10] payment
[10] became
[10] social
[10] media

Top Words in Tweet in G3:
[17] lrainie
[14] pewresearch
[14] pewinternet
[9] colleenamcclain
[9] read
[8] report
[8] pandemic
[8] americans
[8] people
[7] internet

Top Words in Tweet in G4:
[2] more

Top Words in Tweet in G7:
[2] usa
[2] #precariousbroadband

Top Words in Tweet in G8:
[2] interesting
[2] report
[2] digital
[2] habits
[2] during
[2] pandemic
[2] aside
[2] predictable
[2] impacts
[2] video

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[14] covid,19
[12] screen,time
[12] parents,kids
[12] feel,less
[12] less,close
[11] lanalana,frankpasquale
[11] frankpasquale,oiioxford
[11] oiioxford,evanselinger
[11] during,pandemic
[11] update,screen

Top Word Pairs in Tweet in G1:
[10] covid,19
[10] feel,less
[10] less,close
[10] screen,time
[9] update,screen
[9] time,battleground
[9] battleground,families
[9] families,72
[9] 72,parents
[9] parents,kids

Top Word Pairs in Tweet in G2:
[11] lanalana,frankpasquale
[11] frankpasquale,oiioxford
[11] oiioxford,evanselinger
[10] money,payment
[10] payment,became
[10] became,social
[10] social,media
[10] media,lanalana
[9] danbuk4,money
[9] evanselinger,pnhowar

Top Word Pairs in Tweet in G3:
[9] pewresearch,pewinternet
[7] during,pandemic
[5] read,key
[5] key,insights
[5] insights,pewresearch
[5] pewinternet,report
[5] report,guest
[5] guest,authored
[5] authored,piece
[5] piece,lrainie

Top Word Pairs in Tweet in G7:
[2] usa,#precariousbroadband

Top Word Pairs in Tweet in G8:
[2] interesting,report
[2] report,digital
[2] digital,habits
[2] habits,during
[2] during,pandemic
[2] pandemic,aside
[2] aside,predictable
[2] predictable,impacts
[2] impacts,video
[2] video,calling

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewresearch
@lrainie
@pewinternet
@lanalana
@frankpasquale
@oiioxford
@evanselinger
@colleenamcclain
@danbuk4

Top Mentioned in G1:
@pewresearch
@lrainie
@pewinternet
@johngramlich
@pewscience
@pewglobal
@courtneysurveys
@colleenamcclain
@paulmbaker
@gregsmith_polls

Top Mentioned in G2:
@lanalana
@frankpasquale
@oiioxford
@evanselinger
@danbuk4
@pnhoward
@floridi
@juliapowles
@shannonvallor

Top Mentioned in G3:
@lrainie
@pewresearch
@pewinternet
@colleenamcclain
@benton_inst
@imagineinternet
@paulmbaker
@cacpgt
@col

Top Mentioned in G5:
@qrclh
@lrainie

Top Mentioned in G6:
@cabinetofficeuk
@ukintacademy

Top Mentioned in G7:
@sutherla

Top Mentioned in G8:
@dionnelew

Top Tweeters
Top Tweeters in Entire Graph:
@bannerite
@dancas2
@beccanalia
@sequoia2001
@sherrodharris
@mojamesapted
@sandydarity
@davemc99ta
@stem_nastics
@ronhall46

Top Tweeters in G1:
@sequoia2001
@sherrodharris
@mojamesapted
@davemc99ta
@work_cooling
@jstewartresist
@nickriccardi
@ghayasm73
@_mrwolf_
@aram

Top Tweeters in G2:
@bannerite
@dancas2
@sandydarity
@ronhall46
@danbuk4
@mkink
@frankpasquale
@claudia_sahm
@zero__big_fat_0
@kevinbankston

Top Tweeters in G3:
@stem_nastics
@buddaprotocol
@pewresearch
@benton_inst
@johngmcnutt
@wildbookchase
@pewinternet
@paulmbaker
@k_channel
@walris007

Top Tweeters in G4:
@howubenben
@steveakinsseo
@davidsharp84
@sam_a_bell
@jvitak

Top Tweeters in G5:
@clawehh
@qrclh
@jpegowner

Top Tweeters in G6:
@cabinetofficeuk
@aiaevans
@ukintacademy

Top Tweeters in G7:
@sutherla
@inckerron

Top Tweeters in G8:
@beccanalia
@dionnelew


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