#nonprofit, Twitter, 9/26/2020 12:17:21 AM, 236013


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#nonprofit_2020-09-25_15-46-25.xlsx
#nonprofit_2020-09-25_15-46-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 26, 2020
Short Description:
#nonprofit via NodeXL https://bit.ly/333GPgD
@blackbaud
@ananonprofit
@nonprofitcfos
@retweetbossman
@msichamber
@robinheed
@ephraimgopin
@natlcouncilnps
@reedstockman
@chidambara09

Top hashtags:
#nonprofit
#charity
#fundraising
#community
#volunteer
#nonprofits

Description:
Description
The graph represents a network of 5,144 Twitter users whose tweets in the requested range contained "#nonprofit", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 September 2020 at 23:02 UTC.

The requested start date was Friday, 25 September 2020 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 7-day, 12-hour, 54-minute period from Thursday, 17 September 2020 at 11:05 UTC to Friday, 25 September 2020 at 00:00 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 : 5144
Unique Edges : 3238
Edges With Duplicates : 8290
Total Edges : 11528
Number of Edge Types : 5
Tweet : 4097
Mentions : 1496
MentionsInRetweet : 3244
Retweet : 2526
Replies to : 165
Self-Loops : 4278
Reciprocated Vertex Pair Ratio : 0.0402874005645368
Reciprocated Edge Ratio : 0.0774543660582141
Connected Components : 2005
Single-Vertex Connected Components : 1163
Maximum Vertices in a Connected Component : 1057
Maximum Edges in a Connected Component : 4101
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 9.442372
Graph Density : 0.000153237924140953
Modularity : 0.414533
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 5,144 Twitter users whose tweets in the requested range contained "#nonprofit", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 September 2020 at 23:02 UTC.

The requested start date was Friday, 25 September 2020 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 7-day, 12-hour, 54-minute period from Thursday, 17 September 2020 at 11:05 UTC to Friday, 25 September 2020 at 00:00 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 : #nonprofit
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:
[15] https://soulfully-connecting.com/business-directory/muskwa-international-foundation-inc/
[13] https://nanjilanandfoundation.org/causes-grid/
[10] https://shop.spreadshirt.com/numfocus/
[10] https://wp.me/p1h0KY-1fv
[10] https://www.sevaxapp.com/
[10] https://sexxxxcherry.com/xknikxepto?t=leslie
[10] http://rpcam.webs.com/
[9] https://www.abogada.com/donatecar/
[9] https://www.facebook.com/Jazba.Hat/
[9] https://www.instagram.com/jazba.hat

Top URLs in Tweet in G1:
[7] http://kronstadtconsult.org/nonprofit-development-director-5-tips-for-hiring-or-improving-effectiveness/
[7] http://kronstadtconsult.org/dear-nonprofit-leader-failure-is-not-an-option-your-coworker-elizabeth/
[7] https://kronstadtconsult.org/funding-strategy-review/
[7] http://kronstadtconsult.org/3-nonprofit-goals/
[6] http://kronstadtconsult.org/local-funding/
[6] https://kronstadtconsult.org/ngo-board-leadership-team-recruit-for-these-7-soft-skills/
[6] https://www.amazon.com/s?k=Elizabeth+fitzgerald&rh=n:3&ref=nb_sb_noss
[6] https://kronstadtconsult.org/20-step-capital-campaign-fundraising-or-how-to-save-a-stalled-campaign/
[6] http://kronstadtconsult.org/4-tips-for-attaining-your-nonprofit-cfre-certification/
[6] https://kronstadtconsult.org/3-factors-align-before-embezzlement-do-you-have-these-12-safeguards-in-place/

Top URLs in Tweet in G2:
[9] https://twitter.com/mohossain/status/1294296865631088642?s=21
[5] https://www.brookings.edu/research/as-americans-spread-out-immigration-plays-a-crucial-role-in-local-population-growth/
[5] https://www.forbes.com/sites/robynshulman/2018/10/13/how-classmates-built-an-education-nonprofit-from-their-college-campus/#7504b60b74e6
[4] https://www.washingtonpost.com/health/2020/09/17/coronavirus-testing-children/
[3] https://www.fastcompany.com/90385020/this-chatbots-are-designed-to-help-disaster-relief-organizations-quickly-offer-help
[2] https://paper.li/ReedStockman?edition_id=39db9880-f964-11ea-bfa8-0cc47a0d164b
[2] https://www.forbes.com/sites/forbestechcouncil/2019/10/29/nonprofits-should-develop-their-tech-fluency/#7802e7d45a41
[2] https://azure.microsoft.com/en-us/blog/tips-for-learning-azure-in-the-new-year/
[2] https://parkcenternashville.org/letter-from-will-connelly/
[2] https://www.businessinsider.com/gender-at-work-women-diversity-inclusion-leadership-ceo-glass-ceiling-2020-9

Top URLs in Tweet in G3:
[10] https://wp.me/p1h0KY-1fv
[7] https://anngreennonprofit.com/2020/09/15/how-to-create-a-fundraising-appeal-thats-relevant-in-the-current-climate/
[3] https://1832communications.com/nonprofit-newsletter/
[3] https://4agoodcause.com/how-to-gather-stories-of-impact/?platform=hootsuite
[3] https://anngreennonprofit.com/2020/09/22/get-ready-to-pour-on-the-gratitude/
[2] https://1832communications.com/year-end-fundraising-success/
[2] https://twitter.com/Francesca__ah_/status/1306645405019574272
[2] https://www.amyeisenstein.com/7-volunteers-dont-want-nonprofit-board/
[2] https://michaelrosensays.wordpress.com/2020/09/18/should-you-forget-about-planned-giving-as-2020-closes/
[1] https://mailchi.mp/eed17bfc466e/writing-a-meaningful-volunteer-thanks-letter

Top URLs in Tweet in G4:
[10] https://www.sevaxapp.com/
[5] https://redthreadresearch.com/2020/09/15/purpose-driven-orgs/
[3] https://www.thenonprofittimes.com/podcast/episode-30-charitable-estate-gifts/
[3] http://hcdnnjnetworkvoices.blogspot.com/2020/09/national-voter-registration-day-means.html
[2] https://www.thenonprofittimes.com/donors/you-really-need-a-gift-acceptance-policy/
[2] https://www.linkedin.com/slink?code=fyxiSJm
[1] https://www.njstatelib.org/event/webinar-creating-your-non-profits-social-media-plan/
[1] https://www.thenonprofittimes.com/technology/6-steps-podcasts-with-purpose/
[1] https://twitter.com/i/web/status/1306657961570455556
[1] https://www.bestnonprofitstoworkfor.com/

Top URLs in Tweet in G5:
[9] https://www.facebook.com/Jazba.Hat/
[9] https://www.instagram.com/jazba.hat
[9] https://twitter.com/jazba_hat
[9] https://www.abogada.com/donatecar/
[5] http://www.eyeblink.org
[5] http://ahctrust.com
[5] https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=C5S4JW9GP74NL&source=url
[4] https://www.youngdevon.org/run-devon
[4] http://www.eyeblink.com
[4] https://www.thereddoorplace.org/

Top URLs in Tweet in G6:
[7] https://www.facebook.com/donate/635784457041977/
[1] https://twitter.com/JRFromtheHeart/status/1306795405544271875
[1] https://twitter.com/MarfanFdn/status/1308428125441753093
[1] https://twitter.com/i/web/status/1308797886822457345
[1] https://twitter.com/i/web/status/1306662820449189888
[1] https://twitter.com/i/web/status/1306576324446679040
[1] https://twitter.com/i/web/status/1306933541813403651
[1] https://twitter.com/i/web/status/1306933678459682816
[1] https://twitter.com/i/web/status/1306934845633785856
[1] https://twitter.com/i/web/status/1306934985085992960

Top URLs in Tweet in G7:
[2] https://buffer.com/add?url=https%3A%2F%2Fcharity.gofundme.com%2Fc%2Fbuilding-fundraising-calendar-webinar&text=Join%20the%20Webinar%3A%20Building%20Your%20Fundraising%20Calendar%20During%20COVID-19&version=3.4.12&placement=toolbar
[2] https://youtu.be/yjXMfuQ_bh8?utm_content=139134671&utm_medium=social&utm_source=twitter&hss_channel=tw-813489327535771648
[1] https://jcsocialmarketing.com/2020/03/5-tips-25-ideas-3-tools-to-take-your-nonprofit-events-virtual-in-the-age-of-coronavirus-npcovid19/?sf237651697=1
[1] https://blog.cdw.com/services/4-benefits-of-cdw-technology-support-services?cm_ven=SocialMedia&cm_cat=twitter&cm_pla=MKT44857adu0000P0000&cm_ite=cdw_nonprofit&sf237918050=1
[1] https://blog.cdw.com/cloud-computing/jumpstart-service-for-aws?cm_ven=SocialMedia&cm_cat=twitter&cm_pla=MKT44857adu0000P0000&cm_ite=cdw_nonprofit&sf237651962=1
[1] https://twitter.com/i/web/status/1306730495498223618
[1] https://twitter.com/i/web/status/1307182764458942464
[1] https://twitter.com/i/web/status/1308779858785456130
[1] https://twitter.com/i/web/status/1308780192505245698
[1] https://twitter.com/i/web/status/1308146611768434689

Top URLs in Tweet in G8:
[1] https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/six-problem-solving-mindsets-for-very-uncertain-times?cid=other-soc-twi-mip-mck-oth---&sid=3719674597&linkId=100057857
[1] https://twitter.com/i/web/status/1306649048557015040
[1] https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/six-problem-solving-mindsets-for-very-uncertain-times?cid=other-soc-twi-mip-mck-oth---&sid=3706458842&linkId=99881926
[1] https://twitter.com/i/web/status/1307035414994321408
[1] https://twitter.com/i/web/status/1307288079145799682
[1] https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/six-problem-solving-mindsets-for-very-uncertain-times?cid=other-soc-twi-mip-mck-oth---&sid=3719396546&linkId=100052575
[1] https://twitter.com/i/web/status/1307302213832892417
[1] https://twitter.com/i/web/status/1308611192730968066
[1] https://twitter.com/i/web/status/1306804443870973952
[1] https://twitter.com/i/web/status/1308250142240243712

Top URLs in Tweet in G9:
[3] http://gamechangereu.org/camp
[1] https://twitter.com/MadalynSklar/status/1306649123840495618
[1] https://twitter.com/TrinityWebMedia/status/1306649854735777793
[1] https://givewp.com/subscribe/?utm_source=Twitter&utm_medium=social&utm_campaign=Community_Invites
[1] https://givewp.com/instagram-nonprofit-storytelling/?utm_source=Twitter&utm_medium=social&utm_campaign=Blog_Advice
[1] https://givewp.com/simple-fundraising-ideas-nonprofit-stickers/?utm_source=Twitter&utm_medium=social&utm_campaign=Blog_Advice
[1] https://twitter.com/i/web/status/1309150361584885764
[1] https://twitter.com/i/web/status/1309150543873486852
[1] https://twitter.com/i/web/status/1309151227003928576
[1] https://twitter.com/i/web/status/1309151399821955075

Top URLs in Tweet in G10:
[6] https://globalowls.com/donor-retention-strategies-online-fundraiser/
[5] https://globalowls.com/effective-content-strategy-nonprofits/
[5] https://globalowls.com/email-marketing-strategies-nonprofits/
[5] https://globalowls.com/bootstrap-seo-for-nonprofit/
[5] https://globalowls.com/ultimate-guide-nonprofit-email-marketing-benchmarks/
[5] https://globalowls.com/how-to-write-with-fewer-mistakes/
[5] http://socialimpactarchitects.com/wp/value-proposition/
[4] https://nonprofitaf.com/2020/09/democracy-hangs-in-the-balance-nonprofit-and-philanthropy-need-to-stop-being-neutral/
[4] https://globalowls.com/engage-with-online-fundraising-community/
[4] https://globalowls.com/online-marketing-tools-nonprofits/

Top Domains
Top Domains in Tweet in Entire Graph:
[2218] twitter.com
[116] careerarc.com
[86] kronstadtconsult.org
[79] instagram.com
[77] youtube.com
[75] facebook.com
[73] paper.li
[69] nonprofitquarterly.org
[59] globalowls.com
[42] linkedin.com

Top Domains in Tweet in G1:
[911] twitter.com
[86] kronstadtconsult.org
[41] careerarc.com
[36] instagram.com
[33] youtube.com
[24] job4good.it
[23] linkedin.com
[23] facebook.com
[13] amazon.com
[10] eventbrite.com

Top Domains in Tweet in G2:
[88] twitter.com
[12] dennisfischman.com
[9] nonprofitinformation.com
[8] forbes.com
[8] paper.li
[7] microsoft.com
[6] butterflypublisher.com
[5] futurefundraisingnow.com
[5] brookings.edu
[4] washingtonpost.com

Top Domains in Tweet in G3:
[39] twitter.com
[10] wp.me
[10] anngreennonprofit.com
[8] tonymartignetti.com
[7] 1832communications.com
[6] plannedgivingaccelerator.com
[6] 4agoodcause.com
[5] mailchi.mp
[4] bloomerang.co
[4] wildapricot.com

Top Domains in Tweet in G4:
[90] twitter.com
[23] sevaxapp.com
[9] thenonprofittimes.com
[5] redthreadresearch.com
[3] govote.org
[3] youtube.com
[3] linkedin.com
[3] blogspot.com
[2] generocity.org
[2] voicestorm.com

Top Domains in Tweet in G5:
[75] twitter.com
[15] facebook.com
[10] thereddoorplace.org
[9] instagram.com
[9] abogada.com
[5] eyeblink.org
[5] ahctrust.com
[5] paypal.com
[5] asaslv.org
[4] youngdevon.org

Top Domains in Tweet in G6:
[33] twitter.com
[7] facebook.com

Top Domains in Tweet in G7:
[48] twitter.com
[7] voicestorm.com
[6] pamelagrow.com
[3] sentiacorp.com
[3] fivestardev.com
[2] cdw.com
[2] zoom.us
[2] omaticsoftware.com
[2] forcetalks.com
[2] whillconsulting.com

Top Domains in Tweet in G8:
[7] twitter.com
[3] mckinsey.com

Top Domains in Tweet in G9:
[37] twitter.com
[10] techsoup.org
[6] gamechangereu.org
[5] givewp.com
[4] grantstation.com
[3] donorperfect.com
[2] techsoupcanada.ca
[2] johnkenyon.org
[2] paper.li
[1] amazon.com

Top Domains in Tweet in G10:
[59] globalowls.com
[38] twitter.com
[38] careerarc.com
[19] signify.solutions
[16] nonprofitquarterly.org
[15] paper.li
[9] socialimpactarchitects.com
[4] nonprofitaf.com
[3] floridabar.org
[3] mailchi.mp

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4875] nonprofit
[545] charity
[502] fundraising
[433] community
[423] volunteer
[404] nonprofits
[364] covid19
[292] philanthropy
[286] education
[263] csr



Top Hashtags in Tweet in G1:
[1476] nonprofit
[244] charity
[202] fundraising
[128] community
[110] philanthropy
[93] nonprofits
[89] nonprofitorganization
[74] donations
[68] charities
[67] donate

Top Hashtags in Tweet in G2:
[163] nonprofit
[25] womenempowerment
[24] womensupportingwomen
[24] womenempoweringwomen
[24] womeninspiringwomen
[24] women
[22] fundraising
[19] cybersecurity
[19] womenpower
[9] med

Top Hashtags in Tweet in G3:
[184] nonprofit
[46] fundraising
[21] philanthropy
[19] nonprofitradio
[11] podcast
[10] plannedgiving
[10] charities
[8] charity
[7] charitablegiving
[7] npo

Top Hashtags in Tweet in G4:
[326] nonprofit
[276] volunteer
[250] csr
[240] nonprofits
[229] covid19
[218] sdgs
[171] socialimpact
[141] sustainability
[138] education
[122] community

Top Hashtags in Tweet in G5:
[134] nonprofit
[102] donate
[56] charity
[37] community
[24] support
[23] hope
[22] love
[22] giveback
[20] volunteer
[19] fundraising

Top Hashtags in Tweet in G6:
[39] nonprofit
[5] herafricaltd
[2] charity
[2] donate
[2] donatetoday
[1] fridayfeeling
[1] charitywork
[1] nonprofitorganization
[1] hunger
[1] unicef

Top Hashtags in Tweet in G7:
[117] nonprofit
[31] salesforce
[16] fundraising
[14] covid19
[9] cloud
[9] charity
[8] npsp
[7] nptech
[7] cdwsocial
[7] nonprofits

Top Hashtags in Tweet in G8:
[90] business
[89] nonprofit
[86] policy
[3] rt
[1] plantatree
[1] planthope

Top Hashtags in Tweet in G9:
[103] nonprofit
[10] boxworks
[10] nptech
[9] heypresstoconf20
[8] fundraising
[6] givingtuesday
[6] nonprofits
[6] gamechangercamp
[6] leadership
[5] techsoupcommunity

Top Hashtags in Tweet in G10:
[186] nonprofit
[52] socent
[33] charity
[19] seo
[19] diversity
[16] fundraising
[16] philanthropy
[16] donors
[14] socialservicejobs
[13] digitalmarketing

Top Words
Top Words in Tweet in Entire Graph:
[4849] #nonprofit
[586] help
[577] more
[545] #charity
[502] #fundraising
[433] #community
[423] #volunteer
[404] #nonprofits
[386] support
[375] nonprofit

Top Words in Tweet in G1:
[1466] #nonprofit
[244] #charity
[202] #fundraising
[180] help
[165] more
[149] job
[146] support
[137] community
[135] nonprofit
[128] #community

Top Words in Tweet in G2:
[163] #nonprofit
[40] msftnonprofits
[29] read
[28] learn
[25] #womenempowerment
[24] more
[24] #womensupportingwomen
[24] #womenempoweringwomen
[24] #womeninspiringwomen
[24] #women

Top Words in Tweet in G3:
[184] #nonprofit
[46] #fundraising
[29] giving
[26] planned
[21] #philanthropy
[19] #nonprofitradio
[17] forget
[17] help
[17] need
[16] podcast

Top Words in Tweet in G4:
[326] #nonprofit
[276] #volunteer
[250] #csr
[240] #nonprofits
[229] #covid19
[218] #sdgs
[212] fwdhumanity
[171] #socialimpact
[141] #sustainability
[138] #education

Top Words in Tweet in G5:
[134] #nonprofit
[102] #donate
[56] #charity
[37] #community
[29] help
[24] #support
[23] #hope
[22] donate
[22] #love
[22] #giveback

Top Words in Tweet in G6:
[185] aortic
[168] genetic
[95] rare
[95] disorder
[95] lost
[94] father
[93] uncle
[92] recently
[89] dissections
[42] smardiac

Top Words in Tweet in G7:
[112] #nonprofit
[34] #salesforce
[31] free
[27] salesforce
[25] more
[23] help
[16] know
[16] #fundraising
[15] during
[15] success

Top Words in Tweet in G8:
[180] leaders
[90] effective
[90] solve
[90] problems
[90] decades
[90] working
[90] #business
[89] #nonprofit
[86] #policy
[86] ve

Top Words in Tweet in G9:
[97] #nonprofit
[33] donors
[28] learn
[28] build
[28] community
[27] reach
[27] techsoup
[25] inspire
[21] donations
[17] online

Top Words in Tweet in G10:
[186] #nonprofit
[52] #socent
[47] globalowlsshare
[43] marketing
[41] globalowls
[34] latest
[33] #charity
[32] nonprofit
[32] job
[21] ny

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[185] #nonprofit,#fundraising
[184] #charity,#nonprofit
[158] #nonprofits,#nonprofit
[148] #socialimpact,#sdgs
[147] #csr,#socialimpact
[137] learn,more
[123] #volunteer,#nonprofits
[117] #covid19,#volunteer
[117] #business,#nonprofit
[112] #nonprofit,#csr

Top Word Pairs in Tweet in G1:
[120] #charity,#nonprofit
[105] #nonprofit,#fundraising
[85] link,bio
[59] #nonprofits,#charities
[58] click,link
[57] #fundraising,#donations
[54] learn,more
[54] #charities,#nonprofitorganization
[51] #nonprofitleadership,#501c3
[49] #501c3,#notforprofit

Top Word Pairs in Tweet in G2:
[24] #womenempowerment,#womensupportingwomen
[24] #womensupportingwomen,#womenempoweringwomen
[24] #womenempoweringwomen,#womeninspiringwomen
[24] #womeninspiringwomen,#women
[19] #womenpower,#womenempowerment
[17] msftnonprofits,learn
[16] #nonprofit,#fundraising
[16] brought,msftnonprofits
[14] women,single
[11] pinkbeltmission,#womenpower

Top Word Pairs in Tweet in G3:
[21] planned,giving
[14] #nonprofitradio,podcast
[13] #nonprofit,#fundraising
[12] #nonprofit,leaders
[11] #nonprofit,newsletter
[11] fundthepeople,#podcast
[11] #podcast,launched
[11] launched,morning
[11] morning,ep
[11] ep,vu

Top Word Pairs in Tweet in G4:
[148] #socialimpact,#sdgs
[147] #csr,#socialimpact
[146] #nonprofits,#nonprofit
[123] #volunteer,#nonprofits
[117] #covid19,#volunteer
[111] #nonprofit,#csr
[100] #sdgs,#volunteering
[93] #education,#covid19
[90] #sustainability,#education
[48] #nonprofit,#nonprofits

Top Word Pairs in Tweet in G5:
[28] #nonprofit,#donate
[15] #support,#donate
[15] #nonprofit,#support
[14] #save,#care
[14] #care,#hope
[14] #hope,#nonprofit
[14] #donate,#social
[14] #social,#charity
[14] #charity,#health
[14] #health,#education

Top Word Pairs in Tweet in G6:
[95] rare,genetic
[95] genetic,aortic
[95] aortic,disorder
[95] disorder,lost
[94] lost,father
[93] father,uncle
[92] uncle,recently
[90] recently,aortic
[89] aortic,dissections
[73] dissections,genetic

Top Word Pairs in Tweet in G7:
[13] #nonprofit,needs
[11] whats,happening
[11] happening,paying
[11] paying,forward
[11] forward,during
[11] during,#covid19
[11] #covid19,know
[11] know,#nonprofit
[11] needs,free
[11] free,salesforce

Top Word Pairs in Tweet in G8:
[90] effective,leaders
[90] leaders,solve
[90] solve,problems
[90] problems,decades
[90] decades,working
[90] working,leaders
[90] leaders,#business
[89] #business,#nonprofit
[86] #nonprofit,#policy
[86] #policy,ve

Top Word Pairs in Tweet in G9:
[22] donors,inspire
[21] reach,donors
[21] inspire,donations
[21] donations,build
[21] build,community
[11] techsoup,#nonprofit
[9] #heypresstoconf20,#nonprofit
[8] board,members
[7] learn,more
[7] donor,personas

Top Word Pairs in Tweet in G10:
[42] #nonprofit,#socent
[22] #nonprofit,#charity
[14] #charity,#fundraising
[14] email,marketing
[13] dobbs,ferry
[13] ferry,ny
[13] see,latest
[12] #diversity,#nonprofit
[11] #fundraising,#philanthropy
[11] globalowls,raultiru

Top Replied-To
Top Replied-To in Entire Graph:
@exchangeseva
@barackobama
@samsmith
@hrclosangeles
@tim_cook
@gabbiehanna
@qgiv
@cmicontent
@merklermg
@longbeachgives

Top Replied-To in G1:
@thelincolnlodge

Top Replied-To in G3:
@merklermg

Top Replied-To in G4:
@exchangeseva
@tompkinschamber
@realdonaldtrump
@a_v_associates

Top Replied-To in G6:
@samsmith
@barackobama
@symplysimi
@gabbiehanna
@tim_cook
@50cent
@aplusk
@cncomusic
@vancityreynolds
@beberexha

Top Replied-To in G7:
@qgiv
@salesforce
@jack

Top Replied-To in G9:
@madalynsklar
@clouiedyer

Top Mentioned
Top Mentioned in Entire Graph:
@fwdhumanity
@mckinsey
@cbcoders20
@globalowlsshare
@smardiac
@globalowls
@msftnonprofits
@exchangeseva
@austinecondev
@varcodesmitty

Top Mentioned in G1:
@patriotsandpaws
@ontvbpage
@drpostalot
@weissfoundation
@smb_resources
@star_cio
@esctriangle
@nyike

Top Mentioned in G2:
@msftnonprofits
@fr_hossain
@vtfoundation
@pinkbeltmission
@realaneelysis
@victorvirtual
@forbes
@mohossain
@stlouisfed
@2rarely

Top Mentioned in G3:
@ephraimgopin
@nonprofitaf
@bldingmovement
@tonymartignetti
@rustystahl
@fundthepeople
@leamerman
@bsayremerklermg
@wildapricot
@dennismillerceo

Top Mentioned in G4:
@fwdhumanity
@exchangeseva
@natlcouncilnps
@martinhoyes
@senschumer
@realdonaldtrump
@itunes
@speakerpelosi
@senatemajldr
@gopleader

Top Mentioned in G5:
@semlink
@theycallmeqshow
@tokiwana
@liferescue_org
@mymitomission
@jazba_hat
@inc_whip
@farssanctuary
@ef3life

Top Mentioned in G6:
@smardiac
@samsmith
@barackobama
@draliazizzadeh
@cncomusic
@vancityreynolds
@beberexha
@laurdiy
@shereneshalhub
@thinkaortaus

Top Mentioned in G7:
@salesforce
@crmjetty
@fivestardev
@qgiv
@forcetalks
@boreillywhc
@pamelagrow
@givingtuesday
@juliacsocial
@cityyearphilly

Top Mentioned in G8:
@mckinsey
@jwr_foundation

Top Mentioned in G9:
@techsoup
@givewp
@box_org
@donorperfect
@awscloud
@techsoupeurope
@grantstation
@curtisstrategy
@adobe
@fftfoodbank

Top Mentioned in G10:
@globalowlsshare
@globalowls
@signifysolution
@raultiru
@lightsolar
@jump_math
@aspaciousplace
@careers_cv
@lakeya_cherry
@jessinverted

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@raymond_norman
@chidambara09
@cybersec_feeds
@aaroncuddeback
@iam__network
@femtech_
@lorimoreno
@soulfullysue
@rosenchild

Top Tweeters in G1:
@iam__network
@soulecting
@melissaonline
@nomanaziz83
@bleedingcool
@hal4
@drpostalot
@dggfthr
@robincabralcfre
@svbizjournal

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@femtech_
@ottlegalrebels
@cybersecurityn8
@donaldndoro
@forbes
@hardlynormal
@greentechdon

Top Tweeters in G3:
@beckyrae12345
@clancynewyork
@ephraimgopin
@mcahalane
@allendavidov
@jeffjowdy
@jcbivins
@kellitweets
@tonymartignetti
@p2173

Top Tweeters in G4:
@yahoofinance
@4mypeers
@googleplay
@njdotcom
@googlechrome
@sdgsbot
@realdonaldtrump
@hitrecordjoe
@nealdenton
@texastech

Top Tweeters in G5:
@walkerdl
@tokiwana
@nneerajdj
@fritatalover
@retweetbossman
@mentalhretweet
@johnsonchrisleo
@kolormeyellow
@mankeycat31
@titosvodka

Top Tweeters in G6:
@symplysimi
@bucks
@puma
@davido
@wizkidayo
@codysimpson
@nashgrier
@joeygraceffa
@iamcardib
@gabbiehanna

Top Tweeters in G7:
@viralvideovlogs
@bexxmodd
@kron4news
@imagine_garden
@google
@pamelagrow
@appitekbot
@juliacsocial
@salesforce
@amandanicole487

Top Tweeters in G8:
@abhijeetkum
@carolndosi
@southstep
@mench90
@jfelipecajiga
@mbohl07
@wandabarquin
@bluesake
@nikenss
@calebrojasc

Top Tweeters in G9:
@entwistletx
@milaniolivera
@madalynsklar
@kaskadia
@fabriciosx
@sardimperium
@bph
@constantcontact
@barry69104159
@sandy_carter

Top Tweeters in G10:
@techcrunch
@xoxolizza
@socentlive
@theflabar
@m0nsterava33
@rupertcheek
@stpstservices
@humane_rights
@diversityup
@campaignmonitor


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