ICTD OR ICT4D, Twitter, 1/16/2023 4:40:46 AM, 288147


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ICTD OR ICT4D_2023-01-15_20-30-00.xlsx
ICTD OR ICT4D_2023-01-15_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2023
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3CSOWOm
@silviahedley
@ictdtax
@aidnography
@ncmart
@arslan_ict4d
@ict_works
@wayan_vota
@cddmanchester
@chidambara09
@the_dej

Top hashtags:
#ict4d
#ditchbook
#globaldev
#tax
#designthinking
#digital
#ifip942022

Description:
Description
The graph represents a network of 3,504 Twitter users whose recent tweets contained "ICTD OR ICT4D", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 04:35 UTC.

The tweets in the network were tweeted over the 2790-day, 5-hour, 10-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 15 January 2023 at 18:54 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 : 3504
Unique Edges : 3355
Edges With Duplicates : 9346
Total Edges : 12701
Number of Edge Types : 8
Retweet : 2630
MentionsInRetweet : 4548
MentionsInReplyTo : 879
Mentions : 2726
Tweet : 1054
MentionsInQuote : 338
Replies to : 348
Quote : 178
Self-Loops : 1651
Reciprocated Vertex Pair Ratio : 0.0744617815524393
Reciprocated Edge Ratio : 0.138602941176471
Connected Components : 384
Single-Vertex Connected Components : 188
Maximum Vertices in a Connected Component : 2409
Maximum Edges in a Connected Component : 10571
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.342486
Graph Density : 0.000443194808885274
Modularity : 0.38911
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,504 Twitter users whose recent tweets contained "ICTD OR ICT4D", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 04:35 UTC.

The tweets in the network were tweeted over the 2790-day, 5-hour, 10-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 15 January 2023 at 18:54 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 : ICTD OR ICT4D
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:
[17] https://www.ictd.ac/news/sri-lanka-crisis-tax-mick-moore/
[16] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[16] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/
[13] http://www.afgoesdigital.com/services-3/
[13] https://www.ict4dconference.org/resources/podcast/peacetech/
[13] https://ifip.ue.edu.pe/
[9] https://thisisamos.com/2022/07/09/new-models-required/
[9] https://ict4d.org.uk/desc/
[9] https://www.kaikai.dev/fr/event/journee-de-l-agrotech-2022-11-30-1/register
[8] https://www.ictworks.org/digital-inclusion-tech-policy/#.YqGPVlA8aQY.twitter

Top URLs in Tweet in G1:
[15] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[10] https://ifip.ue.edu.pe/
[8] https://ict4dblog.wordpress.com/2021/08/03/the-rise-of-digital-self-exclusion/
[6] https://ict4dblog.wordpress.com/2022/05/19/the-organisational-context-for-successful-ict4d-practitioners/
[6] https://ifip94.wordpress.com/2022/06/30/rethinking-ict4d-research-through-the-pillars-of-context-resilience-and-sustainability/
[6] https://ictd.org/schedule/
[6] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2062291#.Yre-RUDCfKE.twitter
[6] https://ict4d.org.uk/desc/
[5] https://ict4dblog.wordpress.com/2020/07/13/context-and-digital-start-ups-in-the-global-south/
[5] https://www.researchgate.net/publication/361102212_ICT4D_and_Critical_Data_Studies_A_Joint_Research_Agenda

Top URLs in Tweet in G2:
[16] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/
[4] https://www.ictd.ac/news/sri-lanka-crisis-tax-mick-moore/
[4] https://twitter.com/SEATINIUGANDA/status/1583003550480994305/photo/1
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281311
[4] https://twitter.com/TheBettsFirm/status/1600912424013471744/photo/1
[3] https://www.ictd.ac/publication/what-tax-expenditures-how-big-energy-related/
[3] https://twitter.com/ICTDTax/status/1603008478204891136/photo/1
[3] https://twitter.com/ICTDTax/status/1569609585559838720/photo/1
[3] https://www.ictd.ac/event/webinar-ghanas-e-levy-two-months-in-what-do-we-know/
[3] https://www.ictd.ac/publication/at-table-off-menu-assessing-participation-lower-income-countries-global-tax-negotiations/

Top URLs in Tweet in G3:
[13] http://www.afgoesdigital.com/services-3/
[7] https://www.usaid.gov/digital-development/digis
[6] http://ow.ly/rurQ50IN6MW
[6] https://www.ictworks.org/digital-inclusion-tech-policy/#.YqGPVlA8aQY.twitter
[5] https://www.ictworks.org/usaid-artificial-intelligence-action-plan/
[5] https://www.ictworks.org/10-common-ict4d-myths/
[5] https://www.ictworks.org/ict4d-donors-changed-digital-development/
[4] https://www.ictworks.org/usaid-digital-literacy-primer/
[4] https://twitter.com/JengaLab/status/1589612759641075712/photo/1
[4] https://twitter.com/JengaLab/status/1598592224442433537/photo/1

Top URLs in Tweet in G4:
[13] https://www.ict4dconference.org/resources/podcast/peacetech/
[5] https://nethope.org/webinars/building-a-technology-roadmap-for-fundraising-and-communication-success/
[4] https://twitter.com/RoambaG/status/1535305511586889729/photo/1
[3] https://www.ictworks.org/10-common-ict4d-myths/#.Yv3v-RVBy8Y
[3] https://ict4dmalaria.pathable.co/agenda#/?limit=20&sortByFields[0]=startsAt&sortByOrders[0]=1&uid=9Hcr5jrP2pokJqCy9
[3] https://www.ictworks.org/digital-solutions-global-food-crisis/
[3] https://twitter.com/jss_ictd/status/1575130845928734720/photo/1
[3] https://twitter.com/larrypress/status/1566793252174327808/photo/1
[3] https://ict4d.org.uk/migrant-videos-from-south-africa/
[3] https://ict4d.org.uk/desc/

Top URLs in Tweet in G5:
[4] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-465.html
[4] https://aidnography.blogspot.com/2022/06/development-ict4d-digital-communication-academia-link-review-447.html
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-464.html
[3] https://aidnography.blogspot.com/2022/10/development-ict4d-digital-communication-academia-link-review-460.html
[3] https://aidnography.blogspot.com/2022/10/development-ict4d-digital-communication-academia-link-review-458.html
[3] https://aidnography.blogspot.com/2022/09/development-ict4d-digital-communication-academia-link-review-456.html
[2] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-450.html
[2] https://aidnography.blogspot.com/2022/05/development-ict4d-digital-communication-academia-link-review-445.html
[2] https://aidnography.blogspot.com/2022/06/development-ict4d-digital-communication-academia-link-review-448.html
[2] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-451.html

Top URLs in Tweet in G6:
[5] http://boxfresh.site/ngpage
[4] https://twitter.com/GuoPeiLin999/status/1529333975428517889/photo/1
[4] http://ictd.gov.bd
[4] https://twitter.com/Bavarian_BMW/status/1588207730505949185/photo/1
[4] https://www.governmentjobbangladesh.com/2022/07/ictd-job-circular-2022.html?m=1
[4] https://twitter.com/ncipoechportal/status/1536217142185852928/photo/1
[4] https://twitter.com/noni_hub/status/1537030258343518208/photo/1
[4] https://twitter.com/clusterdafrica/status/1554851616192339968/photo/1
[3] https://twitter.com/djmhughesuk/status/1567526597825110017/photo/1
[3] https://www.ictd.ac/news/sri-lanka-crisis-tax-mick-moore/

Top URLs in Tweet in G7:
[3] https://resoomer.com
[3] https://summarygenerator.com
[2] https://twitter.com/OffcialDJISPR/status/1546782797368541184?s=19
[2] https://twitter.com/Arslan_ICT4D/status/1565713888649170945/photo/1
[2] https://quillbot.com/
[2] https://www.textcompactor.com/
[2] https://www.summarizebot.com/
[2] https://twitter.com/Arslan_ICT4D/status/1565709744517419009/photo/1
[1] https://twitter.com/Arslan_ICT4D/status/1562520245234966528/photo/1
[1] https://twitter.com/Arslan_ICT4D/status/1567593969609220096/photo/1

Top URLs in Tweet in G8:
[2] https://www.eventbrite.com/e/how-mobile-phones-are-catalyzing-an-african-revolution-tickets-418107750537
[1] https://twitter.com/ManchesterUP/status/1572907385710120960/photo/1
[1] https://paper.li/the_dej?share_id=c4401bb0-79e9-11ed-9506-fa163eed9ef2
[1] https://paper.li/the_dej?share_id=d1eb9190-0ab8-11ed-9506-fa163eed9ef2
[1] https://paper.li/the_dej?share_id=d4c69fb0-8617-11ed-9506-fa163eed9ef2
[1] https://paper.li/the_dej?share_id=9e0cd4d0-6afb-11ed-9506-fa163eed9ef2
[1] https://paper.li/the_dej?share_id=d7ecfd30-07f8-11ed-9506-fa163eed9ef2
[1] https://paper.li/the_dej?share_id=6cf70280-8fea-11ed-9506-fa163eed9ef2
[1] https://paper.li/the_dej?share_id=9611ff00-fdc1-11ec-9506-fa163eed9ef2
[1] https://paper.li/the_dej?share_id=e7e04b60-08c1-11ed-9506-fa163eed9ef2

Top URLs in Tweet in G9:
[1] https://docs.google.com/document/d/1RN2xmo0XvT5qIqwNdgp892lX61D4niSu-ZvDC-cYcv0/edit?utm_medium=twitter&utm_campaign=junior
[1] https://docs.google.com/document/d/1IhzQTyrT4UgTciOHMImpSF3Y3XiGi4mop4XoVg0DAR0/edit?utm_medium=twitter&utm_campaign=senior
[1] https://twitter.com/mtuchidev/status/1597095717893730304
[1] https://community.openfn.org/
[1] https://www.linkedin.com/posts/esantesen_amdhc-interoperability-ehealth-activity-7006976722579431424-vdFw?utm_source=share&utm_medium=member_desktop
[1] https://twitter.com/openfn/status/1601200997287825409/photo/1
[1] https://m.youtube.com/watch?v=9xEwlmG9x00&feature=youtu.be&utm_content=bufferaa191&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

[1] https://twitter.com/taylordowns2000/status/1613846857159184384
[1] https://web.cvent.com/hub/events/14f4900d-dce0-4039-8f2e-0497899ec28d/errors/archived-error
[1] https://twitter.com/OrgInAction/status/1582085357101015041

Top URLs in Tweet in G10:
[7] https://docs.wfp.org/api/documents/WFP-0000132376/download/?_ga=2.228031195.775264816.1653981048-340085706.1653981048
[3] https://www.adb.org//sites/default/files/publication/825166/ado2022-update.pdf
[3] https://twitter.com/Lochoffs/status/1591714519612796928/photo/1
[3] https://www.theverge.com/2022/12/15/23511556/nasa-swot-satellite-space-water
[2] https://techcrunch.com/2022/04/19/google-opens-product-development-center-in-nairobi-the-first-in-africa/
[2] https://www.stuff.co.nz/business/129197837/subsea-cable-doubles-nzs-internet-capacity-and-offers-reduced-lag
[2] https://www.starlink.com/map
[2] http://konektd.com/?edition_id=df62f6b0-29f3-11ed-b9ac-fa163e1a70d7
[1] https://www.ifad.org/en/web/latest/-/harnessing-digital-technologies-and-experiences-to-accelerate-agricultural-and-rural-development-in-asia-and-the-pacific?p_l_back_url=%2Fen%2Fweb%2Flatest%2Fevents
[1] https://twitter.com/Lochoffs/status/1603570273940561920/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1237] twitter.com
[321] paper.li
[260] ictworks.org
[158] ictd.ac
[64] thisisamos.com
[63] youtube.com
[57] wordpress.com
[52] ict4d.jp
[50] blogspot.com
[50] tandfonline.com

Top Domains in Tweet in G1:
[151] twitter.com
[94] ictworks.org
[51] wordpress.com
[43] tandfonline.com
[19] a4ai.org
[16] ict4d.at
[15] ictd.org
[11] edu.pe
[11] cipesa.org
[8] youtube.com

Top Domains in Tweet in G2:
[138] ictd.ac
[132] twitter.com
[7] nodexlgraphgallery.org
[5] mailchi.mp
[4] co.uk
[3] youtube.com
[2] zoom.us
[2] iippe.org
[2] ac.uk
[2] edu.pe

Top Domains in Tweet in G3:
[152] ictworks.org
[126] twitter.com
[27] dai-global-digital.com
[14] afgoesdigital.com
[9] usaid.gov
[8] mailchi.mp
[8] qz.com
[6] ow.ly
[5] jengalab.org
[5] paper.li

Top Domains in Tweet in G4:
[122] twitter.com
[44] untalent.org
[20] ict4dconference.org
[17] org.uk
[12] pathable.co
[7] ictworks.org
[6] itu.int
[6] nethope.org
[4] youtube.com
[3] it4life.org

Top Domains in Tweet in G5:
[51] twitter.com
[46] blogspot.com
[24] mau.se
[1] youtube.com
[1] facebook.com
[1] paper.li
[1] issuu.com

Top Domains in Tweet in G6:
[87] twitter.com
[28] ngotenders.net
[12] linkedin.com
[10] facebook.com
[8] gov.bd
[8] co.uk
[7] notice24.net
[6] jobsinict.com
[6] unjobnet.org
[6] boxfresh.site

Top Domains in Tweet in G7:
[27] twitter.com
[3] resoomer.com
[3] summarygenerator.com
[2] docdroid.net
[2] quillbot.com
[2] textcompactor.com
[2] summarizebot.com
[1] academictorrents.com
[1] google.com
[1] base-search.net

Top Domains in Tweet in G8:
[271] paper.li
[2] eventbrite.com
[2] twitter.com
[1] github.com
[1] shaddih.com

Top Domains in Tweet in G9:
[20] twitter.com
[3] openfn.org
[2] google.com
[2] openmrs.org
[1] linkedin.com
[1] youtube.com
[1] cvent.com
[1] dhis2.org
[1] stackoverflow.co
[1] digitalpublicgoods.net

Top Domains in Tweet in G10:
[20] twitter.com
[19] paper.li
[7] wfp.org
[4] adb.org
[3] theverge.com
[3] co.nz
[2] techcrunch.com
[2] starlink.com
[2] konektd.com
[1] ifad.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2057] ict4d
[234] ditchbook
[124] globaldev
[98] tax
[96] designthinking
[81] digital
[79] ifip942022
[75] digitaltransformation
[74] sdgs
[71] victorpapanek



Top Hashtags in Tweet in G1:
[559] ict4d
[75] ifip942022
[40] ictd2022
[26] digitaldivide
[26] digitalplatforms
[17] digitaldevelopment
[16] openaccess
[15] gender
[14] sdgs
[13] datajustice

Top Hashtags in Tweet in G2:
[97] tax
[94] designthinking
[88] ict4d
[70] victorpapanek
[57] uxdesign
[53] productdesign
[39] research
[36] consciousdesign
[33] industrialdesign
[31] by2030

Top Hashtags in Tweet in G3:
[352] ict4d
[36] digital
[36] fddf2022
[34] agriculture
[31] digitaldai
[24] digitaldev
[24] globaldev
[22] digitalization
[21] automation
[21] precision

Top Hashtags in Tweet in G4:
[148] ict4d
[50] itandtelecoms
[46] malaria
[44] unjobs
[44] untalent
[32] icymi
[25] hiring
[16] peace
[16] podcast
[14] digital

Top Hashtags in Tweet in G5:
[82] globaldev
[24] ict4d
[10] comdev
[6] bigdata
[6] c4d
[5] whattheaid
[4] development
[4] ai
[4] ict4inclusion
[3] publichealth

Top Hashtags in Tweet in G6:
[34] ict4d
[20] ictd
[10] govtjobbd
[10] gojobbd
[7] ictdjobcircular2022
[6] jobsinict
[6] transparentsalary
[6] transparentbenefits
[6] ict
[6] boxfresh

Top Hashtags in Tweet in G7:
[45] pakdatasci
[37] datascience
[25] machinelearning
[23] pythonkachilla
[23] datavisualization
[21] pythonkachilla2
[20] metaanalysis
[11] systematicreview
[11] academicchatter
[10] phdchat

Top Hashtags in Tweet in G8:
[273] ict4d
[234] ditchbook
[22] sharepoint
[11] africa
[5] microsoft365
[1] mobile
[1] internet

Top Hashtags in Tweet in G9:
[35] ict4d
[17] dpg
[17] openmrs
[13] gdhf2022
[10] frontend
[9] developer
[9] react
[9] single
[8] pycontz2022
[8] oss

Top Hashtags in Tweet in G10:
[41] ict4d
[10] sdgs
[9] digitalisation
[9] ict
[7] ai
[5] africa
[4] foodsecurity
[4] spacetech
[4] starlink
[3] hydrology

Top Words
Top Words in Tweet in Entire Graph:
[2058] #ict4d
[914] digital
[524] development
[474] research
[467] ict4d
[423] ictd
[379] thanks
[359] latest
[325] more
[293] daily

Top Words in Tweet in G1:
[559] #ict4d
[305] digital
[202] infotechdev
[182] research
[142] development
[133] silviahedley
[128] ict4d
[124] ifip_94
[107] cddmanchester
[97] work

Top Words in Tweet in G2:
[269] ictdtax
[147] tax
[127] research
[97] #tax
[94] #designthinking
[94] designrealworld
[88] #ict4d
[70] #victorpapanek
[58] more
[57] #uxdesign

Top Words in Tweet in G3:
[352] #ict4d
[174] digital
[141] development
[119] ncmart
[97] ict_works
[85] usaid
[77] fortuny
[76] global
[73] health
[70] follow

Top Words in Tweet in G4:
[148] #ict4d
[138] digital
[63] unicef
[60] ict4dconference
[59] opening
[57] ictd
[50] #itandtelecoms
[49] data
[46] #malaria
[45] exp

Top Words in Tweet in G5:
[82] #globaldev
[72] links
[69] feat
[47] more
[38] aidnography
[32] many
[24] #ict4d
[15] archive
[13] read
[12] back

Top Words in Tweet in G6:
[182] ictd
[167] য
[145] গ
[98] ন
[97] ক
[85] প
[79] 2022
[77] ত
[74] র
[70] job

Top Words in Tweet in G7:
[184] arslan_ict4d
[75] genrzaheer
[47] scientific
[45] #pakdatasci
[43] کے
[43] کو
[41] one
[40] meryamelyas
[37] #datascience
[34] article

Top Words in Tweet in G8:
[273] #ict4d
[271] fabolude
[271] latest
[271] daily
[271] dejo
[265] thanks
[234] #ditchbook
[89] asemota
[48] onwardng
[44] channelstv

Top Words in Tweet in G9:
[72] openfn
[35] #ict4d
[22] eliaswalyba
[21] taylordowns2000
[21] support
[19] openmrs
[18] team
[17] #dpg
[17] #openmrs
[17] community

Top Words in Tweet in G10:
[41] #ict4d
[24] digital
[20] latest
[20] thanks
[19] weekly
[19] news
[19] ict_works
[19] ijedict
[15] development
[10] africatechie

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[271] daily,dejo
[271] dejo,fabolude
[271] latest,daily
[265] fabolude,thanks
[161] digital,development
[140] #ict4d,#ditchbook
[112] য,গ
[95] #ict4d,wayan_vota
[94] #ditchbook,#ict4d
[86] wayan_vota,ict_works

Top Word Pairs in Tweet in G1:
[55] infotechdev,infotechdev
[47] digital,development
[46] wayan_vota,ict_works
[46] #ict4d,wayan_vota
[37] #ict4d,research
[37] internet,access
[36] #ict4d,ict_works
[36] universal,internet
[32] short,presentation
[32] #ict4d,track

Top Word Pairs in Tweet in G2:
[70] #designthinking,#victorpapanek
[57] #uxdesign,#ict4d
[56] #victorpapanek,#uxdesign
[53] #ict4d,#productdesign
[36] #productdesign,#consciousdesign
[33] #consciousdesign,#industrialdesign
[29] tax,development
[28] #sdgs,#by2030
[25] #designresearch,#designers
[25] research,tax

Top Word Pairs in Tweet in G3:
[79] digital,development
[56] global,health
[48] #ict4d,wayan_vota
[42] follow,jobs
[42] social,impact
[42] jobs,insights
[42] orgs,follow
[39] wayan_vota,ict_works
[37] 10,leading
[37] insights,jhpiego

Top Word Pairs in Tweet in G4:
[59] opening,unicef
[47] unicef,#itandtelecoms
[45] exp,days
[44] #unjobs,#untalent
[44] days,#unjobs
[43] ictd,digital
[40] valencia,spain
[36] digital,core
[36] core,valencia
[27] #ict4d,#malaria

Top Word Pairs in Tweet in G5:
[72] #globaldev,links
[31] many,more
[30] aidnography,#globaldev
[9] read,more
[6] scandi,summer
[6] back,scandi
[6] links,450
[6] 450,back
[6] break,#globaldev
[6] back,feat

Top Word Pairs in Tweet in G6:
[112] য,গ
[58] job,circular
[43] গ,য
[41] ictd,job
[40] তথ,য
[39] valencia,spain
[39] ক,ত
[39] রয,ক
[39] প,রয
[36] ও,য

Top Word Pairs in Tweet in G7:
[75] arslan_ict4d,genrzaheer
[40] meryamelyas,arslan_ict4d
[35] #pakdatasci,#datascience
[31] عمران,خان
[29] quick,guide
[26] one,hour
[26] summarizing,scientific
[26] list,left
[26] reading,summarizing
[26] article,one

Top Word Pairs in Tweet in G8:
[271] latest,daily
[271] dejo,fabolude
[271] daily,dejo
[265] fabolude,thanks
[140] #ict4d,#ditchbook
[94] #ditchbook,#ict4d
[30] thanks,asemota
[28] thanks,onwardng
[22] asemota,#ict4d
[14] thanks,channelstv

Top Word Pairs in Tweet in G9:
[17] support,team
[13] sure,check
[12] aidez,atteindre
[12] merci,plus
[12] atteindre,maximum
[12] partageant,ce
[12] plus,d'informations
[12] tweet,réseaux
[12] personnes,partageant
[12] réseaux,merci

Top Word Pairs in Tweet in G10:
[19] ijedict,weekly
[19] news,thanks
[19] weekly,news
[19] latest,ijedict
[8] digital,transformation
[8] asian,development
[8] thanks,ict_works
[7] against,hunger
[7] hunger,world
[7] fight,against

Top Replied-To
Top Replied-To in Entire Graph:
@meryamelyas
@aden_rajput_
@arslan_ict4d
@chrizwa28357964
@silviahedley
@ncmart
@cddmanchester
@elonmusk
@althaiamanresa
@eugeni_fdez

Top Replied-To in G1:
@silviahedley
@pj_wall
@azadeakbari
@dorotheakleine
@giuliowolfe
@emrys_s
@osah_ume
@cddmanchester
@views_of_ado
@mulunehatinaf

Top Replied-To in G2:
@cddmanchester
@blabbate
@ictdtax
@mofpedu
@urauganda
@prepaid_africa
@martinhearson
@deutschewelle
@arewamoyo

Top Replied-To in G3:
@ncmart
@wayan_vota
@thezeescore
@csis
@ict_works

Top Replied-To in G4:
@althaiamanresa
@eugeni_fdez
@sonja_ict4d
@davidastinwalsh
@crs_expertise
@catholicrelief
@stevesong
@rlabelle
@jss_ictd
@timunwin

Top Replied-To in G5:
@pperpleja
@gemmasou
@group8_ict4d

Top Replied-To in G7:
@meryamelyas
@aden_rajput_
@arslan_ict4d
@chrizwa28357964
@wasee534
@mashwaniazhar
@temabef
@imranriazkhan
@ahsan_shakoork
@fmoin29

Top Replied-To in G8:
@manchesterup
@whiteafrican

Top Replied-To in G9:
@taylordowns2000
@openfn

Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@ict_works
@arslan_ict4d
@silviahedley
@wayan_vota
@infotechdev
@ncmart
@cddmanchester
@ifip_94
@designrealworld

Top Mentioned in G1:
@silviahedley
@infotechdev
@ifip_94
@cddmanchester
@ict_works
@wayan_vota
@dorotheakleine
@pj_wall
@irelanddsa
@saraksha

Top Mentioned in G2:
@ictdtax
@designrealworld
@maxgallien
@phat_controller
@ids_uk
@martinhearson
@santoro_fab
@vvandenboogaard
@giulia_mascagni
@gdnint

Top Mentioned in G3:
@ncmart
@ict_works
@fortuny
@wayan_vota
@usaid
@jhpiego
@usaid_digital
@techchange
@daiglobal
@pathtweets

Top Mentioned in G4:
@unicef
@ict4dconference
@jss_ictd
@sonja_ict4d
@crs_expertise
@itu
@wsisprocess
@untalentjobs
@ticsalut
@ferleeson

Top Mentioned in G5:
@aidnography
@group8_ict4d
@taratw
@brandaid_world
@pperpleja
@anacarins
@desibility
@huiyuanliu
@juliahkaufman
@willrworley

Top Mentioned in G6:
@robkirabo
@brcadirect
@merltech

Top Mentioned in G7:
@arslan_ict4d
@aammar_tufail
@zartashia_afzal
@lohanajack
@mohsinramay_
@abdulwakeelazh
@amnafarooq20
@aden_rajput_
@meryamelyas

Top Mentioned in G8:
@asemota
@onwardng
@channelstv
@emekaokoye
@vesajuvonen
@mmasnick
@ict_works
@republicjournal
@wonderlaura

Top Mentioned in G9:
@openfn
@eliaswalyba
@taylordowns2000
@openmrs
@mtuchidev
@arslan_ict4d
@dhis_2
@a_rignell
@atlanticfellows
@dpgalliance

Top Mentioned in G10:
@ict_works
@lochoffs
@africatechie
@allafrica
@adb_hq
@wfp
@jisc
@verge
@wfp_media
@spacex

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@afropages
@rk70534
@o2
@o_fabriciosouza
@stugs
@rahul05ranjan
@ronaldclarke
@nilimajumder
@123trabajo

Top Tweeters in G1:
@guardian
@rockethulsey
@peteraf1
@botforequality
@polytwonk
@pardoe_ai
@ucloudifyai
@ifex
@katypearce
@michell03987887

Top Tweeters in G2:
@caz5697
@csibike1
@designthinkbot
@tristramwyatt
@cairowire
@ajenglish
@dannywijnhoud
@619sniper619bot
@ciluna27
@mojamesapted

Top Tweeters in G3:
@vrretweeter
@pythonroboto
@marc1705
@pcdnetwork
@azurri_10
@robotconsumer
@socentlive
@dasfintechbot
@silvipastured
@google

Top Tweeters in G4:
@chidambara09
@ronaldclarke
@123trabajo
@hiringcare
@jobsviatweet
@caring_mobile
@jfa_unijuntos
@bewickwren
@iqpeacebot
@manzanillamiel5

Top Tweeters in G5:
@rk70534
@karachikhatmal
@rohingya_update
@pass_blue
@tinatinde
@brankomilan
@tom_wein
@drhelenkara
@sarahchampionmp
@mshannabrooks

Top Tweeters in G6:
@afropages
@stugs
@jnb2019
@kanisha29877759
@kbcchannel1
@somalijobs
@kvadosur29lmmaf
@rs_preprints
@devnetjobsindia
@afpar

Top Tweeters in G7:
@savetonotion
@thecuriousluke
@datasciencebot_
@evidencerobot
@nvsdata
@oxygenchahya
@e_nterdiscipl
@workingbnb
@mashwaniazhar
@phdvoice

Top Tweeters in G8:
@asemota
@onwardng
@xbox
@emekaokoye
@azuresupport
@nmachijidenma
@toluogunlesi
@channelstv
@karaswisher
@kenyanpundit

Top Tweeters in G9:
@o_fabriciosouza
@rahul05ranjan
@ucloudify
@frcretweets
@moudjames23
@gamalsankara
@eliaswalyba
@toplars
@lipwetemom
@yaa_gurl

Top Tweeters in G10:
@pyscalellc
@nzstuff
@allafrica
@techcrunch
@verge
@digitaltransf11
@africatechie
@sdgsbot
@weincludedorg
@corradotopi