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worldbank_2022-01-13_05-25-33.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2022
Short Description:
worldbank via NodeXL https://bit.ly/3nnwTIF
@worldbank
@dmckenzie001
@worldbankwater
@wbg_climate
@worldbankafrica
@a_ha256
@2dedostesta
@tingakatengo
@afp
@leapdevelopment

Top hashtags:
#riseupug
#article3ug
#covid19
#worldbank
#worldbankafg_pay_our_salaries
#afghan

Description:
Description
The graph represents a network of 5,757 Twitter users whose tweets in the requested range contained "worldbank", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 13 January 2022 at 13:36 UTC.

The requested start date was Thursday, 13 January 2022 at 01:01 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 2-day, 18-hour, 52-minute period from Monday, 10 January 2022 at 06:06 UTC to Thursday, 13 January 2022 at 00:58 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 : 5757
Unique Edges : 6917
Edges With Duplicates : 25786
Total Edges : 32703
Number of Edge Types : 5
Mentions : 16161
Replies to : 2028
Retweet : 4294
MentionsInRetweet : 9406
Tweet : 814
Self-Loops : 987
Reciprocated Vertex Pair Ratio : 0.0132848331488218
Reciprocated Edge Ratio : 0.0262213204307788
Connected Components : 462
Single-Vertex Connected Components : 268
Maximum Vertices in a Connected Component : 4729
Maximum Edges in a Connected Component : 31349
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.667396
Graph Density : 0.000386694241641713
Modularity : 0.318797
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,757 Twitter users whose tweets in the requested range contained "worldbank", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 13 January 2022 at 13:36 UTC.

The requested start date was Thursday, 13 January 2022 at 01:01 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 2-day, 18-hour, 52-minute period from Monday, 10 January 2022 at 06:06 UTC to Thursday, 13 January 2022 at 00:58 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 : worldbank
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:
[68] https://jp.reuters.com/article/worldbank-outlook-idJPKBN2JL1SL
[61] https://www.youtube.com/watch?v=5-qriIO-KT0&feature=youtu.be

[28] https://www.youtube.com/watch?v=z4UMPRaRTF8&feature=youtu.be

[27] https://web.archive.org/web/20200904061301if_/https://wits.worldbank.org/trade/comtrade/en/country/ALL/year/2018/tradeflow/Exports/partner/WLD/nomen/h5/product/902780
[21] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality
[20] https://www.youtube.com/watch?v=gutR1eNYYYg&feature=youtu.be

[17] https://www.worldbank.org/en/publication/global-economic-prospects
[16] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality?cid=SHR_SitesShareTT_EN_EXT
[15] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality?cid=ECR_TT_worldbank_EN_EXT
[14] https://blogs.worldbank.org/voices/global-economic-outlook-five-charts-1

Top URLs in Tweet in G1:
[13] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality?cid=SHR_SitesShareTT_EN_EXT
[7] https://blogs.worldbank.org/governance/how-tax-systems-impose-psychological-burdens-taxpayers?cid=SHR_BlogSiteShare_EN_EXT
[6] https://blogs.worldbank.org/voices/global-economic-outlook-five-charts-1
[5] https://www.worldbank.org/en/news/feature/2021/12/20/year-2021-in-review-the-inequality-pandemic?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality?cid=ECR_TT_worldbank_EN_EXT
[4] https://blogs.worldbank.org/sustainablecities/five-facts-know-about-violence-against-women-and-girls-disabilities?cid=SHR_BlogSiteTweetable_EN_EXT
[4] https://www.ttnews.com/articles/supply-chain-bottlenecks-covid-expected-slow-global-growth?utm_source=twitter&utm_medium=social&utm_campaign=News-Story-January-2022
[4] https://blogs.worldbank.org/es/latinamerica/republica-dominicana-cinco-mitos-sobre-la-migracion-y-las-remesas
[4] https://blogs.worldbank.org/voices/global-economic-outlook-five-charts-1?cid=SHR_BlogSiteShare_EN_EXT
[4] https://www.worldbank.org/en/news/feature/2022/01/11/developing-economies-face-risk-of-hard-landing-as-global-growth-slows?cid=SHR_SiteTweetable_XX_EXT

Top URLs in Tweet in G2:
[9] http://wrld.bg/cCew50HrOLu
[6] https://live.worldbank.org/gender-equality-and-development-2022?cid=gen_tt_genderwb_en_ext
[5] https://www.worldbank.org/en/publication/global-economic-prospects
[4] https://openknowledge.worldbank.org/bitstream/handle/10986/36477/A-Multi-Country-Analysis-of-Multidimensional-Poverty-in-Contexts-of-Forced-Displacement.pdf?sequence=1&isAllowed=y
[3] https://blogs.worldbank.org/ppps/building-back-better-quality-infrastructure-investment-mooc?cid=ppp_tt_ppp_en_ext
[3] https://www.worldbank.org/en/events/2021/11/19/infra4dev-2022
[3] https://www.worldbank.org/en/news/feature/2021/09/20/engaging-women-on-the-frontlines-of-reconstruction-efforts-in-iraq?cid=ECR_TT_worldbank_EN_EXT_ChangingLives
[3] https://live.worldbank.org/gender-equality-and-development-2022?cid=ecr_tt_wblive_en_ext
[3] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality?cid=ECR_TT_worldbank_EN_EXT
[3] http://wrld.bg/tevZ50HhZC8

Top URLs in Tweet in G3:
[5] https://www.worldbank.org/en/publication/global-economic-prospects
[4] https://blogs.worldbank.org/nasikiliza/feeding-soils-today-so-they-can-feed-us-tomorrow?cid=SHR_BlogSiteShare_EN_EXT
[3] https://www.worldbank.org/en/topic/climatechange/publication/world-bank-group-cop26-climate-briefs?cid=ccg_tt_climatechange_en_ext
[2] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?CID=WAT_TT_Water_EN_EXT
[2] http://www.worldbank.org/wastetoresource?CID=WAT_TT_Water_EN_EXT
[2] https://blogs.worldbank.org/climatechange/protecting-oceans-climate-change-impacts?cid=ccg_tt_climatechange_en_ext
[2] https://blogs.worldbank.org/climatechange/tapping-local-knowledge-build-back-greener-insights-pakistan?cid=ccg_tt_climatechange_en_ext
[2] https://www.worldbank.org/en/news/podcast/2021/06/23/did-the-pandemic-affect-access-to-affordable-and-clean-energy
[2] http://wrld.bg/VmjI50Hotia
[2] https://blogs.worldbank.org/voices/global-economic-outlook-five-charts-1

Top URLs in Tweet in G4:
[28] https://www.youtube.com/watch?v=z4UMPRaRTF8&feature=youtu.be

[20] https://www.youtube.com/watch?v=gutR1eNYYYg&feature=youtu.be

[6] https://www.politicalfinanceafrica.org/2021/03/25/state-house-is-an-expensive-house/
[2] https://www.youtube.com/watch?v=g7d2AvLEPyA&feature=youtu.be

[2] https://twitter.com/WorldBank/status/1480766445114081280?t=3bAvv50uOxlfsCABIx2aSQ&s=08
[2] https://www.youtube.com/watch?v=5-qriIO-KT0&feature=youtu.be

[1] https://www.brettonwoodsproject.org/2021/12/global-day-of-action-against-the-imf-and-world-bank-rejects-corporate-recovery-agenda/
[1] https://www.brettonwoodsproject.org/publications/winter-2021/
[1] https://twitter.com/NyaburuUg/status
[1] https://twitter.com/WorldBank/status/1480992999148503049

Top URLs in Tweet in G5:
[18] https://jp.reuters.com/article/worldbank-outlook-idJPKBN2JL1SL
[8] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality
[5] https://stat.world/biportal/?lang=en
[4] https://blogs.worldbank.org/education/lessons-education-sector-covid-19-pandemic
[4] https://twitter.com/WorldBank/status/1480911921381580811
[4] https://openknowledge.worldbank.org/handle/10986/36519
[3] https://twitter.com/WorldBank/status/1480992999148503049
[3] https://www.bbc.co.uk/news/business-59946302
[3] https://openknowledge.worldbank.org/bitstream/handle/10986/36519/9781464817601.pdf
[3] https://worldgrowthforums.com/

Top URLs in Tweet in G6:
[3] https://www.tbsnews.net/economy/bangladeshs-economic-growth-expected-be-64-2021-22-world-bank-356272
[3] https://www.thedailystar.net/bangladesh/news/pakistan-may-end-taking-aid-bangladesh-2030-former-world-bank-adviser-2098605
[3] https://www.dhakatribune.com/business/2022/01/12/bangladesh-sets-80-billion-export-target-for-fy24
[1] https://www.google.com/url?rct=j&sa=t&url=https://bdnews24.com/economy/2022/01/11/world-bank-revises-up-bangladesh-growth-forecast-to-6.4-in-fy22&ct=ga&cd=CAEYByoTMjAxODI0NzY1MDg3MjUzOTIyMzIdMjE1ZGQzMGUwZTRkMDMyMDpjb20uYmQ6ZW46QkQ&usg=AFQjCNE5sJRKbvywZG-QBjbTvQ7j8qpBeg
[1] https://twitter.com/murtawade/status/1480204299443392515
[1] https://twitter.com/jankalyansmithi/status/1478064072625045504
[1] https://twitter.com/Bhupsarao/status/1477006944561168384
[1] https://twitter.com/Rahul73193341/status/1477014513190768640
[1] https://twitter.com/ashish282828/status/1479854842520772608
[1] https://twitter.com/AshishG78849401/status/1477278872022368258

Top URLs in Tweet in G7:
[2] https://montreal.ctvnews.ca/sunwing-party-plane-passengers-fired-facing-other-repercussions-at-home-1.5731519
[1] https://www.fortuneindia.com/macro/india-gdp-to-grow-83-in-fy22-says-world-bank-12-lower-than-govt-estimate/106718
[1] https://www.nationalheraldindia.com/economy/world-bank-downgrades-2022-global-growth-forecast-to-41
[1] https://shopping.wed2c.com/s/1IEfNkY0+00
[1] https://www.wsj.com/articles/omicron-supply-chain-troubles-to-slow-growth-world-bank-says-11641918947
[1] https://www.google.com/search?channel=crow5&client=firefox-b-d&q=pakistan+economy+condition+better+than+india
[1] https://www.24horasqroo.mx/blog/2022/01/11/se-abren-6-mil-carpetas-por-violencia-de-genero/
[1] https://twitter.com/MeghBulletin/status/1480972935808503808
[1] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality?cid=ECR_TT_worldbank_EN_EXT
[1] https://www.ft.com/content/b859fbbc-5492-4d9e-9b22-bc1a4cf4dd10

Top URLs in Tweet in G8:
[59] https://www.youtube.com/watch?v=5-qriIO-KT0&feature=youtu.be

[3] https://www.msn.com/en-us/news/world/3800-metric-tons-of-food-blocked-from-reaching-tigray-world-food-bank-says/ar-AALHcV4
[1] https://twitter.com/i/spaces/1DXxyDMPBmyJM
[1] https://open.spotify.com/track/79ADanDPMKL9FdjJmdtNj5?si=XEegfcdsTUaVU1MOhW1zAA&context=spotify%3Aalbum%3A4GNIhgEGXzWGAefgN5qjdU
[1] https://web.archive.org/web/20200906005700if_/https://wits.worldbank.org/trade/comtrade/en/country/ALL/year/2017/tradeflow/Imports/partner/WLD/nomen/h5/product/382200

Top URLs in Tweet in G9:
[2] https://documents1.worldbank.org/curated/en/719211603835247448/pdf/Cost-Effective-Approaches-to-Improve-Global-Learning-What-Does-Recent-Evidence-Tell-Us-Are-Smart-Buys-for-Improving-Learning-in-Low-and-Middle-Income-Countries.pdf
[1] https://drive.google.com/file/d/0B9C9RwWKZrUNanF4MDdjN3pQQVE/view?resourcekey=0-VmrcwpguZB9iylWsrGJZIA
[1] https://blogs.worldbank.org/impactevaluations/attrition-rates-typically-aren-t-different-control-group-treatment-group-really-and-why
[1] https://blogs.worldbank.org/impactevaluations/new-opportunities-replications-guest-post-abel-brodeur?cid=SHR_BlogSiteShare_EN_EXT
[1] https://blogs.worldbank.org/impactevaluations/new-synthesis-and-key-lessons-recent-difference-differences-literature?cid=SHR_BlogSiteShare_EN_EXT
[1] https://blogs.worldbank.org/impactevaluations/new-synthesis-and-key-lessons-recent-difference-differences-literature?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[1] https://openknowledge.worldbank.org/bitstream/handle/10986/28340/9781464810961_Ch07.pdf
[1] https://blogs.worldbank.org/impactevaluations/when-baseline-more-baseline-5-uses-your-baseline-survey#:~:text=inspiration
[1] https://openknowledge.worldbank.org/bitstream/handle/10986/35514/9781464814631.pdf?sequence=1&isAllowed=y
[1] https://openknowledge.worldbank.org/bitstream/handle/10986/34150/Achieving-World-Class-Education-in-Adverse-Socioeconomic-Conditions-The-Case-of-Sobral-in-Brazil.pdf?sequence=4&isAllowed=y

Top URLs in Tweet in G10:
[5] https://tribune.com.pk/story/2337867/new-lease-on-life-for-sukkur-barrage
[1] https://data.worldbank.org/indicator/TX.V

Top Domains
Top Domains in Tweet in Entire Graph:
[897] worldbank.org
[189] twitter.com
[134] youtube.com
[100] reuters.com
[90] wrld.bg
[48] archive.org
[19] linkedin.com
[18] bit.ly
[12] trib.al
[11] un.org

Top Domains in Tweet in G1:
[204] worldbank.org
[29] twitter.com
[23] wrld.bg
[7] youtube.com
[4] ttnews.com
[4] trendsmena.com
[3] moroccoworldnews.com
[3] wsj.com
[3] un.org
[3] africa-newsroom.com

Top Domains in Tweet in G2:
[141] worldbank.org
[45] twitter.com
[28] wrld.bg
[6] youtube.com
[3] ifc.org
[3] bbc.com
[2] bit.ly
[2] viewsweek.com
[2] washingtonpost.com
[2] forbes.com

Top Domains in Tweet in G3:
[111] worldbank.org
[28] wrld.bg
[11] bit.ly
[5] twitter.com
[3] norvanreports.com
[1] wbgvr.org
[1] youtu.be
[1] undp.org
[1] kommersant.ru
[1] ifc.org

Top Domains in Tweet in G4:
[52] youtube.com
[12] twitter.com
[6] politicalfinanceafrica.org
[2] brettonwoodsproject.org
[1] gov.in
[1] worldbank.org

Top Domains in Tweet in G5:
[121] worldbank.org
[24] reuters.com
[20] twitter.com
[10] linkedin.com
[5] stat.world
[4] co.uk
[3] archive.org
[3] co.in
[3] worldgrowthforums.com
[2] news12.com

Top Domains in Tweet in G6:
[43] twitter.com
[3] tbsnews.net
[3] thedailystar.net
[3] dhakatribune.com
[2] moneycontrol.com
[1] google.com
[1] youtube.com
[1] financialexpress.com
[1] htsmartcast.com
[1] asianetnews.com

Top Domains in Tweet in G7:
[3] worldbank.org
[2] ctvnews.ca
[1] fortuneindia.com
[1] nationalheraldindia.com
[1] wed2c.com
[1] wsj.com
[1] google.com
[1] 24horasqroo.mx
[1] twitter.com
[1] ft.com

Top Domains in Tweet in G8:
[59] youtube.com
[3] msn.com
[1] twitter.com
[1] spotify.com
[1] archive.org

Top Domains in Tweet in G9:
[16] worldbank.org
[2] twitter.com
[1] google.com
[1] wrld.bg

Top Domains in Tweet in G10:
[5] com.pk
[1] worldbank.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[744] riseupug
[709] article3ug
[343] covid19
[342] worldbank
[285] worldbankafg_pay_our_salaries
[231] afghan
[228] worldbankafg_pay_afghan_employees_salaries
[224] ugandaisbleeding
[182] accountability
[181] transparency



Top Hashtags in Tweet in G1:
[84] covid19
[33] wbgep2022
[22] climatefinance
[22] india
[19] data
[19] worldbank
[17] wdr2021
[14] climatechange
[14] ugandaisbleeding
[11] education

Top Hashtags in Tweet in G2:
[280] worldbankafg_pay_our_salaries
[231] afghan
[228] worldbankafg_pay_afghan_employees_salaries
[181] transparency
[181] accountability
[129] covid19
[86] wbgep2022
[33] wb
[20] transport
[17] accelerateequality

Top Hashtags in Tweet in G3:
[65] climatechange
[22] covid19
[20] sahel
[18] africaacts
[18] education
[16] fintech
[15] bangladesh
[14] climateactionwbg
[14] migration
[11] water

Top Hashtags in Tweet in G4:
[741] riseupug
[708] article3ug
[200] ugandaisbleeding
[168] freeallpoliticalprisonersinuganda
[110] weareremovingadictator
[60] stopsponsoringouroppression
[59] kyagulanyipetition
[46] standup4humanrights
[32] magnitskyact
[24] agenocidelnuganda

Top Hashtags in Tweet in G5:
[134] worldbank
[27] economy
[18] gdp
[14] india
[13] covid19
[12] growth
[9] omicron
[8] china
[7] news
[6] africa

Top Hashtags in Tweet in G6:
[90] pmcbankcrisis
[69] boycottunitybanksfb
[50] justiceforpmcvictims
[50] pmcvictimsmatter
[25] resignmodi
[19] worldbank
[19] pmc
[11] bangladesh
[8] export
[8] remittance

Top Hashtags in Tweet in G7:
[4] covid
[3] india
[2] worldbank
[2] covid19
[1] gdp
[1] economicrecovery
[1] economyrising
[1] indianeconomy
[1] inflation
[1] financial

Top Hashtags in Tweet in G8:
[63] visituganda
[9] ugandaisbleeding
[8] tigraygenocide
[4] m7novmassacreug
[3] uganda
[3] museveni
[3] stoploaninguganda
[3] tigraycantwait
[3] testcovid19
[2] kagutamuseveni

Top Hashtags in Tweet in G9:
[1] wdr2018

Top Hashtags in Tweet in G10:
[57] sukkurbarrage
[5] sindhgovt
[2] worldbank
[1] pakistan

Top Words
Top Words in Tweet in Entire Graph:
[4297] worldbank
[1530] uganda
[912] global
[861] imfnews
[802] world
[761] more
[744] #riseupug
[709] #article3ug
[615] call
[607] davidmalpasswbg

Top Words in Tweet in G1:
[1088] worldbank
[316] global
[179] 2021
[165] growth
[158] 19
[152] covid
[143] debt
[139] world
[137] more
[125] 2022

Top Words in Tweet in G2:
[1097] worldbank
[487] davidmalpasswbg
[473] dear
[462] ur
[371] poverty
[286] wbg_poverty
[280] #worldbankafg_pay_our_salaries
[271] global
[251] behind
[245] colleagues

Top Words in Tweet in G3:
[150] water
[147] world
[135] wbg_climate
[127] worldbank
[125] worldbankwater
[117] more
[101] climate
[88] global
[85] countries
[65] #climatechange

Top Words in Tweet in G4:
[1447] uganda
[1337] worldbank
[741] #riseupug
[708] #article3ug
[658] imfnews
[597] secblinken
[596] call
[594] walk
[594] eggshells
[594] anymore

Top Words in Tweet in G5:
[134] #worldbank
[76] world
[65] global
[63] growth
[60] bank
[42] क
[41] 2022
[28] economic
[28] covid
[28] 19

Top Words in Tweet in G6:
[278] rbi
[232] pmoindia
[201] finminindia
[194] nsitharaman
[183] narendramodi
[169] icj_asia
[169] abpnews
[152] worldbank
[146] sunnyfernandes
[125] mumbaimirror

Top Words in Tweet in G7:
[30] worldbank
[14] imfnews
[10] fbi
[8] interpol_hq
[8] pontifex
[7] metmuseum
[7] ucda10
[7] stpetetime
[7] pculyp
[7] crmedia_vatican

Top Words in Tweet in G8:
[87] worldbank
[74] imfnews
[68] uganda
[67] more
[63] #visituganda
[63] watch
[63] potus
[63] intlcrimcourt
[62] kenroth
[62] election

Top Words in Tweet in G9:
[143] difference
[110] recent
[108] dmckenzie001
[105] literature
[104] key
[103] synthesis
[103] lessons
[103] differences
[103] summarize
[103] great

Top Words in Tweet in G10:
[84] export
[57] #sukkurbarrage
[57] world
[57] largest
[57] irrigation
[57] system
[57] kind
[57] started
[57] 1923
[57] operations

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[651] #riseupug,#article3ug
[594] walk,eggshells
[594] eggshells,anymore
[594] anymore,uganda
[594] uganda,collapsing
[593] collapsing,before
[593] before,eyes
[593] eyes,call
[497] imfnews,worldbank
[490] secblinken,ukparliament

Top Word Pairs in Tweet in G1:
[146] covid,19
[92] global,debt
[84] global,economy
[69] 2021,global
[68] strong,rebound
[66] rebound,2021
[65] economy,entering
[65] amid,threats
[64] following,strong
[64] entering,slowdown

Top Word Pairs in Tweet in G2:
[342] dear,worldbank
[241] left,behind
[231] worldbank,ur
[231] ur,#afghan
[231] #afghan,colleagues
[231] bn,waitn
[230] waitn,almst
[230] almst,150
[229] 150,days
[229] days,ur

Top Word Pairs in Tweet in G3:
[43] climate,change
[33] around,world
[32] covid,19
[30] water,deficits
[30] deficits,linked
[30] linked,10
[27] wbg_climate,climate
[26] access,water
[25] water,stress
[25] change,poses

Top Word Pairs in Tweet in G4:
[650] #riseupug,#article3ug
[594] walk,eggshells
[594] eggshells,anymore
[594] anymore,uganda
[594] uganda,collapsing
[593] collapsing,before
[593] before,eyes
[593] eyes,call
[490] secblinken,ukparliament
[470] amnesty,joebiden

Top Word Pairs in Tweet in G5:
[58] world,bank
[25] covid,19
[22] global,growth
[19] global,economic
[19] 世界経済成長率見通し下方修正,最貧困国は硬着陸も
[19] 最貧困国は硬着陸も,世銀
[14] global,economy
[11] economic,prospects
[10] growth,slow
[9] economic,growth

Top Word Pairs in Tweet in G6:
[174] finminindia,nsitharaman
[173] narendramodi,pmoindia
[171] rbi,finminindia
[169] pmoindia,rbi
[169] icj_asia,abpnews
[140] sunnyfernandes,narendramodi
[125] abpnews,mumbaimirror
[123] mumbaimirror,httweets
[100] nsitharaman,icj_asia
[69] nsitharaman,#boycottunitybanksfb

Top Word Pairs in Tweet in G7:
[10] worldbank,imfnews
[7] fbi,metmuseum
[7] metmuseum,interpol_hq
[7] interpol_hq,ucda10
[7] ucda10,stpetetime
[7] stpetetime,pculyp
[7] pculyp,pontifex
[7] pontifex,crmedia_vatican
[7] crmedia_vatican,usdoj_intl
[7] usdoj_intl,deptofdefense

Top Word Pairs in Tweet in G8:
[62] uganda,election
[62] election,brutality
[62] brutality,2021
[62] 2021,world
[62] world,record
[62] record,rigging
[62] rigging,kagutamuseveni
[62] kagutamuseveni,watch
[62] watch,youtube
[62] youtube,link

Top Word Pairs in Tweet in G9:
[103] synthesis,key
[103] key,lessons
[103] lessons,recent
[103] recent,difference
[103] difference,differences
[103] differences,literature
[103] literature,summarize
[103] summarize,great
[103] great,overview
[102] dmckenzie001,synthesis

Top Word Pairs in Tweet in G10:
[57] #sukkurbarrage,world
[57] world,largest
[57] largest,irrigation
[57] irrigation,system
[57] system,kind
[57] started,1923
[57] 1923,operations
[57] operations,began
[57] began,1932
[55] kind,started

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@davidmalpasswbg
@ungeneva
@bbcafrica
@deptofdefense
@housegop
@un_hrc
@cnnpolitics
@us_stratcom
@vp

Top Replied-To in G1:
@worldbank
@carlosramirezf
@luisvmunoz
@alivaez
@frankelmakina
@roquedecuba
@mendaglutfi
@plantvillage
@mstamimi
@extinctionr

Top Replied-To in G2:
@worldbank
@un
@davidmalpasswbg
@graham_newell1
@afaridomary
@axelvt_wb
@bbcnews
@imabdulbari
@bbcpashto
@calxandr

Top Replied-To in G3:
@worldbankwater
@unfoundation
@ivalleyghana
@ousmane_diagana
@spe_token_bsc
@_issahersi
@worldbank
@un_water

Top Replied-To in G4:
@worldbank
@ungeneva
@bbcafrica
@housegop
@deptofdefense
@un_hrc
@cnnpolitics
@us_stratcom
@vp
@barackobama

Top Replied-To in G6:
@narendramodi
@sunnyfernandes
@serenityjaded
@broutray
@superma97965126
@anitalohia1
@kaytime16
@advocatevivekd3
@bankofbarodaceo
@india_inder

Top Replied-To in G7:
@fbi
@who
@siasatpk
@mittromney
@helmet_man_
@federalreserve
@youtube
@mwlorg_en
@timesofindia
@unhumanrights

Top Replied-To in G8:
@guardian
@smith_jeffreyt
@daily_express
@deptofdefense
@independent
@dailymailuk
@piuseml28
@firefoxx66
@theeconomist
@hebobiwine

Top Replied-To in G9:
@poverty_action
@yomitheprof
@carolinefiennes
@maxsilverman
@dinapomeranz
@daveevansphd

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@imfnews
@un
@secblinken
@ukparliament
@amnesty
@joebiden
@davidmalpasswbg
@usambuganda
@intlcrimcourt

Top Mentioned in G1:
@worldbank
@extinctionr
@wbg_gov
@alivaez
@worldbankdata
@wbg_energy
@carlosramirezf
@adb_hq
@wepowernetwork
@min_waterug

Top Mentioned in G2:
@worldbank
@davidmalpasswbg
@wbg_poverty
@hartwigschafer
@axelvt_wb
@wbg_gender
@mamtamurthi
@wbg_ida
@un
@ifc_org

Top Mentioned in G3:
@wbg_climate
@worldbankwater
@worldbank
@worldbankafrica
@jenniferjsara1
@worldbankkenya
@world
@ousmane_diagana
@undp
@wbg_cities

Top Mentioned in G4:
@worldbank
@imfnews
@secblinken
@ukparliament
@amnesty
@joebiden
@usambuganda
@un
@intlcrimcourt
@coe

Top Mentioned in G5:
@gei_globaleval
@fixurdiabetes
@the_arab_posts
@thebluntapp

Top Mentioned in G6:
@rbi
@pmoindia
@finminindia
@nsitharaman
@icj_asia
@abpnews
@narendramodi
@worldbank
@mumbaimirror
@sunnyfernandes

Top Mentioned in G7:
@worldbank
@imfnews
@un
@interpol_hq
@pontifex
@metmuseum
@ucda10
@pculyp
@crmedia_vatican

Top Mentioned in G8:
@worldbank
@imfnews
@intlcrimcourt
@kenroth
@kagutamuseveni
@potus
@vp
@europarl
@unhumanrights
@bbcafrica

Top Mentioned in G9:
@dmckenzie001
@daveevansphd
@jeffbloem
@i4replication
@ccullen_1
@seankhiggins
@jpal
@_andrewdillon
@eduglaze
@jrgptrs

Top Mentioned in G10:
@hulliosikandar
@thedanishsakhi
@burirogm
@worldbank
@jamkhanshoro
@imtiaz_sindhi9
@chnaveedppp

Top Tweeters
Top Tweeters in Entire Graph:
@myfavoritescene
@ramdog1980
@chidambara09
@kittenish823
@tradermarcocost
@falconhamada_90
@recitesocial
@dpiloncita
@independent
@viralvideovlogs

Top Tweeters in G1:
@chidambara09
@recitesocial
@zeeshan_shah_dc
@nadalchukwu
@kristafrances
@fabriciosx
@christinejameis
@newindianxpress
@margymayell
@elestimulo

Top Tweeters in G2:
@ramdog1980
@tradermarcocost
@lizditz
@nilimajumder
@reuters
@ansisegle
@adunlea
@1stindianews
@indiatvnews
@dailypostngr

Top Tweeters in G3:
@john1966olsen
@jfsebastian146
@iflck
@dev_discourse
@wwf
@ana_captures
@benishii_
@brachoditrevi
@o_g_log
@raulpacheco

Top Tweeters in G4:
@france24
@allafrica
@wannawincompo
@washtimes
@nbstv
@theeconomist
@ntvuganda
@cnnpolitics
@approvedamerica
@botcongo

Top Tweeters in G5:
@news_japan_s
@suara_bergema
@firstpost
@4823_tanaka
@etnowlive
@wefornews
@carlesdijous
@oneindiahindi
@suchtvnews
@indiacom

Top Tweeters in G6:
@httweets
@cnbctv18live
@ndtv
@indianexpress
@theofficialsbi
@timesofindia
@republic
@livemint
@usatoday
@abpnews

Top Tweeters in G7:
@business
@businessinsider
@cnbc
@naishadhvyas
@mailonline
@ajitkumar_kanan
@time
@tmz
@wsj
@rfi

Top Tweeters in G8:
@independent
@daily_express
@thehill
@dailymirror
@guardian
@huffpost
@t24comtr
@peta
@telegraph
@nypost

Top Tweeters in G9:
@syawal
@le_temps_perdu_
@codinghorror
@dinapomeranz
@beatrizgietner
@lmonasterio
@fcdogovuk
@urbanhobbit
@ryanbedwards
@a_ha256

Top Tweeters in G10:
@akramchishti2
@bashirnichari1
@humairiqbal1
@shmags_zeus
@saleemkhas1122
@shahzadshafi007
@aadiiroy
@fawadfiaz
@qadirsabappp
@nasirabbasipppp