informal MSMEs, Twitter, 1/18/2024 12:33:56 PM, 294332


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From:
sunmui
Uploaded on:
January 18, 2024
Short Description:
informal MSMEs via NodeXL https://bit.ly/3S3Kh2X
@matthewbarbados
@wto
@olaideolawuwo
@au_ettim
@arunkjhaies
@aidiwafa
@tisakenya
@dharavi12
@pmoindia
@solomon_thor

Top hashtags:
#msmes
#msme
#women
#kenya
#smallbusiness
#msmeday
#economy
#financialinclusion
#sme

Description:
Description
The graph represents a network of 847 Twitter users whose recent tweets contained "informal MSMEs", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/18/2022 12:00:00 AM and 1/18/2024 4:54:25 PM. The network was obtained from Twitter on Thursday, 18 January 2024 at 10:17 UTC.

The tweets in the network were tweeted over the 727-day, 11-hour, 46-minute period from Friday, 21 January 2022 at 05:31 UTC to Thursday, 18 January 2024 at 17:17 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 Fruchterman-Reingold layout algorithm.


Overall Graph Metrics
Vertices : 847
Unique Edges : 729
Edges With Duplicates : 340
Total Edges : 1069
Number of Edge Types : 8
Replies to : 202
Tweet : 226
Mentions : 426
Retweet : 4
MentionsInRetweet : 8
MentionsInReplyTo : 140
Quote : 36
MentionsInQuote : 27
Self-Loops : 358
Reciprocated Vertex Pair Ratio : 0.0285171102661597
Reciprocated Edge Ratio : 0.055452865064695
Connected Components : 362
Single-Vertex Connected Components : 246
Maximum Vertices in a Connected Component : 65
Maximum Edges in a Connected Component : 120
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.812887
Graph Density : 0.000754993985168066
Modularity : 0.607424
NodeXL Version : 1.0.1.528
Data Import : The graph represents a network of 847 Twitter users whose recent tweets contained "informal MSMEs", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/18/2022 12:00:00 AM and 1/18/2024 4:54:25 PM. The network was obtained from Twitter on Thursday, 18 January 2024 at 10:17 UTC.

The tweets in the network were tweeted over the 727-day, 11-hour, 46-minute period from Friday, 21 January 2022 at 05:31 UTC to Thursday, 18 January 2024 at 17:17 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 Fruchterman-Reingold layout algorithm.
Graph Source : TwitterSearch3
Graph Term : informal MSMEs
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[21] https://www.stearsng.com/premium/article/a-delicate-duty-revamping-nigerias-large-but-unproductive-informal-sector
[18] https://or-f.org/105124
[10] https://www.stears.co/premium/article/a-delicate-duty-revamping-nigerias-large-but-unproductive-informal-sector
[6] https://www.thehindu.com/business/india-china-trade-crossed-125-bn-in-2021/article38275450.ece
[6] https://www.stears.co/premium/article/are-nigerian-fintechs-building-what-small-businesses-need/
[5] https://trade4msmes.org
[4] https://www.stears.co/premium/article/a-delicate-duty-revamping-nigerias-large-but-unproductive-informal-sector/
[3] http://www.pdaghana.com
[3] https://www.wto.org/english/tratop_e/msmes_e/msmes_e.htm
[3] http://bit.ly/3BAJnTs

Top URLs in Tweet in G1:
[4] https://www.thehindu.com/business/india-china-trade-crossed-125-bn-in-2021/article38275450.ece
[2] https://www.thestar.com.my/business/business-news/2022/01/24/govt-considering-aid-in-the-form-of-special-grants-for-msmes-informal-traders-affected-by-flood
[2] https://adbi.me/3ruyiiE
[2] https://www.thestar.com.my/news/nation/2022/01/24/govt-mulling-special-grant-as-relief-for-flood-hit-msmes-and-informal-businesses
[2] https://cfo.economictimes.indiatimes.com/news/gradual-shift-from-informal-to-formal-for-msmes/91117171?utm_source=RSS&utm_medium=ETRSS
[2] https://pnghausbung.com/informal-finance-operators-can-transition-to-msme-sector/?feed_id=12089&_unique_id=6423894fec666
[1] https://www.cgdev.org/blog/financing-opportunities-and-challenges-africas-informal-sector
[1] http://bit.ly/3QFfEhI
[1] https://thewire.in/video/watch-indias-economic-situation-bleak-we-know-the-issue-but-not-the-solution-pronab-sen
[1] https://www.standardmedia.co.ke/business/article/2001464004/how-smes-are-losing-out-on-cheap-loans

Top URLs in Tweet in G2:
[5] https://trade4msmes.org
[3] http://bit.ly/3BAJnTs
[2] https://www.wto.org/english/tratop_e/msmes_e/msmes_e.htm
[2] http://bit.ly/2suCH6t
[1] https://mailchi.mp/08d717b9898b/wto-msme-group-newsletter-summer-2023?e=b82e14e002
[1] https://bit.ly/3lnlvhZ
[1] http://bit.ly/2JS9hp0
[1] https://game.trade4msmes.org/
[1] https://trade4msmes.org/
[1] http://bit.ly/3OwxiDp

Top URLs in Tweet in G3:
[1] https://www.financialexpress.com/industry/sme/msme-eodb-msme-ministry-makes-aadhaar-authentication-for-informal-micro-units-voluntary-to-boost-udyam-registration/3101627/
[1] https://knnindia.co.in/news/newsdetails/msme/union-minister-narayan-rane-launches-formalization-project-including-8-lakh-informal-micro-enterprises
[1] https://knnindia.co.in/news/newsdetails/msme/govt-formalised-more-than-1-cr-informal-msmes-in-3-years-official
[1] https://knnindia.co.in/news/newsdetails/knowledge-resource/38-msmes-rely-on-loan-from-informal-sources-to-manage-delayed-payments-telangana-study
[1] https://knnindia.co.in/news/newsdetails/msme/haqdarshak-launches-yojana-card-for-msmes-informal-workers

Top URLs in Tweet in G4:
[1] https://fb.watch/nikcv_2G_R/?mibextid=Nif5oz
[1] https://rb.gy/zdl3c
[1] https://twitter.com/aweszq/status/1536304499173777408
[1] https://twitter.com/i/spaces/1YqKDgPbrAzxV?s=20

Top URLs in Tweet in G6:
[1] https://financialtransparency.org/reports/recovery-at-a-crossroads/

Top URLs in Tweet in G8:
[2] https://www.thehindu.com/business/india-china-trade-crossed-125-bn-in-2021/article38275450.ece

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[94] msmes
[24] msme
[22] women
[20] kenya
[11] smallbusiness
[10] msmeday
[10] economy
[8] financialinclusion
[7] sme
[6] trade4msmes



Top Hashtags in Tweet in G1:
[26] msmes
[10] msme
[8] financialinclusion
[4] smesummitday3
[4] msmeday
[4] fintech
[4] economy
[4] china_nirbhar
[4] chinajeevimodixi
[3] poweringmsmes

Top Hashtags in Tweet in G2:
[17] msmes
[6] trade4msmes
[5] msmeday
[4] smallbusiness
[4] barbados
[2] msme
[2] ies2023
[2] smallbusinesschampion
[2] globaltrade
[1] tradeinclusion

Top Hashtags in Tweet in G3:
[5] msmes
[2] economicgrowth
[2] smes
[1] informalsector
[1] formalizing
[1] upscextraattempt
[1] dharavisupport
[1] dharavi
[1] service
[1] mumbai

Top Hashtags in Tweet in G4:
[2] fairtaxation
[2] smallbizbigtax
[1] makingserviceswork
[1] taxjustice
[1] digitalservicetax
[1] hustlernation
[1] radico
[1] bottomupeconomicske

Top Hashtags in Tweet in G6:
[2] africaagainstiffs
[1] globalsouth
[1] socialprotection
[1] pactofiscalalc
[1] msmes
[1] taxjusticeug
[1] stopiffs
[1] msmeweek2022
[1] digitizeug

Top Hashtags in Tweet in G7:
[1] msme
[1] msmes
[1] budget2022
[1] unionbudget2022
[1] budgetwithnews18
[1] brasstacks

Top Hashtags in Tweet in G8:
[2] cronyjivi
[2] jantakiaawazrahul
[2] demo
[1] demodisaster
[1] modidemonetizationscam
[1] manipurwithrahul
[1] rahulwithmanipur
[1] chinajeevimodixi
[1] bjpsideaoftwoindias
[1] chinesechaukidar

Top Hashtags in Tweet in G9:
[1] sdgfinance
[1] thailand
[1] sdgs
[1] leavenoonebehind
[1] msmes

Top Hashtags in Tweet in G10:
[1] msmes
[1] economy
[1] smes

Top Words
Top Words in Tweet in Entire Graph:
[715] informal
[650] msmes
[385] sector
[129] businesses
[127] micro
[121] formal
[106] enterprises
[105] economy
[94] #msmes
[81] nigeria

Top Words in Tweet in G1:
[259] msmes
[255] informal
[122] sector
[76] formal
[71] enterprises
[65] micro
[52] medium
[41] economy
[39] million
[34] business

Top Words in Tweet in G2:
[41] informal
[34] group
[33] working
[33] wto
[32] msmes
[20] trade
[17] #msmes
[10] wg
[9] matthewbarbados
[8] global

Top Words in Tweet in G3:
[15] informal
[14] msmes
[12] minmsme
[8] sector
[7] pmoindia
[5] #msmes
[5] dpiitgoi
[4] nitiaayog
[4] credit
[4] finminindia

Top Words in Tweet in G4:
[28] informal
[25] msmes
[18] tax
[12] traders
[10] sector
[9] tisakenya
[8] justice
[7] kenya
[7] launch
[6] economy

Top Words in Tweet in G5:
[7] informal
[5] msmes
[3] bulawayo
[3] byo
[3] minofwomenzim
[3] car
[3] winter
[3] exhibition
[3] park
[2] insurance

Top Words in Tweet in G6:
[10] informal
[8] msmes
[8] businesses
[7] training
[7] sector
[6] icts
[6] leverage
[4] ucc_official
[4] digital
[3] fsme_uganda

Top Words in Tweet in G7:
[10] msmes
[10] informal
[7] economy
[7] sector
[5] crore
[5] narendramodi
[4] crippled
[3] lay
[3] unemployed
[3] indian

Top Words in Tweet in G8:
[21] msmes
[18] informal
[16] india
[14] sector
[9] jobs
[9] modi
[8] big
[7] monopolies
[7] china
[6] billion

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[288] informal,sector
[93] msmes,informal
[68] nigeria,informal
[67] micro,medium
[53] enterprises,msmes
[48] informal,msmes
[45] sector,msmes
[42] working,group
[41] medium,enterprises
[40] formal,informal

Top Word Pairs in Tweet in G1:
[96] informal,sector
[49] micro,medium
[45] enterprises,msmes
[43] msmes,informal
[28] medium,enterprises
[27] formal,informal
[19] medium,sized
[18] informal,msmes
[17] informal,formal
[17] sector,msmes

Top Word Pairs in Tweet in G2:
[30] working,group
[30] informal,working
[23] group,msmes
[19] wto,informal
[7] group,#msmes
[7] trade,game
[6] #msmes,wto
[5] wilson,matthewbarbados
[5] explains,postal
[5] wto,explains

Top Word Pairs in Tweet in G3:
[8] informal,sector
[4] msmes,informal
[3] access,credit
[2] cmofficeup,cmo_odisha
[2] sector,msmes
[2] #msmes,#smes
[2] time,government
[2] cmotamilnadu,nitiaayog
[2] finminindia,pmoindia
[2] informal,micro

Top Word Pairs in Tweet in G4:
[12] informal,traders
[7] informal,sector
[7] tax,justice
[6] traders,msmes
[5] msmes,informal
[5] launch,tax
[4] tax,frameworks
[4] study,impact
[4] impact,tax
[4] justice,study

Top Word Pairs in Tweet in G5:
[3] car,park
[2] hall,car
[2] associations,bulawayo
[2] city,hall
[2] informal,traders
[2] informal,economy
[2] minofwomenzim,informal
[2] economy,associations
[2] msmes,winter
[2] winter,exhibition

Top Word Pairs in Tweet in G6:
[7] informal,sector
[6] leverage,icts
[3] digital,literacy
[3] training,informal
[3] msmes,leverage
[3] literacy,training
[3] grow,businesses
[3] icts,grow
[2] empower,msmes
[2] namoma,mofpedu

Top Word Pairs in Tweet in G7:
[6] informal,sector
[3] well,msmes
[3] sector,msmes
[3] sector,well
[3] lay,crippled
[2] drshamamohd,narendramodi
[2] 50,young
[2] crore,poor
[2] employment,contribute
[2] msmes,lay

Top Word Pairs in Tweet in G8:
[12] informal,sector
[7] msmes,informal
[7] sector,msmes
[5] crony,capitalist
[5] capitalist,pals
[5] private,monopolies
[4] monopolies,crony
[3] attacking,sabotaging
[3] imports,china
[3] intensive,informal

Top Replied-To
Top Replied-To in Entire Graph:
@railminindia
@rahulgandhi
@muyiwaking
@icpak_kenya
@ani
@group_asante
@sunrisedailynow
@positivenga1
@opebee
@prathgodbole

Top Replied-To in G1:
@rickokinda
@blueorchard
@aokootieno_

Top Replied-To in G2:
@itcnews
@adiallo_itc
@matthewbarbados

Top Replied-To in G3:
@nimsmeeconnect
@nsicltd

Top Replied-To in G4:
@kracorporate
@moneyacademyke
@tisakenya
@williamsruto

Top Replied-To in G5:
@minofwomenzim

Top Replied-To in G6:
@juliusmukunda
@bare__wolf
@ucc_official

Top Replied-To in G7:
@untitled_ykwim
@kiranks
@saahiveda
@mumbaichadon
@drunkjournalist
@satapur
@rajeevg20112

Top Replied-To in G8:
@rahulgandhi
@dixitghanshyam
@rad_400
@_pallavighosh
@sardesairajdeep
@supriyashrinate

Top Replied-To in G9:
@mofthailand

Top Mentioned
Top Mentioned in Entire Graph:
@wto
@gbemialonge
@ieakenya
@minmsme
@undpsierraleone
@cafod
@matthewbarbados
@tisakenya
@pmoindia
@itcnews

Top Mentioned in G1:
@nomanini
@ketreasury
@keequitybank
@umojalabs
@unido
@babasohrab
@ccicivoire
@remateph
@gladyswanga

Top Mentioned in G2:
@wto
@matthewbarbados
@itcnews
@upu_un
@ioexport
@unctad
@iccwbo
@_africanunion
@au_ettim

Top Mentioned in G3:
@minmsme
@pmoindia
@dpiitgoi
@finminindia
@nitiaayog
@smeforumindia
@cmofficeup
@cmofficemp
@cmo_odisha
@cmokerala

Top Mentioned in G4:
@tisakenya
@caid_kenya
@niscof_a
@ntakenya
@williamsruto
@railaodinga
@christianaid
@kracare
@publicfinanceb1
@christian_aid

Top Mentioned in G5:
@cityofbulawayo
@minofwomenzim
@visetinfo
@undesa
@policezimbabwe
@usembzim
@ukinzimbabwe
@ccczimbabwe
@zanupf_official

Top Mentioned in G6:
@fsme_uganda
@ucc_official
@mofpedu
@csbaguganda
@mattikohonen
@fintrco
@ga4tj
@taxjusticeafric

Top Mentioned in G7:
@narendramodi
@drshamamohd
@rbi
@dfs_india
@abhishbanerj
@4
@arvindkejriwal
@gopalkagarwal
@zakka_jacob

Top Mentioned in G8:
@rahulgandhi
@jankibaat1
@pradip103
@ravinderkapur2
@sudhirmehtapune
@incindia

Top Mentioned in G9:
@kanniwignaraja
@undpasiapac
@renaudmeyer
@sdgimpact
@undp_sdgfinance
@sdg2030
@undpthailand
@thaisec_news
@mfathai
@unthailand

Top Mentioned in G10:
@cepal_onu
@smedaninfo
@africanbizmag
@bw
@lbsnigeria
@realolaudah
@anif003
@bankoletoba
@profosinbajo
@au_ettim

Top Tweeters
Top Tweeters in Entire Graph:
@zyitegadgets
@ndtv
@cnnnews18
@cnbctv18live
@indianexpress
@geetv79
@nationafrica
@dzbb
@citizentvkenya
@africaupdates

Top Tweeters in G1:
@zyitegadgets
@nationafrica
@ntvkenya
@staronline
@suriyasubraman
@mmnjug
@dnyadav
@standardkenya
@sokoanalyst
@theedgemalaysia

Top Tweeters in G2:
@icc
@worldbank
@fao
@itcnews
@wto
@oecd
@unctad
@cuts_citee
@ukmissiongeneva
@simonmanleyfcdo

Top Tweeters in G3:
@arunkjhaies
@finminindia
@cmofficeup
@cmohry
@dpiitgoi
@piyushgoyal
@swachhbharatgov
@drjitendrasingh
@pmoindia
@chhattisgarhcmo

Top Tweeters in G4:
@kracare
@oleitumbi
@davidndii
@siasaplace
@christian_aid
@moneyacademyke
@wainaina_john
@sakajajohnson
@williamsruto
@ruthogola97ruth

Top Tweeters in G5:
@ccczimbabwe
@zanupf_official
@postonsunday1
@usembzim
@undesa
@ukinzimbabwe
@wildtrustzim
@mdladlaspeaks
@policezimbabwe
@cityofbulawayo

Top Tweeters in G6:
@ntvuganda
@niyimic
@csbaguganda
@seatiniuganda
@hafswa_nalwoga
@ga4tj
@fintrco
@ucc_official
@taxjusticeafric
@juliusmukunda

Top Tweeters in G7:
@cnnnews18
@sme1965
@kiranks
@abhishbanerj
@gopalkagarwal
@narendramodi
@mumbaichadon
@arvindkejriwal
@drunkjournalist
@zakka_jacob

Top Tweeters in G8:
@geetv79
@hatefreeworldx
@ravinderkapur2
@ruralindia
@incindia
@rad_400
@sardesairajdeep
@_pallavighosh
@jaysusri1
@witty_ayush

Top Tweeters in G9:
@sdg2030
@undpasiapac
@unthailand
@mfathai
@undpthailand
@un_sdg
@renaudmeyer
@undp_sdgfinance
@set_thailand_en
@sabharwalgita

Top Tweeters in G10:
@realolaudah
@bw
@wta
@olaideolawuwo
@wta_insider
@wtop
@africanbizmag
@bankoletoba
@lbsnigeria
@au_ettim


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