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devnet_2021-05-02_12-27-04.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 03, 2021
Short Description:
devnet via NodeXL https://bit.ly/3te60H7
@ciscodevnet
@timbeiko
@davidbombal
@joffreybvn
@nethermindeth
@hedgehogmarket
@pandampramudya
@iohk_charles
@ripplexdev
@fabriciosx

Top hashtags:
#devnet
#ciscolive
#python
#cisco
#zilliqa
#polynetwork
#ciscocert
#ankrs
#ccna

Description:
Description
The graph represents a network of 4,368 Twitter users whose tweets in the requested range contained "devnet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 02 May 2021 at 19:38 UTC.

The requested start date was Sunday, 02 May 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 53-day, 10-hour, 42-minute period from Tuesday, 09 March 2021 at 13:01 UTC to Saturday, 01 May 2021 at 23:43 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 : 4368
Unique Edges : 2382
Edges With Duplicates : 12587
Total Edges : 14969
Number of Edge Types : 5
Retweet : 4914
MentionsInRetweet : 6696
Tweet : 1959
Mentions : 1080
Replies to : 320
Self-Loops : 1965
Reciprocated Vertex Pair Ratio : 0.0243669374104157
Reciprocated Edge Ratio : 0.0475746268656716
Connected Components : 430
Single-Vertex Connected Components : 338
Maximum Vertices in a Connected Component : 3267
Maximum Edges in a Connected Component : 11413
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.607053
Graph Density : 0.000337194291854241
Modularity : 0.389954
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 4,368 Twitter users whose tweets in the requested range contained "devnet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 02 May 2021 at 19:38 UTC.

The requested start date was Sunday, 02 May 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 53-day, 10-hour, 42-minute period from Tuesday, 09 March 2021 at 13:01 UTC to Saturday, 01 May 2021 at 23:43 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 : devnet
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:
[310] https://video.cisco.com/video/6238297436001
[259] https://video.cisco.com/channel/developer?tab=devnet-snack-minute
[212] https://www.youtube.com/watch?v=p3ee19mJUOA&feature=youtu.be

[189] https://video.cisco.com/video/6243258253001
[128] https://www.trustnodes.com/2021/05/01/ethereum-2-0-merger-devnet-completes-successfully
[62] https://www.hedgehog.markets/
[47] http://eip1559-testnet.ops.pegasys.tech:3000/tx/0xa91a8b53fdfdc3473ddc1f1942756b4455a53307da935719c559177f80959eb6
[47] https://blogs.cisco.com/developer/360-devnetpartnersatciscolive-01
[47] https://soundcloud.com/user-327105904/s8e11-walk-run-and-fly-with-devnet-automation-exchange
[43] https://blogs.cisco.com/developer/360-architectforagility-01

Top URLs in Tweet in G1:
[284] https://video.cisco.com/video/6238297436001
[248] https://video.cisco.com/channel/developer?tab=devnet-snack-minute
[181] https://video.cisco.com/video/6243258253001
[40] https://blogs.cisco.com/developer/360-devnetpartnersatciscolive-01
[35] https://video.cisco.com/channel/developer?tab=schedule
[34] https://blogs.cisco.com/developer/360-architectforagility-01
[23] https://video.cisco.com/video/6246083239001
[12] https://video.cisco.com/video/6238297436001?ccid=373&dtid=mediabuy&oid=snackminute-13startnow-tw-in
[11] https://soundcloud.com/user-327105904/s8e11-walk-run-and-fly-with-devnet-automation-exchange
[10] https://video.cisco.com/video/6238297436001?ccid=373&dtid=mediabuy&oid=snackminute-13startnow-tw-ng

Top URLs in Tweet in G2:
[36] https://soundcloud.com/user-327105904/s8e11-walk-run-and-fly-with-devnet-automation-exchange
[25] https://video.cisco.com/video/6238297436001
[20] https://developer.cisco.com/codeexchange/github/repo/robertcsapo/cat9kthousandeyesctl
[19] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251702
[18] https://video.cisco.com/video/6246083239001
[17] http://developer.cisco.com/site/devnet/home/index.gsp
[17] https://surveys.illuminas.com/wix/p395761730131.aspx?cs=2
[14] https://www.networkworld.com/article/3614820/cisco-devnet-certifications-10k-awarded-in-first-year.html
[14] https://www.twitch.tv/giftedlane
[11] https://kd9cpb.com/ansible

Top URLs in Tweet in G3:
[33] https://www.trustnodes.com/2021/05/01/ethereum-2-0-merger-devnet-completes-successfully
[9] https://www.wwt.com/article/automation-will-change-your-life
[7] https://bit.ly/3dhqGIi
[7] https://www.adobe.com/content/dam/acom/en/devnet/actionscript/articles/PLRM.pdf
[4] https://developer.cisco.com/events/cl21/?utm_campaign=360&utm_source=social&utm_medium=youtube-ciscolive-duan-ww
[4] https://www.crn.com/news/networking/partners-praise-cisco-devnet-certification-program-as-devops-crashes-into-daily-it-tasks
[4] https://news.ycombinator.com/item?id=26856798
[4] https://twinybots.ch/
[3] https://www.networkworld.com/article/3614820/cisco-devnet-certifications-10k-awarded-in-first-year.html?utm_source=dlvr.it&utm_medium=twitter#tk.rss_all
[3] https://nil.co.za/request-information

Top URLs in Tweet in G4:
[62] https://www.hedgehog.markets/
[3] https://link.medium.com/AjB6U8kJsfb
[2] https://link.medium.com/oRqFtJEXifb
[1] https://gopartyparrot.medium.com/announcing-parrot-a-liquidity-network-for-lending-borrowing-a5c2e4eae3f9
[1] https://hedgehog-markets.medium.com/hedgehog-devnet-guide-2ecfa42c2f7a
[1] https://www.hedgehog.markets
[1] https://hedgehog-markets.medium.com/hedgehog-markets-a-user-guide-devnet-335083bebceb
[1] https://insidetrader.medium.com/psyoptions-haftal%C4%B1k-g%C3%BCncellemesi-3-c4e09a69824f
[1] https://twitter.com/Lanrewajugabson/status/1378743318180470784?s=19

Top URLs in Tweet in G5:
[208] https://www.youtube.com/watch?v=p3ee19mJUOA&feature=youtu.be

[2] https://developers.cardano.org/en/virtual-machines/kevm/overview/
[1] https://www.youtube.com/watch?v=fGGV4fzV2Z8&feature=youtu.be

[1] https://www.crowdcast.io/e/hbe6af88
[1] https://xrpl.org/parallel-networks.html
[1] https://playground.plutus.iohkdev.io/
[1] https://github.com/cardano-foundation/testnets-cardano-org/issues/488#issuecomment-796353780

Top URLs in Tweet in G6:
[47] http://eip1559-testnet.ops.pegasys.tech:3000/tx/0xa91a8b53fdfdc3473ddc1f1942756b4455a53307da935719c559177f80959eb6
[45] https://www.trustnodes.com/2021/05/01/ethereum-2-0-merger-devnet-completes-successfully
[24] https://www.reddit.com/r/ethereum/comments/n2jq9o/ethereum_20_merger_devnet_completes_successfully/
[13] https://github.com/protolambda/mergenet-tutorial
[3] https://cryptopanic.com/news/11856875/Ethereum-20-Merger-Devnet-Completes-Successfully?utm_source=notifications&utm_medium=twitter&utm_campaign=Twitter+Trending
[2] https://hackmd.io/@timbeiko/acd
[1] https://discord.com/invite/bC4zJdQY
[1] https://www.youtube.com/watch?v=C9hzAYkklQM&feature=youtu.be

[1] https://github.com/ethereum/pm/issues/301
[1] https://twitter.com/URozmej/status/1388096167897178112

Top URLs in Tweet in G7:
[4] https://dusk.network/news/ankr-dusk-partnership
[3] https://medium.com/ankr-network/infrastructure-for-zero-knowledge-dapp-developers-d464b3342cf9
[2] http://medium.com/ankr-network/infrastructure-for-zero-knowledge-dapp-developers-d464b3342cf9
[1] https://twitter.com/ankr/status/1377260341747445768
[1] https://dusk.network/news/ankr-dusk

Top URLs in Tweet in G8:
[2] https://devex.zilliqa.com/tx/0x3af6fe6c0eb710b78b9372738555ed7b056057a515db6c26f15c6ad2e83491bc?network=https%3A%2F%2Fkaus-poly-merged3-api.dev.z7a.xyz
[2] https://devex.zilliqa.com/tx/0xd217e51278bd06f1f966363f63f3caff55b1056e094348ec480c2f0de5a3bbd3?network=https%3A%2F%2Fkaus-poly-merged3-api.dev.z7a.xyz
[1] https://www.youtube.com/watch?v=p3ee19mJUOA&feature=youtu.be


Top URLs in Tweet in G9:
[14] https://www.youtube.com/watch?v=LzooeiGxKis&feature=youtu.be

[8] https://www.youtube.com/watch?v=HemWKwd2AvM&feature=youtu.be

[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkFe679u-y78&q=EgS4SO-bGMPZ4YIGIhkA8aeDS4z3UATAqR__o1dvlQD-gb00xZg2MgFy
[2] https://video.cisco.com/channel/developer?tab=devnet-snack-minute
[1] https://www.itpro.tv/plans/personal/
[1] https://cisco.ciorevieweurope.com/vendor/knowledge-club-achieving-orchestration-with-training-and-consultancy-services-cid-113-mid-8.html
[1] https://blogs.cisco.com/developer/360-cl2021workshops-01
[1] https://blogs.cisco.com/developer/360-architectforagility-01?ccid=360&dtid=devblog&oid=susiewee-architectforagility-tw-ww

Top URLs in Tweet in G10:
[1] https://steamcommunity.com/games/483330/announcements/detail/3048351062945160501
[1] https://store.steampowered.com/app/483330/X3_Farnhams_Legacy/

Top Domains
Top Domains in Tweet in Entire Graph:
[1367] cisco.com
[951] ziftsolutions.com
[273] youtube.com
[192] twitter.com
[163] linkedin.com
[128] trustnodes.com
[63] hedgehog.markets
[49] cardano.org
[48] github.com
[47] pegasys.tech

Top Domains in Tweet in G1:
[994] cisco.com
[13] linkedin.com
[12] twitter.com
[11] soundcloud.com
[7] bit.ly
[2] youtube.com
[2] crn.com
[1] altus.cr
[1] global.ntt
[1] anyweb.ch

Top Domains in Tweet in G2:
[302] cisco.com
[137] twitter.com
[53] linkedin.com
[39] ciscolive.com
[36] soundcloud.com
[23] youtube.com
[19] nodexlgraphgallery.org
[18] github.com
[17] networkworld.com
[17] illuminas.com

Top Domains in Tweet in G3:
[854] ziftsolutions.com
[93] linkedin.com
[33] trustnodes.com
[18] cisco.com
[16] ifio.ca
[14] adobe.com
[9] wwt.com
[8] twitter.com
[8] networkworld.com
[7] bit.ly

Top Domains in Tweet in G4:
[63] hedgehog.markets
[9] medium.com
[1] twitter.com

Top Domains in Tweet in G5:
[209] youtube.com
[2] cardano.org
[1] crowdcast.io
[1] xrpl.org
[1] iohkdev.io
[1] github.com

Top Domains in Tweet in G6:
[47] pegasys.tech
[45] trustnodes.com
[24] reddit.com
[16] github.com
[4] youtube.com
[3] cryptopanic.com
[2] twitter.com
[2] hackmd.io
[1] discord.com
[1] ethereum.org

Top Domains in Tweet in G7:
[5] medium.com
[5] dusk.network
[1] twitter.com

Top Domains in Tweet in G8:
[4] zilliqa.com
[1] youtube.com

Top Domains in Tweet in G9:
[22] youtube.com
[4] cisco.com
[2] google.com
[1] itpro.tv
[1] ciorevieweurope.com

Top Domains in Tweet in G10:
[1] steamcommunity.com
[1] steampowered.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1224] devnet
[643] ciscolive
[283] python
[250] cisco
[191] zilliqa
[191] polynetwork
[164] ciscocert
[145] ankrs
[108] ccna
[92] linux



Top Hashtags in Tweet in G1:
[332] ciscolive
[48] devnet
[30] ciscodevnet
[24] devnetsnackminute
[11] ciscochat
[9] ciscopartner
[8] devnetclassof2020
[7] networkautomation
[6] ciscocert
[4] devops

Top Hashtags in Tweet in G2:
[904] devnet
[280] ciscolive
[196] python
[191] cisco
[156] ciscocert
[73] pyats
[72] ccna
[63] automation
[47] ccnp
[45] ciscodevnet

Top Hashtags in Tweet in G3:
[46] devnet
[21] cisco
[11] ethereum
[10] ciscolive
[9] ccna
[7] ccnp
[6] ciscodevnet
[6] eth
[5] automation
[4] ccie

Top Hashtags in Tweet in G4:
[11] stablecoin
[3] hedgyhogs
[2] solana
[1] devnet
[1] fightnight
[1] psyoptions
[1] optionstrading
[1] defi

Top Hashtags in Tweet in G5:
[18] cardano360
[10] ripple
[9] cardano
[3] solidity
[3] smartcontracts
[2] cardanocommunity
[1] ethereum
[1] allcoredevs
[1] ada
[1] crypto

Top Hashtags in Tweet in G6:
[52] ethereum
[52] eip1559
[49] rayonism
[45] allcoredevs
[19] themerge
[10] eth2
[7] london
[3] cryptocurrency
[2] steklo
[2] eth

Top Hashtags in Tweet in G7:
[145] ankrs
[1] erc20_news
[1] defi
[1] definews

Top Hashtags in Tweet in G8:
[190] zilliqa
[190] polynetwork
[28] chain
[28] transaction
[1] allcoredevs
[1] crypto
[1] community
[1] blockchain

Top Hashtags in Tweet in G9:
[124] devnet
[64] python
[47] pythonprogramming
[47] coder
[44] linux
[44] programming
[39] kali
[39] operatingsystems
[39] os
[24] cisco

Top Hashtags in Tweet in G10:
[9] x3farnhamslegacy

Top Words
Top Words in Tweet in Entire Graph:
[5174] devnet
[1895] cisco
[1775] ciscodevnet
[1223] #devnet
[884] automation
[793] developer
[666] use
[660] learn
[643] #ciscolive
[598] advocate

Top Words in Tweet in G1:
[1673] devnet
[1268] ciscodevnet
[715] cisco
[595] automation
[578] developer
[537] advocate
[352] video
[346] channel
[340] learn
[332] #ciscolive

Top Words in Tweet in G2:
[904] #devnet
[709] devnet
[556] cisco
[496] ciscodevnet
[280] #ciscolive
[232] learn
[206] automation
[202] #python
[191] #cisco
[186] learningatcisco

Top Words in Tweet in G3:
[1131] devnet
[493] cisco
[226] sandbox
[222] explore
[222] always
[204] nso
[173] ready
[172] grpc
[172] ios
[172] xr

Top Words in Tweet in G4:
[327] hedgehogmarket
[309] devnet
[216] solana
[146] testnet
[146] more
[145] week
[144] due
[144] ongoing
[144] outages
[144] over

Top Words in Tweet in G5:
[259] devnet
[231] cardano
[218] iohk_charles
[208] running
[208] solidity
[18] #cardano360
[18] kevm
[15] activity
[14] cardanolive
[13] test

Top Words in Tweet in G6:
[242] devnet
[147] merge
[139] eth1
[119] eth2
[104] nethermindeth
[92] first
[88] timbeiko
[82] aleut
[80] ethereum
[75] protolambda

Top Words in Tweet in G7:
[392] ankr
[367] dusk
[360] duskfoundation
[339] network
[261] forces
[260] block
[260] generator
[259] host
[258] solutions
[257] use

Top Words in Tweet in G8:
[192] devnet
[191] first
[190] #zilliqa
[190] #polynetwork
[190] cross
[162] thanks
[162] team
[162] work
[162] between
[162] chain

Top Words in Tweet in G9:
[124] #devnet
[96] davidbombal
[67] #python
[59] python
[57] david
[55] learn
[47] #pythonprogramming
[47] #coder
[44] #linux
[44] #programming

Top Words in Tweet in G10:
[80] x3
[78] dedicated
[78] group
[78] players
[76] egosoft
[70] devnet
[70] community
[69] thought
[69] joking
[69] farnham's

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[812] cisco,devnet
[582] developer,advocate
[363] video,channel
[348] ciscodevnet,learn
[340] dusk,network
[324] things,cisco
[317] learn,developer
[317] advocate,lightfoot
[317] lightfoot,started
[317] started,things

Top Word Pairs in Tweet in G1:
[535] developer,advocate
[351] cisco,devnet
[346] video,channel
[291] ciscodevnet,learn
[285] learn,developer
[285] advocate,lightfoot
[285] lightfoot,started
[285] started,things
[285] things,cisco
[278] create,free

Top Word Pairs in Tweet in G2:
[158] cisco,devnet
[57] ciscodevnet,learn
[50] #python,#devnet
[48] #cisco,#devnet
[48] #devnet,#python
[47] devnet,associate
[45] ciscodevnet,cisco
[43] infrastructure,code
[41] #ccna,#devnet
[41] ciscolive,ciscodevnet

Top Word Pairs in Tweet in G3:
[255] cisco,devnet
[172] ready,explore
[172] explore,grpc
[172] grpc,devnet
[172] devnet,ios
[172] ios,xr
[172] xr,always
[172] always,sandbox
[161] cisco,live
[154] devnet,iot

Top Word Pairs in Tweet in G4:
[144] due,ongoing
[144] ongoing,testnet
[144] testnet,outages
[144] outages,over
[144] over,past
[144] past,week
[144] week,working
[144] working,migrating
[144] migrating,devnet
[144] devnet,more

Top Word Pairs in Tweet in G5:
[208] cardano,devnet
[207] running,solidity
[207] solidity,cardano
[206] iohk_charles,running
[15] devnet,activity
[15] activity,cardano
[15] cardano,#cardano360
[14] cardanolive,devnet
[12] please,share
[12] share,many

Top Word Pairs in Tweet in G6:
[117] eth1,eth2
[89] eth2,merge
[69] ethereum,merger
[69] merger,devnet
[69] devnet,completes
[69] completes,successfully
[58] super,experimental
[56] 30,min
[56] min,launching
[56] launching,super

Top Word Pairs in Tweet in G7:
[339] dusk,network
[261] forces,duskfoundation
[261] duskfoundation,dusk
[260] block,generator
[259] host,block
[258] solutions,host
[257] network,use
[242] joining,forces
[240] ankr,joining
[148] erc20_news,ankr

Top Word Pairs in Tweet in G8:
[190] #zilliqa,#polynetwork
[190] first,cross
[162] thanks,team
[162] team,work
[162] work,between
[162] between,#zilliqa
[162] #polynetwork,first
[162] cross,chain
[162] chain,transaction
[162] transaction,devnet

Top Word Pairs in Tweet in G9:
[51] #python,#devnet
[47] #devnet,#pythonprogramming
[47] #pythonprogramming,#coder
[46] davidbombal,learn
[44] #coder,#programming
[39] #linux,#kali
[39] #kali,#operatingsystems
[39] #operatingsystems,#os
[39] #os,#devnet
[29] learn,linux

Top Word Pairs in Tweet in G10:
[78] dedicated,group
[78] group,players
[70] players,devnet
[70] devnet,community
[69] thought,joking
[69] joking,x3
[69] x3,farnham's
[69] farnham's,legacy
[69] legacy,created
[69] created,dedicated

Top Replied-To
Top Replied-To in Entire Graph:
@susiewee
@hedgehogmarket
@ciscodevnet
@ciscolive
@labeveryday
@erc20_news
@iohk_charles
@learningatcisco
@kareem_isk
@mythryll

Top Replied-To in G1:
@ciscodevnet
@ojoynels
@anu_anu09
@susiewee
@devnetninja
@gnuowned
@cisco

Top Replied-To in G2:
@susiewee
@ciscolive
@labeveryday
@giftedlane
@kareem_isk
@learningatcisco
@j_verlaine
@ciscodevnet
@devnetdan
@john_capobianco

Top Replied-To in G4:
@hedgehogmarket
@antsu_ozisan
@solanians_
@bryanbrey
@psyoptions
@austerity_sucks
@mouri0077
@mrbenlilly
@mangomarkets
@projectserum

Top Replied-To in G5:
@iohk_charles
@wiiinnie
@cappettojeremy
@harmonyprotocol
@mwalko
@r_gspan
@lachlangraham01
@staker369
@fluidvoice
@junkosu22993224

Top Replied-To in G6:
@flyguyinthesky
@nethermindeth
@benjaminion_xyz
@ethereum
@m_ratsim
@insrchf
@maryatigh1

Top Replied-To in G7:
@erc20_news
@definews_info

Top Replied-To in G9:
@davidbombal

Top Mentioned
Top Mentioned in Entire Graph:
@ciscodevnet
@duskfoundation
@ankr
@hedgehogmarket
@iohk_charles
@learningatcisco
@xiaohuo200
@davidbombal
@erc20_news
@solana

Top Mentioned in G1:
@ciscodevnet
@susiewee
@canoana
@learningatcisco
@ciscochampion
@flopachinger
@jeffbulltech
@bigevilbeard
@natilikgroup
@qsnyder

Top Mentioned in G2:
@ciscodevnet
@learningatcisco
@bigevilbeard
@ciscolive
@labeveryday
@cisco
@susiewee
@dedmanrollet
@davidbombal
@j_verlaine

Top Mentioned in G3:
@mekahldownish
@realperumalj
@brobnetdev
@kosik2061

Top Mentioned in G4:
@hedgehogmarket
@solana
@projectserum
@pythnetwork
@crownyio
@solana_mates
@hedge
@gopartyparrot
@solana_daily
@psyoptions

Top Mentioned in G5:
@iohk_charles
@cardanolive
@swag_stakepool
@xrpcryptowolf
@johannesbekker
@inputoutputhk
@cardano
@nezo_global
@genzod7
@thecryptoviser

Top Mentioned in G6:
@timbeiko
@nethermindeth
@protolambda
@dimahledba
@trustnodes
@teku_consensys
@r_ethereum
@evan_van_ness
@poojaranjan19
@ethglobal

Top Mentioned in G7:
@duskfoundation
@ankr
@erc20_news
@definews_info
@cryptodiffer
@defi_shiller1
@ico_analytics
@hublot55
@cryptochatworld
@nikkashia

Top Mentioned in G8:
@xiaohuo200
@wildnwity
@timbeiko
@iohk_charles

Top Mentioned in G9:
@davidbombal
@knowledgeclubtr
@ioshints
@ciscodevnet
@j_verlaine
@itprotv
@nwmichl
@zig_zsiga
@timbeiko

Top Mentioned in G10:
@egosoft

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@sectest9
@chidambara09
@gambiste1
@femtech_
@evankirstel
@xaelbot
@prpnews
@codedailybot
@chilhon2016lap

Top Tweeters in G1:
@bexxmodd
@dhinakaranrajan
@kwame_agyei
@rakeshk35974444
@jeffreymeursing
@yazdjbilimoria
@vishnus47793080
@tichitsinde
@cavalrysam
@ranidasi13

Top Tweeters in G2:
@oldlady12345
@sectest9
@chidambara09
@gambiste1
@femtech_
@evankirstel
@codedailybot
@chilhon2016lap
@codernotesbot
@telstra

Top Tweeters in G3:
@prpnews
@hntweets
@webnowcompany
@call_user_func
@cryptow1re
@ifiocanada
@avnblogfeed
@fabienprevots
@smallcappick
@winsontang

Top Tweeters in G4:
@blknoiz06
@take_gattcha
@austerity_sucks
@iamnomad
@bogymen
@engeesa
@armawanda
@exodus_io
@sbf_alameda
@george_harrap

Top Tweeters in G5:
@watusicrypto
@chanakyaneeti77
@kyoshiro7904
@_cardano_ada
@jo55nt1w
@malikhaze88
@mommiez_gal
@fc89fc
@john_skotts
@grofhvinjvaxcqu

Top Tweeters in G6:
@patriceinmilano
@jeffreyawillia4
@antiprosynth
@lukisaepul
@mikeabundo
@tcrpartybot
@_ayoobanks
@ddgaddis
@chalexov2016
@twigwam

Top Tweeters in G7:
@alchan3ad
@anita_milewska
@za_elpeu
@sameeeeeng19
@n5za0n
@emini_sir_kay
@mosarilla
@predator_uk02
@crypto92672216
@tradereact

Top Tweeters in G8:
@sossityx
@zilliondollabby
@gio_th
@vanio58328822
@keironizedtv
@anshu31583315
@combo_alex
@amcryptom
@bogdiro
@dazzlerbob

Top Tweeters in G9:
@code_convention
@tiffeejasso
@gardenersantana
@kabal_invictus
@a__zak__
@m3sm4r
@yogeshbang
@gentoobot
@blackpeopledata
@codewatzen

Top Tweeters in G10:
@nellinson
@r2o2k
@sdkfz_251
@ti360
@sarilion_980
@tenukibozu
@out4space
@death_o
@stressed_local
@oiseucalypt