data visualization, Twitter, 1/14/2021 7:58:36 AM, 245575


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data visualization_2021-01-13_23-24-56.xlsx
data visualization_2021-01-13_23-24-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2021
Short Description:
data visualization via NodeXL https://bit.ly/3oK9K1t
@bexxmodd
@fabriciosx
@epuujee
@fmfrancoise
@betweenthenums
@mattcodejourney
@ipythonistabot
@py_data_sci
@blkhwk0ps
@thejupaul

Top hashtags:
#datavisualization
#datascience
#python
#ai
#machinelearning
#data

Description:
Description
The graph represents a network of 5,054 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 14 January 2021 at 07:36 UTC.

The requested start date was Thursday, 14 January 2021 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 11-day, 8-hour, 0-minute period from Saturday, 02 January 2021 at 17:00 UTC to Thursday, 14 January 2021 at 01:00 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 : 5054
Unique Edges : 3017
Edges With Duplicates : 10631
Total Edges : 13648
Number of Edge Types : 5
Retweet : 4562
MentionsInRetweet : 5359
Tweet : 2310
Mentions : 1080
Replies to : 337
Self-Loops : 2379
Reciprocated Vertex Pair Ratio : 0.0187185025197984
Reciprocated Edge Ratio : 0.0367491166077739
Connected Components : 1345
Single-Vertex Connected Components : 712
Maximum Vertices in a Connected Component : 1929
Maximum Edges in a Connected Component : 9265
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.017334
Graph Density : 0.000221631709028735
Modularity : 0.412971
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 5,054 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 14 January 2021 at 07:36 UTC.

The requested start date was Thursday, 14 January 2021 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 11-day, 8-hour, 0-minute period from Saturday, 02 January 2021 at 17:00 UTC to Thursday, 14 January 2021 at 01:00 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 : data visualization
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:
[543] https://www.fplanalytics.com/priceTable.html
[543] https://www.fplanalytics.com/NettTransfers.html
[180] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[162] https://bintadiaz.me/data-understanding-and-data-visualization-with-python-learn-numpy-for-data-processing-pandas-for-data-manipulation-and-visualize-using-matplotlib/
[142] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Finteractive-machine-learning-and-data-visualization-with-streamlit-7108c5032144
[59] https://www.couponed12.com/2021/01/data-visualization-and-data-analysis.html
[56] https://twinybots.ch/
[54] https://thenextweb.com/syndication/2021/01/05/a-beginners-guide-to-data-visualization-with-python-and-seaborn/
[41] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fnext-level-data-visualization-f00cb31f466e
[39] https://realpython.com/python-dash/

Top URLs in Tweet in G1:
[16] https://thenextweb.com/syndication/2021/01/05/a-beginners-guide-to-data-visualization-with-python-and-seaborn/
[13] https://venturebeat.com/2021/01/10/lenovos-thinkreality-a3-enterprise-ar-glasses-enable-data-visualization-in-public/?utm_source=dlvr.it&utm_medium=twitter
[11] https://mrdashboard.com/index.php/why-using-data-visualization-for-tracking-kpis/
[8] https://tdwi.org/articles/2021/01/07/bi-all-3-trends-no-coding-storytelling-data-sharing-3d-visualization.aspx
[8] https://venturebeat.com/2021/01/10/lenovos-thinkreality-a3-enterprise-ar-glasses-enable-data-visualization-in-public/
[6] https://thenextweb.com/syndication/2021/01/05/a-beginners-guide-to-data-visualization-with-python-and-seaborn/?utm_source=dlvr.it&utm_medium=twitter
[6] https://twinybots.ch/
[5] https://blogs.perficient.com/2021/01/06/data-visualization-and-the-art-of-storytelling/
[4] https://realpython.com/python-dash/
[4] https://www.couponed12.com/2021/01/data-visualization-and-data-analysis.html

Top URLs in Tweet in G2:
[159] https://bintadiaz.me/data-understanding-and-data-visualization-with-python-learn-numpy-for-data-processing-pandas-for-data-manipulation-and-visualize-using-matplotlib/
[159] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[134] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Finteractive-machine-learning-and-data-visualization-with-streamlit-7108c5032144
[53] https://www.couponed12.com/2021/01/data-visualization-and-data-analysis.html
[42] https://twinybots.ch/
[40] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fnext-level-data-visualization-f00cb31f466e
[36] https://datacrayon.com/posts/statistics/data-is-beautiful/chord-pro-features-for-chord-diagrams/
[35] https://www.codewall.co.uk/the-best-javascript-data-visualization-charting-libraries/?utm_source=CWTwitter&utm_medium=social
[28] https://www.programmer-books.com/learning-ipython-for-interactive-computing-and-data-visualization-second-edition/
[25] https://bintadiaz.me/web-scraping-amazon-code-free-tableau-data-visualization-learning-with-peter-tang-web-scraping-and-data-visualization-professional-with-amazons/

Top URLs in Tweet in G3:
[543] https://www.fplanalytics.com/priceTable.html
[543] https://www.fplanalytics.com/NettTransfers.html
[18] https://visualcontenting.com/2020/02/19/the-dos-and-donts-of-data-visualization-on-the-web/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[13] https://techacute.com/data-visualization-sound-of-sorting-video/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[11] https://thenextweb.com/syndication/2021/01/05/a-beginners-guide-to-data-visualization-with-python-and-seaborn/?utm_campaign=updog&utm_content=tweet1&utm_medium=social&utm_source=twitter
[11] https://flowingdata.com/2020/12/23/best-data-visualization-projects-of-2020/
[9] https://thenextweb.com/syndication/2021/01/05/a-beginners-guide-to-data-visualization-with-python-and-seaborn/?utm_campaign=updog&utm_content=tweet3&utm_medium=social&utm_source=twitter
[8] https://www.forbes.com/sites/kalevleetaru/2019/02/24/why-data-visualization-is-equal-parts-data-art-and-data-science/#477bfb746dec
[7] https://thenextweb.com/syndication/2021/01/05/a-beginners-guide-to-data-visualization-with-python-and-seaborn/
[7] https://www.amazon.com/gp/product/1118582306?ie=UTF8&camp=213733&creative=393185&creativeASIN=1118582306&linkCode=shr&tag=amz0e61-20&linkId=VXULEOAAQGPTYN3E&qid=1545708422&sr=8-1&keywords=cool+infographics+randy+krum

Top URLs in Tweet in G4:
[17] https://austinwehrwein.com/data-visualization/makingoftitlerace/
[15] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[7] https://twinybots.ch/
[4] https://www.syncfusion.com/ebooks
[4] https://nocodefounders.com/startup/lido
[3] https://www.sharpsightlabs.com/blog/why-you-should-master-data-visualization/?utm_source=twitter&utm_medium=social
[3] https://github.com/KimaruThagna/data-science-in-pycaret/blob/main/data_cleaning_with_klib.ipynb
[3] https://www.thetechplatform.com/post/top-python-libraries-for-data-science-data-visualization-machine-learning-1
[3] https://autome.me/best-types-of-data-visualization-tools-available-today/?platform=hootsuite
[2] https://www.sciencedirect.com/science/article/pii/S2666389920301896

Top URLs in Tweet in G5:
[1] https://www.pitchinteractive.com/careers/
[1] https://tweetedtimes.com/jemoraz?s=tnp
[1] https://tweetedtimes.com/search/data%20visualisation/en?s=tnp
[1] https://public.flourish.studio/visualisation/2988881/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Finteractive-machine-learning-and-data-visualization-with-streamlit-7108c5032144
[1] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[1] https://www.dbta.com/Editorial/News-Flashes/MariaDB-SkySQL-Now-Available-on-Microsoft-Power-BI-144493.aspx
[1] https://ift.tt/38UVEDR

Top URLs in Tweet in G6:
[18] https://www.analyticsvidhya.com/blog/2020/03/6-data-visualization-python-libraries/
[9] https://bigdata-madesimple.com/data-visualization-what-is-it-and-why-does-your-remote-team-need-to-use-it
[5] https://flowingdata.com/2020/12/23/best-data-visualization-projects-of-2020/
[3] https://towardsdatascience.com/8-rules-for-optimal-use-of-color-in-data-visualization-b283ae1fc1e2
[2] https://www.datasciencecentral.com/group/tutorials/forum/topics/cheat-sheet-data-visualization-with-r
[2] https://bigdata-madesimple.com/seven-best-practices-of-data-visualization-in-2018/
[2] https://bigdata-madesimple.com/how-virtual-reality-vr-will-change-big-data-visualization/
[2] https://www.kdnuggets.com/2018/08/data-visualization-cheatsheet.html
[2] http://bigdata-madesimple.com/30-thought-leaders-in-data-visualization/?utm_content=buffer70686&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.udemy.com/course/google-data-studio-complete-beginners-to-advanced-tutorial/?referralCode=047AF8195F74CAA39719

Top URLs in Tweet in G7:
[12] https://www.maartenlambrechts.com/2020/12/22/the-list-of-2020-visualization-lists.html
[6] https://nuzzel.com/LawrenceHecht/data-visualization
[2] https://www.simplilearn.com/value-of-mastering-data-visualization-storytelling-for-data-scientists-article
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245065
[1] https://www.sciencemag.org/news/2017/04/here-s-visual-proof-why-vaccines-do-more-good-harm?utm_campaign=ScienceNow&utm_source=Contractor&utm_medium=Facebook
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244487
[1] https://link.medium.com/XVRfGnIsKcb
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fuxdesign.cc%2Fan-overview-of-common-data-visualization-mistakes-d2042c0bb7c6%3Fsource%3Dsocial.tw
[1] http://grjenkin.com/articles/category/data-visualization/5168011/how-good-are-the-visualization-capabilities-of-microsoft-power-bi
[1] https://nuzzel.com/grjenkin/data-visualization/2021/01/03

Top Domains
Top Domains in Tweet in Entire Graph:
[1086] fplanalytics.com
[278] medium.com
[202] bintadiaz.me
[202] kdnuggets.com
[183] twitter.com
[92] thenextweb.com
[89] blogspot.com
[63] freecoursesitenet.com
[63] youtube.com
[60] couponed12.com

Top Domains in Tweet in G1:
[61] twitter.com
[27] medium.com
[25] thenextweb.com
[21] linkedin.com
[21] venturebeat.com
[14] mitre.org
[13] youtube.com
[13] tableau.com
[13] thebridge.jp
[13] nist.gov

Top Domains in Tweet in G2:
[201] medium.com
[194] bintadiaz.me
[176] kdnuggets.com
[74] blogspot.com
[61] freecoursesitenet.com
[53] couponed12.com
[47] datacrayon.com
[42] twinybots.ch
[41] zpy.io
[36] towardsdatascience.com

Top Domains in Tweet in G3:
[1086] fplanalytics.com
[48] datacamp.com
[36] thenextweb.com
[34] amazon.com
[18] visualcontenting.com
[15] techacute.com
[11] twitter.com
[11] flowingdata.com
[9] tableau.com
[8] medium.com

Top Domains in Tweet in G4:
[17] austinwehrwein.com
[15] kdnuggets.com
[13] twitter.com
[7] medium.com
[7] twinybots.ch
[6] github.com
[5] google.com
[4] syncfusion.com
[4] zpy.io
[4] ift.tt

Top Domains in Tweet in G5:
[2] tweetedtimes.com
[1] pitchinteractive.com
[1] flourish.studio
[1] medium.com
[1] kdnuggets.com
[1] dbta.com
[1] ift.tt

Top Domains in Tweet in G6:
[20] analyticsvidhya.com
[15] bigdata-madesimple.com
[5] flowingdata.com
[3] datasciencecentral.com
[3] kdnuggets.com
[3] towardsdatascience.com
[1] udemy.com
[1] microstrategy.com
[1] cloudmoyo.com
[1] environment.read

Top Domains in Tweet in G7:
[13] nuzzel.com
[12] maartenlambrechts.com
[6] grjenkin.com
[5] medium.com
[2] nodexlgraphgallery.org
[2] sciencemag.org
[2] bintadiaz.me
[2] simplilearn.com
[2] tableau.com
[1] grida.no

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1162] datavisualization
[1054] datascience
[910] python
[764] ai
[726] machinelearning
[712] data
[567] bigdata
[462] 100daysofcode
[416] iot
[395] dataviz



Top Hashtags in Tweet in G1:
[37] datavisualization
[35] data
[25] visualization
[21] dataviz
[19] analytics
[13] 66daysofdata
[13] datascience
[12] makeovermondaycoursera
[9] dataanalytics
[9] datavis

Top Hashtags in Tweet in G2:
[978] datavisualization
[862] datascience
[848] python
[730] ai
[655] machinelearning
[513] bigdata
[466] data
[453] 100daysofcode
[392] iot
[321] javascript

Top Hashtags in Tweet in G3:
[48] datavisualization
[39] dataviz
[27] datascience
[26] data
[26] machinelearning
[22] visualcontenting
[22] contentmarketing
[22] socialmedia
[22] seo
[17] visualization

Top Hashtags in Tweet in G4:
[67] datascience
[52] rstats
[29] data
[25] visualization
[24] machinelearning
[20] dataviz
[15] datavis
[14] datavisualization
[13] gis
[13] spatialanalysis

Top Hashtags in Tweet in G5:
[8] data
[2] ai
[2] datascience
[2] machinelearning
[2] datavisualization
[1] stats
[1] mlb
[1] python
[1] mariadb

Top Hashtags in Tweet in G6:
[19] datascience
[17] dataviz
[17] datavisualization
[8] bigdata
[5] analytics
[5] bestof2020
[3] ai
[3] python
[3] ces2021
[3] abdsc

Top Hashtags in Tweet in G7:
[22] covid19
[18] uselection2020
[11] vaccines
[11] makeovermonday
[9] datavisualization
[2] python
[2] makeovermondaycoursera
[2] monegros
[2] graã±en
[2] sentinel2

Top Hashtags in Tweet in G8:
[2] datavisualization
[2] bigdata
[2] analytics
[2] ai
[1] javascript
[1] machinelearning
[1] datascience
[1] iot
[1] iiot
[1] rstats

Top Words
Top Words in Tweet in Entire Graph:
[6861] data
[5104] visualization
[1253] gt
[1169] top
[1160] #datavisualization
[1054] #datascience
[910] #python
[801] 2021
[797] python
[766] #ai

Top Words in Tweet in G1:
[943] data
[730] visualization
[96] more
[64] python
[57] lt
[56] 2020
[55] versions
[54] v13
[50] tools
[49] using

Top Words in Tweet in G2:
[1661] data
[1198] visualization
[977] #datavisualization
[862] #datascience
[848] #python
[730] #ai
[654] #machinelearning
[513] #bigdata
[487] #data
[466] python

Top Words in Tweet in G3:
[1218] data
[1090] gt
[1084] visualization
[602] top
[596] 2021
[583] 00
[582] last
[581] transfers
[581] hour
[578] jan

Top Words in Tweet in G4:
[356] data
[187] visualization
[123] science
[67] #datascience
[54] python
[52] #rstats
[43] learning
[30] machine
[30] #data
[28] libraries

Top Words in Tweet in G5:
[110] data
[108] visualization
[101] interactive
[99] total
[99] wins
[98] year
[98] updated
[98] timeline
[97] betweenthenums
[97] starting

Top Words in Tweet in G6:
[63] data
[59] visualization
[36] amazon
[25] ipfconline1
[21] analyticsvidhya
[19] #datascience
[19] blog
[18] essential
[18] python
[18] libraries

Top Words in Tweet in G7:
[107] data
[71] visualization
[22] #covid19
[22] back
[20] distributed
[20] globe
[20] look
[18] bettinaforget
[18] insights
[18] land

Top Words in Tweet in G8:
[161] js
[81] data
[81] visualization
[81] d3
[80] top
[80] javascript
[80] libraries
[80] amazing
[80] zingchart
[80] mattcodejourney

Top Words in Tweet in G9:
[148] drama
[148] ratings
[75] arashi
[74] data
[74] visualization
[74] class
[74] chose
[74] compare
[74] bar
[74] average

Top Words in Tweet in G10:
[137] door
[69] ignoring
[69] national
[69] guidelines
[69] mexican
[69] state
[69] chiapas
[69] decided
[69] treat
[69] early

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3608] data,visualization
[586] jan,2021
[581] transfers,last
[581] last,hour
[581] hour,top
[552] visualization,gt
[544] data,table
[543] 00,gmt
[543] gmt,full
[543] full,gw

Top Word Pairs in Tweet in G1:
[533] data,visualization
[55] versions,lt
[54] lt,v13
[38] visualization,python
[38] thinkreality,a3
[34] guide,data
[32] data,analysis
[31] beginnerâ,guide
[30] visualization,data
[29] python,seaborn

Top Word Pairs in Tweet in G2:
[1048] data,visualization
[331] #datascience,#datavisualization
[326] #datavisualization,#machinelearning
[200] #ai,#iot
[184] libraries,#datascience
[171] python,libraries
[165] #machinelearning,#ai
[161] top,#python
[160] interactive,#machinelearning
[158] #machinelearning,#datavisualization

Top Word Pairs in Tweet in G3:
[581] transfers,last
[581] last,hour
[581] hour,top
[571] jan,2021
[543] 00,gmt
[543] gmt,full
[543] full,gw
[543] gw,data
[543] data,table
[543] table,gt

Top Word Pairs in Tweet in G4:
[141] data,visualization
[98] data,science
[30] machine,learning
[26] science,data
[23] python,libraries
[22] top,python
[17] title,race
[16] visualization,machine
[15] libraries,data
[14] data,analysis

Top Word Pairs in Tweet in G5:
[101] data,visualization
[99] total,wins
[98] year,updated
[98] updated,data
[98] visualization,interactive
[98] interactive,timeline
[98] timeline,total
[97] starting,year
[96] betweenthenums,starting
[96] wins,curâ

Top Word Pairs in Tweet in G6:
[52] data,visualization
[18] essential,data
[18] visualization,python
[18] python,libraries
[18] libraries,sanad_maker
[18] sanad_maker,analyticsvidhya
[18] analyticsvidhya,#datascience
[18] blog,share
[18] share,solution
[18] solution,architecture

Top Word Pairs in Tweet in G7:
[65] data,visualization
[20] #covid19,distributed
[20] distributed,globe
[20] globe,look
[20] look,back
[18] visualization,insights
[18] insights,land
[18] land,vote
[18] vote,people
[18] people,#uselection2020

Top Word Pairs in Tweet in G8:
[81] data,visualization
[80] top,javascript
[80] javascript,libraries
[80] libraries,amazing
[80] amazing,data
[80] js,d3
[80] d3,js
[80] js,zingchart
[79] mattcodejourney,top
[78] visualization,šamcharts

Top Word Pairs in Tweet in G9:
[148] drama,ratings
[74] data,visualization
[74] visualization,class
[74] class,chose
[74] chose,compare
[74] compare,arashi
[74] arashi,drama
[74] ratings,bar
[74] bar,average
[74] average,drama

Top Word Pairs in Tweet in G10:
[69] ignoring,national
[69] national,guidelines
[69] guidelines,mexican
[69] mexican,state
[69] state,chiapas
[69] chiapas,decided
[69] decided,treat
[69] treat,early
[69] early,teams
[69] teams,going

Top Replied-To
Top Replied-To in Entire Graph:
@shel_kariuki
@communistsrevil
@salutemissionc
@jburnmurdoch
@irenabuzarewicz
@ftank58
@nytimes
@promofiverrgigs
@shaanvp
@arifhasannfl

Top Replied-To in G2:
@strat_ai
@ai_miami
@urfreundhannah

Top Replied-To in G3:
@magazinewelp
@tableau
@abu3mair
@block_one_

Top Replied-To in G4:
@prasoonpratham
@thanasibakis
@faryus88
@spcanelon
@sourjayne
@maxjordan_n

Top Replied-To in G5:
@catblossoms

Top Replied-To in G6:
@intel
@antgrasso
@allenmireles

Top Replied-To in G7:
@buildwithjoy
@maartenzam

Top Replied-To in G8:
@mattcodejourney

Top Mentioned
Top Mentioned in Entire Graph:
@thejupaul
@chidambara09
@aicanedo
@betweenthenums
@mattcodejourney
@urheterotopia
@e2d3org
@_tapsilogue
@ai_miami
@gp_pulipaka

Top Mentioned in G1:
@stephencalvince
@digitaldevnet
@likwiddigital
@johnjamesfuller
@postpossible

Top Mentioned in G2:
@thejupaul
@chidambara09
@aicanedo
@ai_miami
@e2d3org
@gp_pulipaka
@freecodecamp
@tdatascience
@cousesites
@couponed_code

Top Mentioned in G3:
@fplanalytics
@thenextweb
@dd_nana_
@dd_fafa_
@dd_serena_
@lukestanke
@dd_jessica_
@amjpublichealth
@tableau
@dd_bun_

Top Mentioned in G4:
@awhstin
@evergreendata
@josh_ebner
@icymi_r
@urheterotopia
@rweekly_org
@thercast
@spcanelon
@aicanedo
@epfl_exts

Top Mentioned in G5:
@betweenthenums
@microsoft
@mariadb
@ai_miami
@aicanedo
@dbtrends
@dwaynefuhlhage
@esp1371
@mac_b5

Top Mentioned in G6:
@ipfconline1
@analyticsvidhya
@sanad_maker
@awscloud
@datamadesimple
@carol_stephen
@chi2innovations
@haroldsinnott
@kirkdborne
@policyviz

Top Mentioned in G7:
@bettinaforget
@maartenzam
@sciencevisuals
@sciencemagazine
@newsfromscience
@gijnafrica
@dataphyte
@lawrencehecht
@nuzzel
@madelinelarnold

Top Mentioned in G8:
@mattcodejourney
@gp_pulipaka
@haroldsinnott

Top Mentioned in G9:
@_tapsilogue

Top Mentioned in G10:
@covid19crusher
@jjchamie

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@chidambara09
@cybersec_feeds
@sunflowerjun
@aaroncuddeback
@gambiste1
@femtech_
@evankirstel
@mementh

Top Tweeters in G1:
@magnifyk
@moreandagain
@stevekrohn
@webnowcompany
@pavelnosok
@hadopiland
@shehzadyounis
@dsrecruitspwd
@latestcomments
@tofnews

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@aaroncuddeback
@femtech_
@xaelbot
@codedailybot
@codernotesbot
@codegnuts
@cybersecurityn8

Top Tweeters in G3:
@waweru
@koudaiin
@estigiaed
@bexxmodd
@uncjay1
@dataaugmented
@caring_mobile
@killakamwashere
@doctorow
@openmarketingtv

Top Tweeters in G4:
@rvp
@suriyasubraman
@epuujee
@rstatstweet
@volkergoebbels
@bbbcccnnn
@ritmonegro
@johnmbundi
@chrisishiguzo
@faryus88

Top Tweeters in G5:
@hellaadz_
@the1tab
@dwaynefuhlhage
@slpettis
@geraldr416
@tommcguinness
@esp1371
@highheatstats
@cardjunk
@janelle_2310

Top Tweeters in G6:
@paoloigna1
@ssxman2
@myloc_tracker
@trippbraden
@terrinakamura
@twilli2861
@spirosmargaris
@jblefevre60
@ipfconline1
@carol_stephen

Top Tweeters in G7:
@georgebernhard
@fmfrancoise
@machine_ml
@grjenkin
@enribrz
@estys
@worldbank
@haywardito
@visualisingdata
@luissantos

Top Tweeters in G8:
@smozmc
@ancarrillo964
@logistics_ap
@xsavitar
@busuulwa_mark
@zubbys_
@moshbaba1
@ctrlaltcuteness
@jekeityplg
@facetimejs

Top Tweeters in G9:
@sunflowerjun
@toovogue4u
@prininomi
@kukkaitff
@isml8
@bluexfire
@uchiwafangirl
@cinbird16
@donutsrants
@kingjmatsumoto

Top Tweeters in G10:
@keliveronezi
@rosahst
@ferjun_flu
@helioborges
@mlauramcamp
@_carloscleber
@mtuliomv
@maxximum500
@gatopretoclaro
@evandrobandei10