data visualization, Twitter, 12/1/2022 7:39:34 AM, 285256


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data visualization_2022-11-30_23-21-04.xlsx
data visualization_2022-11-30_23-21-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2022
Short Description:
data visualization via NodeXL https://bit.ly/3VoAogJ
@thegoldsuite
@o_fabriciosouza
@pascal_bornet
@dv_martinez
@kamuruu_g
@rainmaker1973
@nicolaraluk
@python_spaces
@ezekiel_aleke
@7skriya

Top hashtags:
#data
#transfersinlasthour
#transfersoutlasthour
#datascience

Description:
Description
The graph represents a network of 6,843 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, 01 December 2022 at 07:28 UTC.

The requested start date was Thursday, 01 December 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 6-day, 3-hour, 40-minute period from Thursday, 24 November 2022 at 21:20 UTC to Thursday, 01 December 2022 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 : 6843
Unique Edges : 2770
Edges With Duplicates : 13080
Total Edges : 15850
Number of Edge Types : 5
Tweet : 1162
Retweet : 6130
MentionsInRetweet : 7772
Mentions : 651
Replies to : 135
Self-Loops : 1217
Reciprocated Vertex Pair Ratio : 0.00695825049701789
Reciprocated Edge Ratio : 0.0138203356367226
Connected Components : 762
Single-Vertex Connected Components : 453
Maximum Vertices in a Connected Component : 5196
Maximum Edges in a Connected Component : 13022
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 5.847272
Graph Density : 0.000173089140950306
Modularity : 0.466531
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,843 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, 01 December 2022 at 07:28 UTC.

The requested start date was Thursday, 01 December 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 6-day, 3-hour, 40-minute period from Thursday, 24 November 2022 at 21:20 UTC to Thursday, 01 December 2022 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:
[4] https://blogs.oracle.com/datawarehousing/post/new-autonomous-data-warehouse-enhancements-to-streamline-data-preparation-and-sharing-for-analytics?source=:so:ch:or:awr:odb:::RC_WWMK220913P00038:&SC=:so:ch:or:awr:odb:::RC_WWMK220913P00038:&pcode=WWMK220913P00038
[2] https://news.transparenttrainingbra.com/germanys-temedica-which-offers-a-healthcare-data-visualization-service-to-pharmaceutical-companies-has-raised-a-25m-series-b-expansion-bringing-its-total-series-b-to-42-million-dan-taylor-tec/
[2] https://www.techtarget.com/searchbusinessanalytics/news/252527479/TigerGraph-Cloud-update-adds-ML-data-visualization-tools
[1] https://app.work4labs.com/w4d/job-redirect/159083610825448/168119417?data=slashref___job_distributor_id%2F94376%2Fuid%2F10208868352764259%2Flanguage%2Fen%2Fnetwork%2Ftwitter%2Fpost_id%2F6416438413d0d964e1c2138b634250671153c7c5&no_card=1&ref=distributor_share
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fwww.bakersfield.com%2Fap%2Fnews%2Feot-reveals-industrial-iot-asset-modeling-and-visualization-solutions-at-aws-re-invent-2022%2Fimage_7622a41b-9525-5a1d-98b6-d4c4d41d8d7f.html&ct=ga&cd=CAIyGjk5M2IyZTkzMjFlNjUwZTE6Y29tOmVuOlVT&usg=AOvVaw3mx9h2_8MWgKx2K_sb4y4-&utm_source=dlvr.it&utm_medium=twitter
[1] https://blogs.sap.com/2022/11/08/effective-data-visualization/?source=social-Global-AudienceEngagement-DBS-SAPSupport-SAPSupport-spr-8274777245-TWITTER&campaigncode=CRM-YF22-SSM-1463034&PostID=8274777245&CommunityuserID=62f62c97c0b02715e9bf8a3e&ConsumerpostID=63850212637ce64657e15250&ParentAssetID=ADVOCACY_205_6383fa00d7abcd5ed634589f&Region=NA%2CEMEA%2CGreater+China%2CAPJ%2CLAC
[1] https://blogs.sap.com/2022/11/08/effective-data-visualization/?source=social-Global-AudienceEngagement-DBS-SAPSupport-SAPSupport-spr-8274777245-TWITTER&campaigncode=CRM-YF22-SSM-1463034&PostID=8274777245&CommunityuserID=62f620571ea96d458515d47e&ConsumerpostID=6384ad70ef25ec495f955873&ParentAssetID=ADVOCACY_205_6383fa00d7abcd5ed634589f&Region=NA%2CEMEA%2CGreater+China%2CAPJ%2CLAC
[1] https://www.gsb.stanford.edu/insights/chart-shows-big-admin-costs-behind-americans-medical-bills?utm_source=Stanford+Business&utm_campaign=cc3a69dba3-Stanford-Business-Issue-249-11-20-2022&utm_medium=email&utm_term=0_0b5214e34b-cc3a69dba3-70281473&ct=t(Stanford-Business-Issue-249-11-20-2022
[1] https://news.google.com/__i/rss/rd/articles/CBMi5AFodHRwczovL3d3dy5kaWdpdGFsam91cm5hbC5jb20vcHIvYmlvbG9naWNhbC1kYXRhLXZpc3VhbGl6YXRpb24tbWFya2V0LTIwMjItcmVwb3J0LXdpdGgtYW4tZXhjbHVzaXZlLWRpc2NvdW50LW9uLXB1cmNoYXNlLWZvY3VzaW5nLW9uLWN1cnJlbnQtdHJlbmRzLWFuZC1sZWFkaW5nLWZvcnR1bmUtY29tcGFuaWVzLXdpdGgtZm9yZWNhc3QtdG8tMjAyOS0zbS11LXMtdGhlcm1vLWZpc2hlci1zY2llbnTSAQA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.smartdatacamp.com/s/store/courses/description/Big-Data-Visualization-Tools

Top URLs in Tweet in G2:
[1] https://422south.com/

Top URLs in Tweet in G3:
[4] https://blogs.oracle.com/datawarehousing/post/new-autonomous-data-warehouse-enhancements-to-streamline-data-preparation-and-sharing-for-analytics?source=:so:ch:or:awr:odb:::RC_WWMK220913P00038:&SC=:so:ch:or:awr:odb:::RC_WWMK220913P00038:&pcode=WWMK220913P00038
[2] https://news.transparenttrainingbra.com/germanys-temedica-which-offers-a-healthcare-data-visualization-service-to-pharmaceutical-companies-has-raised-a-25m-series-b-expansion-bringing-its-total-series-b-to-42-million-dan-taylor-tec/
[1] https://www.amazon.com/dp/1789955246?tag=plymouth03-20
[1] https://twitter.com/AxiosVisuals/status/1595891931053277185
[1] https://r.transparenttrainingbra.com/3d-data-visualization-tools-techniques-and-example/
[1] https://www.pharmiweb.jobs/job/1514060/data-visualization-designer-contract?utm_source=twitter&utm_medium=zapier&utm_campaign=autopost&utm_content=alljobsmdgx
[1] https://www.pharmiweb.jobs/job/1514058/data-visualization-designer?utm_source=twitter&utm_medium=zapier&utm_campaign=autopost&utm_content=alljobsmdgx
[1] https://www.pharmiweb.jobs/job/1514059/data-visualization-designer?utm_source=twitter&utm_medium=zapier&utm_campaign=autopost&utm_content=alljobsmdgx
[1] https://www.pharmiweb.jobs/job/1514061/data-visualization-designer-contract?utm_source=twitter&utm_medium=zapier&utm_campaign=general&utm_content=pharmiwebjobs
[1] https://www.pharmiweb.jobs/job/1514058/data-visualization-designer?utm_source=twitter&utm_medium=zapier&utm_campaign=general&utm_content=pharmiwebjobs

Top URLs in Tweet in G7:
[1] https://www.freecodecamp.org/learn/

Top Domains
Top Domains in Tweet in Entire Graph:
[532] fplanalytics.com
[63] amazon.com
[59] twitter.com
[49] youtube.com
[27] medium.com
[25] quadexcel.com
[22] coursera.org
[20] trade-ideas.com
[17] udemy.com
[16] datacamp.com

Top Domains in Tweet in G1:
[3] coursera.org
[2] ml-concepts.com
[1] udacity.com
[1] youtube.com
[1] udemy.com
[1] simplilearn.com
[1] edx.org
[1] twitter.com
[1] medium.com

Top Domains in Tweet in G2:
[2] 422south.com
[1] twitter.com
[1] glitch.me

Top Domains in Tweet in G3:
[532] fplanalytics.com
[62] amazon.com
[25] twitter.com
[13] youtube.com
[11] medium.com
[9] linkedin.com
[7] pharmiweb.jobs
[7] towardsdatascience.com
[7] shopycart.net
[6] agendadigitale.eu

Top Domains in Tweet in G4:
[4] cognitiveclass.ai

Top Domains in Tweet in G5:
[6] datacamp.com
[5] youtube.com
[3] kaggle.com
[2] edx.org
[1] github.com
[1] twitter.com

Top Domains in Tweet in G6:
[2] handsondataviz.org
[1] twitter.com
[1] clauswilke.com
[1] medium.com

Top Domains in Tweet in G7:
[19] youtube.com
[4] freecodecamp.org
[4] towardsdatascience.com
[3] datacamp.com
[2] simplilearn.com
[2] datasistah.com
[2] womenwhocode.com
[2] twitter.com
[1] datasciencedojo.com
[1] zpy.io

Top Domains in Tweet in G8:
[3] eventbrite.com
[1] nightingaledvs.com
[1] co.uk
[1] withgoogle.com
[1] t.co
[1] medium.com
[1] twitter.com
[1] datavisualizationsociety.org

Top Domains in Tweet in G9:
[7] powerofbi.org
[5] awin1.com
[2] artofvisualization.com
[2] atoallinks.com
[2] digitalfuturesociety.com
[2] corraogroup.com
[1] tableau.com
[1] datanami.com
[1] twitter.com
[1] linkedin.com

Top Domains in Tweet in G10:
[1] mode.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[138] data
[133] transfersinlasthour
[133] transfersoutlasthour
[131] datascience
[122] 100daysofcode
[117] datavisualization
[93] python
[82] visualization
[70] dataviz
[60] 60daysofmachinelearning



Top Hashtags in Tweet in G1:
[1] datavisualization
[1] python
[1] pandas

Top Hashtags in Tweet in G3:
[133] transfersinlasthour
[133] transfersoutlasthour
[34] data
[27] visualization
[24] datavisualization
[14] datascience
[13] bigdata
[12] machinelearning
[11] python
[11] dataanalytics

Top Hashtags in Tweet in G5:
[60] 60daysofmachinelearning
[2] datascience
[2] python
[2] visualization
[2] gdpr
[2] eu
[1] dataanalyst
[1] thread
[1] data
[1] ml

Top Hashtags in Tweet in G6:
[5] python
[1] datascience
[1] ai
[1] dataviz

Top Hashtags in Tweet in G7:
[115] 100daysofcode
[68] datascience
[49] python
[47] data
[32] bigdata
[29] internet
[27] technology
[26] pythonlearning
[25] design
[24] it

Top Hashtags in Tweet in G8:
[4] iibawards
[1] dataviz

Top Hashtags in Tweet in G9:
[19] dataviz
[18] powerbi
[12] deneb
[11] data
[11] tableau
[9] dataviz4society
[8] vega
[6] datavisualization
[5] analytics
[4] it

Top Words
Top Words in Tweet in Entire Graph:
[11570] month
[8732] data
[5266] python
[4714] visualization
[2951] excel
[2847] map
[2818] road
[2653] thegoldsuite
[2645] stats
[2508] july

Top Words in Tweet in G1:
[10942] month
[4672] python
[2825] data
[2491] thegoldsuite
[2484] excel
[2480] stats
[2479] road
[2479] map
[2186] probability
[2186] advance

Top Words in Tweet in G2:
[2502] july
[1254] data
[1254] shows
[1254] visualization
[1252] rainmaker1973
[1251] 2018
[1251] earth
[1251] between
[1251] nicolaraluk
[1251] occurrence

Top Words in Tweet in G3:
[954] data
[766] visualization
[551] gt
[280] 00
[279] 2022
[274] top
[268] full
[267] table
[266] gmt
[266] gw

Top Words in Tweet in G4:
[733] data
[690] powerbi
[367] analyst
[353] visualization
[347] python_spaces
[345] master
[345] free
[345] very
[345] ignore
[345] tool

Top Words in Tweet in G5:
[750] data
[416] visualization
[341] ezekiel_aleke
[292] month
[269] excel
[248] road
[248] map
[245] python
[212] sql
[185] statistics

Top Words in Tweet in G6:
[308] data
[275] visualization
[150] hands
[132] free
[125] thesequenceai
[106] fundamentals
[104] popular
[104] ones
[104] books
[103] reinforcem

Top Words in Tweet in G7:
[254] data
[189] visualization
[117] day
[115] #100daysofcode
[68] #datascience
[51] science
[49] #python
[48] #data
[47] seaborn
[33] tools

Top Words in Tweet in G8:
[90] data
[66] text
[66] writing
[66] alt
[35] visualization
[33] charts
[33] cesal's
[33] struggle
[33] many
[33] visualizations

Top Words in Tweet in G9:
[71] data
[63] visualization
[23] tableau
[19] #dataviz
[18] #powerbi
[14] course
[12] office
[12] #deneb
[12] bi
[11] #tableau

Top Words in Tweet in G10:
[261] learn
[92] data
[74] python
[73] excel
[70] sql
[66] one
[65] cloud
[65] careers
[65] java
[65] go

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4604] python,month
[4019] data,visualization
[2818] road,map
[2330] month,python
[2302] month,excel
[2302] map,month
[2302] excel,month
[2302] probability,month
[2302] month,advance
[2302] month,stats

Top Word Pairs in Tweet in G1:
[4372] python,month
[2479] road,map
[2186] advance,python
[2186] month,advance
[2186] map,month
[2186] month,stats
[2186] month,excel
[2186] probability,month
[2186] stats,probability
[2186] month,python

Top Word Pairs in Tweet in G2:
[1254] data,visualization
[1251] between,july
[1251] earth,between
[1251] july,2017
[1251] july,2018
[1251] earthquakes,earth
[1251] rainmaker1973,data
[1251] shows,occurrence
[1251] occurrence,earthquakes
[1251] nicolaraluk,shows

Top Word Pairs in Tweet in G3:
[385] data,visualization
[266] 00,gmt
[266] full,gw
[266] gw,data
[266] table,gt
[266] data,table
[266] visualization,gt
[266] gmt,full
[266] gt,visualization
[263] nov,2022

Top Word Pairs in Tweet in G4:
[367] data,analyst
[353] data,visualization
[345] ignore,master
[345] visualization,tool
[345] powerbi,very
[345] powerbi,free
[345] powerful,data
[345] master,powerbi
[345] very,powerful
[345] analyst,ignore

Top Word Pairs in Tweet in G5:
[413] data,visualization
[248] road,map
[182] statistics,algebra
[182] algebra,excel
[182] excel,sql
[182] sql,data
[179] ezekiel_aleke,data
[175] data,analytics
[162] ezekiel_aleke,statistics
[162] follow,ezekiel_aleke

Top Word Pairs in Tweet in G6:
[273] data,visualization
[150] hands,data
[127] visualization,hands
[125] thesequenceai,free
[106] fundamentals,data
[104] ones,fundamentals
[104] books,popular
[104] free,books
[104] popular,ones
[103] visualization,reinforcem

Top Word Pairs in Tweet in G7:
[151] data,visualization
[51] data,science
[41] #100daysofcode,day
[32] visualization,tools
[26] #pythonlearning,#datascience
[26] #100daysofcode,#pythonlearning
[26] #technology,#internet
[24] patricealan2,day
[24] #it,#data
[22] #design,#it

Top Word Pairs in Tweet in G8:
[66] writing,alt
[66] alt,text
[33] data,visualizations
[33] text,charts
[33] charts,data
[33] many,struggle
[33] cesal's,writing
[33] visualizations,amy
[33] amy,cesal's
[33] struggle,writing

Top Word Pairs in Tweet in G9:
[40] data,visualization
[8] data,representation
[8] chorus,voices
[8] representation,creation
[8] ways,data
[8] visualization,world
[8] collaborative,visualization
[8] information,graphics
[8] voices,data
[8] graphics,visionaries

Top Word Pairs in Tweet in G10:
[65] python,scala
[65] sql,learn
[65] one,public
[65] java,go
[65] public,cloud
[65] excel,learn
[65] learn,sql
[65] data,careers
[65] learn,python
[65] careers,learn

Top Replied-To
Top Replied-To in Entire Graph:
@vincegottalotta
@elonmusk
@matthen2
@glyphe
@mina__t
@humungopark
@ftlsid
@van_ibrowolf
@_jaydeepkarale
@ryzent7

Top Replied-To in G1:
@van_ibrowolf
@thegoldsuite

Top Replied-To in G2:
@rainmaker1973

Top Replied-To in G5:
@_jaydeepkarale
@thomasvarekamp

Top Replied-To in G6:
@tcarpenter216

Top Replied-To in G7:
@jacobcjameson
@datasciencedojo

Top Replied-To in G8:
@zehrataskin

Top Replied-To in G9:
@elonmusk
@dbfmurray
@datarevelations
@dataremixed
@wholemarsblog

Top Replied-To in G10:
@modeanalytics

Top Mentioned
Top Mentioned in Entire Graph:
@thegoldsuite
@rainmaker1973
@nicolaraluk
@python_spaces
@ezekiel_aleke
@thesequenceai
@_jaydeepkarale
@harunmbaabu
@verukita1
@dankornas

Top Mentioned in G1:
@thegoldsuite
@rajsaha66729574
@sourabharsh

Top Mentioned in G2:
@rainmaker1973
@nicolaraluk

Top Mentioned in G3:
@sergiocarracedo
@patthepm
@enkiv2
@dukeregenerate
@bitswired
@rmagesh87
@configuroweb
@voiceofd

Top Mentioned in G4:
@python_spaces
@thegoldsuite

Top Mentioned in G5:
@ezekiel_aleke
@_jaydeepkarale
@thegoldsuite
@dankornas
@python_spaces
@matplotlib
@newprediction
@levikul09
@thesequenceai
@saeedurrahman_

Top Mentioned in G6:
@thesequenceai
@machsci
@thegoldsuite
@ezekiel_aleke
@python_spaces
@mfranz_on
@datasciencedojo
@billcava
@fodunrin_k

Top Mentioned in G7:
@freecodecamp
@patricealan2
@banjoe__
@tativlkv
@datasciencedojo
@awaitingprof_01
@jamesvgingerich
@t_info_v
@ipfconline1
@kirkdborne

Top Mentioned in G8:
@a11yawareness
@gijnafrica
@datavizsociety
@rcdij
@fredafvictor
@code4africa
@biodun_alao
@f_l_o_u_r_i_s_h
@theduncanclark
@excellaco

Top Mentioned in G9:
@tableau
@dfs_mwc
@avatorl
@dataremixed
@elonmusk
@salesforce
@albertocairo
@nfsu_official
@wisevis
@bigdatawire

Top Mentioned in G10:
@harunmbaabu
@thegoldsuite
@python_spaces
@ezekiel_aleke
@thesequenceai

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@alerttrade
@codedailybot
@cybersecurityn8
@_redfrog
@javascriptd
@vonrosenchild
@evankirstel
@o_fabriciosouza
@dataaugmented

Top Tweeters in G1:
@siralfredson
@fullnam35087976
@nicholaslogun
@linkedinprosjob
@ironized_
@aliquqiiz
@freak9411
@ann_marcial
@kanggyoungsuk
@emmablackkeys

Top Tweeters in G2:
@_redfrog
@ide_suke
@africaupdates
@sonrazyma
@sdevincenzo
@godemperorclown
@mutalabala
@montielabonilla
@msep0003
@felineblues

Top Tweeters in G3:
@m157q_news_rss
@suriyasubraman
@prison_health
@vcontenting
@arealhumanname1
@biconnections
@dxxptoughts
@techjunkiejh
@eprnetwork
@configuroweb

Top Tweeters in G4:
@ssxman2
@publichealthmap
@b_o_o_g_i
@ubuntu_col
@amaliartan
@don_toco
@black_dragon123
@naveenalla1
@bartolin2067
@sunkyjay

Top Tweeters in G5:
@savetonotion
@johnjonny1
@ysrayudu9999
@hdjebar
@mrf0_olish
@ibironketweets
@gyai_maas3m
@prodevitconsult
@_khicked
@userunknown_37

Top Tweeters in G6:
@ml_tweet_bot
@hernangraffe
@salisuahmad_
@nishonisho1
@rleon1961
@renato_umeton
@asdrubalivan
@patrickkadas
@ma31stm
@santanna_doc

Top Tweeters in G7:
@sectest9
@cybersecurityn8
@evankirstel
@o_fabriciosouza
@pvalsfr
@jamesvgingerich
@pythonroboto
@pythonbot_by_pm
@codefor30days
@jblefevre60

Top Tweeters in G8:
@theayoadams
@mougendi
@canva
@a11yalicia
@likelyjanlukas
@ripplesng
@mattlaschneider
@queerlyautistic
@bethh_persist
@taiwoalabiho2

Top Tweeters in G9:
@dataaugmented
@wholemarsblog
@albertocairo
@salesforce
@mgg_2012
@peezypov
@vegasazure
@benioff
@miamiuniversity
@cris_aranda_

Top Tweeters in G10:
@erickingoo
@kasungwa_
@muthoni_____
@new_shinobi
@lambimbodiolo
@mtumarc0s
@manliketkay
@chargiexenigma
@pyfundotio
@carlosderryy