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data visualization_2022-01-12_23-24-56.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2022
Short Description:
data visualization via NodeXL https://bit.ly/3K7yrQM
@poontany
@ogbenidipo
@damian_brite
@nainachaturved8
@junjudapi
@nicolaraluk
@rainmaker1973
@fabriciosx
@schemadesign
@fedfragapane

Top hashtags:
#datascience
#data
#covid19
#100daysofcode
#vaccines
#python

Description:
Description
The graph represents a network of 7,262 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, 13 January 2022 at 07:32 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 3-day, 9-hour, 35-minute period from Sunday, 09 January 2022 at 15:25 UTC to Thursday, 13 January 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 : 7262
Unique Edges : 1865
Edges With Duplicates : 13425
Total Edges : 15290
Number of Edge Types : 5
Tweet : 779
Retweet : 6495
MentionsInRetweet : 7471
Mentions : 397
Replies to : 148
Self-Loops : 806
Reciprocated Vertex Pair Ratio : 0.00461006530925855
Reciprocated Edge Ratio : 0.00917782026768642
Connected Components : 592
Single-Vertex Connected Components : 282
Maximum Vertices in a Connected Component : 3595
Maximum Edges in a Connected Component : 7209
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 2.828114
Graph Density : 0.000148778531104347
Modularity : 0.46018
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,262 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, 13 January 2022 at 07:32 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 3-day, 9-hour, 35-minute period from Sunday, 09 January 2022 at 15:25 UTC to Thursday, 13 January 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:
[163] https://www.fplanalytics.com/priceTable.html
[163] https://www.fplanalytics.com/NettTransfers.html
[36] https://www.analyticsvidhya.com/blog/2022/01/walmarts-sales-analysis-through-data-visualization/
[31] https://www.couponed12.com/2020/03/jupyter-notebook-big-data-visualization.html
[24] https://medium.com/coders-mojo/day-1-day-60-quick-recap-of-60-days-of-data-science-and-ml-6fc021643d1?sk=4e75e043b7630a9f963562ebac94e129
[19] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2F60-days-of-data-science-and-machine-learning-series-day-1-a62ce3c7aac1%3Fsk%3D081c29312cd10755e51a640ecd2baedf
[14] https://www.youtube.com/watch?v=enx-seNqv_Q&feature=youtu.be

[13] https://www.freeonlinecoursesnet.online/2022/01/2022-python-data-analysis-visualization.html
[11] https://zpy.io/ca/96397ef4
[9] https://towardsdatascience.com/interactive-data-visualization-with-julia-and-pluto-notebooks-6fad6f3eca2?source=social.tw

Top URLs in Tweet in G1:
[1] https://twitter.com/poontany/status/1479841897115906054

Top URLs in Tweet in G2:
[1] https://github.com/Nyandwi/machine_learning_complete

Top URLs in Tweet in G3:
[4] https://glowy-earthquakes.glitch.me/
[2] https://422south.com/
[1] https://twitter.com/422South/status/1037009378321358848?s=20
[1] https://twitter.com/Rainmaker1973/status/1480185089644392451
[1] https://www.ebooks-courses-downloader.com/2021/12/hands-on-data-visualization-pdf-github.html

Top URLs in Tweet in G4:
[29] https://www.analyticsvidhya.com/blog/2022/01/walmarts-sales-analysis-through-data-visualization/
[25] https://www.couponed12.com/2020/03/jupyter-notebook-big-data-visualization.html
[24] https://medium.com/coders-mojo/day-1-day-60-quick-recap-of-60-days-of-data-science-and-ml-6fc021643d1?sk=4e75e043b7630a9f963562ebac94e129
[19] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2F60-days-of-data-science-and-machine-learning-series-day-1-a62ce3c7aac1%3Fsk%3D081c29312cd10755e51a640ecd2baedf
[13] https://www.freeonlinecoursesnet.online/2022/01/2022-python-data-analysis-visualization.html
[11] https://zpy.io/ca/96397ef4
[9] https://towardsdatascience.com/interactive-data-visualization-with-julia-and-pluto-notebooks-6fad6f3eca2?source=social.tw
[9] https://www.fusioncharts.com/blog/are-you-getting-the-most-out-of-your-data-visualization-tool/?utm_source=Twitter&utm_medium=Social&utm_content=Boost-Post
[8] https://zpy.io/ca/4580cc42
[6] https://www.couponed12.com/2020/09/matplotlib-for-data-visualization-with.html

Top URLs in Tweet in G5:
[163] https://www.fplanalytics.com/priceTable.html
[163] https://www.fplanalytics.com/NettTransfers.html
[7] https://www.analyticsvidhya.com/blog/2022/01/walmarts-sales-analysis-through-data-visualization/
[5] https://www.couponed12.com/2020/03/jupyter-notebook-big-data-visualization.html
[5] https://stat.world/biportal/?lang=en
[4] https://twinybots.ch/
[3] https://techmoran.com/2022/01/01/nigerian-data-visualization-startup-mustard-insights-secures-pre-seed-funding-for-expansion/
[3] https://twitter.com/FugaziTruther/status/1480697892365119491
[2] https://twitter.com/rainmaker1973/status/1480185089644392451
[2] https://bigdata.go.th/big-data-101/data-analysis-expressions-dax/

Top URLs in Tweet in G6:
[1] https://www.science.org/content/article/here-s-visual-proof-why-vaccines-do-more-good-harm?utm_campaign=SciMag&utm_source=Social&utm_medium=Twitter
[1] https://www.science.org/content/article/here-s-visual-proof-why-vaccines-do-more-good-harm?utm_campaign=SciMag&utm_source=Social&utm_medium=Facebook

Top URLs in Tweet in G7:
[5] https://truth-and-beauty.net/
[2] https://www.behance.net/gallery/134751121/Almost-200-million-crosses
[1] https://graphichunters.nl/finding-elegance-designing-with-data/
[1] https://www.instagram.com/accounts/login/
[1] http://thenewnormal.is
[1] https://www.domestika.org/en/courses/3069-effective-data-visualization-transform-information-into-art/studio_terp
[1] https://billshander.com/data-storytelling-visualization-infographics-workshop/
[1] https://nightingaledvs.com/very-peri-pantone-2022-for-your-visualizations/
[1] https://nightingaledvs.com/crafting-a-covid-visualization/
[1] https://www.uni-bremen.de/en/research-alliance/research-data/data-train/data-stories/data-story-001-beyond-the-bar-chart-how-new-data-languages-can-make-complexity-graspable?utm_campaign=UBRA

Top URLs in Tweet in G8:
[3] https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-021-04556-z
[3] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell-genomics%2Ffulltext%2FS2666-979X%2821%2900106-3&rc=0
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell-reports-methods%2Ffulltext%2FS2667-2375%2821%2900204-6&rc=0
[1] https://www.rna-seqblog.com/discovering-cell-types-using-manifold-learning-and-enhanced-visualization-of-single-cell-rna-seq-data/
[1] https://hub.jhu.edu/2022/01/12/michael-schatz-anvil-genomics-cloud-database/

Top URLs in Tweet in G9:
[1] https://data-feminism.mitpress.mit.edu/
[1] https://library.oapen.org/bitstream/handle/20.500.12657/22273/9789048543137.pdf?sequence=1
[1] https://www.youtube.com/watch?v=0_-N3p8WqlQ&feature=youtu.be

[1] https://psyarxiv.com/dnr9s/
[1] https://civic.mit.edu/feminist-data-visualization.html
[1] http://vis.mit.edu/pubs/viral-visualizations

Top URLs in Tweet in G10:
[2] https://www.urban.org/data4kids-virtually-teaching-kids-about-data-science
[2] https://www.belfercenter.org/publication/arctic-data-stories-learn-data-visualization-and-create-maps-data-driven-policymaking-0
[1] https://twitter.com/mjskay/status/1479361829952495616
[1] https://www.getrevue.co/profile/jschwabish/issues/news-and-notes-from-policyviz-issue-9-982267
[1] https://www.youtube.com/watch?v=7qLtSrCyW4U

[1] https://twitter.com/TartanLlama/status/1479805524724101123
[1] https://cmu-vis-2021.github.io/assignment-3-environment-viz/

Top Domains
Top Domains in Tweet in Entire Graph:
[326] fplanalytics.com
[68] twitter.com
[67] medium.com
[41] analyticsvidhya.com
[39] couponed12.com
[37] youtube.com
[31] towardsdatascience.com
[29] zpy.io
[15] tableau.com
[13] freeonlinecoursesnet.online

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[1] github.com

Top Domains in Tweet in G3:
[4] glitch.me
[2] 422south.com
[2] twitter.com
[1] ebooks-courses-downloader.com

Top Domains in Tweet in G4:
[54] medium.com
[33] couponed12.com
[30] analyticsvidhya.com
[29] zpy.io
[25] towardsdatascience.com
[13] freeonlinecoursesnet.online
[10] fusioncharts.com
[8] datacamp.com
[7] udemy.com
[4] youtube.com

Top Domains in Tweet in G5:
[326] fplanalytics.com
[29] twitter.com
[11] analyticsvidhya.com
[7] linkedin.com
[7] medium.com
[6] towardsdatascience.com
[5] tableau.com
[5] couponed12.com
[5] stat.world
[4] twinybots.ch

Top Domains in Tweet in G6:
[2] science.org

Top Domains in Tweet in G7:
[5] truth-and-beauty.net
[2] nightingaledvs.com
[2] behance.net
[1] graphichunters.nl
[1] instagram.com
[1] thenewnormal.is
[1] domestika.org
[1] billshander.com
[1] uni-bremen.de
[1] axios.com

Top Domains in Tweet in G8:
[4] elsevierhealth.com
[3] biomedcentral.com
[1] rna-seqblog.com
[1] jhu.edu

Top Domains in Tweet in G9:
[3] mit.edu
[1] oapen.org
[1] youtube.com
[1] psyarxiv.com

Top Domains in Tweet in G10:
[2] urban.org
[2] twitter.com
[2] belfercenter.org
[1] getrevue.co
[1] youtube.com
[1] github.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[189] datascience
[127] data
[116] covid19
[111] 100daysofcode
[109] vaccines
[97] python
[90] visualization
[89] datavisualization
[82] transfersinlasthour
[81] transfersoutlasthour



Top Hashtags in Tweet in G4:
[163] datascience
[109] 100daysofcode
[84] python
[72] machinelearning
[67] analytics
[62] ai
[53] bigdata
[40] data
[37] artificialintelligence
[33] dataanalytics

Top Hashtags in Tweet in G5:
[82] transfersinlasthour
[81] transfersoutlasthour
[30] datavisualization
[29] data
[17] visualization
[13] datascience
[11] dataviz
[7] python
[6] analytics
[6] bigdata

Top Hashtags in Tweet in G6:
[108] vaccines
[108] covid19
[2] rt

Top Hashtags in Tweet in G7:
[13] dataviz
[9] design
[9] data
[8] history
[8] circles
[8] diagrams
[8] visualization
[7] datavisualization
[5] datastory
[5] datatrain

Top Hashtags in Tweet in G8:
[4] genomicsdata
[3] scrnaseq
[3] singlecell
[3] visualization
[3] bioinformatics
[2] hopkinsengineer
[2] bioit
[1] unifiedcomputingenvironment
[1] federatedcloudplatform
[1] chromosomevisualization

Top Hashtags in Tweet in G9:
[24] data
[24] visualization
[5] scienceslam
[5] scicomm
[1] dataviz
[1] datascience

Top Words
Top Words in Tweet in Entire Graph:
[7583] data
[6150] visualization
[3702] day
[3602] poontany
[3576] behind
[3570] เห
[3565] message
[3564] นเด
[3564] ก
[3564] hidden

Top Words in Tweet in G1:
[3610] data
[3606] visualization
[3602] poontany
[3563] อส
[3563] นเด
[3563] ก
[3562] อะไรค
[3562] งท
[3562] ซ
[3562] อนอย

Top Words in Tweet in G2:
[874] data
[867] analysis
[864] career
[864] need
[864] focus
[864] excel
[864] spreadsheets
[864] microsoft
[864] power
[864] bi

Top Words in Tweet in G3:
[1136] july
[577] data
[577] visualization
[574] shows
[569] nicolaraluk
[568] occurrence
[568] earthquakes
[568] earth
[568] between
[568] 2017

Top Words in Tweet in G4:
[670] data
[463] visualization
[163] #datascience
[124] day
[117] science
[109] #100daysofcode
[89] python
[84] #python
[76] analysis
[72] #machinelearning

Top Words in Tweet in G5:
[558] data
[455] visualization
[338] gt
[175] 2022
[174] top
[172] 00
[166] full
[163] jan
[163] gmt
[163] gw

Top Words in Tweet in G6:
[108] #vaccines
[108] #covid19
[108] distributed
[108] globe
[108] look
[108] back
[108] data
[108] visualization
[107] 2017
[92] sciencemagazine

Top Words in Tweet in G7:
[81] data
[67] visualization
[36] fedfragapane
[28] news
[27] project
[27] piero
[27] francesca
[27] works
[27] designed
[27] la_lettura

Top Words in Tweet in G8:
[77] data
[42] visualization
[34] model
[32] inverting
[32] genomics
[32] sharing
[30] cellgenomics
[29] anvil
[29] published
[28] chromomap

Top Words in Tweet in G9:
[25] aesthetics
[25] beautiful
[25] trust
[24] preprint
[24] psyarxiv
[24] linchujun
[24] fooled
[24] #data
[24] #visualization
[24] bias

Top Words in Tweet in G10:
[32] data
[19] visualization
[10] frankelavsky
[5] jschwabish
[5] stories
[5] learn
[5] triple
[5] threat
[5] alt
[5] text

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5530] data,visualization
[3563] นเด,ก
[3562] อะไรค,อส
[3562] อส,งท
[3562] งท,ซ
[3562] ซ,อนอย
[3562] อนอย,ในคำขว
[3562] ในคำขว,ญว
[3562] ญว,นเด
[3562] ก,hidden

Top Word Pairs in Tweet in G1:
[3606] data,visualization
[3563] นเด,ก
[3562] อะไรค,อส
[3562] อส,งท
[3562] งท,ซ
[3562] ซ,อนอย
[3562] อนอย,ในคำขว
[3562] ในคำขว,ญว
[3562] ญว,นเด
[3562] ก,hidden

Top Word Pairs in Tweet in G2:
[867] data,analysis
[864] analysis,career
[864] career,need
[864] need,focus
[864] focus,excel
[864] excel,spreadsheets
[864] spreadsheets,microsoft
[864] microsoft,power
[864] power,bi
[863] ogbenidipo,data

Top Word Pairs in Tweet in G3:
[573] data,visualization
[568] visualization,nicolaraluk
[568] nicolaraluk,shows
[568] shows,occurrence
[568] occurrence,earthquakes
[568] earthquakes,earth
[568] earth,between
[568] between,july
[568] july,2017
[568] 2017,july

Top Word Pairs in Tweet in G4:
[342] data,visualization
[117] data,science
[48] machine,learning
[44] data,analysis
[41] visualization,tool
[40] artificial,intelligence
[35] day,#100daysofcode
[32] walmart,sales
[32] sales,analysis
[32] analysis,data

Top Word Pairs in Tweet in G5:
[218] data,visualization
[164] visualization,gt
[163] jan,2022
[163] 00,gmt
[163] gmt,full
[163] full,gw
[163] gw,data
[163] data,table
[163] table,gt
[163] gt,visualization

Top Word Pairs in Tweet in G6:
[108] #vaccines,#covid19
[108] #covid19,distributed
[108] distributed,globe
[108] globe,look
[108] look,back
[108] back,data
[108] data,visualization
[107] visualization,2017
[92] sciencemagazine,#vaccines
[14] aaas,#vaccines

Top Word Pairs in Tweet in G7:
[63] data,visualization
[27] project,data
[27] visualization,piero
[27] piero,francesca
[27] francesca,works
[27] works,designed
[27] designed,la_lettura
[26] fedfragapane,project
[26] la_lettura,news
[11] online,data

Top Word Pairs in Tweet in G8:
[32] inverting,model
[32] model,genomics
[32] genomics,data
[32] data,sharing
[28] super,excited
[28] excited,anvil
[28] anvil,paper
[28] paper,published
[28] published,today
[28] today,cellgenomics

Top Word Pairs in Tweet in G9:
[24] preprint,psyarxiv
[24] psyarxiv,linchujun
[24] linchujun,fooled
[24] fooled,beautiful
[24] beautiful,#data
[24] #data,#visualization
[24] #visualization,aesthetics
[24] aesthetics,bias
[24] bias,trust
[23] mark_a_thornton,preprint

Top Word Pairs in Tweet in G10:
[19] data,visualization
[5] data,stories
[5] triple,threat
[5] threat,data
[5] visualization,alt
[5] alt,text
[5] text,shitpost
[4] frankelavsky,triple
[4] arctic,data
[4] stories,workshop

Top Replied-To
Top Replied-To in Entire Graph:
@pjmaciak
@amuellerml
@duncangeere
@onolovesai
@marquetteu
@bish_bhandari
@bbc
@oriowoesther
@henriokingn
@ryangilchrest

Top Replied-To in G3:
@asp_ajinkya
@rainmaker1973
@valboi

Top Replied-To in G4:
@amuellerml
@oriowoesther
@henriokingn
@puneettbhatnagr

Top Replied-To in G7:
@duncangeere
@cedscherer
@_fobbes
@abmakulec

Top Replied-To in G9:
@pjmaciak
@doctorzen

Top Replied-To in G10:
@clairemkbowen
@frankelavsky
@jeffbigham

Top Mentioned
Top Mentioned in Entire Graph:
@poontany
@ogbenidipo
@nicolaraluk
@rainmaker1973
@sciencemagazine
@nainachaturved8
@fedfragapane
@st_data_science
@sassoftware
@persowninc

Top Mentioned in G1:
@poontany
@somemoreforme

Top Mentioned in G2:
@ogbenidipo
@jeande_d

Top Mentioned in G3:
@nicolaraluk
@rainmaker1973
@sanket_thinks

Top Mentioned in G4:
@nainachaturved8
@sassoftware
@persowninc
@couponed_code
@iainljbrown
@tdatascience
@clubsignage
@knowprogram
@moabduid
@damian_brite

Top Mentioned in G5:
@wifeyuniversity
@instinctools_ee
@approvedamerica
@rtihs
@masontiffin
@femiigemuyiwa
@analyticsgroup_
@journtoolbox
@drivingdig

Top Mentioned in G6:
@sciencemagazine
@aaas
@kansans4science

Top Mentioned in G7:
@fedfragapane
@la_lettura
@graphichunters
@datavizsociety
@sonjakuijpers
@kristinbriney
@schemadesign
@googlen
@bookofcircles
@mslima

Top Mentioned in G8:
@cellgenomics
@mike_schatz
@razoralign
@jsantoyo
@useanvil
@rnaseqblog
@genome_gov
@cellrepmethods
@bmcbioinfo
@uwindsor

Top Mentioned in G9:
@psyarxiv
@linchujun
@mark_a_thornton
@pjmaciak
@c2dh_lu
@luxdocasbl
@kanarinka
@shannonmattern
@jschwabish
@laurenfklein

Top Mentioned in G10:
@frankelavsky
@jschwabish
@policyviz
@clairemkbowen
@esri
@katelynm98
@hksarctic
@grahamimac
@urbaninstitute
@chaddorsey

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@threadreaderapp
@cybersec_feeds
@chidambara09
@watdaswnsay
@xaelbot
@codedailybot
@javascriptd
@thedeveloperbot
@pm2u_

Top Tweeters in G1:
@watdaswnsay
@pm2u_
@semarktuan
@willumerrymark
@onthestarx
@asa221209
@whocamefrommer
@h21pe_twt
@biihyunee_
@kksleepyallday

Top Tweeters in G2:
@jayromee_
@yojora
@holawhunmee
@adetigerr
@oluwej
@blackshadie
@unclebeeola
@donxfemo
@deshysmalls
@ademufasa_

Top Tweeters in G3:
@chrisbrey1
@ken_crichlow
@shirfire218
@mogura_ossan
@gezgintrk
@southerngemgal
@benishii_
@ptialex77
@nordsud6213
@doubleeagle49

Top Tweeters in G4:
@sectest9
@threadreaderapp
@chidambara09
@xaelbot
@codedailybot
@thedeveloperbot
@cybersecurityn8
@ipythonistabot
@morolswediu
@artificialbra1n

Top Tweeters in G5:
@benzishappy
@approvedamerica
@hncynic
@money_personal
@diasporaengager
@diasporanews123
@properguide
@gigibeltrame
@exsequar
@jucktion

Top Tweeters in G6:
@viralvideovlogs
@alcinodoliveira
@fiorellissimo
@paucomes
@tingerwu
@vicuc30
@karlamov
@advancehumanism
@cumgrano
@chowapt

Top Tweeters in G7:
@expansionmx
@salzheimer
@southstep
@margymaclibrary
@briantrice
@bbbcccnnn
@axios
@andrejaenisch
@sarahdcady
@kipkoech_the4th

Top Tweeters in G8:
@takatoh1
@drjulie_b
@seqcomplete
@windowmoon
@hinaichigo
@compchembiobot
@singlecellmedia
@msmjetten
@razoralign
@binfotrends

Top Tweeters in G9:
@drwinarick
@b0tsci
@codeforpdx
@tetisheri
@albertocairo
@thartman2u
@sigdrifr
@vilavaite
@_eleanorina
@kingslyj

Top Tweeters in G10:
@jeffbigham
@therisingpage
@siffcapitalmgmt
@laughlinpaul
@urbaninstitute
@esri
@utknoxville
@jschwabish
@jwkritchie
@jrosenberg6432