FAQ | Problem?

#ddj_2017-06-12_15-38-32.xlsx
#ddj_2017-06-12_15-38-32.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 12, 2017
Short Description:
#ddj via NodeXL http://bit.ly/2teG7Io
@gijn
@br_data
@alevergara78
@fbinjuries
@manuel_mohr
@albertocairo
@stekhn
@nytimes
@warninggraphicc

Description:
Description
The graph represents a network of 753 Twitter users whose tweets in the requested range contained "#ddj", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 June 2017 at 22:41 UTC.

The requested date range was from Monday, 05 June 2017 at 00:00 UTC through Monday, 12 June 2017 at 00:00 UTC.

The tweets in the network were tweeted over the 6-day, 22-hour, 28-minute period from Monday, 05 June 2017 at 00:01 UTC to Sunday, 11 June 2017 at 22:29 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 : 753
Unique Edges : 1003
Edges With Duplicates : 452
Total Edges : 1455
Self-Loops : 267
Reciprocated Vertex Pair Ratio : 0.0309278350515464
Reciprocated Edge Ratio : 0.06
Connected Components : 96
Single-Vertex Connected Components : 40
Maximum Vertices in a Connected Component : 502
Maximum Edges in a Connected Component : 1044
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.945472
Graph Density : 0.00176598570257975
Modularity : 0.637049
NodeXL Version : 1.0.1.383

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[21] http://datajconf.com
[14] http://www.parismatch.com/Actu/Economie/Nos-emplois-partent-ils-chez-nos-voisins
[11] https://www.theguardian.com/politics/ng-interactive/2017/jun/09/theresa-may-election-gamble-fail-conservatives-majority-polls
[10] http://www.rue89strasbourg.com/legislatives-2017-t1-carte-resultats-alsace-121474
[9] https://dinfografia.wordpress.com/2017/06/11/what-i-learned-on-misleading-data-and-visualizations-at-alberto-cairos-visualtrumpery-event/
[9] https://www.svds.com/exploratory-data-analysis-python/
[8] https://www.fastcodesign.com/90109241/this-google-backed-data-viz-platform-was-designed-for-non-coders?platform=hootsuite
[8] http://www.hindustantimes.com/class-of-2018/how-hard-is-it-to-find.html
[8] https://www.eventbrite.ie/e/european-data-and-computational-journalism-conference-tickets-34272801873
[7] https://eagereyes.org/papers/paper-finding-a-clear-path-structuring-strategies-for-visualization-sequences

Top URLs in Tweet in G1:
[4] http://gijn.org/2017/06/07/top-ten-ddj-this-weeks-top-data-journalism-2/
[2] http://www.carlapedret.cat/best-podcast-data-journalism/
[2] https://twitter.com/i/web/status/872256648294912002
[2] https://www.mandalka.name/investigative_journalism/
[2] http://gijn.org/2017/06/07/top-ten-ddj-this-weeks-top-data-journalism-2/?utm_content=bufferb08f5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/872366549860061185
[1] https://twitter.com/i/web/status/872390194426765312
[1] https://twitter.com/i/web/status/873917953321967616
[1] https://twitter.com/i/web/status/872453272724017152
[1] https://twitter.com/i/web/status/873600792376344577

Top URLs in Tweet in G2:
[9] https://dinfografia.wordpress.com/2017/06/11/what-i-learned-on-misleading-data-and-visualizations-at-alberto-cairos-visualtrumpery-event/
[6] https://eagereyes.org/papers/paper-finding-a-clear-path-structuring-strategies-for-visualization-sequences
[6] https://github.com/JasonKessler/scattertext
[4] https://visualtrumperytour.wordpress.com/
[4] https://twitter.com/xangregg/status/872089417086840832
[4] http://trumperytour.com/
[2] https://twitter.com/theneilrichards/status/873869678187302917
[2] https://twitter.com/IRE_NICAR/status/872842811573510144
[2] https://www.nytimes.com/glogin?URI=https%3A%2F%2Fwww.nytimes.com%2F2017%2F05%2F31%2Fbusiness%2Feconomy%2Fvolatile-income-economy-jobs.html%3Fhp%26action%3Dclick%26pgtype%3DHomepage%26clickSource%3Dstory-heading%26module%3Dsecond-column-region%26region%3Dtop-news%26WT.nav%3Dtop-news%26_r%3D0
[2] https://goo.gl/meFldP?utm_content=buffer74153&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/871755636089946112

Top URLs in Tweet in G4:
[3] https://www.apb-tutzing.de/programm/tagung/31-4-17
[2] https://www.theguardian.com/politics/ng-interactive/2017/jun/09/theresa-may-election-gamble-fail-conservatives-majority-polls
[1] https://twitter.com/kritsanarat/status/873255227138482177
[1] http://ameblo.jp/mightyblow1/entry-12282803844.html
[1] https://www.instagram.com/p/BVLtpIQgBZh/
[1] http://pwiweb.uzh.ch/wordpress/?p=12411
[1] https://www.instagram.com/p/BVJBjLUD5WXkhlnUIoZdAHiOGENa2rQTN6LGrE0/
[1] https://twitter.com/starsuvarna/status/872023597036048384
[1] http://terror.periscopic.com
[1] https://www.instagram.com/p/BVFqmmQDjFS5MF3MlWysi4ubsnFZq4bmCh2zKw0/

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/873123910778109958
[1] https://twitter.com/i/web/status/873648367699714048
[1] https://twitter.com/i/web/status/873492257642614788
[1] https://twitter.com/i/web/status/873859968813936640
[1] https://twitter.com/i/web/status/873417166049169409
[1] https://twitter.com/FvCastell/status/872885003948109824
[1] https://twitter.com/i/web/status/872786691198779396
[1] https://twitter.com/i/web/status/873218204079882242
[1] https://github.com/br-data
[1] https://twitter.com/i/web/status/873238255034085377

Top URLs in Tweet in G6:
[9] https://www.svds.com/exploratory-data-analysis-python/
[3] https://twitter.com/bettinanissen/status/872944714944794625
[1] https://twitter.com/i/web/status/871672340320530432
[1] https://twitter.com/i/web/status/873928293933883397
[1] http://www.ibtimes.co.uk/videos/uk-election-timelapse-how-2017-general-election-unfolded-26336
[1] https://twitter.com/i/web/status/873047312653615104
[1] https://twitter.com/i/web/status/872943772606373888
[1] http://www.ibtimes.co.uk/A6ot2
[1] https://twitter.com/i/web/status/872889049773748224
[1] https://twitter.com/i/web/status/872392881058787337

Top URLs in Tweet in G7:
[7] https://twitter.com/FrauCsu/status/873123021166329857
[5] https://github.com/br-data
[4] https://medium.com/@otter.alastair/a-mapping-toolbox-for-journalists-10-tools-worth-checking-out-d0805e50734e
[4] https://www.srf.ch/news/schweiz/auslaenderkriminalitaet-eine-statistik-viele-schlagzeilen
[2] https://www.datajournalismawards.org/shortlist/
[1] https://www.opensemanticsearch.org/doc/search/fuzzy
[1] http://web.br.de/interaktiv/merkel-nach-zahlen/
[1] https://twitter.com/lepettre/status/873196920021413889
[1] https://twitter.com/i/web/status/872810383316332544
[1] https://bl.ocks.org/mbostock/3709000

Top URLs in Tweet in G8:
[2] https://warninggraphiccontent.tumblr.com/post/161537840181/7-june-2017
[2] https://warninggraphiccontent.tumblr.com/post/161498859441/6-june-2017
[1] https://warninggraphiccontent.tumblr.com/post/161459474961/5-june-2017
[1] https://warninggraphiccontent.tumblr.com/post/161576054856/8-june-2017

Top URLs in Tweet in G9:
[5] https://docs.google.com/spreadsheets/d/1hU7Snj4KZ-ppyy388l-sV4I26n4yGVb8xYnygPOS-5k/edit#gid=0
[2] https://twitter.com/bettinanissen/status/872944714944794625
[2] https://www.datajournalismawards.org/shortlist/
[2] https://eagereyes.org/papers/paper-an-argument-structure-for-data-stories
[2] http://datastori.es/99-data-visualization-at-capital-one-with-kim-rees-and-steph-hay/#t=1:23.348
[1] https://twitter.com/i/web/status/871692829688332288
[1] https://twitter.com/i/web/status/872238428808663040
[1] https://twitter.com/i/web/status/871875533646286848
[1] https://www.theguardian.com/politics/ng-interactive/2017/jun/09/theresa-may-election-gamble-fail-conservatives-majority-polls
[1] http://flowingdata.com/2017/06/07/how-histograms-work/

Top URLs in Tweet in G10:
[5] https://schoolofdata.org/2017/06/01/team-sport/
[1] https://twitter.com/i/web/status/868038385599905793
[1] http://datajconf.com
[1] https://twitter.com/i/web/status/872121180131651584
[1] https://twitter.com/i/web/status/873133898573762560
[1] https://twitter.com/i/web/status/872775003963568128
[1] http://hasselfallas.com/?p=2652
[1] https://twitter.com/i/web/status/872492253398388738
[1] https://twitter.com/WinnieKamau254/status/872492253398388738

Top Domains
Top Domains in Tweet in Entire Graph:
[203] twitter.com
[80] herodote.net
[24] wikipedia.org
[21] datajconf.com
[17] gijn.org
[16] github.com
[16] datadrivenjournalism.net
[14] google.com
[14] paper.li
[14] parismatch.com

Top Domains in Tweet in G1:
[33] twitter.com
[7] gijn.org
[2] carlapedret.cat
[2] mandalka.name
[1] google.com
[1] hasselfallas.com
[1] opensemanticsearch.org
[1] alexloth.com

Top Domains in Tweet in G2:
[23] twitter.com
[13] wordpress.com
[6] eagereyes.org
[6] github.com
[4] trumperytour.com
[4] goo.gl
[2] nytimes.com
[1] flowingdata.com
[1] hindustantimes.com
[1] fastcodesign.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[26] twitter.com
[5] instagram.com
[3] medium.com
[3] apb-tutzing.de
[2] ameblo.jp
[2] theguardian.com
[1] uzh.ch
[1] periscopic.com
[1] schoolofdata.org
[1] norstatgroup.com

Top Domains in Tweet in G5:
[14] twitter.com
[2] learno.net
[1] github.com
[1] spiegel.de
[1] srf.ch
[1] tylervigen.com
[1] medium.com
[1] github.io
[1] youtube.com

Top Domains in Tweet in G6:
[13] twitter.com
[9] svds.com
[2] co.uk
[1] theatlantic.com
[1] pudding.cool

Top Domains in Tweet in G7:
[11] twitter.com
[5] github.com
[4] medium.com
[4] srf.ch
[2] datajournalismawards.org
[1] opensemanticsearch.org
[1] br.de
[1] ocks.org
[1] newyorker.com

Top Domains in Tweet in G8:
[6] tumblr.com

Top Domains in Tweet in G9:
[11] twitter.com
[6] google.com
[3] eagereyes.org
[2] datajournalismawards.org
[2] verigazeteciligi.com
[2] medium.com
[2] datastori.es
[1] theguardian.com
[1] flowingdata.com
[1] tuvalabs.com

Top Domains in Tweet in G10:
[6] twitter.com
[5] schoolofdata.org
[1] datajconf.com
[1] hasselfallas.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[974] ddj
[241] dataviz
[69] nr17
[61] opendata
[60] data
[60] ingolstadt
[60] bvb
[60] sge
[60] fcb
[60] hsv



Top Hashtags in Tweet in G1:
[107] ddj
[28] dataviz
[23] nr17
[21] data
[17] opensource
[14] recherche
[11] rstats
[5] textmining
[5] tc17
[3] топ10

Top Hashtags in Tweet in G2:
[96] ddj
[86] dataviz
[40] infographics
[13] visualtrumpery
[8] datajournalism
[6] texmining
[6] datascience
[4] infografia
[4] datavisualization
[4] highchartscloud

Top Hashtags in Tweet in G3:
[59] ingolstadt
[59] bvb
[59] sge
[59] fcb
[59] hsv
[59] ddj

Top Hashtags in Tweet in G4:
[56] ddj
[21] dataviz
[3] dj
[3] cdj
[3] journalisten
[3] recherche
[2] data
[2] pioneer
[2] insolvency
[2] carno

Top Hashtags in Tweet in G5:
[40] ddj
[24] nr17
[4] interaktivität
[2] dataviz
[2] ifg
[2] python
[2] r
[2] regiodata
[2] interactive
[2] rddj

Top Hashtags in Tweet in G6:
[40] ddj
[27] generalelection
[23] dataviz
[19] breakingnews
[4] ge2017
[2] conservatives
[2] labour
[2] ddjunconf
[1] uk
[1] facebooklive

Top Hashtags in Tweet in G7:
[37] ddj
[19] nr17
[2] dataviz
[2] dja2017
[1] infographics
[1] generalelection
[1] breakingnews
[1] ingolstadt
[1] bvb
[1] sge

Top Hashtags in Tweet in G8:
[10] ddj
[8] ge2017
[2] digitalgov
[2] dataviz
[1] opendata
[1] brexit
[1] trump
[1] metromayors

Top Hashtags in Tweet in G9:
[45] ddj
[19] vg
[11] dataviz
[10] dj
[8] datajournalism
[5] ddjunconf
[4] khasddj17
[3] 每周数据新闻精选
[3] opendata
[3] tool

Top Hashtags in Tweet in G10:
[42] ddj
[23] datajournalism
[14] opendata
[6] dataviz
[4] anticorruption
[4] accountability
[2] rstats
[2] brexit

Top Words
Top Words in Tweet in Entire Graph:
[494] Words in Sentiment List#1: Positive
[226] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[15480] Non-categorized Words
[16200] Total Words
[974] ddj
[321] data
[241] dataviz
[148] top
[126] 06

Top Words in Tweet in G1:
[107] ddj
[68] top
[66] 10
[57] gijn's
[48] gijn
[45] made
[42] data
[32] tools
[31] congrats
[28] dataviz

Top Words in Tweet in G2:
[96] ddj
[86] dataviz
[57] albertocairo
[48] js
[40] infographics
[23] entire
[23] free
[23] book
[23] d3
[23] including

Top Words in Tweet in G3:
[59] ingolstadt
[59] top
[59] bvb
[59] sge
[59] ganz
[59] hinten
[59] fcb
[59] hsv
[59] verbessert
[59] bl

Top Words in Tweet in G4:
[57] ddj
[21] dataviz
[19] w
[18] najbardziej
[18] angażujący
[18] twett
[18] ciągu
[18] ostatnich
[18] 6h
[13] data

Top Words in Tweet in G5:
[40] ddj
[27] nr17
[9] driven_by_data
[8] anecdotes
[7] daten
[6] danke
[6] grssnbchr
[5] wird
[5] macht
[5] spaß

Top Words in Tweet in G6:
[40] ddj
[27] generalelection
[23] uk
[23] dataviz
[21] live
[20] map
[19] complete
[19] read
[19] latest
[19] breakingnews

Top Words in Tweet in G7:
[37] ddj
[19] nr17
[16] br_data
[8] live
[7] datenfriedhöfe
[7] warum
[7] datenrecherchen
[7] manchmal
[7] scheitern
[7] müssen

Top Words in Tweet in G8:
[10] ddj
[8] ge2017
[5] econdailycharts
[4] today
[4] stephenkb
[4] today's
[3] election_data
[2] ipsosmori
[2] andrewsparrow
[2] patrickruffini

Top Words in Tweet in G9:
[45] ddj
[19] vg
[14] data
[14] qz
[13] reliable
[13] sources
[13] onyxfish
[12] https
[11] list
[11] dataviz

Top Words in Tweet in G10:
[42] ddj
[32] evaconstantaras
[23] schoolofdata
[23] datajournalism
[23] data
[21] join
[21] conversation
[21] team
[21] sport
[17] internews

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[72] dataviz,ddj
[71] top,10
[68] 10,ddj
[66] gijn's,top
[64] date__du__jour,ddj
[60] ingolstadt,top
[60] top,bvb
[60] bvb,sge
[60] sge,ganz
[60] ganz,hinten

Top Word Pairs in Tweet in G1:
[58] top,10
[57] 10,ddj
[56] gijn's,top
[44] made,gijn's
[22] congrats,fastcompany
[22] fastcompany,mesmerizing
[22] mesmerizing,dataviz
[22] dataviz,refugee
[22] refugee,movements
[22] movements,worldwide

Top Word Pairs in Tweet in G2:
[40] dataviz,infographics
[35] infographics,ddj
[23] entire,free
[23] free,book
[23] book,d3
[23] d3,js
[23] js,including
[23] including,sections
[23] sections,html
[23] html,css

Top Word Pairs in Tweet in G3:
[59] ingolstadt,top
[59] top,bvb
[59] bvb,sge
[59] sge,ganz
[59] ganz,hinten
[59] hinten,fcb
[59] fcb,hsv
[59] hsv,verbessert
[59] verbessert,bl
[59] bl,verletzungstabelle

Top Word Pairs in Tweet in G4:
[19] ddj,dataviz
[18] najbardziej,angażujący
[18] angażujący,twett
[18] twett,ddj
[18] dataviz,w
[18] w,ciągu
[18] ciągu,ostatnich
[18] ostatnich,6h
[5] data,journalism
[3] unsere,tagungen

Top Word Pairs in Tweet in G5:
[8] nr17,ddj
[7] ddj,nr17
[5] grssnbchr,driven_by_data
[4] interaktivität,news
[4] news,wann
[4] wann,lohnt
[4] lohnt,sich
[4] sich,aufwand
[4] aufwand,grssnbchr
[4] driven_by_data,mschories

Top Word Pairs in Tweet in G6:
[21] uk,generalelection
[20] dataviz,ddj
[19] ddj,live
[19] live,map
[19] map,uk
[19] generalelection,complete
[19] complete,read
[19] read,latest
[19] latest,breakingnews
[18] danict89,dataviz

Top Word Pairs in Tweet in G7:
[9] nr17,ddj
[8] ddj,nr17
[7] live,datenfriedhöfe
[7] datenfriedhöfe,warum
[7] warum,datenrecherchen
[7] datenrecherchen,manchmal
[7] manchmal,scheitern
[7] scheitern,müssen
[7] müssen,ddj
[6] br_data,live

Top Word Pairs in Tweet in G8:
[6] ge2017,ge2017
[4] ddj,today
[2] today,ipsosmori
[2] ipsosmori,andrewsparrow
[2] andrewsparrow,patrickruffini
[2] patrickruffini,stephenkb
[2] stephenkb,ruth_dixon
[2] ruth_dixon,econdailycharts
[2] econdailycharts,conversationuk
[2] conversationuk,odihq

Top Word Pairs in Tweet in G9:
[13] reliable,data
[13] data,sources
[13] sources,onyxfish
[13] onyxfish,qz
[13] ddj,vg
[9] ddj,students
[9] students,ask
[9] ask,reliable
[9] qz,made
[9] made,fantastic

Top Word Pairs in Tweet in G10:
[21] join,schoolofdata
[21] schoolofdata,conversation
[21] conversation,datajournalism
[21] datajournalism,ddj
[21] ddj,evaconstantaras
[21] evaconstantaras,data
[21] data,team
[21] team,sport
[10] internews,june
[9] use,opendata

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gijn
@date__du__jour
@albertocairo
@fbinjuries
@fastcompany
@evaconstantaras
@datajconf
@dagmedyaveri
@schoolofdata
@nrecherche

Top Mentioned in G1:
@gijn
@fastcompany
@nrecherche
@sharon000
@computerworld
@m_mandalka
@nodexl
@tableau
@xlth
@datajconf

Top Mentioned in G2:
@albertocairo
@mcrosasb
@maartenzam
@eagereyes
@jasonkessler
@momiperalta
@nytgraphics
@musmekh
@gijn
@fastcompany

Top Mentioned in G3:
@fbinjuries

Top Mentioned in G5:
@driven_by_data
@grssnbchr
@chelm
@mschories
@martinstabe
@nr17
@philninh
@lealeaalbrecht
@juli
@nrecherche

Top Mentioned in G6:
@danict89
@mirkolorenz
@ibtimesuk
@datawrapper
@policyviz
@albertocairo
@theatlantic
@nytimes
@rosiecima
@giannagruen

Top Mentioned in G7:
@br_data
@srfdata
@alastairotter
@ardzdf_akademie
@stekhn
@lepettre
@nytimes
@ddjmonaco
@albertocairo
@t_s_institute

Top Mentioned in G8:
@econdailycharts
@stephenkb
@election_data
@ipsosmori
@andrewsparrow
@patrickruffini
@ruth_dixon
@conversationuk
@odihq
@buzzfeedukpol

Top Mentioned in G9:
@qz
@onyxfish
@jacopoottaviani
@pinardag
@dagmedyaveri
@maid_marianne
@data_blog
@eagereyes
@datastories
@guardiandata

Top Mentioned in G10:
@evaconstantaras
@schoolofdata
@internews
@undpeurasia
@anastasiajourno
@nataliamazotte
@datajconf
@heidibaya
@gijn
@hasselfallas

Top Tweeters
Top Tweeters in Entire Graph:
@chuddles11
@bhumharit
@innova_scape
@metropan222
@amorshabbi
@alevergara78
@guardian
@bbcnews
@irishtimes
@webmasterfree

Top Tweeters in G1:
@amorshabbi
@walesbuzz
@pcdnetwork
@ap
@fastcompany
@vedatsamur
@nytimesbusiness
@goaudax
@medientantemt
@buzzsaffa

Top Tweeters in G2:
@innova_scape
@alevergara78
@prosperomoran
@albertocairo
@drsinbin
@juanjobote
@adelgado
@daniel_julia
@bbbcccnnn
@mtdukes

Top Tweeters in G3:
@17siebzehn
@smartsanta
@shochi_hh
@coocooo266
@okonow
@i_am_mert
@nobilor
@lehrbuda
@danorara
@19_nz_09

Top Tweeters in G4:
@bhumharit
@transparent_red
@dziennikarz
@econ_cl
@filipehoffmann
@grjenkin
@teuss
@erik_kaplan
@hannahdormido
@ophelianoor

Top Tweeters in G5:
@spiegelonline
@alphoenix
@reginakuepper
@correctiv_org
@martinstabe
@hackette7
@driven_by_data
@mkitzmann
@marcelpauly
@chelm

Top Tweeters in G6:
@all_hail_biafra
@ibtimesuk
@theatlantic
@clearmapping
@anah_kingsley
@lucasoft_co_uk
@arnicas
@visualisingdata
@realpython
@chasecarbon

Top Tweeters in G7:
@nytimes
@die_primel
@newyorker
@lepettre
@t_s_institute
@sip_media
@alastairotter
@bjvde
@br_kultur
@mbostock

Top Tweeters in G8:
@stephenkb
@conversationuk
@patrickruffini
@xtophercook
@drjennings
@election_data
@andrewsparrow
@jantalipinski
@spendmatters
@fullfact

Top Tweeters in G9:
@hanneshanath
@qz
@lynxxiv
@liliasaul
@onyxfish
@pinardag
@flowingdata
@nicolaskb
@jacopoottaviani
@simoneasnaghi

Top Tweeters in G10:
@gibranashraf
@gianoturning
@heatherleson
@undpeurasia
@froatosebe
@winniekamau254
@internews
@sdopoku
@maurakellymedia
@escueladedatos


Tags: