datajournalism, Twitter, 12/2/2019 11:18:49 PM, 217887


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datajournalism_2019-12-02_08-51-09.xlsx
datajournalism_2019-12-02_08-51-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2019
Short Description:
datajournalism via NodeXL http://bit.ly/2LgOG10
@datajournalism
@gijn
@smfrogers
@glenkcampbell
@infocepei
@bahareh360
@yanipaper
@aghniaadzkia
@voydorg
@pinardag

Top hashtags:
#datajournalism
#ddj
#data
#dataviz
#startup
#startups
#hyperloop
#investing
#opendata

Description:
Description
The graph represents a network of 811 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 December 2019 at 16:51 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 21-hour, 21-minute period from Monday, 18 November 2019 at 02:25 UTC to Sunday, 01 December 2019 at 23:47 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 : 811
Unique Edges : 1029
Edges With Duplicates : 367
Total Edges : 1396
Number of Edge Types : 3
Mentions : 1229
Tweet : 151
Replies to : 16
Self-Loops : 151
Reciprocated Vertex Pair Ratio : 0.0414610069101678
Reciprocated Edge Ratio : 0.0796208530805687
Connected Components : 143
Single-Vertex Connected Components : 59
Maximum Vertices in a Connected Component : 333
Maximum Edges in a Connected Component : 715
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.874318
Graph Density : 0.00160600386658751
Modularity : 0.717936
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 811 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 December 2019 at 16:51 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 21-hour, 21-minute period from Monday, 18 November 2019 at 02:25 UTC to Sunday, 01 December 2019 at 23:47 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 : datajournalism
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:
[12] https://datajournalism.com/
[12] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[10] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[9] https://veribulteni.voyd.org.tr/voyd-ve-newslabturkey-guclerini-veri-gazeteciligi-icin-birlestiriyor/
[9] https://cbddo.gov.tr/projeler/acik-veri/
[9] http://www.verigazeteciligi.com/cumhurbaskanligi-veri-gov-tr-adinda-acik-veri-platformu-aciyor/
[7] https://mailchi.mp/67264696eb91/veri-bulteni-3974782
[6] https://www.agi.it/politica/sardine_gattini_social-6597072/news/2019-11-22/?utm_content=106312795&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[5] https://mailchi.mp/57c60af233e9/veri-bulteni-58
[5] https://www.nytimes.com/2019/11/13/technology/personaltech/data-journalism-economics.html

Top URLs in Tweet in G1:
[4] https://datajournalism.com/read/longreads/geographic-information-systems-a-use-case-for-journalists
[4] https://datajournalism.com/
[2] https://datajournalism.com/read/longreads/data-in-the-air
[2] https://www.agi.it/politica/sardine_gattini_social-6597072/news/2019-11-22/?utm_content=106312795&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[1] https://datajournalism.com/read/longreads/de-identification-for-data-journalists?fbclid=IwAR2uz4JjQfK_WBFy9oiKN0gTuCP-pIzlCoW25CHWGBu4wI-jmyKSyqPWanc
[1] https://twitter.com/i/web/status/1194661202351153152
[1] https://twitter.com/i/web/status/1199321406304997376
[1] https://twitter.com/i/web/status/1200733209002217472
[1] https://datajournalism.com/read/newsletters/sensor-based-journalism
[1] https://twitter.com/i/web/status/1199647840936574976

Top URLs in Tweet in G2:
[3] https://journalism.columbia.edu/scholarships
[2] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[2] https://gijn.org/2019/11/14/gijns-data-journalism-top-10-trumps-tweets-londons-polluted-tube-rising-seas-data-voids/
[2] https://www.youtube.com/watch?v=KbUIeMg5oVI

[1] https://datajournalism.com/
[1] https://gijn.org/2019/11/28/gijns-data-journalism-top-10-thanksgiving-travel-visualization-art-bad-charts-dataharvest/
[1] https://twitter.com/i/web/status/1193545105128460295
[1] https://twitter.com/datatheism/lists/data-ai-speakers/members
[1] https://twitter.com/i/web/status/1200324022728372225
[1] https://gijn.org/2019/11/21/gijns-data-journalism-top-10-your-health-data-for-sale-music-politics-predictive-journalism-ai-accountability-data-women/

Top URLs in Tweet in G3:
[5] https://datajournalism.com/
[3] https://www.nytimes.com/2019/11/13/technology/personaltech/data-journalism-economics.html
[2] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[2] https://datajournalism.com/read/handbook/two
[1] https://www.livemint.com/news/india/job-outlook-bleak-among-millennials-11574004767489.html
[1] https://datajournalism.com/read/longreads/hard-data-and-soft-statistics-a-guide-to-critical-reporting
[1] https://thestacker.com/stories/3661/worst-movies-last-decade-according-critics
[1] https://twitter.com/clearlykath/status/1187658506276659200
[1] https://datajournalism.com/read/longreads/de-identification-for-data-journalists
[1] https://twitter.com/ANnovationspace/status/1196758694811320320

Top URLs in Tweet in G4:
[3] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[2] http://googletrends.github.io/data/
[2] https://www.nytimes.com/2019/11/13/technology/personaltech/data-journalism-economics.html
[1] https://gijn.org/2019/11/25/my-favorite-tools-malachy-browne/
[1] https://twitter.com/i/web/status/1198930747706486784

Top URLs in Tweet in G5:
[1] http://googletrends.github.io/data/

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1199419524937920513
[1] http://desprotegides.cat

Top URLs in Tweet in G7:
[12] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[1] https://twitter.com/i/web/status/1198753813630529537
[1] https://twitter.com/i/web/status/1199026524072153090
[1] https://twitter.com/i/web/status/1199299841366601728
[1] https://twitter.com/i/web/status/1199573138222260224
[1] https://twitter.com/i/web/status/1199847205542277120
[1] https://twitter.com/i/web/status/1200120510954328065
[1] https://twitter.com/i/web/status/1200393788319031298
[1] https://twitter.com/i/web/status/1200667158579159040
[1] https://twitter.com/i/web/status/1200372492403171329

Top URLs in Tweet in G8:
[1] https://op.europa.eu/eudataviz
[1] https://twitter.com/datajournalism/status/1198572051977711616
[1] https://twitter.com/i/web/status/1199720395844280320
[1] https://twitter.com/i/web/status/1199308029495324673
[1] https://twitter.com/infobeautyaward/status/1197243536485289984

Top URLs in Tweet in G9:
[2] https://twitter.com/EscolaDeDados/status/1198218790867214342
[1] https://www.lanacion.com.ar/deportes/futbol/river-flamengo-todas-finales-argentinos-brasilenos-historia-copa-nid2309148

Top URLs in Tweet in G10:
[9] https://veribulteni.voyd.org.tr/voyd-ve-newslabturkey-guclerini-veri-gazeteciligi-icin-birlestiriyor/
[9] https://cbddo.gov.tr/projeler/acik-veri/
[9] http://www.verigazeteciligi.com/cumhurbaskanligi-veri-gov-tr-adinda-acik-veri-platformu-aciyor/
[7] https://mailchi.mp/67264696eb91/veri-bulteni-3974782
[5] https://mailchi.mp/57c60af233e9/veri-bulteni-58
[3] https://mailchi.mp/e8276ca9548b/veri-bulteni
[2] https://datajournalism.com/read/longreads/data-in-the-air
[1] https://mailchi.mp/bfc3d5567692/veri-bulteni-3940597
[1] http://datasets.wri.org/dataset/globalpowerplantdatabase
[1] https://www.snap.com/en-GB/political-ads

Top Domains
Top Domains in Tweet in Entire Graph:
[128] twitter.com
[46] datajournalism.com
[21] medium.com
[17] mailchi.mp
[10] nytimes.com
[10] verigazeteciligi.com
[9] org.tr
[9] gov.tr
[7] github.io
[6] agi.it

Top Domains in Tweet in G1:
[17] datajournalism.com
[12] twitter.com
[2] buff.ly
[2] agi.it
[1] scicom.ie
[1] google.com
[1] informationisbeautifulawards.com
[1] datafloq.com
[1] mailchi.mp
[1] paper.li

Top Domains in Tweet in G2:
[7] twitter.com
[4] gijn.org
[3] datajournalism.com
[3] columbia.edu
[2] youtube.com

Top Domains in Tweet in G3:
[20] twitter.com
[13] datajournalism.com
[7] nytimes.com
[6] medium.com
[1] livemint.com
[1] thestacker.com
[1] co.uk
[1] theglobeandmail.com
[1] volkskrant.nl
[1] aljazeera.com

Top Domains in Tweet in G4:
[3] medium.com
[2] github.io
[2] nytimes.com
[1] gijn.org
[1] twitter.com

Top Domains in Tweet in G5:
[1] github.io

Top Domains in Tweet in G6:
[1] twitter.com
[1] desprotegides.cat

Top Domains in Tweet in G7:
[14] twitter.com
[12] medium.com
[1] rd-alliance.org

Top Domains in Tweet in G8:
[4] twitter.com
[1] europa.eu

Top Domains in Tweet in G9:
[2] twitter.com
[1] com.ar

Top Domains in Tweet in G10:
[16] mailchi.mp
[10] verigazeteciligi.com
[9] org.tr
[9] gov.tr
[4] twitter.com
[2] datajournalism.com
[1] wri.org
[1] snap.com
[1] datavizcatalogue.com
[1] newslabturkey.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[323] datajournalism
[61] ddj
[42] data
[37] dataviz
[37] startup
[37] startups
[36] hyperloop
[36] investing
[26] opendata
[24] codabr19



Top Hashtags in Tweet in G1:
[19] datajournalism
[13] coding
[12] conversationswithdata
[12] iibawards
[12] aesthetics
[11] gis
[6] ddj
[6] datasets
[5] data
[4] dataviz

Top Hashtags in Tweet in G2:
[33] datajournalism
[13] climatecrisis
[12] scholarship
[11] opportunity
[11] asia
[8] ddj
[8] niunamas
[2] ai
[2] gijc19
[1] datajournailsm

Top Hashtags in Tweet in G3:
[54] datajournalism
[6] towardsdatascience
[5] journalism
[5] data
[2] microbiome
[1] pioggia
[1] freddo
[1] kilometri
[1] domenica
[1] tavernellevaldipesa

Top Hashtags in Tweet in G4:
[8] datajournalism
[2] opendata
[2] ddj
[2] data
[2] mustread
[1] investigation
[1] googletrends

Top Hashtags in Tweet in G5:
[3] bigdata
[2] bd4sg
[2] data
[1] mocoa
[1] sdgs
[1] 2030agenda
[1] mobile
[1] datascience
[1] opendata
[1] datajournalism

Top Hashtags in Tweet in G6:
[10] reportcat
[1] datajournalism
[1] sharingcitiesaction19

Top Hashtags in Tweet in G7:
[36] startup
[36] startups
[36] hyperloop
[36] investing
[24] datajournalism
[13] ddj
[12] transportation
[12] technology
[12] tech
[12] technews

Top Hashtags in Tweet in G8:
[5] dataviz
[4] eudataviz
[1] iibawards
[1] aesthetics
[1] datajournalism

Top Hashtags in Tweet in G9:
[24] codabr19
[21] datajournalism
[4] datascience
[4] river
[4] flamengo
[4] libertadores
[3] ai
[2] aip
[2] lai
[2] opendata

Top Hashtags in Tweet in G10:
[19] ddj
[18] datajournalism
[17] verigazeteciliği
[15] açıkveri
[14] opendata
[8] voyd
[8] verigörselleştirme
[5] dataviz
[4] veriokuryazarlığı
[4] veribülteni

Top Words
Top Words in Tweet in Entire Graph:
[526] Words in Sentiment List#1: Positive
[109] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[16394] Non-categorized Words
[17029] Total Words
[323] #datajournalism
[233] data
[97] datajournalism
[71] journalism
[61] #ddj

Top Words in Tweet in G1:
[84] datajournalism
[37] data
[25] gis
[20] know
[19] #datajournalism
[18] journalists
[16] check
[16] edition
[15] guide
[15] investigate

Top Words in Tweet in G2:
[40] gijn
[33] #datajournalism
[23] columbiajourn
[23] nikkei
[23] inc
[23] offering
[23] 100
[23] 000
[23] fellowship
[23] students

Top Words in Tweet in G3:
[54] #datajournalism
[16] data
[9] great
[6] journalism
[6] #towardsdatascience
[5] #journalism
[5] tech
[5] matters
[5] people
[5] #data

Top Words in Tweet in G4:
[45] data
[44] download
[42] play
[42] make
[42] ours
[42] available
[42] discover
[42] party
[42] candidates
[42] sport

Top Words in Tweet in G5:
[7] gsmalatam
[7] gsmam4d
[7] gsmapolicy
[7] data4sdgs
[7] opendatawatch
[7] worldbankdata
[7] data2x
[7] datapopalliance
[7] dataactlab
[7] aiddata

Top Words in Tweet in G6:
[10] aquesta
[10] setmana
[10] m'han
[10] publicat
[10] primer
[10] article
[10] faig
[10] basat
[10] dades
[10] #reportcat

Top Words in Tweet in G7:
[41] data
[36] hyperloops
[36] good
[36] investment
[36] driven
[36] investor
[36] medium
[36] pensignal
[36] #startup
[36] #startups

Top Words in Tweet in G8:
[8] infobeautyaward
[5] #dataviz
[5] stoked
[5] received
[5] news
[5] current
[5] affairs
[5] category
[5] congrats
[5] da_pacific

Top Words in Tweet in G9:
[24] #codabr19
[21] #datajournalism
[17] lndata
[15] escoladedados
[9] felicitaciones
[8] estamos
[8] mtrpires
[8] pilhofer
[7] googlenewsinit
[6] entrega

Top Words in Tweet in G10:
[34] veri
[21] voydorg
[19] #ddj
[18] #datajournalism
[17] #verigazeteciliği
[15] #açıkveri
[14] ve
[14] #opendata
[13] haftalık
[13] yayınladığımız

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[48] download,data
[48] data,play
[48] play,make
[48] make,ours
[48] ours,available
[48] available,discover
[48] discover,party
[48] party,candidates
[47] candidates,sport
[44] smfrogers,download

Top Word Pairs in Tweet in G1:
[13] journalist,#coding
[13] #coding,start
[13] start,winnydejong
[13] winnydejong,python
[13] python,guide
[13] guide,help
[12] edition,#conversationswithdata
[12] congratulations,winners
[12] winners,#iibawards
[12] #iibawards,amazing

Top Word Pairs in Tweet in G2:
[23] columbiajourn,nikkei
[23] nikkei,inc
[23] inc,offering
[23] offering,100
[23] 100,000
[23] 000,fellowship
[23] fellowship,students
[23] students,residents
[13] world,#datajournalism
[13] #datajournalism,investigations

Top Word Pairs in Tweet in G3:
[6] #towardsdatascience,#datajournalism
[4] tech,matters
[4] matters,less
[4] less,people
[4] data,journalism
[4] great,#datajournalism
[3] data,journalist
[3] start,brazil
[3] brazil,great
[3] #datajournalism,community

Top Word Pairs in Tweet in G4:
[42] download,data
[42] data,play
[42] play,make
[42] make,ours
[42] ours,available
[42] available,discover
[42] discover,party
[42] party,candidates
[42] candidates,sport
[40] smfrogers,download

Top Word Pairs in Tweet in G5:
[7] gsmalatam,gsmam4d
[7] gsmam4d,gsmapolicy
[7] gsmapolicy,data4sdgs
[7] data4sdgs,opendatawatch
[7] opendatawatch,worldbankdata
[7] worldbankdata,data2x
[7] data2x,datapopalliance
[7] datapopalliance,dataactlab
[7] dataactlab,aiddata
[5] infocepei,gsmalatam

Top Word Pairs in Tweet in G6:
[10] aquesta,setmana
[10] setmana,m'han
[10] m'han,publicat
[10] publicat,primer
[10] primer,article
[10] article,faig
[10] faig,basat
[10] basat,dades
[10] dades,#reportcat
[10] #reportcat,presons

Top Word Pairs in Tweet in G7:
[36] hyperloops,good
[36] good,investment
[36] investment,data
[36] data,driven
[36] driven,investor
[36] investor,medium
[36] medium,pensignal
[36] pensignal,#startup
[36] #startup,#startups
[36] #startups,#hyperloop

Top Word Pairs in Tweet in G8:
[5] stoked,received
[5] received,infobeautyaward
[5] infobeautyaward,news
[5] news,current
[5] current,affairs
[5] affairs,category
[5] category,congrats
[5] congrats,da_pacific
[5] da_pacific,dawncai624
[4] vinodabcd,stoked

Top Word Pairs in Tweet in G9:
[11] #codabr19,escoladedados
[8] lndata,#codabr19
[6] #codabr19,entrega
[6] entrega,premios
[6] premios,#datajournalism
[6] #datajournalism,felicitaciones
[6] felicitaciones,nexojornal
[5] escoladedados,googlenewsinit
[4] googlenewsinit,estamos
[4] estamos,sesión

Top Word Pairs in Tweet in G10:
[13] haftalık,yayınladığımız
[13] yayınladığımız,veri
[13] veri,bülteni
[13] sayısıyla,yayında
[13] yayında,keyifli
[13] keyifli,okumalar
[13] okumalar,bülten
[11] ve,newslabturkey
[11] #açıkveri,#opendata
[10] voydorg,haftalık

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@smfrogers
@gijn
@pensignal
@columbiajourn
@voydorg
@lndata
@opensemsearch
@escoladedados
@punchupworld

Top Mentioned in G1:
@datajournalism
@winnydejong
@jacquesmarcoux
@sdoig
@cjr
@advocassembly
@scicomie
@manitobagis
@vicari
@redcrosscanada

Top Mentioned in G2:
@gijn
@columbiajourn
@yanipaper
@vgbones
@claudiodanielpc
@sergiospagnuolo
@voltdatalab
@geninnovate
@datajournalism
@nar

Top Mentioned in G4:
@smfrogers
@minerva_datalab
@bencasselman
@malachybrowne
@gijn
@nytimes
@yannguegan
@rmnth

Top Mentioned in G5:
@gsmam4d
@gsmapolicy
@data4sdgs
@opendatawatch
@worldbankdata
@data2x
@datapopalliance
@dataactlab
@aiddata
@infocepei

Top Mentioned in G6:
@lauranavarrosol
@kanarinka
@arroyo_lidia
@kpeiro
@nuriaespuny
@vbazzarin
@thaisruizdealda
@storydatabcn
@digitalfems
@sharingaction

Top Mentioned in G7:
@pensignal
@chrisoldcorn
@rda_ireland
@bahareh360
@nlireland
@thejupaul
@ucd_ischool
@datajournalism

Top Mentioned in G8:
@infobeautyaward
@da_pacific
@dawncai624
@vinodabcd
@g
@datavizsociety
@eulawdatapubs
@datajournalism
@glenkcampbell

Top Mentioned in G9:
@lndata
@escoladedados
@mtrpires
@pilhofer
@googlenewsinit
@nexojornal
@meghanhoyer
@pyladiesbrasil
@fatimabot
@plisotto

Top Mentioned in G10:
@voydorg
@newslabturkey
@dagmedyaveri
@yenimedya101
@advocassembly
@smfrogers
@pinardag

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@startupsbot
@chidambara09
@aaroncuddeback
@clairebotai
@el_pais
@thouautumn
@daily_trust
@expresso
@nytimes

Top Tweeters in G1:
@clairebotai
@pcdnetwork
@sz
@info_aus
@bbbcccnnn
@margymaclibrary
@datafloq
@kim
@cjr
@thedavidalves

Top Tweeters in G2:
@thouautumn
@dwatchnews
@ap
@sejorg
@nar
@weirdsero
@propublica
@ecologicalnet
@sangeetamiter
@manhack

Top Tweeters in G3:
@gdb_it
@sirrobburns
@ethicalmartini
@karda70
@datanewser
@amadi_j
@yuckf001
@sonia_bologna
@prolfes
@jessenascimento

Top Tweeters in G4:
@nytimes
@imnickhuber
@donrudi
@joelanman
@bencasselman
@fetbtvgh3xdkefk
@malachybrowne
@manuelwinkler_
@ranjanxroy
@yudivian

Top Tweeters in G5:
@chidambara09
@chemaalonso
@vishalpanchal85
@unstatistics
@aiddata
@worldbankdata
@gsmam4d
@infocepei
@gsmalatam
@data2x

Top Tweeters in G6:
@govern
@periodistes_cat
@bcn_digital
@kpeiro
@medialab
@vbazzarin
@a__caballero
@caladona
@nuriaespuny
@eli_vivas

Top Tweeters in G7:
@sectest9
@startupsbot
@justbementalist
@chrisoldcorn
@_open_science_
@sblanco
@teamofindore
@nlireland
@sandricollins
@techie_wiz

Top Tweeters in G8:
@bondparkerbond
@digicatapult
@glenkcampbell
@eu_opendata
@g
@yvonfitz
@eu_isa2
@infobeautyaward
@eulawdatapubs
@dawncai624

Top Tweeters in G9:
@entwistletx
@lndata
@plisotto
@nexojornal
@ibrahimcesar
@pilhofer
@cephillips
@jskstanford
@meghanhoyer
@lncreativa

Top Tweeters in G10:
@pinardag
@oantuaf
@kepenekevrimm
@bilgenarin
@zgrerbas
@__geeky
@dagmedyaveri
@bkrsln
@onurizli
@datenschule