#sustainablechemistry, Twitter, 2/9/2021 6:48:48 AM, 247368


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#sustainablechemistry_2021-02-08_18-50-48.xlsx
#sustainablechemistry_2021-02-08_18-50-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 09, 2021
Short Description:
#sustainablechemistry via NodeXL https://bit.ly/3aJEN84
@isc3centre
@leuphana
@kkuemmererlab
@eu_h2020
@suncochem_eu
@chemandwaste
@oliverolsson_de
@cartifct
@fraunhoferimm
@agnes_dittmar

Top hashtags:
#sustainablechemistry
#startup
#gender
#suncochem
#innovation

Description:
Description
The graph represents a network of 50 Twitter users whose tweets in the requested range contained "#sustainablechemistry", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 09 February 2021 at 02:50 UTC.

The requested start date was Tuesday, 09 February 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 10-day, 5-hour, 40-minute period from Tuesday, 26 January 2021 at 10:18 UTC to Friday, 05 February 2021 at 15:59 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 : 50
Unique Edges : 35
Edges With Duplicates : 79
Total Edges : 114
Number of Edge Types : 4
Retweet : 33
MentionsInRetweet : 49
Tweet : 12
Mentions : 20
Self-Loops : 12
Reciprocated Vertex Pair Ratio : 0.0508474576271186
Reciprocated Edge Ratio : 0.0967741935483871
Connected Components : 10
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 25
Maximum Edges in a Connected Component : 75
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.914601
Graph Density : 0.0253061224489796
Modularity : 0.419745
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 50 Twitter users whose tweets in the requested range contained "#sustainablechemistry", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 09 February 2021 at 02:50 UTC.

The requested start date was Tuesday, 09 February 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 10-day, 5-hour, 40-minute period from Tuesday, 26 January 2021 at 10:18 UTC to Friday, 05 February 2021 at 15:59 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 : #sustainablechemistry
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:
[2] https://twitter.com/isc3centre/status/1339986175419887617
[1] https://twitter.com/un/status/1356921121153691650
[1] https://twitter.com/unep_fi/status/1355078443340353536
[1] https://twitter.com/isc3centre/status/1356167432617029632
[1] https://twitter.com/FJS_2021/status/1357618697708457985
[1] https://www.isc3.org/en/news/news/promoting-sustainable-chemistry-innovation-across-egyptian-small-medium-enterprises.html
[1] https://www.leuphana.de/professional-school/berufsbegleitende-master-mba/sustainable-chemistry.html
[1] https://suncochem.eu/deliverables-promotional-materials/
[1] https://twitter.com/GenderChemicals/status/1356201727230423041
[1] https://www.icp2021.ch/

Top URLs in Tweet in G1:
[2] https://twitter.com/isc3centre/status/1339986175419887617
[1] https://twitter.com/FJS_2021/status/1357618697708457985
[1] https://twitter.com/isc3centre/status/1352592060952489995
[1] https://twitter.com/ChemandWaste/status/1353625907819208705
[1] https://twitter.com/ChemandWaste/status/1354713826290233345
[1] https://twitter.com/ChemandWaste/status/1356164132798513152
[1] https://www.isc3.org/en/activities/innovation/innovation-challenge-2020/2021.html?fbclid=IwAR1oCfiBdr2Ki_tQ5_1yS0Ea54TNpnCVY5B14DYYj9ZAs1sqwtZrAIP5aAA
[1] https://www.isc3.org/en/activities/innovation/start-up-of-the-month/article/zoramat-solutions-a-new-dawn-towards-a-clear-blue-sky.html
[1] https://twitter.com/KKuemmererlab/status/1356896796476375044
[1] https://twitter.com/GenderChemicals/status/1356201727230423041

Top URLs in Tweet in G2:
[1] https://twitter.com/un/status/1356921121153691650
[1] https://twitter.com/isc3centre/status/1356167432617029632
[1] https://twitter.com/unep_fi/status/1355078443340353536
[1] https://www.sueddeutsche.de/dpa.urn-newsml-dpa-com-20090101-210125-99-156207
[1] https://www.sueddeutsche.de/gesundheit/gesundheit-lueneburg-umweltvertraegliches-antibiotikum-uni-sucht-pharmafirma-dpa.urn-newsml-dpa-com-20090101-210125-99-156207
[1] https://www.ndr.de/nachrichten/niedersachsen/lueneburg_heide_unterelbe/Umweltvertaegliche-Antibiotika-Leuphana-sucht-Hersteller,aktuelllueneburg5080.html

Top URLs in Tweet in G3:
[1] https://suncochem.eu/deliverables-promotional-materials/

Top URLs in Tweet in G4:
[1] https://www.cartif.es/en/research-areas/biotechnology/

Top URLs in Tweet in G5:
[1] https://www.imm.fraunhofer.de/en/events/open-house-2020.html

Top URLs in Tweet in G6:
[1] https://careers.pageuppeople.com/822/lowell/en-us/job/507169/postdoctoral-research-associate-in-collaborative-for-safe-and-sustainable-chemistry

Top URLs in Tweet in G7:
[1] https://ksusentinel.com/2021/01/25/understanding-impact-of-covid-19-on-textile-chemicals-market/
[1] https://twitter.com/essenscia_NL/status/1354424827118047232
[1] https://www.viridischem.com/blogs/how-chemical-toxicity-wreaked-havoc-on-coho-salmon/
[1] https://twitter.com/ACSGCI/status/1349733390002491392

Top URLs in Tweet in G8:
[1] https://www.icp2021.ch/
[1] https://www.mdpi.com/journal/suschem/events

Top URLs in Tweet in G9:
[1] https://twitter.com/DGreenblogger/status/1356334573844635660

Top Domains
Top Domains in Tweet in Entire Graph:
[15] twitter.com
[3] isc3.org
[2] sueddeutsche.de
[1] leuphana.de
[1] suncochem.eu
[1] icp2021.ch
[1] mdpi.com
[1] cartif.es
[1] pageuppeople.com
[1] viridischem.com

Top Domains in Tweet in G1:
[9] twitter.com
[3] isc3.org
[1] leuphana.de

Top Domains in Tweet in G2:
[3] twitter.com
[2] sueddeutsche.de
[1] ndr.de

Top Domains in Tweet in G3:
[1] suncochem.eu

Top Domains in Tweet in G4:
[1] cartif.es

Top Domains in Tweet in G5:
[1] fraunhofer.de

Top Domains in Tweet in G6:
[1] pageuppeople.com

Top Domains in Tweet in G7:
[2] twitter.com
[1] ksusentinel.com
[1] viridischem.com

Top Domains in Tweet in G8:
[1] icp2021.ch
[1] mdpi.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[39] sustainablechemistry
[9] startup
[7] gender
[6] suncochem
[6] innovation
[6] innovationchallenge
[5] photochemistry
[5] biotechnology
[5] women
[5] hazardous



Top Hashtags in Tweet in G1:
[14] sustainablechemistry
[8] startup
[6] gender
[5] women
[5] hazardous
[5] chemicals
[5] innovationchallenge
[4] innovation
[3] sdgs
[3] renewableenergy

Top Hashtags in Tweet in G2:
[12] sustainablechemistry
[2] sustainable
[2] benignbydesign
[1] packaging
[1] solutions
[1] innovation
[1] changemaker
[1] startup
[1] zoramat
[1] gender

Top Hashtags in Tweet in G3:
[6] suncochem
[2] sustainablechemistry
[2] chemicalindustry
[1] energy

Top Hashtags in Tweet in G4:
[5] biotechnology
[4] sustainablechemistry
[1] greenchemistry
[1] environment

Top Hashtags in Tweet in G5:
[4] photochemistry
[1] fraunhofer
[1] flowchemistry
[1] sustainablechemistry

Top Hashtags in Tweet in G6:
[1] hiring
[1] postdocjobs
[1] sustainablechemistry
[1] safechemistry
[1] greenchemistry
[1] alternativesassessment

Top Hashtags in Tweet in G7:
[3] sustainablechemistry
[1] ksusentinel
[1] tmr
[1] textiles
[1] greenchemicals
[1] sustainability
[1] fermentum
[1] accelerateyourvision
[1] fermentationservicesdotcom
[1] bluechem

Top Hashtags in Tweet in G8:
[1] photochemistry
[1] sustainablechemistry

Top Hashtags in Tweet in G9:
[1] biobased
[1] bionaphtha
[1] sustainablechemistry

Top Words
Top Words in Tweet in Entire Graph:
[39] #sustainablechemistry
[18] more
[16] isc3centre
[13] leuphana
[11] report
[9] project
[9] #startup
[8] area
[8] apply
[7] find

Top Words in Tweet in G1:
[14] #sustainablechemistry
[11] isc3centre
[9] more
[9] report
[8] apply
[8] #startup
[6] learn
[6] chemandwaste
[6] #gender
[5] #women

Top Words in Tweet in G2:
[12] #sustainablechemistry
[12] leuphana
[6] antibiotikum
[5] isc3centre
[5] entwickelt
[5] biologisch
[5] abbaubares
[5] gelungen
[5] cipbio
[5] cip

Top Words in Tweet in G3:
[8] project
[6] interested
[6] #suncochem
[6] eu_h2020
[6] funded
[6] download
[6] promotional
[6] materials
[6] find
[6] more

Top Words in Tweet in G4:
[8] area
[7] cartifct
[5] #biotechnology
[4] #sustainablechemistry
[4] multi
[4] sectorial
[4] combines
[4] several
[4] areas
[3] knowlâ

Top Words in Tweet in G5:
[4] relevance
[4] mild
[4] selective
[4] reaction
[4] conditions
[4] flow
[4] #photochemistry
[4] industry
[4] thomas
[4] rehm

Top Words in Tweet in G6:
[3] umass
[3] lowell
[3] hiring
[3] postdoc
[3] research
[3] assoc
[3] collaborative
[3] safe
[3] sustainable
[3] chemistry

Top Words in Tweet in G7:
[3] #sustainablechemistry

Top Words in Tweet in G8:
[2] conference

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[8] #sustainablechemistry,leuphana
[7] learn,more
[6] interested,#suncochem
[6] #suncochem,eu_h2020
[6] eu_h2020,funded
[6] funded,project
[6] project,download
[6] download,promotional
[6] promotional,materials
[6] materials,find

Top Word Pairs in Tweet in G1:
[6] learn,more
[5] more,#women
[5] #women,exposure
[5] exposure,#hazardous
[5] #hazardous,#chemicals
[5] #chemicals,saicm
[5] saicm,chemandwaste
[5] chemandwaste,report
[5] report,one
[5] one,many

Top Word Pairs in Tweet in G2:
[7] #sustainablechemistry,leuphana
[5] leuphana,entwickelt
[5] entwickelt,biologisch
[5] biologisch,abbaubares
[5] abbaubares,antibiotikum
[5] antibiotikum,gelungen
[5] gelungen,cipbio
[5] cipbio,cip
[4] leuphana,#sustainablechemistry
[3] cip,hemi

Top Word Pairs in Tweet in G3:
[6] interested,#suncochem
[6] #suncochem,eu_h2020
[6] eu_h2020,funded
[6] funded,project
[6] project,download
[6] download,promotional
[6] promotional,materials
[6] materials,find
[6] find,more
[5] suncochem_eu,interested

Top Word Pairs in Tweet in G4:
[4] #biotechnology,#sustainablechemistry
[4] #sustainablechemistry,area
[4] area,cartifct
[4] cartifct,multi
[4] multi,sectorial
[4] sectorial,area
[4] area,combines
[4] combines,several
[4] several,areas
[3] cartifct,#biotechnology

Top Word Pairs in Tweet in G5:
[4] relevance,mild
[4] mild,selective
[4] selective,reaction
[4] reaction,conditions
[4] conditions,flow
[4] flow,#photochemistry
[4] #photochemistry,industry
[4] industry,thomas
[4] thomas,rehm
[3] fraunhoferimm,relevance

Top Word Pairs in Tweet in G6:
[3] umass,lowell
[3] lowell,hiring
[3] hiring,postdoc
[3] postdoc,research
[3] research,assoc
[3] assoc,collaborative
[3] collaborative,safe
[3] safe,sustainable
[3] sustainable,chemistry
[3] chemistry,please

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@isc3centre
@chemandwaste
@leuphana
@eu_h2020
@kkuemmererlab
@suncochem_eu
@cartifct
@fjs_2021
@fraunhoferimm
@leuphana_uni

Top Mentioned in G1:
@isc3centre
@chemandwaste
@kkuemmererlab
@genderchemicals
@fjs_2021
@leuphana
@leuphana_uni
@youthinkgreeneg

Top Mentioned in G2:
@leuphana
@isc3centre
@kkuemmererlab
@fjs_2021
@sz
@chemandwaste
@leuphana_uni

Top Mentioned in G3:
@eu_h2020
@suncochem_eu

Top Mentioned in G4:
@cartifct

Top Mentioned in G5:
@fraunhoferimm

Top Mentioned in G6:
@the_gc3

Top Mentioned in G8:
@suschem_mdpi
@icp2021

Top Mentioned in G9:
@novainstitut

Top Tweeters
Top Tweeters in Entire Graph:
@sz
@johnsnowmtainer
@energyreferralx
@sdgsbot
@ajmuraikhi
@igcw
@cartifct
@_al_md__
@eu_h2020
@acsgci

Top Tweeters in G1:
@johnsnowmtainer
@energyreferralx
@sdgsbot
@ajmuraikhi
@igcw
@_al_md__
@atuaggrey
@andresdelcas
@villasanayanet
@isc3centre

Top Tweeters in G2:
@sz
@agnes_dittmar
@leuphana
@leuphana_uni
@oliverolsson_de
@uni_kooperation
@hikelights4life
@lukas__zi
@isdl_lg
@kkuemmererlab

Top Tweeters in G3:
@eu_h2020
@dowppa
@txell_fuguet
@dowiberica
@iff
@hysytech
@suncochem_eu

Top Tweeters in G4:
@cartifct
@biotecyl
@anaeli_ruiz
@veolia_jms

Top Tweeters in G5:
@ivam_micro
@chem_flow
@fraunhoferimm
@drcfreese

Top Tweeters in G6:
@acsgci
@the_gc3
@saskia_svb

Top Tweeters in G7:
@eceg_brussels
@viridischem
@fermentumbio

Top Tweeters in G8:
@suschem_mdpi
@icp2021

Top Tweeters in G9:
@haraldkaeb
@novainstitut


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