#sustainablechemistry, Twitter, 2/1/2022 3:47:13 AM, 271087


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#sustainablechemistry_2022-01-31_19-37-12.xlsx
#sustainablechemistry_2022-01-31_19-37-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 01, 2022
Short Description:
#sustainablechemistry via NodeXL https://bit.ly/3ogTmHw
@isc3centre
@suschem_mdpi
@act4chemistry
@ecrnnetwork
@smartprosys
@viridischem
@annaturns
@leafy_ke
@unep
@wef

Top hashtags:
#sustainablechemistry
#waste
#greenchemistry
#innovation
#challenge
#footprints
#isc3

Description:
Description
The graph represents a network of 47 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, 01 February 2022 at 03:37 UTC.

The requested start date was Tuesday, 01 February 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 10-day, 1-hour, 45-minute period from Tuesday, 18 January 2022 at 11:09 UTC to Friday, 28 January 2022 at 12:55 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 : 47
Unique Edges : 35
Edges With Duplicates : 34
Total Edges : 69
Number of Edge Types : 5
Tweet : 13
Mentions : 29
Replies to : 1
Retweet : 12
MentionsInRetweet : 14
Self-Loops : 13
Reciprocated Vertex Pair Ratio : 0.0526315789473684
Reciprocated Edge Ratio : 0.1
Connected Components : 14
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 17
Maximum Edges in a Connected Component : 33
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.556136
Graph Density : 0.0185013876040703
Modularity : 0.521214
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 47 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, 01 February 2022 at 03:37 UTC.

The requested start date was Tuesday, 01 February 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 10-day, 1-hour, 45-minute period from Tuesday, 18 January 2022 at 11:09 UTC to Friday, 28 January 2022 at 12:55 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:
[1] https://hakaimagazine.com/news/searching-for-the-future-of-sunscreen/
[1] https://twitter.com/viridischem/status/1485735363264004101
[1] https://chem.unc.edu/home/sustainability-committee/
[1] https://www.positive.news/science/green-chemistry-eco-innovations-to-reduce-our-chemical-footprint/?fbclid=IwAR3DF6MOScpI2ZjqPwtr4BJtDFSppDNTO1V_uYbal6VJWYd1xaS147weCeE
[1] https://www.degruyter.com/document/doi/10.1515/ci-2022-0103/html
[1] https://twitter.com/emieldobb/status/1486260491349635075
[1] https://www.youtube.com/watch?v=5UYArOtS5ew

[1] https://twitter.com/AnnaTurns/status/1483866028421566465
[1] https://www.isc3.org/en/activities/innovation/innovation-challenge-2021/2022.html
[1] https://us02web.zoom.us/webinar/register/WN_0zYeoSvWS16hobLTcMriZA

Top URLs in Tweet in G1:
[1] https://www.degruyter.com/document/doi/10.1515/ci-2022-0103/html
[1] https://twitter.com/emieldobb/status/1486260491349635075
[1] https://twitter.com/isc3centre/status/1483813559092002826
[1] https://www.isc3.org/en/activities/innovation/innovation-challenge-2021/2022.html
[1] https://twitter.com/AnnaTurns/status/1483866028421566465
[1] https://www.youtube.com/watch?v=5UYArOtS5ew

[1] https://pro.evalato.com/4023

Top URLs in Tweet in G3:
[1] https://www.mdpi.com/2673-4079/3/1/1

Top URLs in Tweet in G4:
[1] https://events.vito.be/membrane-technology-for-OSN
[1] https://suncochem.us7.list-manage.com/subscribe?u=b751315d63effab09a842ef69&id=e4be21354f
[1] https://www.positive.news/science/green-chemistry-eco-innovations-to-reduce-our-chemical-footprint/?fbclid=IwAR3DF6MOScpI2ZjqPwtr4BJtDFSppDNTO1V_uYbal6VJWYd1xaS147weCeE
[1] https://hakaimagazine.com/news/searching-for-the-future-of-sunscreen/

Top URLs in Tweet in G5:
[1] https://twitter.com/viridischem/status/1485735363264004101
[1] https://us02web.zoom.us/webinar/register/WN_0zYeoSvWS16hobLTcMriZA

Top URLs in Tweet in G7:
[1] https://twitter.com/SzekelyGroup/status/1482998650468974592

Top URLs in Tweet in G8:
[1] https://chem.unc.edu/home/sustainability-committee/

Top URLs in Tweet in G10:
[1] https://www.tandfonline.com/doi/full/10.1080/17518253.2021.1999509

Top Domains
Top Domains in Tweet in Entire Graph:
[5] twitter.com
[1] hakaimagazine.com
[1] unc.edu
[1] positive.news
[1] degruyter.com
[1] youtube.com
[1] isc3.org
[1] zoom.us
[1] list-manage.com
[1] vito.be

Top Domains in Tweet in G1:
[3] twitter.com
[1] degruyter.com
[1] isc3.org
[1] youtube.com
[1] evalato.com

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

Top Domains in Tweet in G4:
[1] vito.be
[1] list-manage.com
[1] positive.news
[1] hakaimagazine.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] zoom.us

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

Top Domains in Tweet in G8:
[1] unc.edu

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[29] sustainablechemistry
[4] waste
[3] greenchemistry
[3] innovation
[3] challenge
[2] footprints
[2] isc3
[2] circulareconomy
[2] biocatalysis
[2] aunps



Top Hashtags in Tweet in G1:
[11] sustainablechemistry
[4] waste
[3] innovation
[3] challenge
[2] niteshmehta
[2] isc3
[2] footprints
[1] youngchemists
[1] greenchemistreefoundation
[1] pharma

Top Hashtags in Tweet in G2:
[1] sustainablechemistry

Top Hashtags in Tweet in G3:
[2] efficient
[2] extraction
[2] enzyme
[2] ionic
[1] liquids
[1] sustainablechemistry

Top Hashtags in Tweet in G4:
[6] sustainablechemistry
[1] membranefiltration
[1] suncochem
[1] greenchemistry
[1] makingsciencegreen
[1] naturalchemicals
[1] chemtwitter
[1] sunscreen
[1] cyanobacteria
[1] algae

Top Hashtags in Tweet in G5:
[2] greenchemistry
[2] sustainablechemistry
[1] risk
[1] productdevelopment

Top Hashtags in Tweet in G6:
[2] circulareconomy
[2] sustainablechemistry
[1] firsttweet

Top Hashtags in Tweet in G7:
[1] upcycling
[1] membranescience
[1] sustainablechemistry
[1] kaust

Top Hashtags in Tweet in G8:
[1] sustainability
[1] gogreen
[1] sustainablechemistry

Top Hashtags in Tweet in G9:
[2] sustainablechemistry
[1] sciveralens

Top Hashtags in Tweet in G10:
[2] sustainablechemistry
[2] biocatalysis
[2] aunps
[1] neglectedtropicaldisease
[1] leishmania

Top Words
Top Words in Tweet in Entire Graph:
[29] #sustainablechemistry
[8] hello
[8] twitter
[6] isc3centre
[6] very
[6] smartprosys
[5] sustainable
[5] innovation
[4] more
[4] chemists

Top Words in Tweet in G1:
[11] #sustainablechemistry
[6] isc3centre
[6] very
[5] innovation
[4] isc3
[4] #waste
[4] annaturns
[3] thoughts
[3] launched
[3] 3rd

Top Words in Tweet in G2:
[3] sec

Top Words in Tweet in G3:
[2] suschem_mdpi
[2] #efficient
[2] #extraction
[2] rubisco
[2] #enzyme
[2] spinach
[2] leaves
[2] using
[2] aqueous
[2] solutions

Top Words in Tweet in G4:
[6] #sustainablechemistry
[3] chemical
[2] pieter
[2] infographic
[2] personal
[2] care
[2] products
[2] sustainable

Top Words in Tweet in G5:
[4] viridischem
[3] scientists
[3] webinar
[2] #greenchemistry
[2] #sustainablechemistry
[2] join
[2] next
[2] series
[2] learn
[2] craig

Top Words in Tweet in G6:
[8] hello
[8] twitter
[6] smartprosys
[4] world
[4] account
[4] ovgupress
[3] research
[2] dies
[2] neue
[2] forschungsinitiative

Top Words in Tweet in G7:
[2] one
[2] looking
[2] good
[2] congratulations
[2] prof
[2] szekely
[2] szekelygroup
[2] making
[2] membrane
[2] science

Top Words in Tweet in G9:
[3] help
[2] #sustainablechemistry
[2] come
[2] one
[2] meetings
[2] lately
[2] overwhelmed
[2] sure
[2] start
[2] re

Top Words in Tweet in G10:
[3] use
[3] low
[3] tested
[2] seriously
[2] #sustainablechemistry
[2] fungal
[2] whole
[2] cell
[2] #biocatalysis
[2] synthesize

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4] #sustainablechemistry,#waste
[4] hello,world
[4] world,hello
[4] hello,twitter
[4] twitter,account
[4] smartprosys,ovgupress
[3] more,environmentally
[3] isc3,launched
[3] launched,3rd
[3] 3rd,#innovation

Top Word Pairs in Tweet in G1:
[4] #sustainablechemistry,#waste
[3] isc3,launched
[3] launched,3rd
[3] 3rd,#innovation
[3] #innovation,#challenge
[3] #challenge,#sustainablechemistry
[3] #waste,prevention
[3] prevention,valorisation
[3] valorisation,management
[2] delighted,article

Top Word Pairs in Tweet in G3:
[2] #efficient,#extraction
[2] #extraction,rubisco
[2] rubisco,#enzyme
[2] #enzyme,spinach
[2] spinach,leaves
[2] leaves,using
[2] using,aqueous
[2] aqueous,solutions
[2] solutions,biocompatible
[2] biocompatible,#ionic

Top Word Pairs in Tweet in G4:
[2] personal,care
[2] care,products

Top Word Pairs in Tweet in G5:
[2] scientists,join
[2] join,next
[2] next,viridischem
[2] viridischem,webinar
[2] webinar,series
[2] series,learn
[2] learn,craig
[2] craig,rowlands
[2] rowlands,michael
[2] michael,schultz

Top Word Pairs in Tweet in G6:
[4] hello,world
[4] world,hello
[4] hello,twitter
[4] twitter,account
[4] smartprosys,ovgupress
[2] smartprosys,hello
[2] twitter,dies
[2] dies,neue
[2] neue,twitter
[2] account,forschungsinitiative

Top Word Pairs in Tweet in G7:
[2] one,looking
[2] looking,good
[2] good,congratulations
[2] congratulations,prof
[2] prof,szekely
[2] szekely,szekelygroup
[2] szekelygroup,making
[2] making,membrane
[2] membrane,science
[2] science,more

Top Word Pairs in Tweet in G9:
[2] #sustainablechemistry,come
[2] come,one
[2] one,meetings
[2] meetings,lately
[2] lately,overwhelmed
[2] overwhelmed,sure
[2] sure,start
[2] start,re
[2] re,help

Top Word Pairs in Tweet in G10:
[2] seriously,#sustainablechemistry
[2] #sustainablechemistry,use
[2] use,fungal
[2] fungal,whole
[2] whole,cell
[2] cell,#biocatalysis
[2] #biocatalysis,synthesize
[2] synthesize,#aunps
[2] #aunps,low
[2] low,toxicity

Top Replied-To
Top Replied-To in Entire Graph:
@amerchemsociety

Top Replied-To in G2:
@amerchemsociety

Top Mentioned
Top Mentioned in Entire Graph:
@isc3centre
@annaturns
@viridischem
@emieldobb
@jungchemiker
@leafy_ke
@dechema
@leuphana_uni
@giz_gmbh

Top Mentioned in G1:
@isc3centre
@annaturns
@emieldobb
@jungchemiker
@dechema
@leuphana_uni
@giz_gmbh
@leafy_ke
@bmuv
@umweltbundesamt

Top Mentioned in G2:
@energy
@nist
@nsf

Top Mentioned in G3:
@suschem_mdpi
@mdpiopenaccess
@path_rg
@univaveiro

Top Mentioned in G5:
@viridischem

Top Mentioned in G6:
@smartprosys

Top Mentioned in G7:
@szekelygroup
@ampm_kaust

Top Mentioned in G8:
@uncchemistry

Top Mentioned in G9:
@scivera

Top Mentioned in G10:
@gclrjournal

Top Tweeters
Top Tweeters in Entire Graph:
@wef
@un
@unep
@energy
@amerchemsociety
@nsf
@bmuv
@nist
@mdpiopenaccess
@sustainablydef

Top Tweeters in G1:
@wef
@un
@unep
@bmuv
@giz_gmbh
@umweltbundesamt
@annaturns
@dechema
@gdch_aktuell
@ecrnnetwork

Top Tweeters in G2:
@energy
@amerchemsociety
@nsf
@nist
@act4chemistry

Top Tweeters in G3:
@mdpiopenaccess
@univaveiro
@path_rg
@suschem_mdpi
@anamferreira8

Top Tweeters in G4:
@cplabsafety
@kjhaxton
@nahra_chem
@fermentumbio
@suncochem_eu

Top Tweeters in G5:
@contentplace
@mikegoblue93
@viridischem

Top Tweeters in G6:
@jakob_schweizer
@maxsynbio
@smartprosys

Top Tweeters in G7:
@ampm_kaust
@ggishlan
@szekelygroup

Top Tweeters in G8:
@uncchemistry
@laurenmcrae10

Top Tweeters in G9:
@sustainablydef
@scivera

Top Tweeters in G10:
@slabongroup
@gclrjournal


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