ibmresearch, Twitter, 8/4/2020 5:40:43 AM, 231790


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ibmresearch_2020-08-03_22-04-00.xlsx
ibmresearch_2020-08-03_22-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 04, 2020
Short Description:
ibmresearch via NodeXL https://bit.ly/3k6rX7v
@ibmresearch
@ibm
@marklar1968
@nedenags
@i3market_eu
@dermist4
@high_level_rd
@gerenut
@jaychance5
@caffeinate_adam

Top hashtags:
#quantumcomputing
#ai
#quantum
#ibm
#ibmresearch
#linux
#machinelearning
#ubuntu
#biomed

Description:
Description
The graph represents a network of 1,263 Twitter users whose tweets in the requested range contained "ibmresearch", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 04 August 2020 at 05:05 UTC.

The requested start date was Tuesday, 04 August 2020 at 00:01 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 13-day, 2-hour, 28-minute period from Tuesday, 21 July 2020 at 00:50 UTC to Monday, 03 August 2020 at 03:19 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 : 1263
Unique Edges : 1595
Edges With Duplicates : 2200
Total Edges : 3795
Number of Edge Types : 5
Tweet : 51
Mentions : 1452
MentionsInRetweet : 1462
Retweet : 687
Replies to : 143
Self-Loops : 54
Reciprocated Vertex Pair Ratio : 0.0320945945945946
Reciprocated Edge Ratio : 0.0621931260229133
Connected Components : 31
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 1206
Maximum Edges in a Connected Component : 3712
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.147163
Graph Density : 0.00153334010914069
Modularity : 0.466477
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 1,263 Twitter users whose tweets in the requested range contained "ibmresearch", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 04 August 2020 at 05:05 UTC.

The requested start date was Tuesday, 04 August 2020 at 00:01 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 13-day, 2-hour, 28-minute period from Tuesday, 21 July 2020 at 00:50 UTC to Monday, 03 August 2020 at 03:19 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 : ibmresearch
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:
[32] https://9to5linux.com/ibm-launches-fully-homomorphic-encryption-fhe-toolkit-for-linux
[14] http://nlc2cmd.us-east.mybluemix.net/#/
[11] https://link.medium.com/kLNyiRLTi8
[9] https://techcrunch.com/2020/07/21/ibm-research-develops-new-macromolecule-that-could-counter-antibiotic-resistance/
[8] https://twitter.com/IBMResearch/status/1286026195998474242
[6] https://chemrxiv.org/articles/preprint/Data-Driven_Chemical_Reaction_Classification_with_Attention-Based_Neural_Networks/9897365
[6] https://twitter.com/IBMResearch/status/1283045289293688835
[5] https://sites.google.com/view/advml
[4] https://www.ibm.com/blogs/research/2020/07/homomorphic-encryption-comes-to-linux-on-ibm-z/
[4] https://www.youtube.com/watch?v=7dfw8k2p1to&feature=youtu.be


Top URLs in Tweet in G1:
[15] https://9to5linux.com/ibm-launches-fully-homomorphic-encryption-fhe-toolkit-for-linux
[11] https://link.medium.com/kLNyiRLTi8
[6] https://chemrxiv.org/articles/preprint/Data-Driven_Chemical_Reaction_Classification_with_Attention-Based_Neural_Networks/9897365
[6] https://techcrunch.com/2020/07/21/ibm-research-develops-new-macromolecule-that-could-counter-antibiotic-resistance/
[3] https://twitter.com/pschwllr/status/1283459471939981316?s=20
[3] https://newsroom.ibm.com/andreas
[3] https://www.hpcwire.com/2020/07/21/ibm-led-webinar-tackles-quantum-developer-community-needs/
[2] https://arstechnica.com/gadgets/2020/07/ibm-completes-successful-field-trials-on-fully-homomorphic-encryption/?utm_brand=arstechnica&utm_source=twitter&utm_social-type=owned&utm_medium=social
[2] https://twitter.com/IBMResearch/status/1286026195998474242
[2] https://spectrum.ieee.org/nanoclast/semiconductors/nanotechnology/ibms-3billion-research-project-has-kept-computing-moving-forward#.Xw3Ba9iiO_Q.twitter

Top URLs in Tweet in G2:
[5] https://sites.google.com/view/advml
[2] https://www.ibm.com/blogs/research/2020/07/future-quantum-workforce/
[2] https://twitter.com/andrewmchilds/status/1285999860781592586
[2] https://realmoney.thestreet.com/investing/technology/ibm-gains-as-mainframe-sales-help-fuel-an-earnings-beat-6-key-takeaways-15377371
[1] https://twitter.com/IBMResearch/status/1288861019784314882
[1] https://youtu.be/zOGNoDO7mcU?linkId=92514567
[1] https://lead.blackgirlsrock.com/
[1] https://greyhoundresearch.com/ibms-love-affair-with-quantum-computing-is-age-old-yet-new-counterpunchwithsvg/
[1] https://www.reuters.com/article/us-ibm-japan-quantum/ibm-partners-with-japanese-business-academia-in-quantum-computing-idUSKCN24V0G0
[1] https://twitter.com/decodoku/status/1286274247170625538

Top URLs in Tweet in G3:
[4] https://www.youtube.com/watch?v=7dfw8k2p1to&feature=youtu.be

[4] https://link.medium.com/KH7VMKq5u8
[3] https://journals.aps.org/prresearch/abstract/10.1103/PhysRevResearch.2.022060
[3] https://techcrunch.com/2020/07/21/ibm-research-develops-new-macromolecule-that-could-counter-antibiotic-resistance/
[2] https://medium.com/qiskit/heres-how-i-taught-a-quantum-computing-course-to-over-4-000-students-at-once-d2501843e9a6
[2] https://twitter.com/IBMResearch/status/1288144232289644545
[2] https://arxiv.org/abs/2006.15788
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-020-15724-9
[1] https://www.youtube.com/watch?v=_rky-bqrlDo

[1] https://twitter.com/ibmresearch/status/1288861019784314882

Top URLs in Tweet in G4:
[1] https://twitter.com/scclemons/status/1288791094952681472

Top URLs in Tweet in G5:
[1] https://twitter.com/fabiomoioli/status/1171536271266549761
[1] https://www.cosmos-lab.org/technology/mmwave/
[1] mmWave
[1] %E2%80%93
[1] COSMOS
[1] https://www.cosmos-lab.org
[1] https://twitter.com/Newcolour78/status/1287091027338174465
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DgnnVKv5KuU0&q=EgS4SO-bGOiB7_gFIhkA8aeDS2bOyklO3xvDlABi2_c9s8k7LNEhMgFy

Top URLs in Tweet in G6:
[1] https://twitter.com/fii_news/status/1285395018543271937

Top URLs in Tweet in G7:
[13] http://nlc2cmd.us-east.mybluemix.net/#/
[1] https://community.plotly.com/t/43090
[1] https://twitter.com/aicampai/status/1283600744168525825

Top URLs in Tweet in G9:
[3] https://www.ibm.com/quantum-computing/learn/welcome?social_post=3020556070&linkId=80216440
[1] https://www.ibm.com/blogs/research/2020/07/research-innovations-ibm-cloud-financial-services/
[1] https://9to5linux.com/ibm-launches-fully-homomorphic-encryption-fhe-toolkit-for-linux
[1] https://www.meetup.com/IBM-Q-and-WITS-Quantum-Computing-Talks/events/271747110/
[1] https://www.youtube.com/watch?v=je9uiFZt88k&feature=youtu.be


Top URLs in Tweet in G10:
[15] https://9to5linux.com/ibm-launches-fully-homomorphic-encryption-fhe-toolkit-for-linux
[1] https://twitter.com/NIST/status/1286050676922081280?s=20
[1] https://qidis20.b2match.io/
[1] https://mlpowered.com/book/

Top Domains
Top Domains in Tweet in Entire Graph:
[82] twitter.com
[44] ibm.com
[32] 9to5linux.com
[25] medium.com
[21] linkedin.com
[16] mybluemix.net
[15] youtube.com
[11] techcrunch.com
[8] google.com
[6] chemrxiv.org

Top Domains in Tweet in G1:
[21] ibm.com
[18] linkedin.com
[15] medium.com
[15] twitter.com
[15] 9to5linux.com
[8] techcrunch.com
[6] chemrxiv.org
[5] youtube.com
[3] ieee.org
[3] hpcwire.com

Top Domains in Tweet in G2:
[19] twitter.com
[10] ibm.com
[5] google.com
[2] medium.com
[2] venturebeat.com
[2] microsoft.com
[2] thestreet.com
[1] youtu.be
[1] blackgirlsrock.com
[1] greyhoundresearch.com

Top Domains in Tweet in G3:
[6] medium.com
[5] youtube.com
[5] twitter.com
[4] nature.com
[3] aps.org
[3] techcrunch.com
[2] arxiv.org
[1] rwth-aachen.de
[1] physicsworld.com
[1] google.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[2] twitter.com
[2] cosmos-lab.org
[1] google.com

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

Top Domains in Tweet in G7:
[13] mybluemix.net
[1] plotly.com
[1] twitter.com

Top Domains in Tweet in G9:
[4] ibm.com
[1] 9to5linux.com
[1] meetup.com
[1] youtube.com

Top Domains in Tweet in G10:
[15] 9to5linux.com
[1] twitter.com
[1] b2match.io
[1] mlpowered.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[179] quantumcomputing
[71] ai
[71] quantum
[63] ibm
[55] ibmresearch
[32] linux
[31] machinelearning
[23] ubuntu
[22] biomed
[12] womenintech



Top Hashtags in Tweet in G1:
[34] ibmresearch
[33] ai
[23] ibm
[22] biomed
[15] linux
[11] quantumcomputing
[11] womenintech
[10] quantum
[9] infosec
[8] cloud

Top Hashtags in Tweet in G2:
[116] quantumcomputing
[17] quantum
[7] ibmq
[7] ibm
[6] neuralnetworks
[6] icml2020
[5] advml
[4] ibmresearch
[4] internet
[4] computers

Top Hashtags in Tweet in G3:
[28] quantum
[26] quantumcomputing
[6] qgss
[6] qiskitgss
[5] day
[5] global
[5] summer
[5] school
[4] ibm
[3] ibmquantum

Top Hashtags in Tweet in G4:
[2] demonstration
[2] philosophy
[1] pookie
[1] counselor
[1] reception
[1] math
[1] smore
[1] products
[1] glasses
[1] educational

Top Hashtags in Tweet in G5:
[6] topology
[5] pawrcosmos
[3] energynews
[3] energyefficiency
[3] knowledge
[3] innovation
[3] industry40
[3] smartcity
[3] lifegoals
[3] cellularengineering

Top Hashtags in Tweet in G6:
[2] psoriasis
[1] covid
[1] inflammation

Top Hashtags in Tweet in G7:
[1] xai

Top Hashtags in Tweet in G8:
[1] childporn
[1] ironic

Top Hashtags in Tweet in G9:
[4] quantum
[3] ibmquantum
[3] ces2020
[3] ibm
[3] research
[3] video
[2] cloud
[1] ff
[1] ubuntu
[1] linux

Top Hashtags in Tweet in G10:
[15] ibm
[15] ubuntu
[15] linux
[3] qidis2020
[3] quantum
[3] technologies
[2] infosec
[2] infosecurity
[1] quantumcomputing
[1] quantumcommunications

Top Words
Top Words in Tweet in Entire Graph:
[659] ibmresearch
[217] ibm
[200] quantum
[179] #quantumcomputing
[120] proud
[112] arvindkrishna
[112] accelerate
[111] ibm's
[111] currently
[110] journey

Top Words in Tweet in G1:
[278] ibmresearch
[86] quantum
[63] ibm
[56] research
[56] series
[54] fully
[54] homomorphic
[54] encryption
[50] computers
[47] cloud

Top Words in Tweet in G2:
[116] #quantumcomputing
[104] arvindkrishna
[102] accelerate
[102] currently
[101] proud
[101] momentum
[101] ibm's
[101] journey
[101] advances
[101] fleet

Top Words in Tweet in G3:
[83] ibmresearch
[76] qiskit
[65] abe_asfaw
[49] quantum
[47] ibm
[35] access
[35] systems
[29] summer
[29] school
[28] #quantum

Top Words in Tweet in G4:
[11] ibmresearch
[10] ginnirometty
[10] washingtonpost
[8] ibm
[6] realdonaldtrump
[6] potus
[5] ibmwatsonmedia
[5] ibm_korea
[5] ibmitalia
[5] cnnbrk

Top Words in Tweet in G5:
[14] nsf
[11] ibmresearch
[6] talk
[6] tripods
[6] #topology
[6] institute
[6] ohio
[6] state
[6] live
[6] next

Top Words in Tweet in G6:
[3] ibmresearch
[2] #psoriasis
[2] dermist4
[2] wipro
[2] infosys
[2] ibmindiajobs
[2] health

Top Words in Tweet in G7:
[15] neuripsconf
[14] competition
[13] tchakra2
[13] live
[13] check
[13] english
[13] bash
[12] mayan
[10] ai
[8] analyze

Top Words in Tweet in G8:
[2] fbi

Top Words in Tweet in G9:
[16] ibmresearch
[10] know
[10] 32
[10] years
[10] old
[10] 2011
[10] ethiopian
[10] dr
[10] solo_assefa
[10] invented

Top Words in Tweet in G10:
[15] #ibm
[15] launches
[15] fully
[15] homomorphic
[15] encryption
[15] fhe
[15] toolkit
[15] #ubuntu
[15] fedora
[15] centos

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[109] proud,momentum
[109] momentum,ibm's
[109] ibm's,journey
[109] journey,accelerate
[109] accelerate,advances
[109] advances,#quantumcomputing
[109] #quantumcomputing,fleet
[109] fleet,currently
[109] currently,22
[108] arvindkrishna,proud

Top Word Pairs in Tweet in G1:
[54] fully,homomorphic
[54] homomorphic,encryption
[45] quantum,computers
[43] shares,contribution
[43] intern,spotlight
[43] spotlight,series
[37] ibmresearch,intern
[36] 2009,ibmresearch
[36] ibmresearch,invented
[36] invented,fully

Top Word Pairs in Tweet in G2:
[101] proud,momentum
[101] momentum,ibm's
[101] ibm's,journey
[101] journey,accelerate
[101] accelerate,advances
[101] advances,#quantumcomputing
[101] #quantumcomputing,fleet
[101] fleet,currently
[101] currently,22
[100] arvindkrishna,proud

Top Word Pairs in Tweet in G3:
[29] summer,school
[25] qiskit,ibmresearch
[22] quantum,computing
[20] session,abe_asfaw
[17] announcing,ibm
[17] ibm,quantum
[17] quantum,educators
[17] educators,program
[17] program,teaching
[17] teaching,#quantumcomputing

Top Word Pairs in Tweet in G4:
[5] ginnirometty,ibm
[5] ibm,ginnirometty
[5] ginnirometty,ibm_korea
[5] ibm_korea,ibmitalia
[5] ibmitalia,ibmresearch
[5] ibmresearch,potus
[5] potus,washingtonpost
[5] washingtonpost,cnnbrk
[5] cnnbrk,cnbc
[5] cnbc,wsj

Top Word Pairs in Tweet in G5:
[6] talk,nsf
[6] nsf,tripods
[6] tripods,#topology
[6] #topology,institute
[6] institute,ohio
[6] ohio,state
[6] state,live
[6] live,next
[6] next,week
[6] week,modeling

Top Word Pairs in Tweet in G6:
[2] ibmresearch,ibmindiajobs

Top Word Pairs in Tweet in G7:
[13] live,check
[13] check,english
[13] english,bash
[13] bash,competition
[13] competition,neuripsconf
[12] tchakra2,live
[12] neuripsconf,mayan
[8] analyze,explainable
[8] explainable,ai
[8] ai,xai

Top Word Pairs in Tweet in G9:
[10] know,32
[10] 32,years
[10] years,old
[10] old,2011
[10] 2011,ethiopian
[10] ethiopian,dr
[10] dr,solo_assefa
[10] solo_assefa,invented
[10] invented,chips
[10] chips,communicate

Top Word Pairs in Tweet in G10:
[15] #ibm,launches
[15] launches,fully
[15] fully,homomorphic
[15] homomorphic,encryption
[15] encryption,fhe
[15] fhe,toolkit
[15] toolkit,#ubuntu
[15] #ubuntu,fedora
[15] fedora,centos
[15] centos,#linux

Top Replied-To
Top Replied-To in Entire Graph:
@ibmresearch
@c_gkoumas
@tajymany
@aldissipolins
@broadcom
@kikesolanophys
@dearruksy
@ginnirometty
@bsiegelwax
@leonox

Top Replied-To in G1:
@ibmresearch
@folktechnology
@africanvibes
@bsiegelwax
@midhatnashar
@a_sarig_
@arstechnica
@prubiouf98
@ioppublishing
@annagams

Top Replied-To in G2:
@bsiegelwax
@steve_quantum
@ibmresearch
@artist_hb
@howardboville
@snarky_android
@kirstengraham
@jodyburksphd
@polarisqb
@arvindkrishna

Top Replied-To in G3:
@dearruksy
@highonbournvita
@leonox
@abe_asfaw
@ibmresearch
@especuencagomez
@aziz7maz
@zlatko_minev
@vladimirphy
@piyushkp27

Top Replied-To in G4:
@ginnirometty
@stclairashley
@ibmwatsonmedia
@ivankatrump

Top Replied-To in G5:
@ibmresearch

Top Replied-To in G7:
@jimspohrer
@tchakra2

Top Replied-To in G8:
@britmartinez

Top Replied-To in G10:
@pleia2
@ibmresearch

Top Mentioned
Top Mentioned in Entire Graph:
@ibmresearch
@ibm
@arvindkrishna
@qiskit
@abe_asfaw
@rossmauri
@caffeinate_adam
@sriramragh
@ruchir_puri
@draperlab

Top Mentioned in G1:
@ibmresearch
@rossmauri
@caffeinate_adam
@annagams
@frossi_t
@dinahtravels
@mitibmlab
@uofmaryland
@balajinix
@pschwllr

Top Mentioned in G2:
@ibm
@arvindkrishna
@ibmresearch
@andreasateth
@pinyuchentw
@bsiegelwax
@ibmcloud
@reuters
@qiskit
@google

Top Mentioned in G3:
@ibmresearch
@qiskit
@abe_asfaw
@ibm
@zlatko_minev
@elisabaumer
@nccr_qsit
@natureelectron
@a_mezzacapo
@eth_physics

Top Mentioned in G4:
@ibmresearch
@ibm
@realdonaldtrump
@potus
@ibm_korea
@ibmitalia
@washingtonpost
@cnnbrk
@cnbc
@wsj

Top Mentioned in G5:
@nsf
@ibmresearch
@pturaga1
@gil_zussman
@elonmusk
@arpae
@cityresilience
@stanford
@jaychance5
@ucsf

Top Mentioned in G6:
@ibmresearch
@dermist4
@wipro
@infosys
@ibmindiajobs
@tcs
@hcltech
@capgeminiindia
@cognizantindia
@mindtree_ltd

Top Mentioned in G7:
@neuripsconf
@tchakra2
@mayan
@plotlygraphs
@ibmresearch
@mayankagarwal__
@kr_t
@flipper83
@gody11
@victorialinml

Top Mentioned in G8:
@atensnut
@fbi
@googleai
@ibmtruenorth
@ibmwatson
@openpowerorg
@ajitpaifcc
@faasafetybrief
@fcc
@darpa

Top Mentioned in G9:
@ibmresearch
@solo_assefa
@africanvibes
@thomas_harrer
@mcge_cu
@witsuniversity
@arua_news
@cuboulderceae
@severinelienard
@heinzvhoenen

Top Mentioned in G10:
@i
@mariusnestor
@ibmresearch
@qidis8
@idquantique
@cseminfo
@zhinst
@swisseuresearch
@nccr_qsit
@een_cork

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@evankirstel
@rosenchild
@femtech_
@yoshiki7111
@reuters
@walmart
@theofficialsbi
@calcaware

Top Tweeters in G1:
@sectest9
@femtech_
@calcaware
@trippbraden
@cybersecurityn8
@websecurityit
@hubbucket
@dataaugmented
@hubofml
@fmfrancoise

Top Tweeters in G2:
@reuters
@ians_india
@venturebeat
@machine_ml
@hindunatl
@god4all444
@indirabrajesh
@google
@prathod2008
@brainroaring

Top Tweeters in G3:
@evankirstel
@lesguer_lionel
@techcrunch
@datalore_tv
@djone01
@shassinger
@harrymi47749146
@rdviii
@ator54164346
@marianojavierd1

Top Tweeters in G4:
@bbcnews
@nytimes
@cnbc
@washingtonpost
@wsj
@abc
@marklar1968
@cnni
@bet
@npr

Top Tweeters in G5:
@valaafshar
@jaychance5
@idrissaberkane
@princeton
@sfsu
@tamu
@dr_l_alexandre
@nsf
@ciscocollab
@stanford

Top Tweeters in G6:
@theofficialsbi
@tatamotors
@microsoftindia
@capgeminiindia
@wipro
@hcltech
@infosys
@usedgov
@sapindia
@nasscom

Top Tweeters in G7:
@newsneus
@flipper83
@worldunivandsch
@planspark
@hectorpal
@jfpuget
@icezuly
@jimspohrer
@dr_zortiz
@etzioni

Top Tweeters in G8:
@ign
@pcgamer
@gameinformer
@parentsmagazine
@sophiabush
@sony
@ajitpaifcc
@soc_of_authors
@playgirlanj
@playboytv

Top Tweeters in G9:
@rosenchild
@supplychainsn
@ubervd
@hal_good
@ronald_vanloon
@haroldsinnott
@chuckdbrooks
@domhalps
@severinelienard
@rasulvatsan

Top Tweeters in G10:
@linuxdreams
@cdwgwagov
@kjjaeger
@pleia2
@samanthazeitlin
@speedytux
@jadebustos
@tabali_tigi
@mariusnestor
@secburo


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