datamining, Twitter, 10/19/2020 8:56:49 AM, 238207


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datamining_2020-10-18_23-26-45.xlsx
datamining_2020-10-18_23-26-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 19, 2020
Short Description:
datamining via NodeXL https://bit.ly/356x7tC
@kirkdborne
@danielakeane10
@fabriciosx
@digitalmktnghub
@chidambara09
@gp_pulipaka
@yvesmulkers
@fajar17
@miad_chakder
@datasciencebot_

Top hashtags:
#datamining
#machinelearning
#datascience
#bigdata
#ai
#deeplearning

Description:
Description
The graph represents a network of 3,043 Twitter users whose tweets in the requested range contained "datamining", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 19 October 2020 at 06:38 UTC.

The requested start date was Monday, 19 October 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 11-day, 7-hour, 19-minute period from Wednesday, 07 October 2020 at 11:10 UTC to Sunday, 18 October 2020 at 18:29 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 : 3043
Unique Edges : 1457
Edges With Duplicates : 12368
Total Edges : 13825
Number of Edge Types : 5
Retweet : 5253
MentionsInRetweet : 5846
Mentions : 510
Tweet : 1964
Replies to : 252
Self-Loops : 2009
Reciprocated Vertex Pair Ratio : 0.00694087403598972
Reciprocated Edge Ratio : 0.0137860607607863
Connected Components : 478
Single-Vertex Connected Components : 224
Maximum Vertices in a Connected Component : 1432
Maximum Edges in a Connected Component : 11294
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.535583
Graph Density : 0.000423148113939084
Modularity : 0.26449
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 3,043 Twitter users whose tweets in the requested range contained "datamining", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 19 October 2020 at 06:38 UTC.

The requested start date was Monday, 19 October 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 11-day, 7-hour, 19-minute period from Wednesday, 07 October 2020 at 11:10 UTC to Sunday, 18 October 2020 at 18:29 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : datamining
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:
[337] https://twinybots.ch/
[153] http://guidetodatamining.com
[133] https://www.datasciencecentral.com/profiles/blogs/free-online-book-machine-learning-from-scratch
[111] https://engage.bah.com/Article/Redirect/18544f8c-61c9-4d21-b108-88c27da4af3f?uc=16822&g=14f29e1f-ef2c-4fff-b765-5bb185453b65&f=126047
[91] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[86] https://www.couponed12.com/2020/09/python-for-machine-learning-and-data.html
[75] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[70] https://twitter.com/search?q=amzn.to
[70] from:kirkdborne&src=typed_query&f=live
[68] https://pakaims.edu.pk/

Top URLs in Tweet in G1:
[128] http://guidetodatamining.com
[81] https://engage.bah.com/Article/Redirect/18544f8c-61c9-4d21-b108-88c27da4af3f?uc=16822&g=14f29e1f-ef2c-4fff-b765-5bb185453b65&f=126047
[75] https://www.datasciencecentral.com/profiles/blogs/free-online-book-machine-learning-from-scratch
[55] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[45] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[42] https://www.datasciencecentral.com/profiles/blogs/textbook-probability-course-harvard-university
[37] https://twitter.com/search?q=amzn.to
[37] from:kirkdborne&src=typed_query&f=live
[25] https://engage.bah.com/Article/Redirect/636f5e62-57e3-44e7-a07d-17f609774473?uc=30185&g=aa315e03-1cc1-406c-a20c-422f8644af37&f=115733
[25] https://dy.si/Vo3qSQ

Top URLs in Tweet in G2:
[324] https://twinybots.ch/
[67] https://pakaims.edu.pk/
[62] https://link.medium.com/BsbhnLBtvab
[59] https://dy.si/bv6mP
[58] https://link.medium.com/MDW1687lxab
[56] https://www.datasciencecentral.com/profiles/blogs/free-online-book-machine-learning-from-scratch
[52] http://guidetodatamining.com/
[50] https://link.medium.com/02ruqCJIqab
[40] https://link.medium.com/CgA6dWU2zab
[36] https://www.couponed12.com/2020/09/python-for-machine-learning-and-data.html

Top URLs in Tweet in G3:
[16] https://www.fiverr.com/share/YL3dXR
[15] https://www.fiverr.com/share/ZoELp4
[6] http://www.fiverr.com/132333393?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=2pEzrr
[5] http://www.fiverr.com/160763003?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=qb1Ld2
[5] http://www.fiverr.com/130787919?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=YL21yQ
[5] http://www.fiverr.com/131093023?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=gvGWoa
[5] http://www.fiverr.com/147271741?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=Zor1Np
[4] https://twinybots.ch/
[4] https://www.fiverr.com/share/wW7Njr
[4] http://www.fiverr.com/135850066?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=43y5rd

Top URLs in Tweet in G4:
[1] https://twitter.com/UploadVR/status/1317057816201465857

Top URLs in Tweet in G5:
[1] https://animalcrossingworld.com/2020/10/fall-halloween-update-datamine-hints-new-upcoming-features-for-animal-crossing-new-horizons/

Top URLs in Tweet in G6:
[14] https://www.fiverr.com/dataenteryexpe/do-web-crawling-or-web-scraping-from-directory-website
[12] https://autome.me/integrating-microsoft-power-bi-with-text-analytics/
[7] https://www.fiverr.com/scrapingexpert1/do-web-scraping-data-scraping-data-collection-accurately
[7] https://www.fiverr.com/dataenteryexpe/do-automatically-web-scraping-data-extraction-or-data-collection
[6] https://www.fiverr.com/scrapingexpert1/provide-clear-data-entry-jobs-copy-paste-job-data-collection-job-excel-job
[6] https://www.fiverr.com/dataenteryexpe/do-scraping-or-crawling-of-any-kind-of-website-or-directory-dd0e
[6] https://www.fiverr.com/dataenteryexpe/do-fastest-copy-and-paste-data-entry-and-collection-job
[6] https://www.fiverr.com/scrapingexpert1/do-copy-and-paste-lead-generation-web-scraping-job
[5] https://www.fiverr.com/scrapingexpert1/do-b2b-lead-generation-for-your-business-targeted-lead-prospecting?context_referrer=search_gigs&source=top-bar&ref_ctx_id=67c87d37-0cd6-4a2c-818b-aacbc04a25ed&pckg_id=1&pos=35
[5] https://www.fiverr.com/scrapingexpert1/do-convert-pdf-word-pdf-to-excel-jpg-to-excel-word-accurately?context_referrer=gig_page&source=other_gigs_by&ref_ctx_id=deb4f0fe-5a69-4b4a-958e-8a6ae41ccee4&pckg_id=1&pos=4&seller_online=true

Top URLs in Tweet in G7:
[58] http://www.fiverr.com/120500050?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=ak3mjQ
[48] https://www.fiverr.com/share/dDRXe0
[28] https://cursortek.com/business-data-details.php?country=us&category=accountants
[26] https://cursortek.com/business-data-details.php?country=us&category=real-estate-agents
[26] https://cursortek.com/business-data-details.php?country=us&category=massage-therapy
[26] https://cursortek.com/business-data-details.php?country=us&category=car-wash
[26] https://cursortek.com/business-data-details.php?country=us&category=acupuncture
[26] https://cursortek.com/business-data-details.php?country=us&category=medical-centers
[26] https://www.fiverr.com/cursortek/scrape-search-engine-and-business-profile
[26] https://cursortek.com/business-data-details.php?country=us&category=insurance

Top Domains
Top Domains in Tweet in Entire Graph:
[750] coachmee.com
[657] datasciencecentral.com
[385] fiverr.com
[369] medium.com
[337] twinybots.ch
[324] wordpress.com
[323] globalbigdataconference.com
[274] bah.com
[209] cursortek.com
[208] guidetodatamining.com

Top Domains in Tweet in G1:
[379] datasciencecentral.com
[163] bah.com
[129] guidetodatamining.com
[44] dy.si
[40] twitter.com
[30] amazon.com
[11] coachmee.com
[7] medium.com
[6] iotcentral.io
[4] google.com

Top Domains in Tweet in G2:
[697] coachmee.com
[354] medium.com
[324] twinybots.ch
[312] globalbigdataconference.com
[253] datasciencecentral.com
[196] analyticsvidhya.com
[100] bah.com
[91] dy.si
[75] guidetodatamining.com
[67] edu.pk

Top Domains in Tweet in G3:
[101] fiverr.com
[18] twitter.com
[12] linkedin.com
[7] bit.ly
[5] amazon.com
[4] twinybots.ch
[3] google.com
[3] wisdomplexus.com
[3] wowchakra.com
[2] aletheagroup.com

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

Top Domains in Tweet in G5:
[1] animalcrossingworld.com

Top Domains in Tweet in G6:
[77] fiverr.com
[13] autome.me
[5] twitter.com
[3] springer.com
[2] coachmee.com
[1] dataquest.io
[1] datasciencecentral.com
[1] hirinfotech.com
[1] youtube.com

Top Domains in Tweet in G7:
[209] cursortek.com
[138] fiverr.com
[20] twitter.com
[13] coachmee.com
[7] globalbigdataconference.com
[7] datasciencecentral.com
[5] youtube.com
[3] medium.com
[3] nature.com
[2] bah.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3307] datamining
[2064] machinelearning
[2055] datascience
[1727] bigdata
[1611] ai
[930] deeplearning
[905] iot
[767] python
[735] artificialintelligence
[625] data



Top Hashtags in Tweet in G1:
[522] datascience
[508] bigdata
[325] machinelearning
[280] ai
[258] datamining
[182] abdsc
[173] datascientists
[102] statistics
[90] deeplearning
[83] iot

Top Hashtags in Tweet in G2:
[1604] machinelearning
[1509] datamining
[1309] datascience
[1214] ai
[1120] bigdata
[809] deeplearning
[781] iot
[680] artificialintelligence
[636] python
[383] analytics

Top Hashtags in Tweet in G3:
[222] datamining
[106] dataentry
[68] webresearch
[41] business
[40] datascraping
[40] virtualassistant
[37] fiverr
[37] datacollection
[37] linkedin
[33] facebookmarketing

Top Hashtags in Tweet in G5:
[1] acnh

Top Hashtags in Tweet in G6:
[125] datamining
[103] dataentry
[69] emaillist
[69] businessleads
[64] fiverr
[46] webdirectory
[40] copypaste
[34] yellowpages
[34] yelp
[34] datascraping

Top Hashtags in Tweet in G7:
[433] data
[428] bulk
[350] datamining
[344] scraping
[287] selling
[287] businesses
[262] leads
[247] socialmedia
[233] hotels
[233] restaurants

Top Hashtags in Tweet in G8:
[1] mk11ultimate
[1] mortalkombat11ultimate
[1] mk11
[1] gaming
[1] mortalkombat

Top Hashtags in Tweet in G9:
[48] datamining

Top Hashtags in Tweet in G10:
[46] mariokarttour
[28] mktn
[9] mariokartlive
[9] mariokart

Top Words
Top Words in Tweet in Entire Graph:
[3221] #datamining
[2065] #machinelearning
[2049] #datascience
[1729] #bigdata
[1611] #ai
[1462] kirkdborne
[1362] data
[930] #deeplearning
[905] #iot
[848] datamining

Top Words in Tweet in G1:
[842] kirkdborne
[521] #datascience
[508] #bigdata
[496] free
[325] #machinelearning
[300] pdf
[281] gt
[280] #ai
[272] ebook
[257] #datamining

Top Words in Tweet in G2:
[1606] #machinelearning
[1509] #datamining
[1304] #datascience
[1214] #ai
[1122] #bigdata
[833] data
[809] #deeplearning
[781] #iot
[665] #artificialintelligence
[636] #python

Top Words in Tweet in G3:
[222] #datamining
[122] data
[106] #dataentry
[79] datamining
[68] #webresearch
[42] lead
[41] #business
[40] #datascraping
[40] #virtualassistant
[40] entry

Top Words in Tweet in G4:
[160] yeah
[160] maybe
[160] buy
[160] datamining
[160] headset
[160] stops
[160] working
[160] arbitrarily
[160] account
[160] gets

Top Words in Tweet in G5:
[150] datamining
[150] latest
[150] fall
[150] halloween
[150] update
[150] hints
[150] few
[150] more
[150] possible
[150] features

Top Words in Tweet in G6:
[125] #datamining
[115] data
[103] #dataentry
[95] fiverr
[69] #emaillist
[69] #businessleads
[66] entry
[64] #fiverr
[64] service
[62] order

Top Words in Tweet in G7:
[518] cursortek
[433] #data
[428] #bulk
[350] #datamining
[344] #scraping
[287] #selling
[287] #businesses
[278] 3k
[262] #leads
[247] #socialmedia

Top Words in Tweet in G8:
[42] datamining
[37] thethiny
[13] sure
[11] 100
[11] change
[10] thing
[10] hate
[10] never
[10] everything
[10] subject

Top Words in Tweet in G9:
[48] kalender
[48] ulangtaun
[48] karakter
[48] onepiece
[48] coba
[48] ultah
[48] kalian
[48] sama
[48] ama
[48] siapa

Top Words in Tweet in G10:
[63] datamining
[57] kart_tour
[46] #mariokarttour
[32] week
[28] #mktn
[25] discord
[25] server
[23] spotlight
[23] 50
[23] pipe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[737] #bigdata,#datascience
[499] kirkdborne,free
[484] #machinelearning,#deeplearning
[466] #datascience,#ai
[466] #ai,#machinelearning
[450] #bulk,#data
[436] data,science
[360] #iot,#iiot
[344] #iot,#ai
[330] machine,learning

Top Word Pairs in Tweet in G1:
[400] #bigdata,#datascience
[341] kirkdborne,free
[205] #datascience,#ai
[144] free,pdf
[144] pdf,ebooks
[138] gt,gt
[130] free,ebook
[128] ebook,gt
[128] gt,programmer
[128] programmer,guide

Top Word Pairs in Tweet in G2:
[451] #machinelearning,#deeplearning
[422] #ai,#machinelearning
[390] data,science
[314] #iot,#ai
[308] #bigdata,#datascience
[297] #iot,#iiot
[281] #bigdata,#analytics
[267] machine,learning
[250] #iiot,#python
[243] #datascience,#ai

Top Word Pairs in Tweet in G3:
[40] data,entry
[33] data,mining
[31] #fiverr,#freelancer
[30] #webresearch,#facebook
[30] #facebook,#facebookmarketing
[30] #facebookmarketing,#linkedin
[28] #dataentry,#datamining
[27] #datamining,#dataentry
[26] lead,generation
[26] #dataentry,#emaillist

Top Word Pairs in Tweet in G4:
[160] yeah,maybe
[160] maybe,buy
[160] buy,datamining
[160] datamining,headset
[160] headset,stops
[160] stops,working
[160] working,arbitrarily
[160] arbitrarily,account
[160] account,gets
[160] gets,hosed

Top Word Pairs in Tweet in G5:
[150] datamining,latest
[150] latest,fall
[150] fall,halloween
[150] halloween,update
[150] update,hints
[150] hints,few
[150] few,more
[150] more,possible
[150] possible,features
[150] features,coming

Top Word Pairs in Tweet in G6:
[69] #emaillist,#businessleads
[66] data,entry
[62] service,order
[62] order,fiverr
[57] fiverr,#dataentry
[56] #businessleads,#fiverr
[46] #webdirectory,#emaillist
[42] please,contact
[38] #dataentry,#datamining
[35] need,data

Top Word Pairs in Tweet in G7:
[428] #bulk,#data
[287] #selling,#bulk
[238] 3k,plus
[235] #scraping,#datamining
[231] cursortek,#selling
[210] #socialmedia,#scraping
[208] #hotels,#restaurants
[208] #restaurants,#leads
[196] plus,#businesses
[196] #businesses,#categoires

Top Word Pairs in Tweet in G8:
[10] thing,hate
[10] hate,datamining
[10] datamining,never
[10] never,100
[10] 100,sure
[10] sure,everything
[10] everything,subject
[10] subject,change
[10] change,moment
[9] thethiny,thing

Top Word Pairs in Tweet in G9:
[48] kalender,ulangtaun
[48] ulangtaun,karakter
[48] karakter,onepiece
[48] onepiece,coba
[48] coba,ultah
[48] ultah,kalian
[48] kalian,sama
[48] sama,ama
[48] ama,siapa
[48] siapa,#datamining

Top Word Pairs in Tweet in G10:
[28] #mariokarttour,#mktn
[25] discord,server
[23] spotlight,week
[23] week,50
[23] 50,pipe
[23] pipe,#mariokarttour
[23] #mktn,datamining
[23] datamining,harm
[22] kart_tour,datamining
[22] kart_tour,spotlight

Top Replied-To
Top Replied-To in Entire Graph:
@thethiny
@realdonaldtrump
@google
@hamletej
@7771killer
@bbcsport
@brokenwing777_
@mattyoukhana_
@pippacrerar
@gerdgoyvaerts

Top Replied-To in G1:

Top Replied-To in G2:
@google
@pippacrerar
@kris_sg

Top Replied-To in G3:
@promptcloud

Top Replied-To in G6:
@realdonaldtrump
@andi_staub
@jaymmcdonald
@nypd60pct
@nikkihaley
@dumitruxx
@matthewpollard_
@jaketapper
@senadmeskin
@amazon

Top Replied-To in G7:
@heatherrcchay

Top Replied-To in G8:
@thethiny
@dmitryisakov6
@misterkruhl
@noobde
@__laay__
@dame_falcon
@brentlythebald

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@digitalmktnghub
@danielakeane10
@bigdataconf
@gp_pulipaka
@datasciencectrl
@cursortek
@sergalprojects
@acworldblog
@machinelearnflx

Top Mentioned in G1:
@kirkdborne
@datasciencectrl
@rasbt
@gp_pulipaka
@digitalmktnghub
@danielakeane10
@machinelearnflx
@tibco
@iotworldtoday
@bigdataconf

Top Mentioned in G2:
@kirkdborne
@digitalmktnghub
@danielakeane10
@bigdataconf
@gp_pulipaka
@datasciencectrl
@dataredrose
@pak_aims
@bedit
@techopcode

Top Mentioned in G3:
@strategy_gal
@likhonsarker288
@turkeyhackathon
@rajpootzeeshan4
@hollaka_hollala
@aydinturkgucu
@mdshoaib135306
@versatiletec

Top Mentioned in G4:
@sergalprojects

Top Mentioned in G5:
@acworldblog

Top Mentioned in G6:
@fiverr
@automeme
@miad_chakder
@paula_piccard
@machinelearntec
@seb
@kevindblanch
@stapf
@iaeaorg

Top Mentioned in G7:
@cursortek
@digitalmktnghub
@kirkdborne
@gcosma1
@bigdataconf
@gp_pulipaka
@hubbucket
@ferielyasmina
@pkrapp
@uplexacoin

Top Mentioned in G8:
@thethiny
@therealbillsgod
@noobde
@eyhnal1
@cjfatboy1
@jasonco05926721
@sorcerersupre18
@aj1295
@wbgames
@netherrealm

Top Mentioned in G9:
@fajar17

Top Mentioned in G10:
@kart_tour
@harmwrecker

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@zerglinator
@cybersec_feeds
@aaroncuddeback
@deejayiwan
@iam__network
@femtech_
@rosenchild
@excelsior

Top Tweeters in G1:
@itknowingness
@fintechna
@calcaware
@heatherpeno
@dariosailor86
@gonintendotweet
@designthinkbot
@wordfinga
@yvesmulkers
@hal4

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@aaroncuddeback
@iam__network
@femtech_
@xaelbot
@billnigh
@codedailybot
@100xcode

Top Tweeters in G3:
@hollaka_hollala
@eccentricflower
@aphneiios
@kngrk9
@python_jobs
@chillylin
@_gene0402
@candyrabits
@xairathan
@strategy_gal

Top Tweeters in G4:
@zerglinator
@beerstix
@nanashrew
@mintamenapie
@sschinke
@michajawkan
@unidedtypingobj
@elementnumber46
@samaliel
@ottdogbuns

Top Tweeters in G5:
@gleekamber
@mmorse1017
@majidarou
@fabulousmixx
@ayanna0813
@fernkkns
@dawnelicia
@rosetteno
@carmille_na
@texwildchild

Top Tweeters in G6:
@garyloper
@michaelbeatty3
@nicochan33
@nbcwashington
@nbcnews
@sunshinethegrey
@jaketapper
@jblefevre60
@olivegarden
@heistactic

Top Tweeters in G7:
@rosenchild
@xzpwedvhhh37i3c
@hubbucket
@onomsalam2pas
@code_convention
@fullnam35087976
@amazonretweet
@salhaj
@googleretweet
@flashjewelry

Top Tweeters in G8:
@regamertron
@shogunxciv
@thethiny
@mgratton1988
@bruskpoet
@homokanary
@noobde
@powersofparsons
@doctorgusfgc
@youssefkadiri20

Top Tweeters in G9:
@saybeng_
@fajar17
@ekspektasinol
@patipadam
@chasiumadu
@samo_________
@fajarpeewee
@8usri
@grausail
@dawamuzzikri

Top Tweeters in G10:
@switchspeedster
@hamidmu60973503
@angcupcakegal20
@6amerbr0
@nintendostar64
@azzoxsquii
@laziestbiscuit
@sunnie64_
@zapd0s14
@cherryloveally


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