datamining, Twitter, 11/15/2021 10:17:19 AM, 266275


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datamining_2021-11-14_23-30-38.xlsx
datamining_2021-11-14_23-30-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 15, 2021
Short Description:
datamining via NodeXL https://bit.ly/3CimLVS
@kirkdborne
@nintendolife
@acworldblog
@scottendo64
@hackingdom_io
@analytics_699
@elizabot9
@pmprouk
@scorpiondesign7
@ingliguori

Top hashtags:
#datamining
#machinelearning
#ai
#analytics
#python
#datascience
#iot

Description:
Description
The graph represents a network of 3,253 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, 15 November 2021 at 07:38 UTC.

The requested start date was Monday, 15 November 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 13-day, 23-hour, 28-minute period from Monday, 01 November 2021 at 01:29 UTC to Monday, 15 November 2021 at 00:58 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 : 3253
Unique Edges : 1601
Edges With Duplicates : 10774
Total Edges : 12375
Number of Edge Types : 5
Retweet : 4669
MentionsInRetweet : 5360
Replies to : 320
Mentions : 471
Tweet : 1555
Self-Loops : 1662
Reciprocated Vertex Pair Ratio : 0.00893997445721584
Reciprocated Edge Ratio : 0.0177215189873418
Connected Components : 561
Single-Vertex Connected Components : 234
Maximum Vertices in a Connected Component : 1387
Maximum Edges in a Connected Component : 9322
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.597414
Graph Density : 0.000373389839032113
Modularity : 0.304886
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,253 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, 15 November 2021 at 07:38 UTC.

The requested start date was Monday, 15 November 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 13-day, 23-hour, 28-minute period from Monday, 01 November 2021 at 01:29 UTC to Monday, 15 November 2021 at 00:58 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:
[154] https://twinybots.ch/
[131] https://www.fiverr.com/share/d69Z3z
[77] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[68] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[41] https://www.nintendolife.com/news/2021/11/datamining-finds-thousands-of-new-items-in-animal-crossing-new-horizons-version-2-0
[41] https://www.fiverr.com/share/dDRXe0
[39] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[38] http://www.globalbigdataconference.com/news/147064/2022-trends-in-artificial-intelligence-and-machine-learning-reasoning-meets-learning.html
[36] http://www.fiverr.com/120500050?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=ak3mjQ
[35] https://engage.bah.com/Article/Redirect/636f5e62-57e3-44e7-a07d-17f609774473?uc=30185&g=645b1a04-9576-4d38-bd36-6060cadc3565&f=146429

Top URLs in Tweet in G1:
[144] https://twinybots.ch/
[41] https://www.fiverr.com/share/dDRXe0
[38] http://www.globalbigdataconference.com/news/147064/2022-trends-in-artificial-intelligence-and-machine-learning-reasoning-meets-learning.html
[36] http://www.fiverr.com/120500050?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=ak3mjQ
[33] https://cursortek.com/business-data-details.php?country=us&category=accountants
[33] https://cursortek.com/business-data-details.php?country=us&category=car-wash
[33] https://cursortek.com/business-data-details.php?country=us&category=home-cleaning
[33] https://www.fiverr.com/cursortek/scrape-search-engine-and-business-profile
[33] https://cursortek.com/business-data-details.php?country=us&category=insurance
[32] https://cursortek.com/business-data-details.php?country=us&category=real-estate-agents

Top URLs in Tweet in G2:
[59] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[48] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[29] https://engage.bah.com/Article/Redirect/636f5e62-57e3-44e7-a07d-17f609774473?uc=30185&g=645b1a04-9576-4d38-bd36-6060cadc3565&f=146429
[25] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[18] https://www.datasciencecentral.com/profiles/blogs/supervised-learning-vs-unsupervised-in-one-picture
[18] https://www.datasciencecentral.com/profiles/blogs/deep-learning-techniques-for-cyber-security
[18] https://www.mdpi.com/2078-2489/10/4/122
[17] https://www.datasciencecentral.com/profiles/blogs/from-optimization-to-prescriptive-analytics
[11] https://engage.bah.com/Article/Redirect/a28f3f07-ce92-4c75-9cbe-1edcf122485a?uc=30185&g=f4cb293c-49f4-4724-b254-3402095c2ca0&f=115728
[9] https://www.datasciencecentral.com/profiles/blogs/free-book-classification-and-regression-in-a-weekend

Top URLs in Tweet in G3:
[5] https://animalcrossingworld.com/2021/11/animal-crossing-version-2-0-update-now-available-patch-notes-discoveries-datamining/

Top URLs in Tweet in G4:
[13] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3MyLzEyNWI2OTY0NzE/&uuid=ed9a746f-271d-11ec-9fad-7353476e4b66&vid=
[10] http://www.fiverr.com/208159740?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=korwLo
[10] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL1pMeGtwOD8=&uuid=41120aea-2d67-11ec-8932-775a4c73646a&vid=
[8] https://twinybots.ch/
[4] https://www.linkedin.com/slink?code=gM_GGxPv
[4] https://www.linkedin.com/slink?code=gX7fWyC2
[3] https://www.youtube.com/watch?v=ROU0VPKBnuk&feature=youtu.be

[3] https://www.3rdisearch.com/
[2] https://www.softwareag.com/en_corporate/platform/aris/procure-to-pay.html?utm_source=twitter&utm_medium=organic&utm_region=hq&utm_campaign=bt_aris_process-mining&utm_content=procure_to_pay_with_process_mining
[2] https://www.softwareag.com/en_corporate/platform/aris/procure-to-pay.html?utm_source=linkedin&utm_medium=organic&utm_region=hq&utm_campaign=bt_aris_process-mining&utm_content=procure_to_pay_with_process_mining

Top URLs in Tweet in G5:
[1] https://twitter.com/SHADERSOP/status/1455256031349641225

Top URLs in Tweet in G8:
[3] https://data-flair.training/blogs/data-science-project-ideas/
[2] https://innpoland.pl/172569,najwieksze-wyzwanie-xxii-wieku-futurolozka-o-tym-co-nas-czeka
[2] https://www.datasciencecentral.com/profiles/blogs/from-optimization-to-prescriptive-analytics
[2] https://www.mdpi.com/journal/applsci/special_issues/advanced_computational
[2] https://www.mdpi.com/journal/applsci/special_issues/Air_Quality_Algorithms
[1] https://eandt.theiet.org/content/articles/2021/11/interview-mark-girolami-of-turing-institute/?es_id=9981cb5611
[1] http://www.globalbigdataconference.com/147028/5-ways-to-maximize-the-value-of-data-analytics/industrynews-details.html
[1] https://www.datasciencecentral.com/profiles/blogs/free-online-book-machine-learning-from-scratch
[1] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[1] https://www.datasciencecentral.com/profiles/blogs/book-artificial-intelligence-with-python-1

Top URLs in Tweet in G9:
[1] https://dl.acm.org/doi/abs/10.1145/3303772.3303796?casa_token=lkaI5Ru9HuwAAAAA%3AD8of3nFOb55DmEP4PJc2HxiN2x3CY-dLArbZ8iG-mJ9XRh9c7TWuLE6_KiChMBh7K77165u6k0x-Iz0&cookieSet=1
[1] https://samuelmcneill.com/2020/11/23/how-to-monitoring-student-engagement-in-microsoft-teams/

Top URLs in Tweet in G10:
[28] https://www.nintendolife.com/news/2021/11/datamining-finds-thousands-of-new-items-in-animal-crossing-new-horizons-version-2-0
[8] https://mynintendonews.com/2021/11/14/datamining-finds-shin-megami-tensei-v-could-be-a-temporary-switch-exclusive/
[1] https://www.freelancer.com/projects/web-scraping/Scrape-Crawl-website-data/?ngsw-bypass=&w=f
[1] https://bysarahmason.medium.com/data-mining-39082fc15dbd?source=rss------machine_learning-5&utm_source=dlvr.it&utm_medium=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[372] datasciencecentral.com
[340] globalbigdataconference.com
[305] fiverr.com
[260] cursortek.com
[232] freelancer.com
[180] medium.com
[154] twinybots.ch
[107] twitter.com
[74] bah.com
[71] google.com

Top Domains in Tweet in G1:
[338] globalbigdataconference.com
[260] cursortek.com
[228] freelancer.com
[171] medium.com
[144] twinybots.ch
[125] datasciencecentral.com
[122] fiverr.com
[70] google.com
[41] r-bloggers.com
[31] thisendorsed.com

Top Domains in Tweet in G2:
[241] datasciencecentral.com
[44] bah.com
[26] amazon.com
[18] mdpi.com
[7] bitly.com
[2] microsoft.com
[2] github.com
[2] twinybots.ch
[1] datasciencedojo.com
[1] freelancer.com

Top Domains in Tweet in G3:
[5] animalcrossingworld.com

Top Domains in Tweet in G4:
[56] twitter.com
[49] fiverr.com
[19] linkedin.com
[9] youtube.com
[8] twinybots.ch
[5] softwareag.com
[4] medium.com
[3] dy.si
[3] cvsoci.al
[3] onlinewriterservices.com

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

Top Domains in Tweet in G8:
[6] datasciencecentral.com
[5] mdpi.com
[3] data-flair.training
[2] innpoland.pl
[2] globalbigdataconference.com
[2] medium.com
[1] theiet.org
[1] eurekalert.org
[1] bah.com

Top Domains in Tweet in G9:
[1] acm.org
[1] samuelmcneill.com

Top Domains in Tweet in G10:
[28] nintendolife.com
[8] mynintendonews.com
[1] freelancer.com
[1] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1957] datamining
[1601] machinelearning
[1538] ai
[1317] analytics
[1204] python
[1148] datascience
[1084] iot
[1073] bigdata
[1048] rstats
[952] iiot



Top Hashtags in Tweet in G1:
[1392] ai
[1298] machinelearning
[1232] datamining
[1196] analytics
[1162] python
[1057] iot
[1033] rstats
[930] iiot
[913] datascience
[832] bigdata

Top Hashtags in Tweet in G2:
[231] machinelearning
[181] bigdata
[177] datascience
[118] mathematics
[109] statistics
[97] abdsc
[81] ai
[78] datamining
[70] datascientists
[67] analytics

Top Hashtags in Tweet in G3:
[2] acnh

Top Hashtags in Tweet in G4:
[176] datamining
[58] dataentry
[37] copypaste
[33] internetresearch
[19] data
[18] datascience
[18] datascraping
[16] bigdata
[13] ai
[12] machinelearning

Top Hashtags in Tweet in G7:
[4] brilliantdiamond
[2] bdsp
[2] leak
[2] pokemon
[1] shiningpearl

Top Hashtags in Tweet in G8:
[101] data
[52] datamining
[35] analytics
[33] regtech
[33] luxembourg
[32] distributors
[31] fund
[30] data4good
[28] dataanalytics
[23] machinelearning

Top Hashtags in Tweet in G10:
[15] repost
[3] animalcrossing
[3] acnh
[3] nintendoswitch
[2] update
[2] datamining
[1] learning
[1] machinelearning

Top Words
Top Words in Tweet in Entire Graph:
[1955] #datamining
[1600] #machinelearning
[1537] #ai
[1318] #analytics
[1220] datamining
[1204] #python
[1148] #datascience
[1121] data
[1073] #bigdata
[1054] #iot

Top Words in Tweet in G1:
[1391] #ai
[1297] #machinelearning
[1233] #datamining
[1197] #analytics
[1162] #python
[1027] #iot
[976] #rstats
[930] #iiot
[913] #datascience
[832] #bigdata

Top Words in Tweet in G2:
[490] kirkdborne
[356] pdf
[280] eda
[268] âƒ
[231] #machinelearning
[230] ebook
[203] free
[181] #bigdata
[177] #datascience
[158] data

Top Words in Tweet in G3:
[337] update
[333] acworldblog
[240] version
[239] animal
[239] crossing
[238] released
[122] case
[122] missed
[122] early
[122] last

Top Words in Tweet in G4:
[175] #datamining
[128] datamining
[118] data
[58] #dataentry
[56] entry
[45] jobs
[39] please
[37] #copypaste
[37] services
[34] hi

Top Words in Tweet in G5:
[389] day
[198] datamining
[196] leaksdbd
[195] image
[194] website
[194] each
[194] revealed
[194] days
[194] total
[194] find

Top Words in Tweet in G6:
[91] breaking
[91] news
[91] datamining
[91] vanguard
[91] confirm
[91] added
[91] sex
[91] call
[91] duty
[91] big

Top Words in Tweet in G7:
[57] datamining
[27] centroleaks
[16] kaphotics
[14] centro
[14] datamine
[14] exclusive
[13] edition
[13] misrepresent
[13] adding
[13] box

Top Words in Tweet in G8:
[118] ume_kyd
[109] #data
[52] #datamining
[48] make
[39] value
[35] #analytics
[34] better
[33] things
[33] #regtech
[33] #luxembourg

Top Words in Tweet in G9:
[52] kawaiilovesarah
[52] datamining
[51] today
[51] edutech
[51] ableism
[51] combing
[51] articles
[51] teach
[51] educators
[51] leverage

Top Words in Tweet in G10:
[43] datamining
[36] finds
[29] animal
[29] crossing
[29] version
[28] thousands
[28] items
[28] horizons
[25] nintendolife
[15] #repost

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[936] #iot,#iiot
[738] #rstats,#reactjs
[737] #analytics,#machinelearning
[688] #python,#rstats
[684] #reactjs,#iot
[682] #machinelearning,#ai
[642] #bulk,#data
[586] #ai,#python
[525] #iiot,#ml
[456] #selling,#bulk

Top Word Pairs in Tweet in G1:
[919] #iot,#iiot
[734] #rstats,#reactjs
[684] #analytics,#machinelearning
[682] #python,#rstats
[681] #reactjs,#iot
[671] #machinelearning,#ai
[584] #ai,#python
[579] #bulk,#data
[520] #iiot,#ml
[393] #selling,#bulk

Top Word Pairs in Tweet in G2:
[145] kirkdborne,free
[140] follow,links
[140] links,exploratory
[140] exploratory,data
[140] data,analysis
[140] analysis,resources
[140] eda,ebook
[140] ebook,chapter
[140] chapter,40
[140] 40,pdf

Top Word Pairs in Tweet in G3:
[239] animal,crossing
[238] version,update
[122] case,missed
[122] missed,animal
[122] crossing,version
[122] update,released
[122] released,early
[122] early,last
[122] last,night
[122] night,ongoing

Top Word Pairs in Tweet in G4:
[56] data,entry
[30] #internetresearch,#copypaste
[26] entry,jobs
[24] #dataentry,#datamining
[23] please,hire
[22] try,give
[22] give,best
[22] best,services
[21] data,mining
[21] #copypaste,#datamining

Top Word Pairs in Tweet in G5:
[194] datamining,website
[194] website,each
[194] each,day
[194] day,image
[194] image,revealed
[194] revealed,days
[194] days,total
[194] total,day
[194] day,find
[193] leaksdbd,datamining

Top Word Pairs in Tweet in G6:
[91] breaking,news
[91] news,datamining
[91] datamining,vanguard
[91] vanguard,confirm
[91] confirm,added
[91] added,sex
[91] sex,call
[91] call,duty
[91] duty,big
[91] big,win

Top Word Pairs in Tweet in G7:
[14] centroleaks,datamining
[13] datamining,datamine
[13] datamine,centro
[13] centro,edition
[13] edition,misrepresent
[13] misrepresent,exclusive
[13] exclusive,adding
[13] adding,box
[13] box,legends
[12] kaphotics,centroleaks

Top Word Pairs in Tweet in G8:
[33] #regtech,ume_kyd
[32] make,better
[30] #fund,#distributors
[28] sides,#data
[28] award,#regtech
[27] #data4good,#datamining
[22] reveal,sides
[20] #datamining,#luxembourg
[19] seen,without
[19] without,spreading

Top Word Pairs in Tweet in G9:
[51] today,edutech
[51] edutech,ableism
[51] ableism,combing
[51] combing,articles
[51] articles,teach
[51] teach,educators
[51] educators,leverage
[51] leverage,datamining
[51] datamining,ms
[51] ms,teams

Top Word Pairs in Tweet in G10:
[36] datamining,finds
[29] animal,crossing
[28] finds,thousands
[28] thousands,items
[28] items,animal
[28] crossing,horizons
[28] horizons,version
[24] nintendolife,datamining
[13] version,#animalcross
[12] version,#repost

Top Replied-To
Top Replied-To in Entire Graph:
@centroleaks
@eclipse_tt
@play_pso2
@_byeddy
@joseml94
@poke_miners
@eightlights_
@greenfryno
@exoparadigmgmr
@wizard101talk

Top Replied-To in G1:
@octoml
@microsoft
@facebook
@att
@suse
@chidambara09
@a_koschinski

Top Replied-To in G4:

Top Replied-To in G5:
@pyramidhead34
@theswiftmeep
@leaksdbd

Top Replied-To in G7:
@centroleaks
@eclipse_tt
@kaphotics
@fastypace
@acpenguins
@henriquedragfan
@peterldp
@dragon_lady19
@soulbrave22
@mattyoukhana_

Top Replied-To in G10:
@fbb__5
@worksrisky
@alexmario97
@flaberspazer
@jmendelk
@mystic_x1

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@analytics_699
@acworldblog
@cursortek
@bigdataconf
@ingliguori
@leaksdbd
@nist
@ume_kyd
@officialcodleak

Top Mentioned in G1:
@analytics_699
@bigdataconf
@ingliguori
@kirkdborne
@cursortek
@dataposts
@digitaledwyn
@sh_hameed
@asmakhan_345
@akbarth3great

Top Mentioned in G2:
@kirkdborne
@nist
@thinksysinc
@ingliguori
@smartproxy_com
@gshmueli
@analytics_699
@datasciencectrl
@digitaledwyn
@machinelearnflx

Top Mentioned in G3:
@acworldblog

Top Mentioned in G4:
@descolonizadora
@eddrisali01
@thendifrekeokon

Top Mentioned in G5:
@leaksdbd
@vetrix_tron
@risingtron
@shadersop

Top Mentioned in G6:
@officialcodleak

Top Mentioned in G7:
@centroleaks
@kaphotics
@vidadetreinador
@eclipse_tt
@nwplayer123
@acpenguins
@nwhpeters
@shadow99876
@pory_leeks
@iflashcat

Top Mentioned in G8:
@ume_kyd
@kirkdborne
@catherineadenle
@kuleuvenbiotec
@janfmvi
@citicven
@applsci
@thinksysinc
@bigdataconf
@empowersol96

Top Mentioned in G9:
@kawaiilovesarah

Top Mentioned in G10:
@nintendolife
@mynintendonews
@pokemon
@worksrisky
@nebulahurricane
@ddubgaming
@buffsherk
@pokefanzx03
@thetunafish_
@seconda29376023

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@piyuanker12
@xaelbot
@javascriptd
@codedailybot
@collegemenfess
@evankirstel
@thedeveloperbot

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@chidambara09
@piyuanker12
@xaelbot
@javascriptd
@codedailybot
@evankirstel
@thedeveloperbot
@cybersecurityn8

Top Tweeters in G2:
@aldoceccarelli
@myloc_tracker
@machinelearnflx
@techjunkiejh
@cchukudebelu
@bayiskendr
@bungobot1
@dirac7
@subterfugia
@hdjebar

Top Tweeters in G3:
@katelaity
@stardewcrosser
@cinimodyeslah
@birdappname
@rlebontennant
@two_cams25
@texwildchild
@loudlysilent
@gmatrick
@marymix1999

Top Tweeters in G4:
@info_lavoro
@nicochan33
@sephirod_
@toyertoys
@colonelnemo
@jobov3
@fooknews
@eurojournaleng
@descolonizadora
@silversoul164

Top Tweeters in G5:
@i2ubyx
@keyawnce3
@_nokdu
@papotepless
@gotmestargazin
@barnesflam
@dalittlebomb
@questionedturke
@merri1400
@brifernands16

Top Tweeters in G6:
@gurasanret
@conlfc_95
@baeflexx
@vore49105300
@nonbinaryastro
@mistahcringe
@pigeonmanx
@onyx_331
@andrewsfive
@itscaptainslush

Top Tweeters in G7:
@saternoir
@artlocked
@ridleyowa
@johnnykf17
@nwplayer123
@blazikerm
@alexcardinal21
@vanillikyupm
@encefaloraptor
@dmoeenm

Top Tweeters in G8:
@hasscho
@yukika337700
@ricardo_ik_ahau
@monster636ninja
@4nannbou
@kokokarincyo
@tarezotunenaram
@cosmosst012
@75hikarihanate
@0214towel

Top Tweeters in G9:
@pfanderson
@pearwaldorf
@briansj3
@hughbarnard
@acuity_design
@lecagle
@maneeshjuneja
@astrotsukino
@melianjarvis
@calvinjburke

Top Tweeters in G10:
@alexmario97
@angeliedesu
@madameziggy
@nintendolife
@pmprouk
@yseultceirw
@pokemon
@derty10
@prometheus50k
@acnhorizons_bot