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jcpenny OR jcpenney_2019-01-22_20-24-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 23, 2019
Short Description:
jcpenny OR jcpenney via NodeXL http://bit.ly/2DsI7VF
@jcpenney
@thelimbylim
@cnnbusiness
@patrick_spargur
@realdonaldtrump
@davecrockett20
@ansari4821
@e_lucastaylor
@dliebma
@statwilliams

Top hashtags:
#allatjcp
#jcpenney
#limbylim
#fashion
#deals
#jcpenny

Description:
Description
The graph represents a network of 1,727 Twitter users whose tweets in the requested range contained "jcpenny OR jcpenney", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 January 2019 at 04:24 UTC.

The requested start date was Wednesday, 23 January 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 23-hour, 53-minute period from Wednesday, 09 January 2019 at 01:05 UTC to Wednesday, 23 January 2019 at 00:59 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 : 1727
Unique Edges : 1756
Edges With Duplicates : 457
Total Edges : 2213
Number of Edge Types : 3
Tweet : 617
Replies to : 280
Mentions : 1316
Self-Loops : 617
Reciprocated Vertex Pair Ratio : 0.0181058495821727
Reciprocated Edge Ratio : 0.0355677154582763
Connected Components : 529
Single-Vertex Connected Components : 349
Maximum Vertices in a Connected Component : 745
Maximum Edges in a Connected Component : 1129
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.554198
Graph Density : 0.000490472027326874
Modularity : 0.648688
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[83] https://www.limbylim.com/celebrate-2019-with-a-25-jcpenney-gift-card/
[28] https://www.businessinsider.com/macys-jcpenney-closing-stores-2019-1
[27] http://www.dpbolvw.net/click-4003003-13397228?sid=jp0treiw0d02pee00algo&url=http%3A%2F%2Fwww.jcpenney.com%2Fnike-3-pk-low-cut-socks%2Fprod.jump%3FppId%3Dpp5001440862%26selectedSKUId%3D50371510752
[26] http://dealsplus.com/special-offers/news/p_more-store-closures-loom-for-jc-penney-as-one-analyst-says
[13] https://conservamome.com/100-jcpenney-gift-card-giveaway-ends-1-27/
[11] https://twitter.com/CNBC/status/1082997670719848451
[9] https://www.momdoesreviews.com/2019/01/11/win-100-jcpenney-gc-us-ends-1-27/
[9] http://go.shopyourlikes.com/pi/34f8a63d2efaff549bcfcb5c5f5b0bbfd0f75101?afId=635946&afCreativeId=2996
[8] https://itsfreeatlast.com/enter-to-win-a-100-jcpenney-gift-card/
[8] https://www.savings.com/m/p/22005418/1455074/c/935966/r?afsrc=1&dl=https%3A%2F%2Fwww.jcpenney.com%2Fg%2Fclearance%2FN-1aznsmx%3FpageType%3DX2H2

Top URLs in Tweet in G1:
[26] http://dealsplus.com/special-offers/news/p_more-store-closures-loom-for-jc-penney-as-one-analyst-says
[25] http://www.dpbolvw.net/click-4003003-13397228?sid=jp0treiw0d02pee00algo&url=http%3A%2F%2Fwww.jcpenney.com%2Fnike-3-pk-low-cut-socks%2Fprod.jump%3FppId%3Dpp5001440862%26selectedSKUId%3D50371510752
[8] https://www.savings.com/m/p/22005418/1455074/c/935966/r?afsrc=1&dl=https%3A%2F%2Fwww.jcpenney.com%2Fg%2Fclearance%2FN-1aznsmx%3FpageType%3DX2H2
[7] http://cj.dotomi.com/a781ft10J/t-4/IKKQOJJP/LHHKHHK/H/H/H?d=d1rm%3Dsz7wI1k3sE9B0Bmz9jupx%2630u%3Dq22y1%25CJ%25BO%25BO555.slynwwn7.lxv%25BOy%25BOvrl0x1xo2-6kx6-5r0nun11-lxw20xuun0-5qr2n%25BOyy0E99GAGCCIA%25COycvyuc7yn%25CM0np3uj0%25BFlx3w207%25CMdb%25BFl300nwl7%25CMdbM%25BF1nunl2nmbTdRm%25CMFHCCAED99AH%25BF1nunl2nmUx2Rm%25CMFHCCAED%25BFo0xvKjp%25CM203n%3c%3cq22y%3A%2F%2F555.mykxu45.wn2%3AH9%2Flurlt-D99C99C-ACCIGBBH%3c%3cP%3c%3c%3cA%3cA%3c9%3c9%3c
[7] http://cj.dotomi.com/fd66nmvuC/mty/BDDJHCCI/EAADAAD/A/A/A?e=v5vq%3Dw3AHt0z1wwDF4Fq3Dnyt1%2674y%3Du6625%25GN%25FS%25FS999.wp2r00rB.p1z%25FS2%25FSzvp4151s6-Ao1A-10r-9v4ryr55-p10641yyr4-0166v0tunz%25FS224IDDKFHFGHJ%25GS2gz2ygB2r%25GQ4rt7yn4%25FJp17064B%25GQhf%25FJp744r0pB%25GQhfQ%25FJ5ryrp6rqfXhVq%25GQJLGGKFGDDEL%25FJ5ryrp6rqY16Vq%25GQJLGGKFG%25FJs41zOnt%25GQ647r%3c%3cu662%3A%2F%2F999.q2o1y89.0r6%3ALD%2Fpyvpx-HDDGDDG-EGGMKFFL%3c%3cT%3c%3c%3cE%3cE%3cD%3cD%3c
[6] http://cj.dotomi.com/65102birq8/ipu/799FD88E/A669669/6/6/6?x=kzpk%3DqyB54BEF3u79y9kx7hsnv%261ys%3Do00wz%25AH%259M%259M333.qjwluul5.jvt%259Mw%259Mtpjyvzvm0-4iv4-vul-3pylslzz-jvu0yvssly-uv00punoht%259MwwyC77E9B9ABD%25AMwatwsa5wl%25AKyln1shy%259Djv1u0y5%25AKbZ%259Dj1yyluj5%25AKbZK%259Dzlslj0lkZRbPk%25AKDFAAE9A778F%259Dzlslj0lkSv0Pk%25AKDFAAE9A%259DmyvtIhn%25AK0y1l%3c%3co00w%3A%2F%2F333.kwivs23.ul0%3AF7%2Fjspjr-B77A77A-8AAGE99F%3c%3cN%3c%3c%3c8%3c8%3c7%3c7%3c
[3] http://bit.ly/2Ffu6wL
[3] https://www.daytondailynews.com/news/jcpenney-planning-store-closures/cYBshDhVHQcLJMFAHP5tVN/
[3] https://www.limbylim.com/celebrate-2019-with-a-25-jcpenney-gift-card/
[3] https://www.ebates.com/r/THEBEA750?src=iOS&eeid=29771&_branch_match_id=link-614406812875572278

Top URLs in Tweet in G2:
[13] https://conservamome.com/100-jcpenney-gift-card-giveaway-ends-1-27/
[8] http://go.shopyourlikes.com/pi/34f8a63d2efaff549bcfcb5c5f5b0bbfd0f75101?afId=635946&afCreativeId=2996
[3] https://jcpenney.ace.curalate.com/c/item/68ddcc15-de8e-44a9-824f-5a12c4f08805?id=goaVpDiy
[3] https://cur.lt/2FleOXl
[3] https://www.retaildive.com/news/jc-penney-ceo-assembles-a-team-as-fitch-downgrades/546061/
[2] https://www.jcpenney.com/g/obsess-kids/N-bwo40Z1z0j63b?redirectTerm=isabela+moner
[2] https://www.wsj.com/articles/j-c-penney-struggles-to-avoid-a-fate-worse-than-the-sears-scenario-11548072000
[2] https://www.limbylim.com/celebrate-2019-with-a-25-jcpenney-gift-card/
[2] https://www.retaildive.com/news/jc-penney-to-close-3-stores/545614/
[2] https://www.chainstoreage.com/store-spaces/j-c-penney-to-close-three-stores-as-part-of-ongoing-review/

Top URLs in Tweet in G3:
[2] https://www.ebates.com/r/ASHO18?src=iOS&eeid=29771&_branch_match_id=link-588903950154047325
[1] https://amp.businessinsider.com/macys-jcpenney-closing-stores-2019-1
[1] https://twitter.com/SDOTtraffic/status/1085677247158054912
[1] http://atlantablackstar.com/2014/10/10/12-mainstream-corporations-benefiting-from-the-prison-industrial-complex/
[1] https://twitter.com/sabriaballand/status/1084998215722823685
[1] https://www.cnn.com/2019/01/09/investing/jcpenney-sears-impact/index.html
[1] https://cnn.it/2H3pziC

Top URLs in Tweet in G4:
[78] https://www.limbylim.com/celebrate-2019-with-a-25-jcpenney-gift-card/
[1] https://www.momdoesreviews.com/2019/01/11/win-100-jcpenney-gc-us-ends-1-27/

Top URLs in Tweet in G5:
[2] https://cnn.it/2D17Qo1
[1] https://trib.al/DLqTNYt
[1] https://cnn.it/2FmuIjg
[1] https://cnn.it/2FqSpXD
[1] https://cnn.it/2FujXLX
[1] https://cnn.it/2FtQ525
[1] https://cnn.it/2DmSYR2
[1] https://cnn.it/2DmtCmf
[1] https://cnn.it/2Ds98bw
[1] https://trib.al/pQn1Wwu

Top URLs in Tweet in G6:
[1] https://www.jcpenney.com/g/men/N-bwo3yZxoh?msclkid=0898a5f33eaf1752964ff9b23531d35f&utm_source=bing&utm_medium=cpc&utm_campaign=paid%20search&cid=paid%20search%7cbing%7cM_Apparel_Mens_Big_Tall%7cM_Mens_Big_Tall_Clothing&utm_content=kwd-30047467352:loc-190&utm_adgroupid=868890092&utm_keyword=big%20and%20tall%20mens%20clothing&utm_matchtype=e&utm_device=c&gclid=CMGt1Zz49d8CFWaVxQIdqgQHrQ&gclsrc=ds
[1] https://www.cnbc.com/2019/01/09/more-store-closures-likely-coming-for-jc-penney.html?ref=hvper.com&utm_source=hvper.com&utm_medium=website
[1] https://twitter.com/USCIS/status/1082760132822552577

Top URLs in Tweet in G7:
[2] https://www.cinemablend.com/television/2464548/sorry-you-cant-get-project-runway-all-stars-designs-at-jc-penney-after-all
[1] https://www.jcpenney.com/m/project-runway

Top URLs in Tweet in G9:
[1] https://bnc.lt/focc/u0jpUn3ABP
[1] https://poshmark.com/listing/5c4124f145c8b3b0e8dacce3?utm_campaign=referral_code%3DTWINMAMADC&utm_content=feature%3Dsh_li_el_ios%26rfuid%3D5af2414e07003ac1cc68fc02%26ext_trk%3Dbranch&utm_source=tw_sh
[1] https://bnc.lt/focc/EwGBfpmxBP
[1] https://bnc.lt/focc/V1a8m10vrT
[1] https://bnc.lt/focc/0Z0a6NaBBP
[1] https://bnc.lt/focc/MfdAwTCkRQ
[1] https://bnc.lt/focc/ihfouwDxBP
[1] https://bnc.lt/focc/llxA4twr0R
[1] https://bnc.lt/focc/BJtZeNkkBP
[1] https://bnc.lt/focc/yhygtN5bBP

Top URLs in Tweet in G10:
[2] http://www.jcpenney.com/
[1] https://www.heraldextra.com/business/local/jcpenney-associate-in-spanish-fork-receives-holiday-reward-package/article_be8e0c6e-edc7-5163-a30f-a56808224f2e.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[1] https://companyblog.jcpnewsroom.com/2019/01/15/jcpenney-announces-winners-of-its-associate-holiday-reward-packages/
[1] https://companyblog.jcpnewsroom.com/2018/12/18/jcpenney-brings-holiday-joy-to-deserving-kids-with-nationwide-giving-spree-events-2/
[1] https://companyblog.jcpnewsroom.com/2018/12/05/jcpenney-associates-share-the-holiday-spirit-adopting-1500-angels-from-the-salvation-army/
[1] https://twitter.com/Entrepreneur/status/1085175753606643712
[1] https://www.jcpenney.com/m/returns?pageId=pg100026&ref=fatFooterCS&title=happy
[1] returns&navAction=push&navCount=19&redirectTerm=returns
[1] http://jcp.is/2sjFf74
[1] http://jcp.is/2M03NuO

Top Domains
Top Domains in Tweet in Entire Graph:
[83] limbylim.com
[65] twitter.com
[36] dotomi.com
[35] businessinsider.com
[33] dpbolvw.net
[33] jcpenney.com
[32] instagram.com
[26] dealsplus.com
[25] ebay.com
[24] bit.ly

Top Domains in Tweet in G1:
[32] dotomi.com
[31] dpbolvw.net
[26] twitter.com
[26] dealsplus.com
[18] instagram.com
[16] thekrazycouponlady.com
[14] bit.ly
[11] ebay.com
[8] savings.com
[6] facebook.com

Top Domains in Tweet in G2:
[13] conservamome.com
[10] instagram.com
[10] swarmapp.com
[9] twitter.com
[8] shopyourlikes.com
[6] jcpenney.com
[5] retaildive.com
[4] curalate.com
[4] homeworldbusiness.com
[3] cur.lt

Top Domains in Tweet in G3:
[2] twitter.com
[2] ebates.com
[1] businessinsider.com
[1] atlantablackstar.com
[1] cnn.com
[1] cnn.it

Top Domains in Tweet in G4:
[78] limbylim.com
[1] momdoesreviews.com

Top Domains in Tweet in G5:
[9] cnn.it
[2] trib.al

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

Top Domains in Tweet in G7:
[2] cinemablend.com
[1] jcpenney.com

Top Domains in Tweet in G9:
[22] bnc.lt
[1] poshmark.com

Top Domains in Tweet in G10:
[3] jcpenney.com
[3] jcpnewsroom.com
[2] jcp.is
[1] heraldextra.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[99] allatjcp
[97] jcpenney
[81] limbylim
[32] fashion
[25] deals
[23] jcpenny
[23] shopmycloset
[22] poshmark
[22] style
[20] soworthit



Top Hashtags in Tweet in G1:
[34] jcpenney
[18] jcpenny
[16] deals
[7] retail
[6] shopping
[6] shop
[5] sears
[4] cashback
[4] cash
[4] minorista

Top Hashtags in Tweet in G2:
[82] allatjcp
[19] soworthit
[10] ad
[8] jcpenney
[8] shopping
[5] retail
[4] myobsess
[4] jcp
[3] prallstars
[3] csuf

Top Hashtags in Tweet in G3:
[1] snowpocalypse2019
[1] seattle
[1] rip
[1] alec

Top Hashtags in Tweet in G4:
[76] limbylim
[7] allatjcp
[1] win

Top Hashtags in Tweet in G6:
[1] politics
[1] theageofthetrumpsewer
[1] kkk
[1] maga
[1] nationalist
[1] hitler
[1] arewewinningyet
[1] putinpuppet
[1] pedophile

Top Hashtags in Tweet in G7:
[6] prallstars
[1] fail
[1] designermichelle
[1] wtf
[1] botoxbaby
[1] alyssastfu

Top Hashtags in Tweet in G8:
[1] stopleavingneverlandnow

Top Hashtags in Tweet in G9:
[23] shopmycloset
[22] poshmark
[22] fashion
[22] style
[21] jcpenney
[2] gap
[2] urbanoutfitters
[2] coach
[2] katespade
[2] jcrew

Top Hashtags in Tweet in G10:
[2] jcpenney
[2] jacked
[1] badcustomerservice
[1] ashleyfurnture
[1] damaged
[1] augusta
[1] spycam
[1] sneak
[1] liedto

Top Words
Top Words in Tweet in Entire Graph:
[1034] Words in Sentiment List#1: Positive
[598] Words in Sentiment List#2: Negative
[13] Words in Sentiment List#3: Angry/Violent
[30867] Non-categorized Words
[32501] Total Words
[1266] jcpenney
[286] card
[285] gift
[253] 2019
[223] 100

Top Words in Tweet in G1:
[276] jcpenney
[77] jcpenny
[46] stores
[45] one
[43] 3
[43] more
[40] s
[39] close
[35] 100
[33] still

Top Words in Tweet in G2:
[407] jcpenney
[140] gift
[140] card
[136] 100
[123] 2019
[96] enter
[92] here
[82] allatjcp
[80] right
[78] start

Top Words in Tweet in G3:
[24] jcpenney
[16] code
[9] macys
[8] walmart
[5] target
[4] more
[4] order
[4] 2
[4] use
[4] sears

Top Words in Tweet in G4:
[90] 2019
[88] jcpenney
[88] gift
[88] card
[76] celebrate
[76] 25
[76] thelimbylim
[76] limbylim
[15] 100
[7] start

Top Words in Tweet in G5:
[61] more
[58] last
[58] year
[58] costco's
[58] brand
[58] kirkland
[58] raked
[58] nearly
[58] 40
[58] billion

Top Words in Tweet in G6:
[5] realdonaldtrump
[3] jcpenney
[3] more
[2] thedjrichyb
[2] jcstill1
[2] rosalynbecker77
[2] norigginghere
[2] madhatter632
[2] sacmac11
[2] leahcimekim

Top Words in Tweet in G7:
[18] jcpenney
[12] projectrunway
[6] well
[6] prallstars
[5] winning
[5] time
[4] season
[4] before
[4] show
[3] filmed

Top Words in Tweet in G8:
[34] doco
[34] shines
[34] spotlight
[34] sneddon
[34] planting
[34] fingerprint
[34] evidence
[34] harvey
[34] weinstein
[34] peddling

Top Words in Tweet in G9:
[23] check
[23] out
[23] poshmarkapp
[23] poshmark
[23] shopmycloset
[22] good
[22] share
[22] items
[22] loving
[22] fashion

Top Words in Tweet in G10:
[28] jcpenney
[13] store
[9] askjcp
[9] card
[8] one
[7] please
[7] credit
[7] order
[6] receipt
[6] thank

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[266] gift,card
[227] jcpenney,gift
[153] 100,jcpenney
[84] 25,jcpenney
[83] start,2019
[83] 2019,right
[83] right,100
[83] card,head
[83] here,enter
[82] enter,allatjcp

Top Word Pairs in Tweet in G1:
[28] jcpenney,still
[27] still,needs
[27] needs,close
[27] close,down
[27] down,more
[27] more,100
[27] 100,stores
[27] stores,read
[27] read,here
[26] 3,pk

Top Word Pairs in Tweet in G2:
[137] gift,card
[120] 100,jcpenney
[113] jcpenney,gift
[76] start,2019
[76] 2019,right
[76] right,100
[76] card,head
[76] here,enter
[75] enter,allatjcp
[74] head,over

Top Word Pairs in Tweet in G3:
[3] jcpenney,macys
[2] relationship,jcpenney
[2] horrible,service
[2] gift,card
[2] cash,back
[2] back,shopping
[2] shopping,ebates
[2] ebates,code
[2] code,sign
[2] sign,up

Top Word Pairs in Tweet in G4:
[88] gift,card
[85] jcpenney,gift
[76] celebrate,2019
[76] 2019,25
[76] 25,jcpenney
[76] card,thelimbylim
[76] thelimbylim,limbylim
[12] 100,jcpenney
[7] start,2019
[7] 2019,right

Top Word Pairs in Tweet in G5:
[58] last,year
[58] year,costco's
[58] raked,nearly
[58] nearly,40
[58] 40,billion
[50] cnnbusiness,last
[38] more,jcpenney
[38] jcpenney,macy's
[38] macy's,combined
[34] costco's,kirkland

Top Word Pairs in Tweet in G6:
[2] thedjrichyb,jcstill1
[2] jcstill1,rosalynbecker77
[2] rosalynbecker77,norigginghere
[2] norigginghere,madhatter632
[2] madhatter632,sacmac11
[2] sacmac11,leahcimekim
[2] leahcimekim,paradigmyname
[2] paradigmyname,tux_299

Top Word Pairs in Tweet in G7:
[3] projectrunway,jcpenney
[3] winning,looks
[3] project,runway
[2] final,season
[2] season,prallstars
[2] prallstars,filmed
[2] filmed,well
[2] well,before
[2] before,collaboration
[2] collaboration,jcpenney

Top Word Pairs in Tweet in G8:
[34] doco,shines
[34] shines,spotlight
[34] spotlight,sneddon
[34] sneddon,planting
[34] planting,fingerprint
[34] fingerprint,evidence
[34] evidence,harvey
[34] harvey,weinstein
[34] weinstein,peddling
[34] peddling,fake

Top Word Pairs in Tweet in G9:
[23] check,out
[22] good,share
[22] share,check
[22] out,items
[22] items,loving
[22] loving,poshmarkapp
[22] poshmark,fashion
[22] fashion,style
[22] style,shopmycloset
[11] poshmarkapp,poshmark

Top Word Pairs in Tweet in G10:
[5] credit,card
[4] jcpenney,credit
[4] customer,service
[3] learn,more
[3] more,blog
[3] synchrony,bank
[3] phone,number
[2] 5,000
[2] 000,holiday
[2] holiday,reward

Top Replied-To
Top Replied-To in Entire Graph:
@jcpenney
@jack_septic_eye
@askjcp
@jisaac_01
@aaronmsanchez
@jcpnews
@shaq
@katewwmt
@lexisnyderxoxo
@robpratte

Top Replied-To in G1:

Top Replied-To in G2:
@jcpenney
@jisaac_01
@shaq
@katewwmt
@lexisnyderxoxo
@thewflag
@peeweeherman
@bestbuysupport
@praisechaos
@forrestadam

Top Replied-To in G3:
@nardal13
@dustinrdaniels
@dillards
@pcmani30
@jcpenney
@askjcp
@t_dot_lee_phd
@slackhq
@walmart
@gymboree

Top Replied-To in G6:
@jacobawohl
@thedjrichyb
@nancyleegrahn

Top Replied-To in G7:
@cherryontopdesi
@dithyrambic
@projectrunway
@shamiarn
@notspamipromise
@alyssa_milano

Top Replied-To in G10:
@askjcp
@jcpnews
@jcpenney
@lillyyeee
@jamesaaronsnow
@princ3ssleahh
@blissx28
@carolinamha06

Top Mentioned
Top Mentioned in Entire Graph:
@jcpenney
@thelimbylim
@cnnbusiness
@lachlan95m
@businessinsider
@conservamome
@poshmarkapp
@valeegrrl
@mitchnolen

Top Mentioned in G1:
@hausoffaustino
@olaiyavf

Top Mentioned in G2:
@jcpenney
@conservamome
@retaildive
@peeweeherman
@volcareers
@coffeeformom
@jisaac_01
@gaby_riojas24
@shaq

Top Mentioned in G3:
@jcpenney
@macys
@walmart
@sears
@target
@gap
@cnn
@amazon
@kmart
@macy

Top Mentioned in G4:
@thelimbylim
@jcpenney

Top Mentioned in G5:
@cnnbusiness

Top Mentioned in G6:
@realdonaldtrump
@jcstill1
@rosalynbecker77
@norigginghere
@madhatter632
@sacmac11
@leahcimekim
@paradigmyname
@tux_299
@jcpenney

Top Mentioned in G7:
@jcpenney
@projectrunway
@irinashabayeva
@cinemablend
@natalie_nicoleg
@gingerteahatter
@bravotv
@terib3294
@jet_set
@alyssa_milano

Top Mentioned in G8:
@lachlan95m

Top Mentioned in G9:
@poshmarkapp
@chicpeeks
@jmbt1964
@shessassystore
@kaitlynem97
@kaybird171
@jumelle301
@anastasiacoutu1

Top Mentioned in G10:
@jcpenney
@askjcp
@heraldextra
@salarmydfw
@michaelstrahan
@entrepreneur
@petsmart
@jcpnews

Top Tweeters
Top Tweeters in Entire Graph:
@entornoi
@barntiques859
@frugalmaniac
@market_screener
@theboydp
@medicinehelp
@theagood
@indiegametrends
@dealnewsdeals
@southwestair

Top Tweeters in G1:
@entornoi
@frugalmaniac
@market_screener
@medicinehelp
@theagood
@dealnewsdeals
@jwatson50
@sandysgingham
@marketcurrents
@thanhduongkg

Top Tweeters in G2:
@collifornia
@sweetums82
@bestbuysupport
@slehan
@prismperfect
@wsj
@sshibon
@jsismee
@ifindinternship
@susandadamo

Top Tweeters in G3:
@walmart
@mcdonalds
@prime_bee
@t_dot_lee_phd
@nordstrom
@wholefoods
@abc
@roxann_minerals
@cnn
@slackhq

Top Tweeters in G4:
@tcrowley122
@elenaistomina
@chelleb36
@rubylorikeet
@kimberlilarae
@birdson777
@clc408
@arress83
@versatileer
@mrss07

Top Tweeters in G5:
@sandyc1772
@ken_ragsdale
@adi7anand
@drizzyshake
@cnnbusiness
@beeasy1028
@prettydamnrude_
@spkmind2
@demeralda
@gjquibano

Top Tweeters in G6:
@southwestair
@ljcambria
@e_lucastaylor
@adevotedyogi
@superman6869
@pjoyfarra
@cocrowe
@calmur2
@leahcimekim
@kruttika108

Top Tweeters in G7:
@terib3294
@cinemablend
@sscalise88
@bravotv
@alyssa_milano
@jet_set
@dliebma
@fashionistanyc
@lmk66
@projectrunway

Top Tweeters in G8:
@cristinadobre
@indigostarr777
@yogisunlight
@shellys_wellie
@dianabechini93
@jessetd93
@humannaturexox
@ezralibrascale
@ayotrey
@_ylvette

Top Tweeters in G9:
@licgifts
@poshmarkapp
@oneluv918
@thr33ds
@tamscogal
@atomic_blazer
@shessassystore
@143jackie143
@angelstouchsalo
@jmbt1964

Top Tweeters in G10:
@entrepreneur
@askjcp
@heraldextra
@lillyyeee
@benataeo
@petsmart
@jamesaaronsnow
@therealvolpss
@meguito1
@jcpnews


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