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#BlackInTheIvory_2021-01-13_00-16-12.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2021
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/3spIk39
@thesocscientist
@braincures
@shakespearelovr
@ucberkeley
@ucla
@blackandstem
@cellcellpress
@phdgprotein86
@sharonnehayes
@drocean24

Top hashtags:
#blackintheivory
#blackinstem
#academictwitter
#academicchatter

Description:
Description
The graph represents a network of 882 Twitter users whose tweets in the requested range contained "#BlackInTheIvory", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 January 2021 at 08:17 UTC.

The requested start date was Wednesday, 13 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 30.

The maximum number of tweets collected was 15,000.

The tweets in the network were tweeted over the 29-day, 7-hour, 2-minute period from Monday, 14 December 2020 at 09:52 UTC to Tuesday, 12 January 2021 at 16:55 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 : 882
Unique Edges : 754
Edges With Duplicates : 1264
Total Edges : 2018
Number of Edge Types : 5
Tweet : 127
MentionsInRetweet : 929
Replies to : 33
Mentions : 375
Retweet : 554
Self-Loops : 141
Reciprocated Vertex Pair Ratio : 0.0266094420600858
Reciprocated Edge Ratio : 0.0518394648829431
Connected Components : 101
Single-Vertex Connected Components : 44
Maximum Vertices in a Connected Component : 535
Maximum Edges in a Connected Component : 1366
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.673758
Graph Density : 0.00153917034085674
Modularity : 0.566502
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 882 Twitter users whose tweets in the requested range contained "#BlackInTheIvory", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 January 2021 at 08:17 UTC.

The requested start date was Wednesday, 13 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 30.

The maximum number of tweets collected was 15,000.

The tweets in the network were tweeted over the 29-day, 7-hour, 2-minute period from Monday, 14 December 2020 at 09:52 UTC to Tuesday, 12 January 2021 at 16:55 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 : #BlackInTheIvory
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:
[6] https://oge.mit.edu/graddiversity/msrp/
[6] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9zcmM9c29jX3R3X3NoYXJl&ac=401
[5] https://academicjobsonline.org/ajo/jobs/17683
[4] https://propel.stanford.edu
[4] https://virtual.keystonesymposia.org/ks/pages/esymposia?utm_source=email&utm_medium=email-personal&utm_campaign=aware-diversity&utm_content=esymposia-11152020
[4] https://www.theguardian.com/technology/2020/dec/04/timnit-gebru-google-ai-fired-diversity-ethics
[4] https://www.cnn.com/2020/12/21/opinions/covid-19-vaccine-black-community-blanchard/index.html
[4] https://docs.google.com/spreadsheets/d/16QUbb7ixlOrXGv9I1dAQlsFlrvYiAzoCwi2hCbz4xdE/edit?usp=sharing
[4] https://www.motherjones.com/anti-racism-police-protest/2020/06/blackintheivory-racism-academia-science-stem/
[3] https://education.lbl.gov/internships/

Top URLs in Tweet in G1:
[1] https://twitter.com/ravenscimaven/status/1347608566744580097
[1] https://twitter.com/academicchatter/status/1269684595173326848?s=21

Top URLs in Tweet in G2:
[3] https://twitter.com/CellMentor/status/1343548065370812416
[1] http://sites.gsu.edu/tflowers/2020/12/13/cfp-book-chapters-urban-education/#.X-0pu9hKjIU

Top URLs in Tweet in G3:
[6] https://oge.mit.edu/graddiversity/msrp/
[5] https://academicjobsonline.org/ajo/jobs/17683
[4] https://www.theguardian.com/technology/2020/dec/04/timnit-gebru-google-ai-fired-diversity-ethics
[4] https://propel.stanford.edu
[4] https://virtual.keystonesymposia.org/ks/pages/esymposia?utm_source=email&utm_medium=email-personal&utm_campaign=aware-diversity&utm_content=esymposia-11152020
[3] https://education.lbl.gov/internships/
[3] https://careersearch.stanford.edu/jobs/research-communities-manager-11163
[3] https://apply.interfolio.com/81030
[3] https://news.berkeley.edu/2020/10/27/to-help-diversify-stem-faculty-berkeley-led-model-goes-national/
[2] https://propel.stanford.edu/application-information/

Top URLs in Tweet in G4:
[5] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9zcmM9c29jX3R3X3NoYXJl&ac=401
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-02471-6
[1] https://www.insidehighered.com/advice/2020/12/18/increasingly-disproportionate-service-burden-female-faculty-bear-will-have#.X9y3zXBIFoc.twitter
[1] https://twitter.com/Carrie_H_S/status/1348750437155962882
[1] https://www.youtube.com/watch?v=_uXKKxbEC_c&feature=youtu.be

[1] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9mYmNsaWQ9SXdBUjFvUzBfMzJiLUpHcDNObWNkRTlPU21ITDBWeUxoN1l1MG9hTmNQVklncDd2SUNZNjN0QVlNWldQcw==&ac=401
[1] https://twitter.com/dansnyd24/status/1340651023619284992
[1] https://www.nytimes.com/2020/08/11/health/microaggression-medicine-doctors.html
[1] https://twitter.com/__JasminBrooks/status/1339916589811032065
[1] https://civilservice.blog.gov.uk/2019/07/08/please-dont-call-me-bame-or-bme/

Top URLs in Tweet in G5:
[1] https://twitter.com/BlkInEngineerng/status/1344391705563377667

Top URLs in Tweet in G6:
[4] https://www.motherjones.com/anti-racism-police-protest/2020/06/blackintheivory-racism-academia-science-stem/
[1] https://psu.wd1.myworkdayjobs.com/en-US/PSU_Academic/job/University-Park-Campus/Tenure-Track-Faculty-Position-in-Water-Systems-Science_REQ_0000009148-1
[1] https://twitter.com/theblackschlr/status/1338913901275009029
[1] https://www.nejm.org/doi/full/10.1056/NEJMp2023999?query=TOC&cookieSet=1
[1] https://www.motherjones.com/politics/2020/12/black-professor-colleague-called-cops-david-moore-sacramento-state-racial-bias-academia/
[1] https://twitter.com/MotherJones/status/1340104598997098499
[1] https://twitter.com/drbrittanij/status/1340000756997500930
[1] https://link.medium.com/MhAdhDcmlcb
[1] https://twitter.com/vernon_w_cisney/status/1340493341524410370
[1] https://twitter.com/danamctigue/status/1341086678459559939

Top URLs in Tweet in G7:
[1] https://twitter.com/socratemp2/status/1346871178896531460
[1] https://twitter.com/attorneycrump/status/1341743863988322305
[1] https://www.motherjones.com/politics/2020/12/black-professor-colleague-called-cops-david-moore-sacramento-state-racial-bias-academia/

Top URLs in Tweet in G8:
[2] https://education.wisc.edu/news/article-by-uw-madisons-burt-examines-influences-on-engineering-grad-students-career-paths/
[1] https://twitter.com/CellPressNews/status/1344251915832537090
[1] https://twitter.com/ApplewhiteDerek/status/1343574377627959296
[1] https://twitter.com/KafuiDzirasa/status/1276164280367415296
[1] https://twitter.com/IshmailSaboor/status/1347976312842018820

Top URLs in Tweet in G9:
[2] https://www.melaninmed.com/
[1] https://twitter.com/nationalmedassn/status/1348270881102028802
[1] https://twitter.com/uche_blackstock/status/1338138646260670473

Top Domains
Top Domains in Tweet in Entire Graph:
[53] twitter.com
[10] stanford.edu
[9] theprofessorisin.com
[7] mit.edu
[7] medscape.com
[7] google.com
[6] diverseeducation.com
[6] youtube.com
[6] motherjones.com
[5] academicjobsonline.org

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[3] twitter.com
[1] gsu.edu

Top Domains in Tweet in G3:
[10] stanford.edu
[6] mit.edu
[5] academicjobsonline.org
[4] theguardian.com
[4] keystonesymposia.org
[4] interfolio.com
[3] lbl.gov
[3] berkeley.edu
[2] google.com
[2] twitter.com

Top Domains in Tweet in G4:
[6] medscape.com
[6] twitter.com
[2] nature.com
[1] insidehighered.com
[1] youtube.com
[1] nytimes.com
[1] gov.uk
[1] nypost.com
[1] medium.com
[1] ac.uk

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

Top Domains in Tweet in G6:
[9] twitter.com
[5] motherjones.com
[1] myworkdayjobs.com
[1] nejm.org
[1] medium.com
[1] mit.edu
[1] navcap.io

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

Top Domains in Tweet in G8:
[4] twitter.com
[2] wisc.edu

Top Domains in Tweet in G9:
[2] twitter.com
[2] melaninmed.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[344] blackintheivory
[57] blackinstem
[47] academictwitter
[38] academicchatter
[35] womeninstem
[28] blacklivesmatter
[27] academicjobs
[26] phdchat
[26] phd
[20] lgbtinstem



Top Hashtags in Tweet in G1:
[7] blackintheivory
[6] blackinstem
[1] blackinacademia
[1] academicchatter
[1] universities
[1] ukuniversity
[1] professors
[1] bameinstem
[1] shutdownstem
[1] shutdownacademia

Top Hashtags in Tweet in G2:
[7] blackintheivory
[5] academictwitter
[4] urbaneducation
[3] blackinstem
[1] blacktwitter
[1] blacklivesmatter
[1] sciencetwitter
[1] scicomm

Top Hashtags in Tweet in G3:
[37] blackintheivory
[28] womeninstem
[26] academicjobs
[23] academictwitter
[22] phdchat
[22] academicchatter
[21] phd
[20] blackinstem
[18] lgbtinstem
[16] postdoc

Top Hashtags in Tweet in G4:
[32] blackintheivory
[7] blackmedtwitter
[5] followall
[5] blackmeninmedicine
[4] blackwomeninmedicine
[4] medtwitter
[4] climatejustice
[3] racism
[3] sexism
[3] blacktwitter

Top Hashtags in Tweet in G5:
[15] blackintheivory
[7] equity
[5] blackinstem
[5] blackinmarinescience
[5] blackingeoscienceweek
[3] womeninstem
[2] blackauthors
[1] marinemicrobiologist
[1] childrensbooks
[1] blackinbiosphere

Top Hashtags in Tweet in G6:
[47] blackintheivory
[4] blackinstem
[3] academictwitter
[3] woty2020
[2] medtwitter
[2] academicchatter
[2] blacklivesmatter
[2] blackexcellence
[2] blackandstem
[2] lgbtinstem

Top Hashtags in Tweet in G7:
[4] blackintheivory
[2] highered
[2] sapro
[1] hbcu
[1] academicchatter
[1] blacklivesmatter
[1] academictwitter
[1] sachat
[1] blksap

Top Hashtags in Tweet in G8:
[9] blackintheivory
[5] representationmatters
[3] blacklivesmatter
[2] blackinstem
[1] blackandstem
[1] stemeducation
[1] academictwitter
[1] academicchatter
[1] phdchat
[1] blackinmarinescience

Top Hashtags in Tweet in G9:
[8] blackintheivory
[8] covid19
[7] covidvaccine
[3] medtwitter
[3] blackmedtwitter
[2] blackwomenlead
[2] blm
[1] blackwomeninmedicine
[1] modernavaccine
[1] iamblackhistory

Top Hashtags in Tweet in G10:
[1] chirptycircle
[1] coincme20
[1] cardiology
[1] cardioonc
[1] cvprev
[1] innovation
[1] womenincardiology
[1] blackintheivory

Top Words
Top Words in Tweet in Entire Graph:
[344] #blackintheivory
[239] black
[186] list
[114] help
[111] thank
[107] excited
[104] scientists
[92] phdgprotein86
[91] announce
[91] 1000

Top Words in Tweet in G1:
[7] #blackintheivory
[6] blackinscicomm
[6] blackinchem
[6] #blackinstem
[5] way
[5] cool
[5] blackinstemed
[5] realscientists
[4] broaderimpact
[3] proftimnoakes

Top Words in Tweet in G2:
[178] list
[94] thank
[91] black
[90] scientists
[89] phdgprotein86
[89] excited
[89] announce
[89] 1000
[89] commofscholars
[89] help

Top Words in Tweet in G3:
[48] academicequity
[37] #blackintheivory
[36] apply
[28] #womeninstem
[28] thesocscientist
[26] check
[25] program
[24] #academicjobs
[23] science
[23] #academictwitter

Top Words in Tweet in G4:
[40] black
[32] #blackintheivory
[16] racism
[14] medicine
[13] more
[13] help
[12] department
[12] family
[12] community
[12] healthcare

Top Words in Tweet in G5:
[52] drocean24
[47] representation
[45] another
[45] diversity
[45] inclusion
[45] seminar
[45] matters
[45] equality
[45] equity
[15] #blackintheivory

Top Words in Tweet in G6:
[47] #blackintheivory
[11] black
[6] digital
[6] tiktoked
[5] year
[5] call
[5] day
[5] fancam
[5] over
[5] first

Top Words in Tweet in G7:
[64] don
[64] go
[32] inner
[32] voice
[32] two
[32] years
[32] ago
[32] finance
[32] professor
[32] david

Top Words in Tweet in G8:
[15] sharing
[15] thank
[14] one
[14] highlights
[14] 2020
[14] voice
[14] having
[14] heard
[14] cellcellpress
[13] armstrongflylab

Top Words in Tweet in G9:
[26] surgeon
[17] iâ
[13] hi
[13] orthopedic
[13] friend
[13] dineemd
[13] transplant
[13] both
[13] operating
[13] today

Top Words in Tweet in G10:
[8] mmamas1973
[8] iamritu
[8] hvanspall
[8] docsavagetju
[8] fischman_david
[8] anastasiasmihai
[8] mirvatalasnag
[8] purviparwani
[8] dbelardomd
[7] drbrowncares

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[93] black,scientists
[92] list,thank
[91] excited,announce
[91] announce,1000
[91] 1000,black
[91] scientists,list
[91] thank,commofscholars
[91] commofscholars,help
[91] help,assembling
[91] assembling,list

Top Word Pairs in Tweet in G1:
[6] #blackinstem,#blackintheivory
[5] way,cool
[5] cool,blackinscicomm
[5] blackinscicomm,blackinstemed
[5] blackinstemed,blackinchem
[5] blackinchem,realscientists
[5] realscientists,#blackinstem
[4] broaderimpact,way
[2] brenmccarthy13,truthsayerodet1
[2] truthsayerodet1,proftimnoakes

Top Word Pairs in Tweet in G2:
[90] black,scientists
[90] list,thank
[89] excited,announce
[89] announce,1000
[89] 1000,black
[89] scientists,list
[89] thank,commofscholars
[89] commofscholars,help
[89] help,assembling
[89] assembling,list

Top Word Pairs in Tweet in G3:
[19] #phdchat,#academictwitter
[18] #phd,#phdchat
[18] #blackintheivory,#blackinstem
[18] #academicchatter,#blackintheivory
[17] #academictwitter,#academicchatter
[15] #academicjobs,#sciencejobs
[15] getting,excited
[15] excited,first
[15] first,intersections
[15] intersections,science

Top Word Pairs in Tweet in G4:
[11] please,retweet
[11] retweet,tag
[11] tag,black
[11] black,healthcare
[11] healthcare,professional
[11] professional,know
[11] know,down
[11] down,help
[11] help,word
[10] more,department

Top Word Pairs in Tweet in G5:
[45] another,diversity
[45] diversity,inclusion
[45] inclusion,seminar
[45] seminar,representation
[45] representation,matters
[45] matters,equality
[45] equality,equity
[44] drocean24,another
[7] womensciencerfs,#equity
[7] #equity,#blackintheivory

Top Word Pairs in Tweet in G6:
[4] fancam,tiktoked
[4] black,female
[4] female,scientist
[4] scientist,first
[4] first,day
[4] day,work
[4] work,colleague
[4] colleague,threatened
[4] threatened,call
[4] call,cops

Top Word Pairs in Tweet in G7:
[64] don,go
[32] inner,voice
[32] voice,don
[32] go,don
[32] go,two
[32] two,years
[32] years,ago
[32] ago,finance
[32] finance,professor
[32] professor,david

Top Word Pairs in Tweet in G8:
[14] one,highlights
[14] highlights,2020
[14] 2020,sharing
[14] sharing,voice
[14] voice,having
[14] having,heard
[14] heard,thank
[14] thank,cellcellpress
[13] armstrongflylab,one
[13] cellcellpress,opportu

Top Word Pairs in Tweet in G9:
[13] orthopedic,surgeon
[13] surgeon,friend
[13] friend,dineemd
[13] dineemd,transplant
[13] transplant,surgeon
[13] surgeon,both
[13] both,operating
[13] operating,today
[12] lindasuleimanmd,hi
[11] hi,iâ

Top Word Pairs in Tweet in G10:
[8] mmamas1973,iamritu
[8] iamritu,hvanspall
[8] hvanspall,docsavagetju
[8] docsavagetju,fischman_david
[8] fischman_david,anastasiasmihai
[8] anastasiasmihai,mirvatalasnag
[8] mirvatalasnag,purviparwani
[8] purviparwani,dbelardomd
[7] drbrowncares,mmamas1973

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@phdgprotein86
@commofscholars
@drocean24
@academicequity
@cynduja
@thesocscientist
@drshardedavis
@stanford
@cellcellpress
@acs_research

Top Mentioned in G1:
@blackinscicomm
@blackinchem
@blackinstemed
@realscientists
@broaderimpact
@proftimnoakes
@truthsayerodet1
@criminotweet
@reneebleau
@dbetteracademia

Top Mentioned in G2:
@phdgprotein86
@commofscholars
@prof_flowers
@labpallas
@cellmentor
@cellcellpress

Top Mentioned in G3:
@academicequity
@thesocscientist
@stanford
@uconnansc
@uw
@drocean24
@mit
@portland_state
@ucberkeley
@tuftsph

Top Mentioned in G4:
@drbrittanij
@tjuhospital
@dansnyd24
@sharonnehayes
@reneecrichlowmd
@ucmerced
@aaberhe
@drfna
@arctic_nilou
@gradydoctor

Top Mentioned in G5:
@drocean24
@womensciencerfs
@juliecwikla
@angie_rasmussen
@virusesimmunity

Top Mentioned in G7:
@cynduja
@motherjones
@attorneycrump
@fsmith827

Top Mentioned in G8:
@cellcellpress
@armstrongflylab
@uwmadeducation
@uw_diversity
@uwmadisonmedia
@christinastem
@peiferlabunc
@phdgprotein86
@commofscholars

Top Mentioned in G9:
@dineemd
@lindasuleimanmd
@kizzyphd
@drayanajordan
@ayshakhoury
@snma
@dkcchatman
@shimondcohen
@writesolution
@okanlami

Top Mentioned in G10:
@iamritu
@hvanspall
@docsavagetju
@fischman_david
@anastasiasmihai
@mirvatalasnag
@purviparwani
@dbelardomd
@drbrowncares
@mmamas1973

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@chidambara09
@femtech_
@cipherequality
@lizditz
@vedehimajumdar
@eraser
@googleexpertuk
@jeannie_hartley
@mikereesem

Top Tweeters in G1:
@googleexpertuk
@realscientists
@hrw
@proftimnoakes
@reddit
@marikasboros
@dorothydalton
@truthsayerodet1
@arghavan_salles
@priyamvadagopal

Top Tweeters in G2:
@cipherequality
@jeannie_hartley
@bibmomma3
@mchammer
@scicommbot
@acidheist
@landis_lain
@brilliantblkgrl
@kbjurgens
@biggmarv

Top Tweeters in G3:
@femtech_
@trendsinai
@amcell
@dawnbazely
@jimlynchcodes
@education_24x7
@diversityup
@stem_ai
@kindracotton
@pyscalellc

Top Tweeters in G4:
@time
@dawnmgibson
@mededbot
@drfna
@harveygmcdonald
@shakespearelovr
@deepseadawn
@roguechieftan
@chasetmanderson
@learothawms

Top Tweeters in G5:
@stem_nastics
@carolicen
@according2mj
@kagomehime369
@thetjartist
@6string_graham
@bettinajudd
@sciencemadame
@waterbarnes
@evodevodiva

Top Tweeters in G6:
@iconohash
@lostinsocietay
@grammargirl
@tweezythyme
@termycornall
@astrojthe3
@felicialynne
@magusnet
@councilviews
@chrisw_pharmag

Top Tweeters in G7:
@vedehimajumdar
@mikereesem
@jjdebenedictis
@toniragusa
@sumoh7
@motherjones
@nanab_2010
@thefarmerjones
@jcmppernu
@judbell43

Top Tweeters in G8:
@peiferlabunc
@nsf
@black_students
@blackandstem
@uwmadisonmedia
@amyshaubmaddox
@blkinengineerng
@cellcellpress
@rrbehringer
@meaganpollock

Top Tweeters in G9:
@lizditz
@ubudoc
@_mkathryn
@abbywuim
@ano23390260
@uche_blackstock
@dana64769765
@drayanajordan
@blakegirardot
@rebeccamuhle

Top Tweeters in G10:
@hragy
@anastasiasmihai
@vietheartpa
@iamritu
@mmamas1973
@purviparwani
@mirvatalasnag
@hvanspall
@pooh_velagapudi
@castldalmunzie