#NLProc, Twitter, 3/14/2016 2:04:52 PM, 64693


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#NLProc_2016-03-13_21-36-26.xlsx
#NLProc_2016-03-13_21-36-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 14, 2016
Short Description:
#NLProc via NodeXL http://bit.ly/1V6xx8V
@nlpandcss
@lowlandscph
@stanfordnlp
@assorizontal
@sethgrimes
@textmining_r
@cisco_mobile

Description:
Description
The graph represents a network of 1,674 Twitter users whose tweets in the requested range contained "#NLProc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 14 March 2016 at 04:37 UTC.

The requested start date was Sunday, 13 March 2016 at 23:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 48-day, 6-hour, 37-minute period from Monday, 25 January 2016 at 12:38 UTC to Sunday, 13 March 2016 at 19:16 UTC.

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 : 1674
Unique Edges : 3468
Edges With Duplicates : 3423
Total Edges : 6891
Self-Loops : 811
Reciprocated Vertex Pair Ratio : 0.0263696876600102
Reciprocated Edge Ratio : 0.0513843851334497
Connected Components : 41
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 1603
Maximum Edges in a Connected Component : 6769
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.375982
Graph Density : 0.00143147794652721
Modularity : 0.367823
NodeXL Version : 1.0.1.350

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[64] http://arxiv.org/abs/1512.00965
[64] http://blogs.microsoft.com/next/2016/01/25/microsoft-releases-cntk-its-open-source-deep-learning-toolkit-on-github/
[63] https://github.com/Microsoft/CNTK
[48] https://slator.com/features/just-how-big-is-the-natural-language-processing-market/
[47] http://breakthroughanalysis.com/2016/02/04/text-analytics-money-talks/
[43] https://sense2vec.spacy.io/
[40] http://m.cacm.acm.org/magazines/2016/3/198856-deep-or-shallow-nlp-is-breaking-out/fulltext
[40] http://nlp.stanford.edu/courses/NAACL2013/
[38] http://www.amazon.com/gp/product/0596516495/ref=as_li_tl?ie=UTF8&camp=1789&creative=390957&creativeASIN=0596516495&linkCode=as2&tag=disdatlab-20&linkId=YJP4HWC7T3JUOJMK
[37] https://www.youtube.com/watch?v=SUbqykXVx0A

Top URLs in Tweet in G1:
[28] http://interop2016.github.io
[20] http://www.meetup.com/IMUG-Silicon-Valley/
[19] http://www.amazon.com/gp/product/0596516495/ref=as_li_tl?ie=UTF8&camp=1789&creative=390957&creativeASIN=0596516495&linkCode=as2&tag=disdatlab-20&linkId=YJP4HWC7T3JUOJMK
[18] http://blog.siftnlp.com/natural-language-processing-blogs
[18] https://twitter.com/nodexl/status/703962170237685760
[18] https://sites.google.com/site/nlpandcss/
[17] https://www.youtube.com/watch?v=SUbqykXVx0A
[16] http://breakthroughanalysis.com/2016/02/04/text-analytics-money-talks/
[15] http://celct.fbk.eu:8080/Alcide_Demo/
[15] http://arxiv.org/abs/1512.00965

Top URLs in Tweet in G2:
[52] https://github.com/Microsoft/CNTK
[52] http://blogs.microsoft.com/next/2016/01/25/microsoft-releases-cntk-its-open-source-deep-learning-toolkit-on-github/
[28] http://m.cacm.acm.org/magazines/2016/3/198856-deep-or-shallow-nlp-is-breaking-out/fulltext
[24] https://www.technologyreview.com/s/546301/will-machines-eliminate-us/
[24] http://acl2016.org/index.php?article_id=51
[19] http://blog.thehumangeo.com/ner-intro.html
[19] http://nlp.stanford.edu/courses/NAACL2013/
[17] http://www.wildml.com/2015/11/understanding-convolutional-neural-networks-for-nlp/
[16] http://www.offconvex.org/2016/02/14/word-embeddings-2/
[15] http://stanfordnlp.github.io/CoreNLP/

Top URLs in Tweet in G3:
[24] http://breakthroughanalysis.com/2016/02/04/text-analytics-money-talks/
[24] http://breakthroughanalysis.com/2016/02/15/ai-world-have-your-bot-call-mine/
[22] https://slator.com/features/just-how-big-is-the-natural-language-processing-market/
[22] http://sentimentsymposium.com/call-for-speakers
[12] http://www.receptiviti.ai/how-artificial
[11] http://breakthroughanalysis.com/?p=3631
[8] http://SentimentSymposium.com
[7] http://www.dictanova.com/actualites/dictanova-leve-12-millions-deuros-pour-accelerer-son-developpement.html
[7] https://unite.un.org/ideas/content/linkssdgs-data-visualization-challenge
[6] http://BreakthroughAnalysis.com

Top URLs in Tweet in G4:
[19] https://districtdatalabs.squarespace.com/natural-language-processing-with-python
[18] http://www.amazon.com/gp/product/0596516495/ref=as_li_tl?ie=UTF8&camp=1789&creative=390957&creativeASIN=0596516495&linkCode=as2&tag=disdatlab-20&linkId=YJP4HWC7T3JUOJMK
[17] http://www.datasciencecentral.com/profiles/blogs/a-tale-about-lda2vec-when-lda-meets-word2vec
[13] https://www.producthunt.com/tech/thoughtly-s-ellipse-2-0
[10] https://slator.com/features/just-how-big-is-the-natural-language-processing-market/
[9] http://www.datasciencecentral.com/profiles/blogs/sentiment-analysis-with-the-bag-of-words
[9] http://www.nytimes.com/glogin?URI=http%3A%2F%2Fopen.blogs.nytimes.com%2F2016%2F02%2F01%2Fhow-to-build-a-timesmachine%2F%3F_r%3D1
[8] http://www.receptiviti.ai/how-artificial
[8] https://twitter.com/stevndmills/status/707146703988781056
[8] http://softwarerecs.stackexchange.com/questions/28426/open-source-dialog-system-natural-language-processing-engine

Top URLs in Tweet in G5:
[8] https://medium.com/art-marketing/a-conversation-between-two-ais-c929d4f5f1d0
[8] http://m.lavoixdunord.fr/economie/vieillissement-de-la-population-la-silver-economie-ia0b0n3314909
[5] https://medium.com/art-marketing/a-conversation-between-two-ais-c929d4f5f1d0#.95xnd4qh8
[3] https://www.youtube.com/watch?v=BVMx24dtko0&feature=youtu.be
[3] http://m.20minutes.fr/lille/1781583-20160207-lille-outils-futuristes-ameliorer-quotidien-personnes-agees
[2] http://robohub.org/robotics-ai-and-automation-in-forbes-30-under-30/
[2] http://www-nlp.stanford.edu/links/statnlp.html
[2] http://m.cacm.acm.org/news/198856-deep-or-shallow-nlp-is-breaking-out/fulltext#.VtflbDY2w2g.twitter
[2] https://www.shopify.com/enterprise/89549446-text-based-assistants-a-new-frontier-for-digital-shopping
[2] http://www.science20.com/news_articles/artificial_intelligence_may_tell_us_whats_going_to_be_big_in_science_this_year-165373

Top URLs in Tweet in G6:
[19] https://www.youtube.com/watch?v=SUbqykXVx0A
[8] http://www.ibtimes.co.uk/voice-controlled-drone-takes-home-amazon-prize-1543892
[6] http://arxiv.org/abs/1512.00965
[5] https://www.youtube.com/watch?v=eve8DkkVdhI
[5] https://www.youtube.com/watch?v=v0rPu_pl0D8
[4] http://googleresearch.blogspot.com/2016/01/alphago-mastering-ancient-game-of-go.html
[4] http://betanews.com/2016/01/30/alexa-turn-on-kitchen-lights-setting-up-cree-bulbs-with-amazon-echo-and-wink-hub/
[4] http://arxiv.org/pdf/1602.06977v2.pdf
[4] https://www.youtube.com/watch?v=vFr3K2DORc8
[4] http://opusresearch.net/wordpress/2016/02/29/we-hear-an-echo-sharing-economy-strikes-a-balance-between-artificial-intelligence-and-human-input/

Top URLs in Tweet in G7:
[6] http://www.isi.edu/natural-language/people/voynich-11.pdf
[5] https://www.fing.edu.uy/inco/grupos/pln/lineamientos.html
[4] http://compling.eecs.qmul.ac.uk/nlp-seminar/
[3] http://drelhaj.github.io/Java_WordCloud_LogLikelihood/
[3] http://www.macs.hw.ac.uk/InteractionLab/INLG2016/
[3] http://www.eecs.qmul.ac.uk/events/view/distinguished-lecture-seminar-professor-bob-coecke
[3] http://www.umigon.com/
[2] https://github.com/utcompling/applied-nlp/wiki/Schedule
[2] https://twitter.com/ChrisDiehl/status/707588360588529664
[2] http://dws.informatik.uni-mannheim.de/en/teaching/courses-for-master-candidates/cs-707-data-and-web-science-seminar/

Top URLs in Tweet in G8:
[9] https://www.reddit.com/r/textdatamining/comments/433g37/intro_to_text_analysis_with_r/
[8] https://www.reddit.com/r/textdatamining/comments/49tt1j/who_cares_about_sarcastic_tweets_investigating/
[7] https://www.reddit.com/r/textdatamining/comments/468tv5/deep_learning_for_natural_language_processing/
[6] https://www.reddit.com/r/textdatamining/comments/439cxe/deep_learning_for_natural_language_processing/
[6] https://www.reddit.com/r/textdatamining/comments/4403y0/a_brief_history_of_neural_nets_and_deep_learning/
[6] https://www.reddit.com/r/textdatamining/
[5] https://www.reddit.com/r/textdatamining/comments/49cm9u/tutorial_what_is_wordnet_a_conceptual/
[4] https://www.reddit.com/r/textdatamining/comments/458xz8/an_annotated_list_of_resources_for_statistical/
[4] https://www.reddit.com/r/textdatamining/comments/45wpac/a_discriminative_graphbased_parser_for_the/
[3] https://www.reddit.com/r/textdatamining/comments/44b6ke/what_nlp_text_analytics_companies_got_funded_in/

Top URLs in Tweet in G9:
[27] https://nlppeople.com/job/adapt-centre-trinity-college-dublin-43-research-engineer/
[6] https://www.celi.it/it/blog/2016/03/la-grammatica-di-facebook/
[5] https://nlppeople.com/job/kip-nyc-preferred-remote-ok-43-nlp-engineerscientist/
[4] https://nlppeople.com/index.php/job/6015
[4] http://fr.slideshare.net/edelpech/dcouverte-du-traitement-automatique-des-langues
[3] https://nlppeople.com/index.php/job/5941
[3] https://nlppeople.com/?p=19503
[3] https://nlppeople.com/?p=19722
[3] https://nlppeople.com/index.php/job/6022
[2] https://nlppeople.com/index.php/job/6032

Top URLs in Tweet in G10:
[16] http://nlp.stanford.edu/blog/wikitablequestions-a-complex-real-world-question-understanding-dataset/
[8] http://www.nist.gov/itl/iad/mig/lorehlt.cfm
[7] http://www.emnlp2016.net/
[7] http://aylien.com/super-bowl-50-tweets
[7] http://blog.aylien.com/post/131228449383/building-a-twitter-sentiment-analysis-process-in
[6] http://blog.aylien.com/post/112151714178/text-analysis-101-explicit-semantic-analysis
[6] https://developer.aylien.com/signup?utm_source=BLog%20CTA%20Sign%20up&utm_medium=Blog&utm_campaign=Blog%20CTA
[5] http://blog.aylien.com/post/131230086203/getting-started-with-the-text-analysis-by-aylien
[4] http://egrefen.com/docs/HowMuchLinguistics2015.pdf
[4] http://blog.aylien.com/post/103129435613/text-analysis-the-unsung-hero-of-news-aggregation

Top Domains
Top Domains in Tweet in Entire Graph:
[316] twitter.com
[273] nlppeople.com
[196] github.com
[172] reddit.com
[168] arxiv.org
[146] breakthroughanalysis.com
[114] youtube.com
[103] stanford.edu
[80] github.io
[78] slator.com

Top Domains in Tweet in G1:
[164] twitter.com
[142] nlppeople.com
[70] reddit.com
[60] github.com
[57] youtube.com
[50] fbk.eu
[50] github.io
[45] arxiv.org
[44] breakthroughanalysis.com
[40] google.com

Top Domains in Tweet in G2:
[103] github.com
[60] twitter.com
[60] arxiv.org
[52] microsoft.com
[41] stanford.edu
[39] idibon.com
[28] acm.org
[27] acl2016.org
[24] technologyreview.com
[19] thehumangeo.com

Top Domains in Tweet in G3:
[88] breakthroughanalysis.com
[35] sentimentsymposium.com
[29] slator.com
[19] receptiviti.ai
[14] twitter.com
[12] monkeylearn.com
[9] vimeo.com
[7] dictanova.com
[7] linguistic-lod.org
[7] un.org

Top Domains in Tweet in G4:
[37] twitter.com
[26] datasciencecentral.com
[19] squarespace.com
[18] amazon.com
[14] github.com
[13] producthunt.com
[12] dzone.com
[12] receptiviti.ai
[11] reddit.com
[10] slator.com

Top Domains in Tweet in G5:
[13] medium.com
[8] lavoixdunord.fr
[7] venturebeat.com
[6] wordpress.com
[5] businesswire.com
[5] techcrunch.com
[5] youtube.com
[3] stanford.edu
[3] slator.com
[3] co.uk

Top Domains in Tweet in G6:
[44] youtube.com
[11] blogspot.com
[10] co.uk
[10] arxiv.org
[8] twitter.com
[7] cnet.com
[7] wired.com
[6] opusresearch.net
[5] linkedin.com
[5] google.com

Top Domains in Tweet in G7:
[15] ac.uk
[7] github.io
[6] isi.edu
[5] twitter.com
[5] edu.uy
[5] stanford.edu
[5] umigon.com
[3] github.com
[2] uni-mannheim.de
[2] technologyreview.com

Top Domains in Tweet in G8:
[80] reddit.com
[2] sentimentsymposium.com
[2] stanford.edu
[2] arxiv.org
[1] stevenloria.com
[1] monkeylearn.com
[1] spacy.io
[1] cltk.org
[1] visualgenome.org
[1] acl2016.org

Top Domains in Tweet in G9:
[121] nlppeople.com
[6] celi.it
[4] slideshare.net
[2] twitter.com
[2] slator.com
[1] monkeylearn.com
[1] emnlp2016.net
[1] alistapart.com
[1] spacy.io
[1] breakthroughanalysis.com

Top Domains in Tweet in G10:
[43] aylien.com
[16] stanford.edu
[8] nist.gov
[7] emnlp2016.net
[4] egrefen.com
[3] visualgenome.org
[3] github.com
[3] aclweb.org
[3] socialmedia-class.org
[2] mascsll.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5006] nlproc
[547] machinelearning
[328] bigdata
[326] datascience
[270] ai
[253] job
[252] artificialintelligence
[251] nlppeople
[230] textanalytics
[161] deeplearning



Top Hashtags in Tweet in G1:
[2161] nlproc
[194] machinelearning
[131] nlppeople
[129] job
[122] bigdata
[117] datascience
[89] textanalytics
[87] artificialintelligence
[77] ai
[67] t9n

Top Hashtags in Tweet in G2:
[640] nlproc
[108] dlearn
[57] machinelearning
[57] acl2016berlin
[23] deeplearning
[22] word2vec
[18] apachespark
[17] wordembeddings
[16] glove
[11] ie

Top Hashtags in Tweet in G3:
[358] nlproc
[64] textanalytics
[49] cx
[45] ai
[45] mrx
[34] machinelearning
[30] datascience
[28] bigdata
[18] linkeddata
[12] semanticweb

Top Hashtags in Tweet in G4:
[451] nlproc
[153] bigdata
[127] datascience
[87] ai
[71] machinelearning
[38] textmining
[38] python
[32] textanalytics
[27] abdsc
[22] deeplearning

Top Hashtags in Tweet in G5:
[153] nlproc
[32] ai
[17] machinelearning
[9] deeplearning
[6] healthcare
[6] job
[5] ecommerce
[5] silversurfer
[4] bots
[4] tts

Top Hashtags in Tweet in G6:
[280] nlproc
[154] artificialintelligence
[104] machinelearning
[8] virtualreality
[7] deeplearning
[5] machineintelligence
[5] bigdata
[5] rstats
[4] ai
[3] artificalintelligence

Top Hashtags in Tweet in G7:
[113] nlproc
[6] machinelearning
[6] twitter
[5] openscience
[5] ml
[5] deeplearning
[4] acl2016berlin
[4] datascience
[3] python
[3] lrec2016

Top Hashtags in Tweet in G8:
[101] nlproc
[25] deeplearning
[16] machinelearning
[9] rstats
[3] ml
[2] cx
[2] mrx
[1] sentimentanalysis
[1] finance
[1] textmining

Top Hashtags in Tweet in G9:
[146] nlproc
[112] job
[110] nlppeople
[7] news
[6] reactions
[6] emoji
[6] emotions
[5] petaloso
[5] sentimentanalysis
[4] nlp

Top Hashtags in Tweet in G10:
[117] nlproc
[31] textanalysis
[9] nlp
[8] machinelearning
[8] deeplearning
[8] mldublin
[7] naacl
[7] ai
[7] sentimentanalysis
[6] naacl2016

Top Words
Top Words in Tweet in Entire Graph:
[2052] Words in Sentiment List#1: Positive
[671] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[70913] Non-categorized Words
[73636] Total Words
[4381] nlproc
[707] language
[625] natural
[474] machinelearning
[456] processing

Top Words in Tweet in G1:
[1844] nlproc
[253] language
[239] nlppeople
[221] natural
[187] text
[183] nlp
[171] processing
[156] machinelearning
[146] job
[133] ai

Top Words in Tweet in G2:
[502] nlproc
[223] stanfordnlp
[121] language
[113] natural
[77] learning
[77] https
[76] fast
[75] neural
[74] processing
[65] stanford

Top Words in Tweet in G3:
[323] nlproc
[148] sethgrimes
[69] ai
[62] sentiment
[54] textanalytics
[53] language
[51] analysis
[49] cx
[48] text
[47] natural

Top Words in Tweet in G4:
[418] nlproc
[128] bigdata
[125] language
[120] natural
[117] processing
[115] datascience
[97] ai
[73] python
[67] machinelearning
[67] kirkdborne

Top Words in Tweet in G5:
[149] nlproc
[33] ai
[22] assorizontal
[21] ergonotics
[16] machinelearning
[16] https
[15] pour
[13] stanfordnlp
[13] two
[13] dtunkelang

Top Words in Tweet in G6:
[275] nlproc
[142] artificialintelligence
[88] here's
[86] cisco_mobile
[84] machinelearning
[54] ai
[39] voice
[38] amazon
[33] google
[30] go

Top Words in Tweet in G7:
[90] nlproc
[21] jasonbaldridge
[17] terms
[16] utaustin
[15] computational
[15] linguistics
[13] interested
[12] professional
[12] masters
[11] people

Top Words in Tweet in G8:
[84] nlproc
[62] textmining_r
[27] learning
[25] analysis
[23] deep
[23] deeplearning
[22] language
[21] natural
[20] stanford
[20] text

Top Words in Tweet in G9:
[164] nlppeople
[146] nlproc
[118] job
[43] engineer
[41] research
[39] united
[29] dublin
[29] ireland
[27] nlp
[21] states

Top Words in Tweet in G10:
[91] nlproc
[31] textanalysis
[28] language
[28] seb_ruder
[26] _aylien
[20] understanding
[18] dataset
[18] natural
[17] new
[16] wikitablequestions

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[600] natural,language
[441] language,processing
[247] nlproc,job
[216] nlproc,artificialintelligence
[200] nlproc,machinelearning
[190] nlppeople,nlproc
[180] deep,learning
[153] sentiment,analysis
[115] nlproc,textanalytics
[108] nlproc,https

Top Word Pairs in Tweet in G1:
[199] natural,language
[167] language,processing
[136] nlppeople,nlproc
[128] nlproc,job
[71] nlproc,artificialintelligence
[67] nlproc,machinelearning
[52] sentiment,analysis
[50] cisco_mobile,here's
[46] text,analytics
[46] deep,learning

Top Word Pairs in Tweet in G2:
[113] natural,language
[73] language,processing
[57] deep,learning
[53] open,source
[52] microsoft,puts
[52] puts,super
[52] super,fast
[52] fast,deep
[52] learning,code
[52] code,cntk

Top Word Pairs in Tweet in G3:
[47] natural,language
[42] sentiment,analysis
[37] language,processing
[34] nlproc,textanalytics
[33] cx,mrx
[31] ai,nlproc
[28] sethgrimes,nlproc
[27] analysis,symposium
[27] 12,nyc
[24] ai,world

Top Word Pairs in Tweet in G4:
[119] natural,language
[111] language,processing
[45] datascience,bigdata
[37] processing,python
[35] bigdata,nlproc
[28] sentiment,analysis
[28] bigdata,datascience
[26] ai,nlproc
[26] nlproc,ai
[26] abdsc,bigdata

Top Word Pairs in Tweet in G5:
[11] simplification,docs
[9] ergonotics,ergonotics
[8] nlproc,machinelearning
[8] stanfordnlp,emerging
[8] emerging,world
[8] world,conversational
[8] conversational,interfaces
[8] interfaces,two
[8] two,ais
[8] ais,schedule

Top Word Pairs in Tweet in G6:
[139] nlproc,artificialintelligence
[46] cisco_mobile,here's
[37] artificialintelligence,machinelearning
[22] google's,ai
[20] go,champion
[20] nlproc,machinelearning
[19] here's,google's
[19] ai,beat
[19] beat,go
[19] champion,nlproc

Top Word Pairs in Tweet in G7:
[15] computational,linguistics
[12] professional,masters
[11] people,interested
[11] interested,professional
[11] masters,program
[11] program,computational
[11] linguistics,utaustin
[11] utaustin,please
[11] please,retweet
[10] jasonbaldridge,people

Top Word Pairs in Tweet in G8:
[23] deep,learning
[21] natural,language
[19] language,processing
[16] learning,natural
[15] sentiment,analysis
[14] nlproc,deeplearning
[13] tutorial,nlproc
[11] textmining_r,deep
[10] processing,stanford
[10] stanford,tutorial

Top Word Pairs in Tweet in G9:
[112] nlproc,job
[47] nlppeople,nlproc
[29] dublin,ireland
[29] ireland,nlppeople
[29] job,research
[28] research,engineer
[27] engineer,dublin
[21] united,states
[19] states,nlppeople
[18] united,kingdom

Top Word Pairs in Tweet in G10:
[18] natural,language
[17] language,understanding
[16] wikitablequestions,new
[16] new,dataset
[16] dataset,natural
[16] understanding,21k
[16] 21k,tables
[16] tables,22k
[16] 22k,questions
[15] seb_ruder,wikitablequestions

Top Replied-To
Top Replied-To in Entire Graph:
@bowlescompling
@yoavgo
@theethnologue
@naacl2016
@thedansimonson
@microsoft
@mitsukuchatbot
@leonderczynski
@linguamatics
@jonandrewdavis

Top Replied-To in G1:
@thedansimonson
@naacl2016
@matthewguz
@jonandrewdavis
@opensap
@keatext
@solyarisoftware
@yoavgo
@marekinfo
@alvations

Top Replied-To in G2:
@theethnologue
@yoavgo
@leonderczynski
@dato
@projectjupyter
@snstrbl
@richardsocher
@jacobeisenstein

Top Replied-To in G3:
@sethgrimes
@bluemonk482

Top Replied-To in G4:
@mitsukuchatbot
@bowlescompling
@nheidloff
@leonderczynski
@lucabernava
@volber1
@unnikked

Top Replied-To in G5:
@microsoft
@clinicalarch
@alphasenseinc
@sugarcrm
@fleksy
@celebrossearch
@gjirafashqip
@diffbot
@brandshieldltd
@samsung

Top Replied-To in G6:
@iamwill
@idibon
@gavagai_corp

Top Replied-To in G7:
@bowlescompling
@lousylinguist
@jasonbaldridge

Top Replied-To in G10:
@naacl2016

Top Mentioned
Top Mentioned in Entire Graph:
@stanfordnlp
@sethgrimes
@nlppeople
@cisco_mobile
@textmining_r
@i18n_mug
@kirkdborne
@idibon
@jmgomez
@dirk_hovy

Top Mentioned in G1:
@nlppeople
@sethgrimes
@cisco_mobile
@i18n_mug
@dirk_hovy
@textmining_r
@jmgomez
@naacl2016
@dh_fbk
@lrec2016

Top Mentioned in G2:
@stanfordnlp
@idibon
@delicious
@acl2016
@richardsocher
@apachespark
@texasmichelle
@data_works
@snstrbl
@seb_ruder

Top Mentioned in G3:
@sethgrimes
@marin_dim
@stanfordnlp
@v_vashishta
@slatornews
@un_uniteideas
@proxem
@receptiviti_ai
@monkeylearn
@i18n_mug

Top Mentioned in G4:
@kirkdborne
@sethgrimes
@jmgomez
@cortical_io
@tonyojeda3
@stanfordnlp
@assorizontal
@thoughtly_me
@stevndmills
@solyarisoftware

Top Mentioned in G5:
@assorizontal
@stanfordnlp
@dtunkelang
@sethgrimes
@ergonotics
@eurasante
@venturebeat
@techcrunch
@claralabs
@witnl

Top Mentioned in G6:
@cisco_mobile
@imdatascientist
@dnm54
@algoritmic
@kevinbcohen
@yvespeirsman
@didou
@nlpndx
@nyasciences
@jkreindler

Top Mentioned in G7:
@jasonbaldridge
@utaustin
@seinecle
@qmeecs
@mpurver
@notredame
@davidweichiang
@docelhaj
@gmonce
@stanfordnlp

Top Mentioned in G8:
@textmining_r
@stanford
@sethgrimes
@stanfordnlp
@slambynews
@spacy_io
@kyle_p_johnson
@seb_ruder
@drfeifei
@acl2016

Top Mentioned in G9:
@nlppeople
@celi_nlp
@kipsearch
@accademiacrusca
@fchiusaroli
@fc
@nuanceent
@tlse_dasci
@uniofedinburgh
@diegobartolome

Top Mentioned in G10:
@seb_ruder
@_aylien
@rapidminer
@cocoweixu
@mystical_wiz
@elizmerkhofer
@dc
@egrefen
@stanfordnlp
@drfeifei

Top Tweeters
Top Tweeters in Entire Graph:
@javascriptd
@nosqldigest
@bigdatatweetbot
@recuweb
@mrx_robot
@arkangelscrap
@afroboi
@thesaddleguy1
@fchiusaroli
@fonseca_pinto

Top Tweeters in G1:
@recuweb
@mrx_robot
@coolbeansweb23
@forgetmebot
@thenutellaman
@nxtstop1
@mybravetweet
@damianome
@techcrunch
@redlocal

Top Tweeters in G2:
@javascriptd
@hiway
@dreammex
@filippimichel
@monkchips
@benosteen
@robert_we
@ayirpelle
@niam
@mikestrattonnet

Top Tweeters in G3:
@afroboi
@thesaddleguy1
@fonseca_pinto
@dominiquevanpee
@prof_vryl
@innova_scape
@biconnections
@thugmetricsnews
@homeaiinfo
@jorgebarba

Top Tweeters in G4:
@nosqldigest
@bigdatatweetbot
@arkangelscrap
@pypi
@brainchatbot
@oakyman
@artuklubay
@drandypardoe
@omonsasi
@wired

Top Tweeters in G5:
@telegraph
@mailonline
@b2community
@20minutes
@thenextweb
@slackhq
@verge
@bostinno
@venturebeat
@tennessean

Top Tweeters in G6:
@gglassfan
@itknowingness
@jingbay
@techxb
@quick13
@shakamunyi
@destandaard
@charlyaztec
@ojmason
@cisco_mobile

Top Tweeters in G7:
@aelkus
@infrahumano
@cra
@chrisdiehl
@pegasus191
@openscience
@_sirbz
@talkingspecies
@caddereputation
@hpiedcoq

Top Tweeters in G8:
@bimboro1
@privilegehealth
@cprimera
@evaortiz597
@mia_out
@learn_lang1
@shirleyyyoung
@fabiux
@marcucciedoardo
@kobi78

Top Tweeters in G9:
@fchiusaroli
@bemeppartyboy
@garghradhika
@amitsingh1234m1
@ineziessenziali
@danrajishika
@nivcalderon
@wxcwxcwxc1
@sharper5050
@kunare_jere25

Top Tweeters in G10:
@datalore_tv
@reddit
@dendisuhubdy
@esraa_ali
@uberalex
@taniokah
@aneesha
@greenbacker
@jameschurchman
@xim_ena