ibm ai, Twitter, 4/19/2019 6:15:54 AM, 194268


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ibm ai_2019-04-18_21-54-17.xlsx
ibm ai_2019-04-18_21-54-17.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 19, 2019
Short Description:
ibm ai via NodeXL http://bit.ly/2KS0yZt
@ibm
@ibmwatson
@venturebeat
@chidambara09
@blenderbot
@topcybernews
@thomas_harrer
@machinelearn_d
@tmmmarshall
@pardoe_ai

Top hashtags:
#ai
#ibm
#iot
#machinelearning
#artificialintelligence
#bigdata
#blockchain
#datascience

Description:
Description
The graph represents a network of 6,075 Twitter users whose recent tweets contained "ibm ai", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 19 April 2019 at 05:22 UTC.

The tweets in the network were tweeted over the 9-day, 17-hour, 55-minute period from Tuesday, 09 April 2019 at 11:04 UTC to Friday, 19 April 2019 at 04:59 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 : 6075
Unique Edges : 9104
Edges With Duplicates : 4508
Total Edges : 13612
Self-Loops : 2964
Reciprocated Vertex Pair Ratio : 0.0247311827956989
Reciprocated Edge Ratio : 0.0482686253934942
Connected Components : 1417
Single-Vertex Connected Components : 1103
Maximum Vertices in a Connected Component : 3939
Maximum Edges in a Connected Component : 11135
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.231919
Graph Density : 0.000232441859047062
Modularity : 0.528509
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[165] https://venturebeat.com/2019/04/10/new-ibm-technique-cuts-ai-speech-recognition-training-time-from-a-week-to-11-hours/
[149] https://www.statnews.com/2019/04/18/ibm-halting-sales-of-watson-for-drug-discovery/
[142] https://www.cnbc.com/2019/04/03/ibm-ai-can-predict-with-95-percent-accuracy-which-employees-will-quit.html
[116] https://spectrum.ieee.org/biomedical/diagnostics/how-ibm-watson-overpromised-and-underdelivered-on-ai-health-care
[83] https://venturebeat.com/?p=2481935
[54] https://www.zerohedge.com/news/2019-04-09/ibms-ai-knows-when-people-will-quit-their-job-95-accuracy
[45] https://www.jadirectives.com/best-business-intelligence-certification-online/
[38] https://www.ibm.com/thought-leadership/institute-business-value/report/ai-sports-video
[36] https://futurism.com/ibm-ai-memories
[36] https://www.ibm.com/partnerworld/watson/ai

Top URLs in Tweet in G1:
[83] https://www.cnbc.com/2019/04/03/ibm-ai-can-predict-with-95-percent-accuracy-which-employees-will-quit.html
[41] https://spectrum.ieee.org/biomedical/diagnostics/how-ibm-watson-overpromised-and-underdelivered-on-ai-health-care
[39] https://www.statnews.com/2019/04/18/ibm-halting-sales-of-watson-for-drug-discovery/
[38] https://venturebeat.com/2019/04/10/new-ibm-technique-cuts-ai-speech-recognition-training-time-from-a-week-to-11-hours/
[16] https://www.zerohedge.com/news/2019-04-09/ibms-ai-knows-when-people-will-quit-their-job-95-accuracy
[14] https://techxplore.com/news/2019-04-ibm-ai-human-resources.html
[13] https://futurism.com/ibm-ai-memories
[12] https://thenewstack.io/how-ibms-corporate-culture-evolved-work-songs-muppets-and-ai/
[12] https://news.ycombinator.com/item?id=19690812
[9] https://www.inc.com/bill-murphy-jr/ibm-says-it-now-has-a-patent-on-a-secret-method-to-predict-when-employees-will-quit-its-95-percent-accurate-is-this-brilliant-or-terrifying.html

Top URLs in Tweet in G2:
[18] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193479
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193489
[16] https://venturebeat.com/2019/04/10/new-ibm-technique-cuts-ai-speech-recognition-training-time-from-a-week-to-11-hours/
[16] https://mailchi.mp/dxworldexpo.com/friday-update-for-cloudexpo-new-york-faculty-393673?e=9810450a36
[13] https://www.ibm.com/blogs/cloud-computing/2019/04/15/machine-learning-cybersecurity/
[11] https://developer.ibm.com/blogs/promote-the-new-applied-ai-coder-experience/?2247037524&linkId=65979896
[10] https://www.ibm.com/de-de/events/thinkatibm
[9] https://www.ibm.com/watson/ai-for-industries/?social_post=2216298899&linkId=65387075
[8] https://www.nesta.org.uk/feature/12-women-ai/
[8] https://www.corrierecomunicazioni.it/digital-economy/cloud/meno-rischi-dallit-piu-valore-ai-big-data-ecco-il-nuovo-multicloud-ibm/

Top URLs in Tweet in G3:
[36] https://www.ibm.com/thought-leadership/institute-business-value/report/ai-sports-video
[18] https://www.digitaltrends.com/cool-tech/ai-fix-satellite-nasa/
[17] https://video.cube365.net/c/912227
[13] https://venturebeat.com/2019/04/10/new-ibm-technique-cuts-ai-speech-recognition-training-time-from-a-week-to-11-hours/
[11] https://video.foxbusiness.com/v/6025141719001/?playlist_id=3166411554001
[10] https://www.engineering.com/AdvancedManufacturing/ArticleID/18873/Using-IIoT-Connected-Devices-for-Worker-Health-Safety.aspx
[9] https://www.cnbc.com/2019/04/03/ibm-ai-can-predict-with-95-percent-accuracy-which-employees-will-quit.html
[7] https://www.oreilly.com/ideas/streamining-your-data-assets-a-strategy-for-the-journey-to-ai?linkId=65755648
[6] https://ibm.conference.bemyapp.com/governance?utm_source=twitter&utm_medium=organic&utm_campaign=speakershoutouts
[6] https://ibm.biz/BdrWi9

Top URLs in Tweet in G4:
[5] https://venturebeat.com/?p=2481935
[5] https://spectrum.ieee.org/biomedical/diagnostics/how-ibm-watson-overpromised-and-underdelivered-on-ai-health-care
[4] http://fortune.com/2019/04/02/ai-healthcare-ibm-watson/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-share-article
[3] https://www.stellar.org/
[3] http://www.cms-connected.com/News-Archive/April-2019/Vendors-Discuss-Gartner-MQ-for-Analytics-BI-Platforms-2019
[3] https://medium.com/ibm-watson/a-version-control-strategy-for-ai-applications-f421d5b91934
[3] https://medium.com/ibm-watson/data-and-ai-data-dev-ops-rules-of-engagement-91748928bad
[3] http://Techthusiast.net
[2] https://www.ibm.com/watson/put-ai-to-work?cm_mmc=OSocial_Twitter-_-Watson+AI_Watson+Core+-+Platform-_-WW_WW-_-IBM+Watson+AI+Journey&cm_mmca1=000000OF&cm_mmca2=10000408&2235221578&linkId=65757096
[2] https://www.ciodive.com/news/ibm-watson-ai-gm-beth-smith-talks-techs-celebrity-need-for-transparency/551346/?linkId=65983588

Top URLs in Tweet in G5:
[26] https://venturebeat.com/2019/04/10/new-ibm-technique-cuts-ai-speech-recognition-training-time-from-a-week-to-11-hours/
[7] https://www.technologyreview.com/s/613270/two-rival-ai-approaches-combine-to-let-machines-learn-about-the-world-like-a-child/
[7] https://www.ibm.com/blogs/research/2019/04/hci-ai/
[4] http://voicesinai.sharedthis.top/8p3q
[4] https://www.wsj.com/articles/ibm-salesforce-agree-to-partner-on-artificial-intelligence-1488834910?mod=share_mobilewebshare
[4] https://ibm.biz/Bd2Wys
[4] https://ibm.biz/Bd2WyF
[3] https://video.foxbusiness.com/v/6025141719001/
[2] https://www.ibm.com/watson/advantage-reports/future-of-artificial-intelligence.html
[2] https://www.rdmag.com/article/2019/04/ibm-platform-uses-ai-predict-chemical-reactions

Top URLs in Tweet in G6:
[10] https://www-01.ibm.com/events/wwe/grp/grp308.nsf/Agenda.xsp?openform&seminar=Z8FDBYES&locale=en_ZZ&cm_mmc=OSocial_Twitter-_-Watson+Customer+Engagement_Watson+Supply+Chain-_-EP_EP-_-WSC-Twitter-Social-Hub-message1-event-Nordics-EP&cm_mmca1=000032PC&cm_mmca2=10006439
[8] https://www.forbes.com/sites/ibm/2016/04/14/cognitive-storytelling-in-the-fourth-dimension/
[7] https://www-01.ibm.com/events/wwe/grp/grp308.nsf/Agenda.xsp?openform&seminar=Z8FDBYES&locale=en_ZZ&cm_mmc=OSocial_Twitter-_-Watson+Customer+Engagement_Watson+Supply+Chain-_-EP_EP-_-WSC-Twitter-Social-Hub-message2-event-Nordic-EP&cm_mmca1=000032PC&cm_mmca2=10006439
[5] https://www.cnbc.com/2019/04/03/ibm-ai-can-predict-with-95-percent-accuracy-which-employees-will-quit.html
[4] http://fortune.com/2019/04/04/ibm-artificial-intelligence-training/
[4] https://www.7wdata.be/future-of-work/ibms-artificial-intelligence-strategy-is-fantastic-but-ai-also-cut-30-of-its-hr-workforce/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-24-7wBlog
[4] https://lnkd.in/g4_guqt
[4] https://lnkd.in/gmvQQW6
[4] https://inno3.it/2019/04/15/letica-nellintelligenza-artificiale-non-e-optional/
[3] https://dy.si/1jN1n4

Top URLs in Tweet in G7:
[59] https://venturebeat.com/?p=2481935
[27] https://venturebeat.com/2019/04/10/new-ibm-technique-cuts-ai-speech-recognition-training-time-from-a-week-to-11-hours/
[9] https://www.healthcareitnews.com/news/cta-ibm-google-others-kick-initiative-set-standards-artificial-intelligence-healthcare
[5] http://snip.ly/hk2z17
[5] https://www.rdmag.com/article/2019/04/ibm-platform-uses-ai-predict-chemical-reactions
[3] https://insiderlouisville.com/?p=393628
[2] https://essentials.news/en/future-of-work/article/4524324d89
[2] https://insiderlouisville.com/education/uofl-ibm-create-academy-to-teach-ai-iot-cybersecurity-quantum-computing/
[2] http://snip.ly/s8edhx
[2] http://snip.ly/0q5dga

Top URLs in Tweet in G8:
[20] https://itbrief.com.au/story/what-happens-when-ai-falls-into-the-wrong-hands
[20] https://www.chiefmarketer.com/the-case-for-investing-in-ai-for-advertising/#.XLT_ovhoOno.twitter
[4] https://siliconangle.com/2019/04/18/ibm-stops-sales-ai-based-watson-health-drug-discovery-platform/
[3] https://www.idigitalhealth.com/news/google-ibm-fitbit-among-tech-giants-joining-ctas-ai-initiative
[3] https://medcitynews.com/2019/04/cta-launches-new-ai-initiative-with-groups-like-fitbit-google-and-ibm/
[2] https://www.constellationr.com/research/constellation-shortlist-artificial-intelligence-and-machine-learning-cloud-platforms
[2] https://towardsdatascience.com/ibm-draws-inspiration-from-the-human-brain-to-build-better-neural-networks-ed41ace864b1
[1] https://www.ibm.com/blogs/cloud-computing/2019/04/16/business-value-robotic-process-automation-rpa/
[1] https://www.forbes.com/sites/joemckendrick/2019/04/10/nine-companies-are-shaping-the-future-of-artificial-intelligence/
[1] https://www.ibm.com/blogs/insights-on-business/banking/delivering-differentiated-business-value-with-intelligent-routing-of-payments/

Top URLs in Tweet in G9:
[9] https://spectrum.ieee.org/biomedical/diagnostics/how-ibm-watson-overpromised-and-underdelivered-on-ai-health-care
[4] https://venturebeat.com/2019/04/10/new-ibm-technique-cuts-ai-speech-recognition-training-time-from-a-week-to-11-hours/
[4] https://lnkd.in/dfMftHh
[3] https://video.cube365.net/c/912288
[3] https://spectrum.ieee.org/biomedical/diagnostics/how-ibm-watson-overpromised-and-underdelivered-on-ai-health-care?utm_content=buffer53678&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://out.faveeo.com/?url=https://spectrum.ieee.org/biomedical/diagnostics/how-ibm-watson-overpromised-and-underdelivered-on-ai-health-care&vertical=robotics&family=ai
[3] https://essentials.news/ai/robotics/article/1c6390274b
[3] https://aws.amazon.com/quickstart/architecture/ibm-cloud-private-for-data/
[2] https://www.hub.berlin/
[2] https://lnkd.in/dw6UUJC

Top URLs in Tweet in G10:
[36] https://www.jadirectives.com/best-business-intelligence-certification-online/
[4] https://venturebeat.com/2019/04/10/new-ibm-technique-cuts-ai-speech-recognition-training-time-from-a-week-to-11-hours/
[2] https://bigdatauniversity.com/courses/r-101/?utm_source=bdu&utm_campaign=completed&utm_medium=course
[2] https://investorideas.com/
[2] https://bigdatauniversity.com/courses/r-101/?utm_source=bdu&utm_campaign=mod4&utm_medium=course
[2] https://www.computerweekly.com/ehandbook/Google-Cloud-in-the-Enterprise-What-you-need-to-know?Offer=maxitwitter
[2] https://www-01.ibm.com/events/wwe/grp/grp404.nsf/EventLanding.xsp?openform&seminar=777BPJES&locale=en_GB&cm_mmc=OSocial_Twitter-_-Hybrid+Cloud_Management+and+Platform-_-FI_FI-_-Opentech+TW&cm_mmca1=000029NP&cm_mmca2=10001376
[1] https://conf.splunk.com/files/2016/slides/splunking-your-zos-mainframe.pdf
[1] https://www.slideshare.net/Hadoop_Summit/information-virtualization-query-federation-on-data-lakes
[1] https://developer.ibm.com/patterns/create-a-real-time-object-detection-app-using-watson-machine-learning/

Top Domains
Top Domains in Tweet in Entire Graph:
[912] ibm.com
[556] lnkd.in
[273] venturebeat.com
[205] cnbc.com
[203] dy.si
[170] forbes.com
[169] twitter.com
[158] statnews.com
[137] ieee.org
[89] youtube.com

Top Domains in Tweet in G1:
[259] lnkd.in
[109] cnbc.com
[93] ibm.com
[56] ieee.org
[49] venturebeat.com
[43] statnews.com
[40] twitter.com
[33] forbes.com
[22] co.jp
[21] co.uk

Top Domains in Tweet in G2:
[235] ibm.com
[77] lnkd.in
[45] nodexlgraphgallery.org
[30] themsphub.com
[23] mailchi.mp
[21] venturebeat.com
[15] twitter.com
[14] digitaltrends.com
[12] forbes.com
[11] ibmbigdatahub.com

Top Domains in Tweet in G3:
[156] ibm.com
[60] lnkd.in
[41] digitaltrends.com
[35] dy.si
[26] cube365.net
[20] twitter.com
[17] venturebeat.com
[17] bemyapp.com
[16] ibmbigdatahub.com
[15] foxbusiness.com

Top Domains in Tweet in G4:
[34] ibm.com
[10] medium.com
[8] youtube.com
[8] lnkd.in
[7] venturebeat.com
[7] fortune.com
[5] ieee.org
[4] forbes.com
[4] bloomberg.com
[3] cnbc.com

Top Domains in Tweet in G5:
[28] venturebeat.com
[23] ibm.com
[23] forbes.com
[12] ibm.biz
[8] technologyreview.com
[8] twitter.com
[4] sharedthis.top
[4] wsj.com
[3] foxbusiness.com
[2] medium.com

Top Domains in Tweet in G6:
[114] dy.si
[58] forbes.com
[53] ibm.com
[23] lnkd.in
[12] 7wdata.be
[8] on24.com
[7] cnbc.com
[6] twitter.com
[5] fortune.com
[5] venturebeat.com

Top Domains in Tweet in G7:
[92] venturebeat.com
[17] lnkd.in
[9] healthcareitnews.com
[9] snip.ly
[6] rdmag.com
[5] insiderlouisville.com
[2] essentials.news
[2] ibm.com
[1] faveeo.com
[1] forbes.com

Top Domains in Tweet in G8:
[20] com.au
[20] chiefmarketer.com
[5] siliconangle.com
[4] ibm.com
[3] idigitalhealth.com
[3] medcitynews.com
[2] constellationr.com
[2] towardsdatascience.com
[1] forbes.com
[1] lnkd.in

Top Domains in Tweet in G9:
[33] lnkd.in
[31] dy.si
[15] twitter.com
[13] ieee.org
[13] ibm.com
[5] venturebeat.com
[4] cube365.net
[3] faveeo.com
[3] hpcwire.com
[3] essentials.news

Top Domains in Tweet in G10:
[36] jadirectives.com
[9] moneyhealthfinance.com
[8] ibm.com
[4] bigdatauniversity.com
[4] venturebeat.com
[4] twitter.com
[3] computerweekly.com
[2] ibm.biz
[2] investorideas.com
[2] digitaltrends.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3805] ai
[1290] ibm
[518] iot
[452] machinelearning
[400] artificialintelligence
[305] bigdata
[274] blockchain
[227] datascience
[225] cloud
[209] ibmstorage



Top Hashtags in Tweet in G1:
[360] ai
[176] ibm
[59] artificialintelligence
[36] watson
[28] innovation
[28] hr
[27] iot
[26] technology
[23] tech
[23] blockchain

Top Hashtags in Tweet in G2:
[882] ai
[483] ibm
[212] iot
[187] machinelearning
[127] blockchain
[125] bigdata
[118] cloud
[94] artificialintelligence
[77] datascience
[72] etica

Top Hashtags in Tweet in G3:
[593] ai
[138] ibm
[97] artificialintelligence
[45] ibmstorage
[40] data
[33] ibmwatson
[32] think2019
[31] deeplearning
[29] cloud
[28] iot

Top Hashtags in Tweet in G4:
[170] ai
[36] machinelearning
[30] ibm
[13] volkswagen
[11] deeplearning
[10] icymi
[10] maximo
[8] artificialintelligence
[7] watsoniot
[6] think2019

Top Hashtags in Tweet in G5:
[175] ai
[25] ibm
[13] rt
[9] ml
[7] iui2019
[6] deeplearning
[6] machinelearning
[6] hubmadness2019
[5] voicesinai
[5] podcast

Top Hashtags in Tweet in G6:
[408] ai
[115] ibmstorage
[77] nvme
[44] innovation
[44] ibmautomation
[39] watsonmarketing
[37] ibm
[31] watsonsupplychain
[28] supplychain
[28] artificialintelligence

Top Hashtags in Tweet in G7:
[43] ai
[19] ibm
[10] blockchain
[5] quantum
[4] automation
[4] healthcare
[3] iot
[3] technology
[3] speechrecognition
[3] speech

Top Hashtags in Tweet in G8:
[83] ai
[42] artificialintelligence
[42] ibm
[20] algorithms
[8] machinelearning
[5] icymi
[3] deeplearning
[3] artificialinteligence
[3] tech
[3] chaosengineering

Top Hashtags in Tweet in G9:
[184] ai
[51] ibm
[45] bigdata
[29] dataanalytics
[26] cloud
[25] ibmstorage
[25] nvme
[25] encryption
[24] storage
[24] multicloud

Top Hashtags in Tweet in G10:
[125] ai
[79] machinelearning
[77] bigdata
[75] datascience
[72] analytics
[66] iot
[45] ibmwatson
[36] businessintelligence
[36] certification
[35] iiot

Top Words
Top Words in Tweet in Entire Graph:
[6465] Words in Sentiment List#1: Positive
[2274] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[179699] Non-categorized Words
[188440] Total Words
[4721] ibm
[3804] #ai
[3531] ai
[1279] #ibm
[1114] watson

Top Words in Tweet in G1:
[829] ibm
[779] ai
[358] #ai
[230] watson
[174] #ibm
[136] intelligence
[134] quit
[132] 95
[129] new
[126] artificial

Top Words in Tweet in G2:
[882] #ai
[738] ibm
[479] #ibm
[422] ai
[221] e
[212] #iot
[196] data
[187] #machinelearning
[173] thomas_harrer
[134] di

Top Words in Tweet in G3:
[670] ibm
[593] #ai
[387] ai
[189] data
[163] new
[135] out
[134] #ibm
[108] learn
[107] find
[106] watson

Top Words in Tweet in G4:
[319] ibmwatson
[183] ibm
[170] #ai
[154] ai
[113] learn
[87] watson
[57] find
[53] out
[47] business
[44] over

Top Words in Tweet in G5:
[175] #ai
[163] ibm
[123] ai
[74] ibmresearch
[61] ibmwatson
[55] new
[51] guidelines
[43] forbes
[40] technology
[39] ibmnews

Top Words in Tweet in G6:
[408] #ai
[328] ibm
[154] ai
[119] forrester
[115] #ibmstorage
[88] brandvoice
[77] new
[77] #nvme
[68] storwize
[64] learn

Top Words in Tweet in G7:
[157] ibm
[132] ai
[98] new
[93] 11
[91] training
[91] time
[90] technique
[90] cuts
[90] week
[90] hours

Top Words in Tweet in G8:
[83] #ai
[52] ibm
[47] ai
[42] #artificialintelligence
[42] #ibm
[39] jose_garde
[27] watson
[23] wrong
[22] microsoft
[21] investing

Top Words in Tweet in G9:
[185] #ai
[178] ibm
[115] ai
[52] guidelines
[51] #ibm
[45] #bigdata
[44] new
[37] today
[29] #dataanalytics
[28] watson

Top Words in Tweet in G10:
[125] #ai
[79] #machinelearning
[77] #bigdata
[75] #datascience
[72] #analytics
[66] #iot
[51] ai
[50] gp_pulipaka
[45] #ibmwatson
[42] ibm

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[467] ibm,watson
[459] artificial,intelligence
[309] watson,ai
[300] new,ibm
[287] 11,hours
[286] training,time
[284] speech,recognition
[281] week,11
[280] 95,accuracy
[279] time,week

Top Word Pairs in Tweet in G1:
[123] artificial,intelligence
[99] 95,accuracy
[86] ibm,watson
[81] predict,95
[80] watson,ai
[76] drug,discovery
[66] intelligence,predict
[65] ibm,artificial
[65] halting,sales
[64] speech,recognition

Top Word Pairs in Tweet in G2:
[105] #ai,#iot
[79] intelligenza,artificiale
[72] artificiale,senza
[72] senza,#etica
[72] #etica,e
[58] machine,learning
[57] #ai,#machinelearning
[54] artificial,intelligence
[53] ibm,watson
[53] e,#responsabilità

Top Word Pairs in Tweet in G3:
[76] find,out
[44] ibm,watson
[41] celebrate,birdie
[41] birdie,hear
[41] hear,data
[41] data,themasters
[41] themasters,watson
[41] watson,analyzes
[41] analyzes,roar
[41] roar,crowd

Top Word Pairs in Tweet in G4:
[60] ibm,watson
[33] find,out
[31] over,time
[31] time,#machinelearning
[31] #machinelearning,algorithms
[31] algorithms,learn
[31] learn,effective
[31] effective,learn
[31] learn,impactful
[31] future,work

Top Word Pairs in Tweet in G5:
[28] speech,recognition
[28] training,time
[28] 11,hours
[27] recognition,training
[27] time,week
[27] week,11
[26] technique,cuts
[24] new,ibm
[23] ibm,technique
[23] #ai,speech

Top Word Pairs in Tweet in G6:
[88] ibm,brandvoice
[79] #ai,#ibmstorage
[67] ibm,storwize
[55] forrester,#ai
[47] artificial,intelligence
[44] michaelnishiki,ibm
[44] ibmautomation,#innovation
[44] #innovation,#ibmautomation
[44] #ibmautomation,#ai
[40] #ai,forrester

Top Word Pairs in Tweet in G7:
[90] technique,cuts
[90] training,time
[90] time,week
[90] week,11
[90] 11,hours
[87] new,ibm
[87] ibm,technique
[87] speech,recognition
[87] recognition,training
[85] cuts,ai

Top Word Pairs in Tweet in G8:
[21] #artificialintelligence,#ai
[20] happens,ai
[20] ai,falls
[20] falls,wrong
[20] wrong,hands
[20] hands,#artificialintelligence
[20] #ai,#algorithms
[20] #algorithms,#ibm
[20] case,investing
[20] investing,#ai

Top Word Pairs in Tweet in G9:
[26] guidelines,set
[25] endorses,new
[25] ethics,guidelines
[25] guidelines,trustworthy
[25] trustworthy,ai
[25] ai,guidelines
[25] set,global
[25] global,standard
[25] standard,#ai
[24] #flashstorage,#ai

Top Word Pairs in Tweet in G10:
[72] #bigdata,#analytics
[54] #analytics,#datascience
[41] #datascience,#ai
[36] 51,best
[36] best,#businessintelligence
[36] #businessintelligence,#certification
[35] #iot,#iiot
[33] #machinelearning,#iot
[33] #sap,#sqlserver
[33] #sqlserver,#sql

Top Replied-To
Top Replied-To in Entire Graph:
@ibm
@forrester
@ibmwatson
@ai_ibm
@thomas_harrer
@nsekkaki
@cedrictetsuya
@kishau
@ibmwatsonhealth
@ibmresearch

Top Replied-To in G1:
@ensimag

Top Replied-To in G2:
@thomas_harrer
@ibm
@katharina_lamsa
@maxjcm
@heinzvhoenen
@deeplearn007
@gtenten
@petrawalzde
@ibmindustries
@docassar

Top Replied-To in G3:
@ibm
@guyinco88316163
@variety
@nabshow
@jnilmeier
@ibmanalytics
@ibmiot
@ibmwatson
@anurag_rana4
@pavelrahman

Top Replied-To in G4:
@ibmwatson
@daveinorlando
@dtoczala
@ibm

Top Replied-To in G5:
@ibmresearch
@omriceren
@r_d
@ibmwatson
@ibmnews

Top Replied-To in G6:
@forrester
@ibmwatsonhealth
@mireillemoret
@ibm
@ibmwatson
@roncastro10

Top Replied-To in G8:
@ctatech
@metapunker
@upesdehradun

Top Replied-To in G9:
@wbelluomini
@studioscientist
@ibm
@rreecemd

Top Replied-To in G10:
@ellupaljarvi

Top Mentioned
Top Mentioned in Entire Graph:
@ibm
@ibmwatson
@thomas_harrer
@ibmresearch
@venturebeat
@iotcommunity
@ibmitalia
@ibmanalytics
@decollanz
@ibmiot

Top Mentioned in G1:
@icloudseven
@smugnier
@lidarmonkey
@viropera
@judsontelemed
@asamanyakm

Top Mentioned in G2:
@ibm
@thomas_harrer
@ibmitalia
@decollanz
@ibmwatson
@ecereda
@topcybernews
@ibmiot
@cloudexpo
@ibmcloud

Top Mentioned in G3:
@ibm
@ibmwatson
@ibmanalytics
@themasters
@ibmibv
@wimbledon
@ibmstorage
@nasa
@digitaltrends
@amartin_v

Top Mentioned in G4:
@ibmwatson
@ibm
@techdatanl
@ltonetwork
@caixabank
@youtube
@ibmmea
@lisammascolo
@ibmresearch
@venturebeat

Top Mentioned in G5:
@ibmresearch
@ibm
@ibmwatson
@forbes
@ibmnews
@mit
@ventureb
@s_vandebroek
@ibmeuropepolicy
@datapriestess

Top Mentioned in G6:
@krish_nas
@michaelnishiki
@ibmautomation
@ibm
@forrester
@ibmformarketing
@ibmcommerce
@mergehealthcare
@ibmsupplychain
@mireillemoret

Top Mentioned in G7:
@venturebeat
@caitlinlong_
@evankirstel
@ibmwatson
@philips
@sam_seddon
@kyle_l_wiggers
@garyshapiro
@jeroentas

Top Mentioned in G8:
@jose_garde
@ibm
@microsoft
@google
@lgelectronics
@samsung
@invest_canada
@amazon
@idc
@ibmwatson

Top Mentioned in G9:
@ibm
@ibmpolicy
@bigdata_paulz
@atishisapru
@cedarstemhub
@newsbeagle
@ieeespectrum
@lonadekinc
@ibmjobsglobal
@ibm_in_ireland

Top Mentioned in G10:
@gp_pulipaka
@ahmedjr_16
@vttfinland
@sumalaika
@neptanum
@marshacollier
@mark_van_gils
@lightbend
@amartin171
@cognitiveclass

Top Tweeters
Top Tweeters in Entire Graph:
@market_screener
@arkangelscrap
@sectest9
@phildecarolis
@javascriptd
@robre62
@nosqldigest
@eaglestarnet
@feedjunkie
@bluestreakdaily

Top Tweeters in G1:
@market_screener
@eaglestarnet
@feedjunkie
@bluestreakdaily
@newsman02
@rocketnews1
@justiceoutcry
@techl0g
@politicalhedge
@alenkarabegovic

Top Tweeters in G2:
@arkangelscrap
@sectest9
@javascriptd
@robre62
@chidambara09
@eraser
@fintechna
@primal_digest
@calcaware
@valaafshar

Top Tweeters in G3:
@gr8musicvenues
@tradnews_
@jeffbullas
@akwyz
@releaseteam
@abc7news
@grattonboy
@grattongirl
@calling12001
@wallyaction

Top Tweeters in G4:
@ottlegalrebels
@business
@sherrilyn59
@teebizy
@monsun14
@fortunemagazine
@dingdonggame2
@adsuara
@datalore_tv
@picardonhealth

Top Tweeters in G5:
@cnn
@fastcompany
@forbes
@friendsrelec
@yahoosports
@benshapiro
@rtehrani
@lucasoft_co_uk
@carlamays
@nightowlbooklvr

Top Tweeters in G6:
@biconnections
@chriswill1337
@7wdata
@rldi_lamy
@suriyasubraman
@natschooler
@maperez324
@pardoe_ai
@jeffsheehan
@magicalmako

Top Tweeters in G7:
@evankirstel
@chuckbaggett
@kuriharan
@cnni
@connectikpeople
@venturebeat
@btptechsearch
@johnnosta
@ajberk
@joesonka

Top Tweeters in G8:
@itau
@rwang0
@lambdamedia
@jjlakosta
@jgarcedi
@jose_garde
@ajmuguia
@joaniratxeta
@gonzalogarde
@loui_picard

Top Tweeters in G9:
@entwistletx
@tendellshow
@golfballfinder1
@nedbank
@kathrynecramer
@vcloud_storage
@zuzudotai
@flavienkouatcha
@industryai
@ibilola_amao

Top Tweeters in G10:
@nosqldigest
@gamergeeknews
@aaroncuddeback
@marshacollier
@mariuskarma
@bsuhic
@100xcode
@motolin5
@moneyhealthf
@serverlessfan