#selfdrivingcars, Twitter, 3/16/2022 10:56:21 PM, 273052


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#selfdrivingcars_2022-03-16_05-36-02.xlsx
#selfdrivingcars_2022-03-16_05-36-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 16, 2022
Short Description:
#selfdrivingcars via NodeXL https://bit.ly/3wfo492
@robotconsumer
@pinakilaskar
@ronald_vanloon
@guidaautonoma
@khulood_almani
@jeroenbartelse
@analytics_699
@ingliguori
@mvollmer1
@enricomolinari

Top hashtags:
#ai
#selfdrivingcars
#machinelearning
#bigdata

Description:
Description
The graph represents a network of 1,615 Twitter users whose tweets in the requested range contained "#selfdrivingcars", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 16 March 2022 at 12:44 UTC.

The requested start date was Wednesday, 16 March 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 18-day, 5-hour, 39-minute period from Friday, 25 February 2022 at 15:50 UTC to Tuesday, 15 March 2022 at 21:30 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 : 1615
Unique Edges : 2343
Edges With Duplicates : 16289
Total Edges : 18632
Number of Edge Types : 5
Retweet : 6175
MentionsInRetweet : 9712
Tweet : 842
Mentions : 1854
Replies to : 49
Self-Loops : 1182
Reciprocated Vertex Pair Ratio : 0.0254022015241321
Reciprocated Edge Ratio : 0.0495458298926507
Connected Components : 122
Single-Vertex Connected Components : 93
Maximum Vertices in a Connected Component : 1434
Maximum Edges in a Connected Component : 18399
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.310595
Graph Density : 0.001858352419426
Modularity : 0.175608
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,615 Twitter users whose tweets in the requested range contained "#selfdrivingcars", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 16 March 2022 at 12:44 UTC.

The requested start date was Wednesday, 16 March 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 18-day, 5-hour, 39-minute period from Friday, 25 February 2022 at 15:50 UTC to Tuesday, 15 March 2022 at 21:30 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 : #selfdrivingcars
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:
[381] https://www.jobpreference.com/
[85] https://www.bbntimes.com/technology/how-smart-city-tech-prevents-accidents
[56] https://twitter.com/iot_automotive/timelines/1122115041417887744
[46] https://www.bbntimes.com/technology/how-machine-learning-is-taking-the-automotive-industry-to-a-new-level
[37] https://medium.com/@guidaautonoma/the-age-of-autonomous-transportation-part-3-e98cea5d2308?_branch_match_id=link-1025688124440053834
[33] https://api.whatsapp.com/message/HCD55FMLF3Z7L1?autoload=1&app_absent=0
[32] https://www.linkedin.com/posts/pinakilaskar_engineering-algorithms-ai-activity-6903535449944797184-a8F7
[27] https://glweb.eu/blog/digital-transformation/201-what-is-deep-learning
[27] https://www.linkedin.com/posts/pinakilaskar_artificialintelligence-robots-machinelearning-activity-6906426031708987392-OJPu
[26] http://bit.ly/3IInZ147

Top URLs in Tweet in G1:
[281] https://www.jobpreference.com/
[70] https://www.bbntimes.com/technology/how-smart-city-tech-prevents-accidents
[40] https://www.bbntimes.com/technology/how-machine-learning-is-taking-the-automotive-industry-to-a-new-level
[33] https://api.whatsapp.com/message/HCD55FMLF3Z7L1?autoload=1&app_absent=0
[24] https://glweb.eu/blog/digital-transformation/201-what-is-deep-learning
[21] https://www.linkedin.com/posts/pinakilaskar_engineering-algorithms-ai-activity-6903535449944797184-a8F7
[19] https://www.makeuseof.com/ways-5g-changing-the-world/
[19] http://bit.ly/3IInZ147
[17] https://www.linkedin.com/posts/pinakilaskar_artificialintelligence-robots-machinelearning-activity-6906426031708987392-OJPu
[17] https://www.linkedin.com/posts/pinakilaskar_aiscience-aiengineering-robotics-activity-6907881413551742976-j6Gg

Top URLs in Tweet in G2:
[72] https://www.jobpreference.com/
[55] https://twitter.com/iot_automotive/timelines/1122115041417887744
[21] https://medium.com/@guidaautonoma/the-age-of-autonomous-transportation-part-3-e98cea5d2308?_branch_match_id=link-1025688124440053834
[19] https://twitter.com/iot_automotive/timelines/1369658804976062464
[11] https://thenextweb.com/news/lidar-is-the-critical-key-for-connected-vehicles-and-smart-city-success
[10] https://www.autonews.com/mobility-report-newsletter/consumers-dont-trust-fully-autonomous-vehicle-technology-new-study-finds
[10] https://www.analyticsinsight.net/top-10-companies-in-automotive-artificial-intelligence-in-2022/
[10] https://www.bbntimes.com/technology/how-smart-city-tech-prevents-accidents
[9] https://www.analyticsinsight.net/how-will-self-driving-cars-change-the-hospitality-industry/
[9] https://www.engadget.com/kias-unveils-automode-autonomous-driving-tech-that-will-debut-on-the-ev-9-suv-055129548.html?src=rss&guccounter=1&guce_referrer=aHR0cHM6Ly93d3cucmlnaHRyZWxldmFuY2UuY29tLw&guce_referrer_sig=AQAAAJakINszVoxATKXoKyQ2pqTK42hc3_iPwAfypZF3U697iAurwypJDBHG6Aw9MbXwNl2xFiCYQo4__mzgGtWCw0VxZDsjWK2foq2DuSHddO83dLxN0b_xJCvd6GgwipAeVr5wVM2Qc2djpUX3zYbjj-S6PvItgjfn4T8CH3E2YZh8

Top URLs in Tweet in G3:
[16] https://cogitotech.medium.com/how-do-self-driving-cars-work-abcac21ececb
[11] https://www.reuters.com/technology/california-issues-permits-cruise-waymo-autonomous-vehicle-service-2022-02-28/
[8] https://newatlas.com/urban-transport/arcimoto-faction-d1-driverless-delivery/
[8] https://www.wsj.com/articles/intel-files-to-take-self-driving-unit-mobileye-public-11646669536
[8] https://pony.ai/
[8] https://www.cnbc.com/2022/03/07/robotaxi-start-up-ponyai-valued-at-8point5-billion-after-fresh-funding.html?__source=sharebar|twitter&par=sharebar
[5] https://electrek.co/2022/03/04/the-top-five-best-equipped-countries-to-support-autonomous-vehicles-whos-leading-the-self-driving-revolution/
[2] https://www.bbntimes.com/technology/how-smart-city-tech-prevents-accidents
[1] https://twitter.com/i/web/status/1501376781982515207
[1] https://questions.selfdrivingcars360.com

Top URLs in Tweet in G4:
[25] https://www.jobpreference.com/
[8] https://www.linkedin.com/posts/pinakilaskar_agi-ai-neuralnetworks-activity-6905360596817301504-G-S_
[6] https://www.linkedin.com/posts/pinakilaskar_artificialintelligence-robots-machinelearning-activity-6906426031708987392-OJPu
[6] https://www.linkedin.com/posts/pinakilaskar_aiscience-aiengineering-robotics-activity-6907881413551742976-j6Gg
[5] https://www.linkedin.com/posts/pinakilaskar_engineering-algorithms-ai-activity-6903535449944797184-a8F7
[5] https://www.linkedin.com/posts/pinakilaskar_artificialintelligence-ai-aiscience-activity-6908963698925535232-c2S4
[4] https://www.linkedin.com/posts/pinakilaskar_agi-aiengineer-neuralnetworks-activity-6903188425550483456-Ok8b
[4] https://www.linkedin.com/posts/pinakilaskar_agi-ai-aiengineering-activity-6904998995933167616-w9LN
[4] https://www.linkedin.com/posts/pinakilaskar_ai-artificialintelligence-machinelearning-activity-6909356089062879232-Tci-
[4] https://www.futurity.org/self-driving-cars-vehicles-laws-2709692/

Top URLs in Tweet in G5:
[7] https://www.insurancejournal.com/news/national/2022/02/02/652000.htm
[4] https://www.futurebridge.com/article/self-driving-vehicles/?utm_source=linkedin&utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[4] https://www.futurebridge.com/industry/perspectives-mobility/future-outlook-of-autonomous-delivery-vehicles/?utm_source=linkedin&utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[2] https://pony.ai/
[2] https://www.the-next-tech.com/top-10/top-10-companies-to-work-for-as-a-robotics-engineer/?utm_source=twitter&utm_medium=social&utm_campaign=TNT
[2] https://dellyranks.com/no-steering-self-driving-cars-no-longer-need-human-controls-in-us/?feed_id=102223&_unique_id=622af24089a5e
[2] https://www.reuters.com/business/autos-transportation/us-eliminates-human-controls-requirement-fully-automated-vehicles-2022-03-11/
[1] https://twitter.com/cheddar/status/1497622993966673921
[1] https://www.washingtonpost.com/outlook/2022/02/04/self-driving-cars-why/
[1] https://www.sciencenews.org/article/computer-science-history-ethics-future-robots-ai

Top URLs in Tweet in G6:
[1] https://medium.com/@guidaautonoma/the-age-of-autonomous-transportation-part-3-e98cea5d2308?_branch_match_id=link-1025688124440053834
[1] https://twitter.com/JeroenBartelse/status/1498325212449943556

Top URLs in Tweet in G7:
[2] https://spectrum.ieee.org/at-last-a-self-driving-car-that-can-explain-itself
[2] https://techwireasia.com/2022/03/democratizing-autonomy-how-autox-is-steering-the-driverless-revolution/
[1] https://thenextweb.com/news/the-challenge-to-create-autonomous-vehicle-corridors-for-mass-adoption?utm_source=twitter&utm_medium=share&utm_campaign=article-share-button&referral
[1] https://spectrum.ieee.org/self-driving-car-safety-features
[1] https://www.pymnts.com/technology/2022/driverless-car-developers-benefit-from-nevada-law-until-federal-law-is-in-place/
[1] https://www.wsj.com/articles/self-driving-trucks-start-to-propel-land-rush-near-major-cities-11646053200
[1] https://www.freethink.com/technology/self-driving-cars-transform-world
[1] https://thehill.com/changing-america/sustainability/infrastructure/596404-california-issues-permits-for-self-driving-car
[1] https://www.reuters.com/technology/grubhub-ends-driverless-robot-delivery-partnership-with-russias-yandex-2022-03-04/
[1] https://www.teslarati.com/tesla-self-driving-cars-will-amplify-traffic-elon-musk/

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=DhP3jiC9YX0&feature=youtu.be

[1] https://techxplore.com/news/2022-03-tiny-solid-state-lidar-resolution.amp
[1] https://zd.net/3BNNew4

Top URLs in Tweet in G9:
[5] https://spectrum.ieee.org/at-last-a-self-driving-car-that-can-explain-itself

Top URLs in Tweet in G10:
[2] http://www.wbur.org/onpoint/2022/03/03/tesla-and-the-ethics-of-automated-vehicles
[1] https://www.express.co.uk/life-style/cars/1578142/driverless-cars-autonomous-vehicles-road-safety-drivers-pedestrians
[1] https://buff.ly/3ppzLFL
[1] https://www.forbes.com/sites/lanceeliot/2022/03/01/ai-deciding-how-to-distribute-harm-breeds-dicey-ai-ethics-dilemma-markedly-so-for-nascent-ai-based-self-driving-cars/
[1] https://www.forbes.com/sites/lanceeliot/2022/03/04/ai-legal-personhood-distresses-ai-ethicists-since-people-could-deviously-scapegoat-machines-to-avoid-apt-human-responsibility-including-in-the-case-of-ai-based-self-driving-cars/
[1] https://www.forbes.com/sites/lanceeliot/2022/03/07/ai-ethics-foresees-potential-bad-blood-and-feuding-between-humans-and-ai-in-an-us-versus-them-daily-tussle-maybe-even-scuffling-with-ai-based-self-driving-cars/
[1] https://www.forbes.com/sites/lanceeliot/2022/03/10/heres-what-empowered-leaders-need-to-know-about-roadblocks-stymying-ethical-ai-from-succeeding-which-even-happens-in-the-noble-push-for-ai-based-self-driving-cars/
[1] https://www.forbes.com/sites/lanceeliot/2022/03/13/ai-ethics-and-the-riddle-underlying-criminal-accountability-of-ai-including-crimes-committed-by-revered-ai-based-self-driving-cars/
[1] https://www.aktiv-online.de/ratgeber/autonomes-fahren-wie-die-software-in-extremsituationen-entscheiden-koennte-16705
[1] https://www.forbes.com/sites/lanceeliot/2022/03/13/ai-ethics-and-the-riddle-underlying-criminal-accountability-of-ai-including-crimes-committed-by-revered-ai-based-self-driving-cars/?sh=7be4047c3dd5via

Top Domains
Top Domains in Tweet in Entire Graph:
[381] jobpreference.com
[241] linkedin.com
[173] medium.com
[169] twitter.com
[131] bbntimes.com
[51] selfdrivingcars360.com
[43] forbes.com
[39] bit.ly
[35] reuters.com
[35] autonews.com

Top Domains in Tweet in G1:
[281] jobpreference.com
[144] linkedin.com
[110] bbntimes.com
[47] selfdrivingcars360.com
[33] whatsapp.com
[28] glweb.eu
[27] medium.com
[24] bit.ly
[19] forbes.com
[19] makeuseof.com

Top Domains in Tweet in G2:
[127] medium.com
[110] twitter.com
[72] jobpreference.com
[31] aci.it
[31] autonews.com
[31] linkedin.com
[23] greenhouse.io
[21] techcrunch.com
[21] analyticsinsight.net
[21] theverge.com

Top Domains in Tweet in G3:
[16] medium.com
[11] reuters.com
[8] newatlas.com
[8] wsj.com
[8] pony.ai
[8] cnbc.com
[5] electrek.co
[3] bbntimes.com
[2] thenextweb.com
[1] twitter.com

Top Domains in Tweet in G4:
[62] linkedin.com
[25] jobpreference.com
[5] twitter.com
[4] futurity.org
[3] bbntimes.com
[2] glweb.eu
[2] bit.ly
[1] towardsai.net
[1] google.com
[1] quotidiano.net

Top Domains in Tweet in G5:
[21] twitter.com
[8] futurebridge.com
[7] insurancejournal.com
[4] pioneeringminds.com
[3] reuters.com
[2] designtaxi.com
[2] lnkd.in
[2] co.uk
[2] linkedin.com
[2] futuretransport-news.com

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

Top Domains in Tweet in G7:
[8] thenextweb.com
[5] nytimes.com
[5] slashgear.com
[4] twitter.com
[4] theverge.com
[3] ieee.org
[3] cnet.com
[2] wsj.com
[2] reuters.com
[2] techwireasia.com

Top Domains in Tweet in G8:
[1] youtube.com
[1] techxplore.com
[1] zd.net

Top Domains in Tweet in G9:
[5] ieee.org

Top Domains in Tweet in G10:
[8] forbes.com
[3] wbur.org
[1] co.uk
[1] buff.ly
[1] aktiv-online.de

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4936] ai
[4497] selfdrivingcars
[3095] machinelearning
[2521] bigdata
[2376] datascientist
[2151] autonomousvehicles
[1402] iot
[1399] analytics
[1180] python
[785] datascience



Top Hashtags in Tweet in G1:
[2669] ai
[1991] machinelearning
[1889] selfdrivingcars
[1613] bigdata
[1553] datascientist
[964] analytics
[938] autonomousvehicles
[866] python
[490] rstats
[479] iot

Top Hashtags in Tweet in G2:
[1441] selfdrivingcars
[1421] ai
[775] iot
[701] autonomousvehicles
[566] machinelearning
[445] 5g
[432] autonomous
[383] bigdata
[305] mobility
[300] datascientist

Top Hashtags in Tweet in G3:
[399] selfdrivingcars
[179] autonomousvehicles
[179] ai
[79] autonomous
[60] robotics
[56] robot
[56] mi
[53] china
[43] machinelearning
[25] deeplearning

Top Hashtags in Tweet in G4:
[555] ai
[492] datascientist
[486] bigdata
[467] machinelearning
[403] selfdrivingcars
[259] autonomousvehicles
[233] analytics
[188] datascience
[156] rstats
[151] python

Top Hashtags in Tweet in G5:
[118] selfdrivingcars
[12] autonomousvehicles
[10] autonomous
[10] ai
[9] vehicles
[7] autonomousvehicle
[7] driverlesscars
[6] tesla
[6] innovation
[6] artificialintelligence

Top Hashtags in Tweet in G6:
[25] selfdrivingcars
[12] autonomousvehicles
[10] happyfriday
[9] hoverbike
[9] drone
[9] drones
[8] ai
[4] fintech
[3] iot
[3] smartcities

Top Hashtags in Tweet in G7:
[77] selfdrivingcars
[57] electriccars
[56] smartcars
[55] cars
[43] transportation
[42] futurecars
[42] speed
[41] rides
[39] whips
[24] driverless

Top Hashtags in Tweet in G8:
[8] selfdrivingcars
[1] robotics
[1] algorithms
[1] ros
[1] autonomousvehicles

Top Hashtags in Tweet in G9:
[11] ai
[8] driverless
[7] datascience
[5] selfdriving
[5] tech
[5] mobility
[5] automotive
[4] autonomousvehicles
[4] selfdrivingcars
[2] artificialintelligence

Top Hashtags in Tweet in G10:
[14] selfdrivingcars
[14] ai
[5] ethicalai
[4] ethics
[3] tesla
[3] aiethics
[1] computer
[1] autos
[1] human
[1] humans

Top Words
Top Words in Tweet in Entire Graph:
[4932] #ai
[4461] #selfdrivingcars
[3060] #machinelearning
[2521] #bigdata
[2365] #datascientist
[2063] #autonomousvehicles
[1766] pinakilaskar
[1399] #analytics
[1390] #iot
[1180] #python

Top Words in Tweet in G1:
[2668] #ai
[1970] #machinelearning
[1871] #selfdrivingcars
[1613] #bigdata
[1546] #datascientist
[1164] pinakilaskar
[964] #analytics
[899] #autonomousvehicles
[866] #python
[486] #rstats

Top Words in Tweet in G2:
[1424] #selfdrivingcars
[1418] #ai
[764] #iot
[689] #autonomousvehicles
[680] guidaautonoma
[557] #machinelearning
[441] #5g
[435] #autonomous
[383] #bigdata
[305] #mobility

Top Words in Tweet in G3:
[399] #selfdrivingcars
[227] ronald_vanloon
[179] #ai
[162] jeroenbartelse
[150] #autonomousvehicles
[135] autonomous
[96] digitaltrends
[90] delivery
[84] driving
[81] coming

Top Words in Tweet in G4:
[555] #ai
[491] #datascientist
[486] #bigdata
[463] #machinelearning
[402] #selfdrivingcars
[347] pinakilaskar
[251] #autonomousvehicles
[233] #analytics
[188] #datascience
[156] #rstats

Top Words in Tweet in G5:
[118] #selfdrivingcars
[35] driving
[32] self
[26] vehicles
[21] car
[20] autonomous
[16] cars
[15] insurance
[12] more
[12] #autonomousvehicles

Top Words in Tweet in G6:
[25] #selfdrivingcars
[16] enricomolinari
[12] #autonomousvehicles
[10] #happyfriday
[10] friends
[10] safely
[10] way
[9] japanese
[9] #hoverbike
[9] meant

Top Words in Tweet in G7:
[77] #selfdrivingcars
[57] #electriccars
[56] #smartcars
[55] #cars
[43] #transportation
[42] #speed
[41] #futurecars
[40] #rides
[39] #whips
[24] #driverless

Top Words in Tweet in G8:
[16] planning
[8] video
[8] motion
[8] robots
[8] using
[8] frenet
[8] frame
[8] based
[8] trajectory
[8] algorithm

Top Words in Tweet in G9:
[11] #ai
[10] gt
[8] help
[8] #driverless
[7] ants
[7] navigation
[7] groups
[7] driverless
[7] cars
[7] avoid

Top Words in Tweet in G10:
[14] #selfdrivingcars
[14] #ai
[12] ai
[9] forbes
[7] based
[6] ethics
[5] including
[5] #ethicalai
[4] years
[4] #ethics

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2315] #ai,#datascientist
[2301] #datascientist,#bigdata
[2073] #bigdata,#machinelearning
[1676] #machinelearning,#selfdrivingcars
[1197] #selfdrivingcars,#autonomousvehicles
[724] #autonomousvehicles,#analytics
[622] #analytics,#datascience
[556] #selfdrivingcars,#ai
[538] #ai,#iot
[477] #machinelearning,#ai

Top Word Pairs in Tweet in G1:
[1520] #ai,#datascientist
[1505] #datascientist,#bigdata
[1365] #bigdata,#machinelearning
[1081] #machinelearning,#selfdrivingcars
[656] #selfdrivingcars,#autonomousvehicles
[433] #autonomousvehicles,#analytics
[400] #machinelearning,#ai
[399] #analytics,#machinelearning
[398] #ai,#python
[345] #analytics,#datascience

Top Word Pairs in Tweet in G2:
[473] #ai,#iot
[428] #iot,#5g
[423] #selfdrivingcars,#ai
[330] #ai,#selfdrivingcars
[293] #ai,#datascientist
[290] #datascientist,#bigdata
[261] #5g,#autonomousvehicles
[258] #bigdata,#machinelearning
[249] #selfdrivingcars,#iot
[209] #iot,#connectedcar

Top Word Pairs in Tweet in G3:
[84] ronald_vanloon,autonomous
[80] autonomous,robo
[80] robo,boats
[80] boats,officially
[80] officially,coming
[80] coming,amsterdam
[80] amsterdam,canals
[80] canals,mashable
[80] mashable,#selfdrivingcars
[76] #autonomousvehicles,#selfdrivingcars

Top Word Pairs in Tweet in G4:
[478] #datascientist,#bigdata
[474] #ai,#datascientist
[425] #bigdata,#machinelearning
[367] #machinelearning,#selfdrivingcars
[240] #selfdrivingcars,#autonomousvehicles
[189] #autonomousvehicles,#analytics
[182] #analytics,#datascience
[143] #datascience,#rstats
[112] #rstats,#javascript
[110] #javascript,#reactjs

Top Word Pairs in Tweet in G5:
[29] self,driving
[12] driving,vehicles
[10] driving,cars
[7] autonomous,car
[7] car,companies
[7] companies,outpacing
[7] attempts,write
[7] write,rules
[7] rules,road
[7] road,insurance

Top Word Pairs in Tweet in G6:
[10] #happyfriday,friends
[10] friends,safely
[10] safely,way
[10] way,#selfdrivingcars
[9] #hoverbike,meant
[9] meant,racing
[9] racing,digitaltrends
[9] digitaltrends,#drone
[9] #drone,#drones
[9] #drones,#autonomousvehicles

Top Word Pairs in Tweet in G7:
[55] #electriccars,#cars
[54] #cars,#smartcars
[53] #smartcars,#selfdrivingcars
[41] #futurecars,#speed
[40] #selfdrivingcars,#rides
[39] #rides,#whips
[38] #whips,#futurecars
[23] #driverless,#selfdrivingcars
[22] #selfdrivingcars,#autonomousvehicles
[22] #autonomousvehicles,#transportation

Top Word Pairs in Tweet in G8:
[8] video,motion
[8] motion,planning
[8] planning,robots
[8] robots,using
[8] using,frenet
[8] frenet,frame
[8] frame,based
[8] based,trajectory
[8] trajectory,planning
[8] planning,algorithm

Top Word Pairs in Tweet in G9:
[7] ants,navigation
[7] navigation,groups
[7] groups,help
[7] help,driverless
[7] driverless,cars
[7] cars,avoid
[7] avoid,crashes
[7] crashes,wef
[7] wef,#ai
[7] #ai,#datascience

Top Word Pairs in Tweet in G10:
[7] based,#selfdrivingcars
[5] ai,based
[5] #selfdrivingcars,forbes
[5] #ai,ethics
[4] ethics,riddle
[4] riddle,underlying
[4] underlying,criminal
[4] ai,including
[4] including,crimes
[4] crimes,committed

Top Replied-To
Top Replied-To in Entire Graph:
@guidaautonoma
@jeroenbartelse
@elonmusk
@frronconi
@labordeolivier
@ai4allorg
@sony
@paulxmccarthy
@vdttechnology
@mvollmer1

Top Replied-To in G1:
@guidaautonoma
@jeroenbartelse
@frronconi
@labordeolivier
@sony
@globaliqx
@amitchampaneri1
@paulxmccarthy
@reuters

Top Replied-To in G2:
@elonmusk
@ai4allorg

Top Replied-To in G6:
@ronald_vanloon
@sylvialobo
@darpankul
@mvollmer1

Top Replied-To in G7:
@nytimes

Top Mentioned
Top Mentioned in Entire Graph:
@pinakilaskar
@guidaautonoma
@analytics_699
@fisheyebox
@khulood_almani
@jeroenbartelse
@ronald_vanloon
@jobpreference
@mikequindazzi
@mvollmer1

Top Mentioned in G1:
@pinakilaskar
@khulood_almani
@analytics_699
@fisheyebox
@guidaautonoma
@jobpreference
@ingliguori
@jeroenbartelse
@akwyz
@glengilmore

Top Mentioned in G2:
@guidaautonoma
@mikequindazzi
@pinakilaskar
@analytics_699
@motorcycletwitt
@fisheyebox
@jobpreference
@iot_automotive
@worldtrendsinfo
@ronald_vanloon

Top Mentioned in G3:
@ronald_vanloon
@jeroenbartelse
@digitaltrends
@mashable
@gigadgets_
@mvollmer1
@zappyzappy7
@ai_mogo
@china_truck
@fakehistoryhunt

Top Mentioned in G4:
@pinakilaskar
@fisheyebox
@jobpreference
@guidaautonoma
@analytics_699
@wil_bielert
@ingliguori
@asoft86368163
@khulood_almani
@bbntimes_en

Top Mentioned in G5:
@iankhanfuturist
@bmciofficial
@futurecar_media
@wavetossed

Top Mentioned in G6:
@enricomolinari
@digitaltrends
@albertoemachado
@tobiaskintzel
@theadityapatro
@dmgerbino
@smak
@mvollmer1
@darshan_h_sheth
@jeroenbartelse

Top Mentioned in G7:
@foxmental_x
@thenextweb
@nytimes
@slashgear
@verge
@millennialbrnch
@kylejhyatt
@medium
@wsj
@trtworld

Top Mentioned in G8:
@ucberkeley
@mahnasakshay
@colinangle
@rosorg
@openroboticsorg
@zdnet
@tiernanraytech

Top Mentioned in G9:
@wef
@erwandemont
@ieeespectrum
@corix_jc
@ronald_vanloon
@mashable
@frronconi
@nvidia
@pinakilaskar
@gigadgets_

Top Mentioned in G10:
@forbes
@jonathanychang
@meghnawbur
@onpointradio
@aktiv_online
@designreinoud
@forbestechcncl

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@thedeveloperbot
@iartg
@cybersecurityn8
@ipythonistabot

Top Tweeters in G1:
@xaelbot
@codedailybot
@thedeveloperbot
@ipythonistabot
@coder_487
@daily_express
@discovertech3
@jfsebastian146
@botraj1
@coderretweet

Top Tweeters in G2:
@sectest9
@cybersecurityn8
@ml_tweet_bot
@yutakama
@botsecx
@codewithtwitchi
@education_24x7
@pythonexpertbot
@thecuriousluke
@the404code

Top Tweeters in G3:
@marting8177
@ssxman2
@gezgintrk
@micheleangelo13
@benishii_
@cnbc
@mashable
@xzpwedvhhh37i3c
@mark45dominic
@glaciarblue

Top Tweeters in G4:
@cybersec_feeds
@chidambara09
@javascriptd
@robotproud
@laveilletechno
@pen_bird
@digitaldecoded1
@2bftawfik
@datasciencebot_
@sakethnannaka

Top Tweeters in G5:
@wavetossed
@srdhain
@jais_george
@roseleomusk
@thandojo
@carolonadvlaw
@garryjgray
@innovarch
@thenexttech2018
@dellyranksindia

Top Tweeters in G6:
@lorimoreno
@simonlporter
@dez_blanchfield
@drjdrooghaag
@3itcom
@nevillegaunt
@archonsec
@albertoemachado
@mhiesboeck
@soniablock

Top Tweeters in G7:
@nytimes
@usatoday
@nydailynews
@abcnews
@foxmental_x
@timesofisrael
@techcrunch
@thenextweb
@verge
@shyredmd

Top Tweeters in G8:
@zdnet
@balamsinhue
@imthedronelord
@tiernanraytech
@ucberkeley
@openroboticsorg
@seventresh
@rosorg
@jailander
@sachinkum0009

Top Tweeters in G9:
@ricardo_ik_ahau
@corix_jc
@corixpartners
@transform_sec
@meisshaily
@developerkc
@ieeespectrum
@tcybercast
@veggietrish
@remap6

Top Tweeters in G10:
@forbes
@onpointradio
@autoscreens
@tweetreinoud
@forbestechcncl
@designreinoud
@aiethicswatch
@aktiv_online
@jonathanychang
@meghnawbur