odsc, Twitter, 6/1/2022 8:21:25 PM, 277473


FAQ | Problem?

odsc_2022-06-01_07-13-21.xlsx
odsc_2022-06-01_07-13-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 01, 2022
Short Description:
odsc via NodeXL https://bit.ly/3m399sb
@odsc
@digitalhealthxx
@ipfconline1
@genericgranola
@szetoinsitu
@andyhorvitz
@gaby_um
@fabriciosx
@gp_pulipaka
@pyscalellc

Top hashtags:
#ai
#machinelearning
#datascience
#odsceurope
#artificialintelligence
#100daysofcode
#nlp

Description:
Description
The graph represents a network of 496 Twitter users whose tweets in the requested range contained "odsc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 01 June 2022 at 14:14 UTC.

The requested start date was Wednesday, 01 June 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 12-hour, 25-minute period from Wednesday, 18 May 2022 at 05:51 UTC to Tuesday, 31 May 2022 at 18:17 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 : 496
Unique Edges : 364
Edges With Duplicates : 1336
Total Edges : 1700
Number of Edge Types : 5
Retweet : 358
MentionsInRetweet : 578
Tweet : 311
Mentions : 387
Replies to : 66
Self-Loops : 317
Reciprocated Vertex Pair Ratio : 0.0246734397677794
Reciprocated Edge Ratio : 0.0481586402266289
Connected Components : 39
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 415
Maximum Edges in a Connected Component : 1485
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.770532
Graph Density : 0.00287552948843271
Modularity : 0.318677
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 496 Twitter users whose tweets in the requested range contained "odsc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 01 June 2022 at 14:14 UTC.

The requested start date was Wednesday, 01 June 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 12-hour, 25-minute period from Wednesday, 18 May 2022 at 05:51 UTC to Tuesday, 31 May 2022 at 18:17 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 : odsc
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:
[21] https://odsc.medium.com/evolution-of-digital-twins-5df92006878b
[20] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[15] https://odsc.medium.com/transforming-skewed-data-for-machine-learning-90e6cc364b0
[13] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[11] https://opendatascience.com/the-ai-ethics-boom-150-ethical-ai-startups-and-industry-trends/
[11] https://opendatascience.com/causal-reasoning-in-machine-learning/
[9] https://twinybots.ch/
[9] https://app.aiplus.training/courses/ds-101-machine-learning-modelling-in-theory-practice
[8] https://opendatascience.com/introduction-to-pytorch/
[6] https://opendatascience.com/graph-representation-learning-from-simple-to-higher-order-structures/

Top URLs in Tweet in G1:
[2] https://odsc.com/europe/?utm_campaign=ODSC%20Europe&utm_content=208923433&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[2] https://www.youtube.com/watch?v=QH_Cb8YfTYA&feature=youtu.be

[1] https://share.hsforms.com/15ABdBsNlR62et_5ZplJ7ZQ13zdw?utm_campaign=Webinars&utm_content=209709574&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://twitter.com/i/web/status/1526475104628228098
[1] https://twitter.com/i/web/status/1526648745890390017
[1] https://odsc.medium.com/common-issues-with-kubernetes-deployments-and-how-to-fix-them-dd3b949df87?utm_campaign=Learning%20Posts&utm_content=206947760&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://odsc.medium.com/why-provenance-is-the-key-to-ai-success-knowledge-graph-ontology-design-8baa83554ccb?utm_campaign=Learning%20Posts&utm_content=206227715&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://odsc.com/europe/europe-schedule/?utm_campaign=ODSC%20Europe&utm_content=207922197&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://machinelearningmastery.com/a-first-course-on-deploying-python-projects/?utm_campaign=Learning%20Posts&utm_content=207762439&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://opendatascience.com/overcoming-imagenet-dataset-biases-with-pass/?utm_campaign=Learning%20Posts&utm_content=207762441&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323

Top URLs in Tweet in G2:
[17] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[15] https://odsc.medium.com/transforming-skewed-data-for-machine-learning-90e6cc364b0
[12] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[10] https://opendatascience.com/the-ai-ethics-boom-150-ethical-ai-startups-and-industry-trends/
[9] https://opendatascience.com/causal-reasoning-in-machine-learning/
[8] https://app.aiplus.training/courses/ds-101-machine-learning-modelling-in-theory-practice
[6] https://opendatascience.com/introduction-to-pytorch/
[5] https://opendatascience.com/graph-representation-learning-from-simple-to-higher-order-structures/
[5] https://opendatascience.com/trustworthy-ai-operationalizing-ai-models-with-governance-part-2/
[3] https://opendatascience.com/emily-dickinson-and-the-meter-of-mood-an-experiment-in-text-analysis/

Top URLs in Tweet in G3:
[1] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[1] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[1] https://opendatascience.com/introduction-to-pytorch/
[1] https://opendatascience.com/causal-reasoning-in-machine-learning/
[1] https://opendatascience.com/emily-dickinson-and-the-meter-of-mood-an-experiment-in-text-analysis/
[1] https://opendatascience.com/graph-representation-learning-from-simple-to-higher-order-structures/
[1] https://link.medium.com/vxRU02EItqb
[1] https://link.medium.com/e0WBa635rqb

Top URLs in Tweet in G4:
[5] https://twinybots.ch/
[5] https://odsc.medium.com/evolution-of-digital-twins-5df92006878b
[2] https://odsc.com/
[2] https://odsc.medium.com/a-brief-overview-of-the-role-of-artificial-intelligence-in-cybersecurity-a112804b551
[2] https://odsc.es/futbol/portadas/portada-as-31-mayo-2022-tchouameni-es-inminente/
[2] https://odsc.es/futbol/portadas/portada-sport-18-mayo-2022-laporta-optimista-podremos-fichar/
[2] https://odsc.es/futbol/portadas/portada-mundo-deportivo-18-mayo-2022-objetivo-kounde/
[2] https://odsc.es/futbol/internacional/la-peticion-especial-que-ha-hecho-kylian-mbappe-al-psg-para-quedarse/
[2] https://odsc.es/futbol/fc-barcelona/el-homenaje-que-le-ha-hecho-el-barca-a-sergio-busquets/
[2] https://odsc.es/futbol/portadas/portada-sport-19-mayo-2022-koulibaly/

Top URLs in Tweet in G5:
[2] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[1] https://odsc.com/california/aix-west/
[1] https://opendatascience.com/introduction-to-pytorch/
[1] https://opendatascience.com/causal-reasoning-in-machine-learning/
[1] https://opendatascience.com/emily-dickinson-and-the-meter-of-mood-an-experiment-in-text-analysis/

Top URLs in Tweet in G7:
[9] https://odsc.medium.com/evolution-of-digital-twins-5df92006878b
[2] https://odsc.medium.com/top-ten-european-ai-research-labs-for-2022-9c19ea60d3cd
[2] https://odsc.medium.com/final-odsc-europe-2022-schedule-released-how-will-you-spend-your-week-6766cf2172f2
[1] https://odsc.medium.com/is-natural-language-processing-advanced-enough-to-tackle-legal-documentation-f218f9772e3d
[1] https://briefly.co/anchor/Data_science/story/final-odsc-europe-2022-schedule-released-how-will-you-spend-your-week?hl=1&f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science
[1] https://briefly.co/anchor/Data_science/story/odsc-east-2022-keynote-nvidia-and-red-hat-on-accelerating-aiml-deployments-with-enterprise-grade?hl=1&f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science
[1] http://16th.At
[1] https://briefly.co/anchor/Data_science/story/top-11-ai-companies-coming-to-the-odsc-europe-ai-expo-hall?hl=1&f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science
[1] https://briefly.co/anchor/Data_science/story/virtual-or-in-person-which-odsc-europe-ticket-is-right-for-me?hl=1&f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science
[1] https://briefly.co/anchor/Data_science/story/which-odsc-europe-2022-ticket-is-right-for-you?hl=1&f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1527331510977585173

Top URLs in Tweet in G9:
[1] https://dataforpolicy.org/data-for-policy-2022/standard-tracks/
[1] https://twitter.com/dataforpolicy/status/1522219815955484672

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1528684357455691777

Top Domains
Top Domains in Tweet in Entire Graph:
[111] odsc.es
[110] opendatascience.com
[93] odsc.com
[88] medium.com
[21] aiplus.training
[20] twitter.com
[14] briefly.co
[9] twinybots.ch
[8] hsforms.com
[5] youtube.com

Top Domains in Tweet in G1:
[70] odsc.com
[27] opendatascience.com
[13] medium.com
[9] twitter.com
[9] aiplus.training
[8] hsforms.com
[5] mit.edu
[4] machinelearningmastery.com
[4] youtube.com
[3] microsoft.com

Top Domains in Tweet in G2:
[67] opendatascience.com
[21] medium.com
[9] aiplus.training
[2] odsc.com
[1] twitter.com

Top Domains in Tweet in G3:
[6] opendatascience.com
[2] medium.com

Top Domains in Tweet in G4:
[111] odsc.es
[16] medium.com
[6] odsc.com
[5] twinybots.ch
[2] twitter.com
[1] linkedin.com
[1] google.com
[1] wdcpower.com
[1] newspicks.com

Top Domains in Tweet in G5:
[5] opendatascience.com
[1] odsc.com

Top Domains in Tweet in G7:
[14] medium.com
[9] briefly.co
[1] 16th.at

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[1] dataforpolicy.org
[1] twitter.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[169] ai
[162] machinelearning
[152] datascience
[114] odsceurope
[43] artificialintelligence
[43] 100daysofcode
[38] nlp
[34] bigdata
[29] iot
[25] data



Top Hashtags in Tweet in G1:
[94] odsceurope
[74] datascience
[15] machinelearning
[14] ml
[14] ai
[10] nlp
[9] artificialintelligence
[7] python
[5] odscwest
[5] deeplearning

Top Hashtags in Tweet in G2:
[100] machinelearning
[95] ai
[33] 100daysofcode
[28] datascience
[20] nlp
[19] iot
[19] bigdata
[15] data
[15] aiethics
[9] deeplearning

Top Hashtags in Tweet in G3:
[6] ai
[5] machinelearning
[4] nlproc
[3] 100daysofcode
[2] mindmap
[2] nlp
[2] datascience
[2] chatbots
[1] pytorch
[1] coding

Top Hashtags in Tweet in G4:
[6] datascience
[6] learning
[5] artificialintelligence
[5] digital
[3] healthcare
[2] ieeevis
[2] siggraph
[2] ieeecga
[2] odsc
[2] artificial_intelligence

Top Hashtags in Tweet in G5:
[15] machinelearning
[15] ai
[11] datascience
[10] reinforcementlearning
[10] bigdata
[10] analytics
[10] iot
[10] iiot
[10] python
[5] 100daysofcode

Top Hashtags in Tweet in G7:
[17] ai
[14] machinelearning
[13] datascience
[12] artificialintelligence
[6] data
[6] science
[6] dat
[3] deeplearning

Top Hashtags in Tweet in G9:
[3] policy
[3] frameworks
[3] governance
[3] data
[3] innovation

Top Words
Top Words in Tweet in Entire Graph:
[468] odsc
[277] learning
[243] ai
[202] data
[169] #ai
[163] 2022
[162] #machinelearning
[152] #datascience
[148] machine
[114] #odsceurope

Top Words in Tweet in G1:
[255] odsc
[230] learning
[170] ai
[148] data
[112] machine
[96] deep
[94] #odsceurope
[91] latest
[89] future
[87] sheamusmcgov

Top Words in Tweet in G2:
[100] #machinelearning
[100] odsc
[95] #ai
[63] ipfconline1
[34] model
[33] #100daysofcode
[28] #datascience
[22] cc
[20] kirkdborne
[20] #nlp

Top Words in Tweet in G3:
[14] odsc
[6] ipfconline1
[6] #ai
[5] sauain
[5] labmlai
[5] #machinelearning
[4] #nlproc
[4] theaisummer
[4] deeplearn007
[4] raehanbobby

Top Words in Tweet in G4:
[86] 2022
[83] portada
[83] mayo
[23] mundo
[23] deportivo
[22] sport
[20] marca
[19] barça
[13] final
[12] madrid

Top Words in Tweet in G5:
[15] #machinelearning
[15] #ai
[11] #datascience
[10] ai
[10] best
[10] #reinforcementlearning
[10] supercharger
[10] #bigdata
[10] #analytics
[10] #iot

Top Words in Tweet in G6:
[4] greatgoatsnft
[4] odsc
[3] gang
[2] rizaar_
[2] camochameleonc

Top Words in Tweet in G7:
[19] odsc
[17] #ai
[14] #machinelearning
[14] europe
[13] #datascience
[13] medium
[12] #artificialintelligence
[12] trending
[10] genericgranola
[10] ai

Top Words in Tweet in G8:
[2] batodnorth
[2] batod_ni
[2] batodeast
[2] batod_midlands
[2] batodscotland
[2] batodcymru
[2] batodsouth
[2] batodsouthwest
[2] ddeaftod

Top Words in Tweet in G9:
[3] vy
[3] excited
[3] join
[3] dataforpolicy
[3] chair
[3] area
[3] #policy
[3] #frameworks
[3] #governance
[3] #data

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[137] machine,learning
[106] deep,learning
[85] mlops,data
[85] data,engineering
[84] future,ai
[83] mayo,2022
[81] learning,deep
[78] ai,gathers
[78] gathers,odsc
[78] odsc,follow

Top Word Pairs in Tweet in G1:
[107] machine,learning
[96] deep,learning
[78] mlops,data
[78] data,engineering
[76] future,ai
[73] learning,deep
[71] ai,gathers
[71] gathers,odsc
[71] odsc,follow
[71] follow,latest

Top Word Pairs in Tweet in G2:
[46] #ai,#machinelearning
[45] odsc,#ai
[33] #machinelearning,#100daysofcode
[24] #machinelearning,odsc
[18] #ai,#iot
[17] model,overload
[17] overload,#nlp
[17] #nlp,model
[17] model,choose
[17] choose,odsc

Top Word Pairs in Tweet in G3:
[5] sauain,labmlai
[4] labmlai,theaisummer
[4] theaisummer,deeplearn007
[4] deeplearn007,raehanbobby
[4] raehanbobby,ai2_allennlp
[4] ai2_allennlp,machine_ml
[4] machine_ml,w4nderlus7
[4] odsc,#ai
[4] ml_nlp,m_learningnews
[3] #ai,#machinelearning

Top Word Pairs in Tweet in G4:
[83] mayo,2022
[23] portada,mundo
[23] mundo,deportivo
[22] portada,sport
[20] portada,marca
[8] 31,mayo
[8] 19,mayo
[8] 20,mayo
[8] 23,mayo
[8] 26,mayo

Top Word Pairs in Tweet in G5:
[10] ai,best
[10] best,#reinforcementlearning
[10] #reinforcementlearning,#machinelearning
[10] #machinelearning,supercharger
[10] supercharger,#bigdata
[10] #bigdata,#analytics
[10] #analytics,#datascience
[10] #datascience,#ai
[10] #ai,#iot
[10] #iot,#iiot

Top Word Pairs in Tweet in G6:
[2] rizaar_,greatgoatsnft
[2] greatgoatsnft,camochameleonc
[2] gang,gang

Top Word Pairs in Tweet in G7:
[14] #ai,#machinelearning
[14] odsc,europe
[13] #machinelearning,#datascience
[12] #datascience,#artificialintelligence
[12] #artificialintelligence,trending
[9] evolution,digital
[9] digital,twins
[9] twins,#ai
[9] add,highlights
[8] genericgranola,evolution

Top Word Pairs in Tweet in G8:
[2] batodnorth,batod_ni
[2] batod_ni,batodeast
[2] batodeast,batod_midlands
[2] batod_midlands,batodscotland
[2] batodscotland,batodcymru
[2] batodcymru,batodsouth
[2] batodsouth,batodsouthwest
[2] batodsouthwest,ddeaftod

Top Word Pairs in Tweet in G9:
[3] vy,excited
[3] excited,join
[3] join,dataforpolicy
[3] dataforpolicy,chair
[3] chair,area
[3] area,#policy
[3] #policy,#frameworks
[3] #frameworks,#governance
[3] #governance,#data
[3] #data,driven

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@odsc
@sheamusmcgov
@ipfconline1
@kirkdborne
@genericgranola
@medium
@ronald_vanloon
@gp_pulipaka
@s
@deeplearn007

Top Mentioned in G1:
@odsc
@sheamusmcgov
@google
@lmoroney
@microsoft
@demarchileo
@badoo
@julialintern
@_sitacademy
@iguazio

Top Mentioned in G2:
@odsc
@ipfconline1
@kirkdborne
@medium
@ronald_vanloon
@s
@schmarzo
@pierrepinna
@jblefevre60
@ym78200

Top Mentioned in G3:
@odsc
@ipfconline1
@sauain
@labmlai
@theaisummer
@deeplearn007
@raehanbobby
@ai2_allennlp
@machine_ml
@w4nderlus7

Top Mentioned in G4:
@aaykamj

Top Mentioned in G5:
@gp_pulipaka
@odsc
@ipfconline1
@compchembiobot
@datascifact
@analyticbridge
@datasciencectrl
@sourabhskatoch
@datascifellows
@datascinews

Top Mentioned in G6:
@odsc
@greatgoatsnft
@camochameleonc
@luladilma5
@mandrik
@kollolkabir
@ifeoluwakishi_o
@ogbame_justus
@galacticgeckosg
@istanbul_ilbey

Top Mentioned in G7:
@genericgranola
@datascience_b
@artintel_b

Top Mentioned in G8:
@batod_ni
@batodeast
@batod_midlands
@batodscotland
@batodcymru
@batodsouth
@batodsouthwest
@ddeaftod
@batod_uk
@batodnorth

Top Mentioned in G9:
@dataforpolicy
@gaby_um
@zeynepengin
@cupacademic
@intstat
@eu_eurostat
@eu_opendata
@globalstat_eu
@eui_globgovprog
@odsc

Top Mentioned in G10:
@brentwood_bc
@brentwoodpd
@gowithbrentwood
@brentwooddeanna
@brentwoodschool
@brentwoodcox

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@codedailybot
@piyuanker12
@vonrosenchild
@codernotesbot
@fabriciosx
@dataaugmented
@hubofml
@ml_tweet_bot

Top Tweeters in G1:
@vonrosenchild
@santchiweb
@earlofgc
@eldokshe
@fullnam35087976
@blkhwk0ps
@adeyemoadekunl2
@py_data_sci
@cestlavie486
@technojeder

Top Tweeters in G2:
@xaelbot
@codedailybot
@piyuanker12
@codernotesbot
@fabriciosx
@hubofml
@ssxman2
@gezgintrk
@pvalsfr
@thecuriousluke

Top Tweeters in G3:
@raehanbobby
@machine_ml
@andyhorvitz
@deeplearn007
@deep_in_depth
@svpino
@digitalhealthxx
@analyticsvidhya
@mxlearn
@hardmaru

Top Tweeters in G4:
@suriyasubraman
@parvez1
@skydog811
@lucian2drei
@sajidmirza
@ajalburaidi
@twinybots
@orgullosofutbol
@orgullosoculees
@matthijstijd

Top Tweeters in G5:
@ricardo_ik_ahau
@devretweetbot
@gdorn1
@analyticbridge
@compchembiobot
@dev_bot9190
@szetoinsitu
@gp_pulipaka
@deepsingularity
@datasciencectrl

Top Tweeters in G6:
@ogbame_justus
@luladilma5
@olimp_mishka80
@kollolkabir
@mandrik
@rizaar_
@raindrop134893
@prasadwakchaure
@opposit_tend_to
@tacaggy2

Top Tweeters in G7:
@dataaugmented
@grjenkin
@nvsdata
@brainroaring
@cybersecboardrm
@corizance
@ilceruttino
@jspadoan
@medicaliphone
@datascience_b

Top Tweeters in G8:
@batod_uk
@batod_midlands
@batodeast
@batodnorth
@ddeaftod
@batodcymru
@batodscotland
@batod_ni
@batodsouthwest
@batodsouth

Top Tweeters in G9:
@eu_opendata
@eu_eurostat
@cupacademic
@eui_globgovprog
@zeynepengin
@dataforpolicy
@gaby_um
@globalstat_eu
@intstat

Top Tweeters in G10:
@titans
@brentwoodcox
@brentwood_bc
@brentwooddeanna
@gowithbrentwood
@brentwoodschool
@brentwoodpd
@lunasmi90444559


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.