ECMWF, Twitter, 6/16/2021 3:45:39 PM, 257050


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ECMWF Twitter NodeXL SNA Map and Report for keskiviikko, 16 kesäkuuta 2021 at 15.07 UTC
ECMWF Twitter NodeXL SNA Map and Report for keskiviikko, 16 kesäkuuta 2021 at 15.07 UTC
From:
mihkal
Uploaded on:
June 16, 2021
Short Description:
ECMWF via NodeXL https://bit.ly/3grfYBH
@ecmwf
@bennollweather
@djraw2009
@mikarantane
@kachelmannwettr
@benjamintal31
@meteoredmx
@m_parrington
@hurricanetrack
@copernicusecmwf

Top hashtags:
#ecmwf
#saharandust
#meteoredmx
#méxico
#airquality
#hitze
#wildfires
#92l

Description:
Description
The graph represents a network of 1 701 Twitter users whose recent tweets contained "ECMWF", 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 Wednesday, 16 June 2021 at 15:16 UTC.

The tweets in the network were tweeted over the 8-day, 3-hour, 39-minute period from Tuesday, 08 June 2021 at 11:13 UTC to Wednesday, 16 June 2021 at 14:52 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 : 1701
Unique Edges : 2705
Edges With Duplicates : 2008
Total Edges : 4713
Number of Edge Types : 5
Tweet : 484
Replies to : 285
MentionsInRetweet : 1217
Mentions : 978
Retweet : 1749
Self-Loops : 491
Reciprocated Vertex Pair Ratio : 0,0379018612521151
Reciprocated Edge Ratio : 0,0730355396152592
Connected Components : 137
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 1299
Maximum Edges in a Connected Component : 4131
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4,620461
Graph Density : 0,00106062177957603
Modularity : 0,494737
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1 701 Twitter users whose recent tweets contained "ECMWF", 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 Wednesday, 16 June 2021 at 15:16 UTC.

The tweets in the network were tweeted over the 8-day, 3-hour, 39-minute period from Tuesday, 08 June 2021 at 11:13 UTC to Wednesday, 16 June 2021 at 14:52 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 : TwitterSearch
Graph Term : ECMWF
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:
[99] https://www.meteored.mx/mapas-meteorologicos/prcnub-mex.html
[51] https://atmosphere.copernicus.eu/charts/cams/aerosol-forecasts?facets=undefined&time=2021060800,3,2021060803&projection=classical_global&layer_name=composition_duaod550
[36] https://kachelmannwetter.com/de/modellkarten/euro/deutschland/max-temperatur-6std/20210617-1800z.html
[36] https://atmosphere.copernicus.eu/charts/cams/aerosol-forecasts?facets=undefined&time=2021061000,3,2021061003&projection=classical_central_america&layer_name=composition_aod550
[29] https://atmosphere.copernicus.eu/charts/cams/particulate-matter-forecasts?facets=undefined&time=2021061200,3,2021061203&projection=classical_central_america&layer_name=composition_pm10
[27] https://twitter.com/BenNollWeather/status/1402257856494190601
[27] https://effis.jrc.ec.europa.eu
[22] https://esowc.ecmwf.int:443/
[18] https://twitter.com/ECMWF/status/1405125344957452289
[17] https://tropicaltidbits.com/

Top URLs in Tweet in G1:
[16] https://www.ecmwf.int/en/about/media-centre/news/2021/saildrone-help-ecmwf-understand-gulf-stream
[12] https://forumeteoclimat.com/en/program/media-workshop-en-2021/
[12] https://twitter.com/ECMWF/status/1405125344957452289
[10] https://eudevdays.eu/community/sessions/4114/copernicus-global-knowledge-and-information-systems
[9] https://www.ecmwf.int/en/elibrary/19877-machine-learning-ecmwf-roadmap-next-10-years
[9] https://twitter.com/boell_eu/status/1334529128788353028
[8] https://www.ecmwf.int/en/about/media-centre/news/2021/extraordinary-using-ecmwfs-forecasts-2021-event
[8] https://www.pivotalweather.com/model.php?m=ecmwf&p=850t_anom&rh=2021040412&fh=gif&r=conus&dpdt=&mc=
[7] https://public.wmo.int/en/media/news/future-of-weather-and-climate-services
[7] https://cryosat10years.org/NikalWebsitePortal/cryosat-10th-anniversary-science-conference/esa

Top URLs in Tweet in G2:
[45] https://atmosphere.copernicus.eu/charts/cams/aerosol-forecasts?facets=undefined&time=2021060800,3,2021060803&projection=classical_global&layer_name=composition_duaod550
[33] https://atmosphere.copernicus.eu/charts/cams/aerosol-forecasts?facets=undefined&time=2021061000,3,2021061003&projection=classical_central_america&layer_name=composition_aod550
[27] https://atmosphere.copernicus.eu/charts/cams/particulate-matter-forecasts?facets=undefined&time=2021061200,3,2021061203&projection=classical_central_america&layer_name=composition_pm10
[27] https://effis.jrc.ec.europa.eu
[15] https://www.windy.com/-PM2-5-pm2p5?cams,pm2p5,34.624,-108.523,6
[8] https://confluence.ecmwf.int/display/CKB/CAMS%3A+Global+Fire+Assimilation+System+%28GFAS%29+data+documentation
[7] https://twitter.com/m_parrington/status/1389613821346689025
[6] https://www.wekeo.eu/
[5] https://atmosphere.copernicus.eu/cams-upgrades-its-global-forecasting-system-0
[4] https://esowc.ecmwf.int:443/

Top URLs in Tweet in G3:
[27] https://twitter.com/BenNollWeather/status/1402257856494190601
[17] https://tropicaltidbits.com/
[9] https://www.meteored.mx/mapas-meteorologicos/prcnub-mex.html
[4] https://twitter.com/BenNollWeather/status/1404423378098868229
[4] https://twitter.com/BenNollWeather/status/1389588877162254339
[3] http://www.meteored.cl/modelos/
[3] http://www.meteored.cl/satelites/
[2] https://weather.substack.com/p/watching-gulf-of-mexico-disturbance?r=21wlp&utm_campaign=post&utm_medium=web&utm_source=twitter
[1] https://atmosphere.copernicus.eu/charts/cams/aerosol-forecasts?facets=undefined&time=2021060800,3,2021060803&projection=classical_global&layer_name=composition_duaod550
[1] https://apps.ecmwf.int/webapps/opencharts/products/efi2web_capeshear?area=Europe&base_time=202106150000&day=3&quantile=99

Top URLs in Tweet in G4:
[35] https://kachelmannwetter.com/de/modellkarten/euro/deutschland/max-temperatur-6std/20210617-1800z.html
[14] https://kachelmannwetter.com/de/modellkarten/euro/2021061012/deutschland/max-temperatur-6std/20210616-1800z.html
[14] https://kachelmannwetter.com/de/modellkarten/euro/deutschland/max-temperatur-6std/20210619-1800z.html
[12] https://kachelmannwetter.com/de/modellkarten/euro/2021061312/deutschland/max-temperatur-6std/20210617-1800z.html
[11] https://kachelmannwetter.com/de/modellkarten/euro/2021061312/deutschland/signifikantes-wetter/20210617-1500z.html
[11] https://kachelmannwetter.com/de/modellkarten/euro/2021061412/deutschland/max-temperatur-6std/20210620-1800z.html
[10] https://kachelmannwetter.com/de/modellkarten/euro/2021061000/deutschland/max-temperatur-6std/20210616-1800z.html
[10] https://kachelmannwetter.com/de/modellkarten/euro/2021061100/deutschland/max-temperatur-6std/20210616-1800z.html
[10] https://kachelmannwetter.com/de/modellkarten/gbr/2021061312/deutschland/tmax-3std-6std/20210617-1800z.html
[10] https://kachelmannwetter.com/de/modellkarten/german/deutschland/max-temperatur-6std/20210619-1800z.html

Top URLs in Tweet in G5:
[3] https://twitter.com/ECMWF/status/1404832914068709381
[2] https://kachelmannwetter.com/de/modellkarten/euro/2021061412/deutschland/max-temperatur-6std/20210620-1800z.html
[2] http://ame-web.org/index.php/blog/128-2021/1874-prediccion-estacional-de-las-olas-de-calor-estivales-europeas-en-el-centro-europeo-de-prediccion-a-medio-plazo-ecmwf
[1] https://www.ecmwf.int/en/forecasts/charts/catalogue/mofc_multi_anomaly?facets=Range,Extended%20(30%20days)&time=2021061400,144,2021062000¶meter=2m%20temperature&area=Europe
[1] https://kachelmannwetter.com/de/modellkarten/euro/2021061200/deutschland/max-temperatur-6std/20210617-1800z.html
[1] https://kachelmannwetter.com/de/modellkarten/euro/2021061200/deutschland/max-temperatur-6std/20210618-1800z.html
[1] https://kachelmannwetter.com/de/modellkarten/german/2021061312/deutschland/max-temperatur-6std/20210620-1800z.html
[1] https://kachelmannwetter.com/de/modellkarten/swisshd-ecmwf/2021061406/deutschland/hoechsttemperatur/20210615-1800z.html
[1] https://kachelmannwetter.com/de/modellkarten/euro/2021061100/deutschland/max-temperatur-6std/20210616-1800z.html
[1] https://twitter.com/mikarantane/status/1404709977214832641

Top URLs in Tweet in G6:
[90] https://www.meteored.mx/mapas-meteorologicos/prcnub-mex.html

Top URLs in Tweet in G7:
[4] https://www.windy.com/-Precip-type-ptype?ptype,43.357,5.977,4,i:pressure
[2] https://www.tropicaltidbits.com/
[2] https://www.bennollweather.com/ecmwfbot
[1] https://www.tropicaltidbits.com/analysis/models/?model=ecmwf®ion=atl&pkg=mslpaNorm
[1] https://www.meteosangonera.es/ecmwf/
[1] https://abc13.com/weather/monitoring-for-potential-tropical-development-late-next-week-/10502784/
[1] http://www.reddit.com/r/houston/comments/nvtkbk/ecmwf_and_gfs_point_to_possible_moderate_risk_of/
[1] https://climate.copernicus.eu/charts/c3s_seasonal/c3s_seasonal_plume_ecmf?facets=undefined&time=2021050100,0,2021050100&type=plume&area=nino34
[1] https://cw3e.ucsd.edu/images/gfs/images/ivt_NEPac_latest_F78.png
[1] https://youtube.com/watch?v=ZMA1UBTDRMg&feature=youtu.be


Top URLs in Tweet in G8:
[4] https://twitter.com/CLCastro1974/status/1403121909374406657
[1] https://twitter.com/Weather_West/status/1402737149070348288
[1] https://twitter.com/SimonLeeWx/status/1401579646144192513?s=20

Top URLs in Tweet in G9:
[15] https://weather.substack.com/p/watching-gulf-of-mexico-disturbance?r=21wlp&utm_campaign=post&utm_medium=web&utm_source=twitter
[13] https://meteologix.com/lv/model-charts/euro/latvia/max-temperature-6h/20210621-1800z.html
[8] https://apps.ecmwf.int/webapps/opencharts/?facets=%7B%22Range%22%3A%5B%22Extended%20%2842%20days%29%22%5D%7D
[3] https://ecmwf.int

Top URLs in Tweet in G10:
[6] https://www.cropprophet.com/crop-weather-forecast-impact-on-yield/?utm_term=CropWeatherOutlook&utm_campaign=CropProphet&utm_content=169291400&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[6] https://info.prescientweather.com/try-cropprophet-yield-forecast-system?utm_term=CropProphet_General&utm_campaign=CropProphet&utm_content=169291400&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[5] https://info.prescientweather.com/try-cropprophet-yield-forecast-system?utm_term=CropProphet_General&utm_campaign=CropProphet&utm_content=169361217&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[4] https://info.prescientweather.com/try-cropprophet-yield-forecast-system?utm_term=CropProphet_General&utm_campaign=CropProphet&utm_content=169792793&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[4] https://www.cropprophet.com/crop-weather-forecast-impact-on-yield/?utm_term=CropWeatherOutlook&utm_campaign=CropProphet&utm_content=169292597&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[4] https://info.prescientweather.com/try-cropprophet-yield-forecast-system?utm_term=CropProphet_General&utm_campaign=CropProphet&utm_content=169292597&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[3] https://info.prescientweather.com/try-cropprophet-yield-forecast-system?utm_term=CropProphet_General&utm_campaign=CropProphet&utm_content=169464142&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[1] https://www.cropprophet.com?utm_campaign=CropProphet&utm_content=169167124&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[1] https://info.prescientweather.com/try-cropprophet-yield-forecast-system?utm_term=CropProphet_General&utm_campaign=CropProphet&utm_content=169361749&utm_medium=social&utm_source=twitter&hss_channel=tw-951554937498030080
[1] https://ohio8.vchecks.io/share/dFaa83EJ0Sw1?sid=1126&scheme=http&host=webinar.sizov.report&uri=%2f&t=1623856539764&sad=v%2fWHLevg%3d%3d&uid=iDEC2ShE0ru7f6Ud&uct=1623856539764&kct=0&m=2&ver=7&flags=2176&ua=11943250755672424979&v=Ckx0EPQ0Px6elwqJsSMsWg

Top Domains
Top Domains in Tweet in Entire Graph:
[338] kachelmannwetter.com
[168] copernicus.eu
[160] twitter.com
[149] ecmwf.int
[99] meteored.mx
[29] windy.com
[27] europa.eu
[23] prescientweather.com
[20] tropicaltidbits.com
[17] substack.com

Top Domains in Tweet in G1:
[84] ecmwf.int
[62] twitter.com
[29] copernicus.eu
[12] forumeteoclimat.com
[11] cryosat10years.org
[10] eudevdays.eu
[9] wmo.int
[8] pivotalweather.com
[7] mdpi.com
[7] romsaf.org

Top Domains in Tweet in G2:
[132] copernicus.eu
[27] europa.eu
[18] twitter.com
[15] windy.com
[14] ecmwf.int
[6] wekeo.eu
[3] euspace-launch.eu
[2] euronews.com
[2] youtube.com
[1] forumeteoclimat.com

Top Domains in Tweet in G3:
[35] twitter.com
[17] tropicaltidbits.com
[9] meteored.mx
[6] meteored.cl
[2] ecmwf.int
[2] substack.com
[1] copernicus.eu
[1] kachelmannwetter.com
[1] wekeo.eu
[1] tiempo.com

Top Domains in Tweet in G4:
[316] kachelmannwetter.com
[9] wetterzentrale.de
[8] ecmwf.int
[6] obspm.fr
[6] windy.com
[2] twitter.com
[1] wxcharts.com
[1] tiempo.com
[1] mdpi.com

Top Domains in Tweet in G5:
[7] kachelmannwetter.com
[6] twitter.com
[2] ame-web.org
[1] ecmwf.int
[1] copernicus.eu

Top Domains in Tweet in G6:
[90] meteored.mx

Top Domains in Tweet in G7:
[6] twitter.com
[4] windy.com
[3] tropicaltidbits.com
[2] youtube.com
[2] bennollweather.com
[2] kachelmannwetter.com
[1] meteosangonera.es
[1] abc13.com
[1] reddit.com
[1] copernicus.eu

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

Top Domains in Tweet in G9:
[15] substack.com
[13] meteologix.com
[11] ecmwf.int

Top Domains in Tweet in G10:
[23] prescientweather.com
[13] vchecks.io
[11] cropprophet.com
[1] twitter.com
[1] sizov.report

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[274] ecmwf
[129] saharandust
[99] meteoredmx
[94] méxico
[88] airquality
[86] hitze
[64] wildfires
[36] 92l
[36] telegraphfire
[35] cawx



Top Hashtags in Tweet in G1:
[34] ai
[22] cryosat
[21] saharandust
[16] worldoceansday
[16] europe
[16] italy
[16] soilmoisture
[16] drought2021
[16] sudan
[14] ecland

Top Hashtags in Tweet in G2:
[106] saharandust
[75] airquality
[55] wildfires
[33] telegraphfire
[21] copernicusatmosphere
[15] airpollution
[14] copernicus
[12] camsga21
[7] openburning
[7] opendata

Top Hashtags in Tweet in G3:
[33] tropical
[21] 92l
[20] ecmwf
[13] atlantic
[11] gulf_of_mexico
[9] pacific_west
[9] meteoredmx
[8] méxico
[7] pacific_east
[5] chuva

Top Hashtags in Tweet in G4:
[85] ecmwf
[84] hitze
[31] gewitter
[27] temperaturen
[21] unwetter
[12] wetter
[11] kaltfront
[10] deutschland
[7] gewittern
[6] regen

Top Hashtags in Tweet in G5:
[13] ecmwf
[5] prévisionsaisonnière
[5] été2021
[4] predicción
[4] sepeninsular
[3] seas5
[3] laniña
[2] ameblog
[2] predicciónestacional
[2] olasdecalor

Top Hashtags in Tweet in G6:
[92] ecmwf
[90] meteoredmx
[86] méxico
[2] 92l
[2] gfs

Top Hashtags in Tweet in G7:
[19] ecmwf
[16] gfs
[16] icon
[16] windycom
[8] wxbot
[2] veracruz
[2] 92l
[2] pronósticodeltiempo
[2] atenciónaltiempo
[2] avisoespecial

Top Hashtags in Tweet in G8:
[31] heatwave
[31] cawx
[31] azwx
[31] utwx
[31] nvwx

Top Hashtags in Tweet in G9:
[15] tropicalupdate
[1] ecmwf

Top Hashtags in Tweet in G10:
[21] ecmwf
[20] corn
[14] wheat
[8] gefs
[8] agwx
[7] inwx
[7] ilwx
[7] ohwx
[7] miwx
[7] iawx

Top Words
Top Words in Tweet in Entire Graph:
[2043] ecmwf
[941] de
[476] en
[427] el
[416] forecast
[336] la
[310] das
[309] gfs
[277] copernicusecmwf
[275] #ecmwf

Top Words in Tweet in G1:
[392] ecmwf
[105] data
[77] forecast
[71] june
[69] co
[67] weather
[65] copernicusecmwf
[64] climate
[64] la
[59] model

Top Words in Tweet in G2:
[235] ecmwf
[179] copernicusecmwf
[153] service
[149] monitoring
[129] forecast
[128] atmosphere
[106] #saharandust
[106] caribbean
[102] june
[87] initialized

Top Words in Tweet in G3:
[287] ecmwf
[168] season
[129] atlantic
[93] activity
[80] tropical
[75] hurricane
[70] favored
[67] gulf
[64] potential
[62] de

Top Words in Tweet in G4:
[258] das
[242] die
[239] ecmwf
[198] der
[175] für
[153] es
[150] und
[146] auch
[138] über
[130] nach

Top Words in Tweet in G5:
[92] signal
[91] forecast
[91] strong
[91] northern
[90] ready
[90] incoming
[90] intense
[90] heatwave
[90] ecmwf's
[90] extended

Top Words in Tweet in G6:
[204] el
[150] de
[102] en
[102] con
[98] las
[98] horas
[92] #ecmwf
[90] #meteoredmx
[90] te
[90] ofrecemos

Top Words in Tweet in G7:
[81] ecmwf
[39] de
[26] en
[20] gfs
[19] los
[19] #ecmwf
[17] la
[16] prognoza
[16] pogody
[16] według

Top Words in Tweet in G8:
[63] ecmwf
[63] week
[45] significant
[42] record
[35] extreme
[34] solution
[32] west
[32] potential
[31] well
[31] unfortunately

Top Words in Tweet in G9:
[62] ecmwf
[34] būs
[26] nakts
[26] 21
[24] week
[23] gfs
[22] 12z
[21] june
[21] gada
[16] un

Top Words in Tweet in G10:
[57] ecmwf
[37] forecast
[32] gfs
[28] wetter
[28] ru
[21] #ecmwf
[20] #corn
[18] drier
[18] 00z
[17] change

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[176] monitoring,service
[145] atmosphere,monitoring
[136] copernicusecmwf,atmosphere
[136] service,ecmwf
[119] das,ecmwf
[115] extended,range
[111] el,modelo
[106] modelo,#ecmwf
[100] range,forecast
[100] strong,signal

Top Word Pairs in Tweet in G1:
[40] modèle,européen
[39] les,prévisions
[39] prévisions,du
[39] du,modèle
[39] européen,mettent
[39] mettent,en
[39] en,évidence
[39] évidence,une
[39] une,anomalie
[39] anomalie,chaude

Top Word Pairs in Tweet in G2:
[147] monitoring,service
[127] atmosphere,monitoring
[120] copernicusecmwf,atmosphere
[120] service,ecmwf
[87] forecast,initialized
[78] #saharandust,crossing
[78] aerosol,optical
[78] optical,depth
[78] depth,forecast
[72] june,00

Top Word Pairs in Tweet in G3:
[72] hurricane,season
[72] season,ecmwf
[50] ecmwf,velocity
[50] velocity,potential
[50] ecmwf,seasonal
[46] updated,hurricane
[46] potential,anomalies
[46] anomalies,forcing
[46] forcing,favored
[46] favored,africa

Top Word Pairs in Tweet in G4:
[108] das,ecmwf
[90] nach,dem
[82] für,details
[77] 20,uhr
[67] details,die
[67] die,länder
[67] für,andere
[67] andere,tage
[67] immer,20
[61] länder,kreise

Top Word Pairs in Tweet in G5:
[91] strong,signal
[90] ready,incoming
[90] incoming,intense
[90] intense,heatwave
[90] heatwave,ecmwf's
[90] ecmwf's,extended
[90] extended,range
[90] range,forecast
[90] forecast,exceptionally
[90] exceptionally,strong

Top Word Pairs in Tweet in G6:
[90] te,ofrecemos
[90] ofrecemos,nuestros
[90] nuestros,productos
[90] productos,meteorológicos
[90] meteorológicos,generados
[90] generados,con
[90] con,el
[90] el,modelo
[90] modelo,#ecmwf
[90] #ecmwf,aquí

Top Word Pairs in Tweet in G7:
[16] prognoza,pogody
[16] pogody,według
[16] według,modeli
[16] modeli,#ecmwf
[16] #ecmwf,#gfs
[16] #gfs,#icon
[16] #icon,dla
[10] gfs,ecmwf
[8] dla,ostrołęki
[8] dla,łomży

Top Word Pairs in Tweet in G8:
[31] well,unfortunately
[31] unfortunately,potential
[31] potential,significant
[31] significant,#heatwave
[31] #heatwave,california
[31] california,west
[31] west,week
[31] week,extreme
[31] extreme,solution
[31] solution,ecmwf

Top Word Pairs in Tweet in G9:
[15] watching,gulf
[15] gulf,mexico
[15] mexico,disturbance
[15] disturbance,week
[15] week,#tropicalupdate
[15] #tropicalupdate,ecmwf
[15] ecmwf,hres
[15] hres,12z
[15] 12z,powerful
[15] powerful,mid

Top Word Pairs in Tweet in G10:
[14] urals,siberia
[14] siberia,remain
[14] remain,depressingly
[14] depressingly,dry
[14] dry,ecmwf
[14] ecmwf,roughly
[14] roughly,60
[14] 60,ru
[14] ru,spring
[14] spring,#wheat

Top Replied-To
Top Replied-To in Entire Graph:
@fpappenberger
@m_parrington
@tomgillpredicts
@copernicusecmwf
@kachelmannwettr
@harmsaeijs
@stuesnothear
@weathermodels_
@ecmwf
@nobody_see_me

Top Replied-To in G1:
@fpappenberger
@meteovilles
@florencerabier
@jeannoelthepaut
@gazby77
@coasterbgw
@aaronperrywx
@toddkimberlain
@asgernj
@wx1box

Top Replied-To in G2:
@m_parrington
@tomgillpredicts
@copernicusecmwf
@jachym
@harmsaeijs
@meteogib
@jmccarty_geo
@klimatolog
@platformadam
@teamgeophysics

Top Replied-To in G3:
@andyhazelton
@webberweather
@burgwx
@cloudyskies1205
@navdeepdahiya55
@gavaz1324
@bennollweather

Top Replied-To in G4:
@kachelmannwettr
@costam
@stephanmelone
@nobody_see_me
@kreisrhein
@ecmwf
@germanmetsfan
@froumeier
@marcel_fff
@gewitterjaeger

Top Replied-To in G5:
@barissanli
@slaplana_tve

Top Replied-To in G8:
@courtecarpenter
@kjfergu
@codyhurlock
@wxreport
@weather_west

Top Replied-To in G9:
@weathermodels_
@london_catholic

Top Replied-To in G10:
@rodgrisier1958
@edvalleewx
@snodgrss

Top Mentioned
Top Mentioned in Entire Graph:
@ecmwf
@copernicusecmwf
@copernicuseu
@eumetsat
@hurricanetrack
@florencerabier
@wmo
@defis_eu
@esa
@windycom

Top Mentioned in G1:
@ecmwf
@copernicusecmwf
@eumetsat
@florencerabier
@esa
@wmo
@copernicusland
@saildrone
@esa_eo
@googleorg

Top Mentioned in G2:
@ecmwf
@copernicusecmwf
@copernicuseu
@defis_eu
@eumetsat
@wmo
@windycom
@adamonzon
@jeansuriel
@soniavalentin

Top Mentioned in G3:
@hurricanetrack
@ecmwf
@cw3e_scripps
@andyhazelton
@copernicusecmwf
@wekeo_dias
@projectjupyter

Top Mentioned in G4:
@kachelmannwettr
@ecmwf
@magicmarc5
@eric18001
@fabian_ruhnau
@jz_lpz
@stormchaserst
@kachelmann
@sturmwetter1703
@danivumalvier

Top Mentioned in G5:
@ecmwf
@victor_ruiz1992
@copernicusecmwf
@mikarantane

Top Mentioned in G8:
@1074j
@courtecarpenter

Top Mentioned in G9:
@ecmwf
@bruvvereccles
@hurricanetrack

Top Mentioned in G10:
@worldclimatesvc
@edvalleewx
@wxrisksecs1

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@robre62
@rodolfoxoliz
@faby_nava77
@news_addict_app
@_redfrog
@chrisbrey1
@scheerenberger
@shirfire218
@rnitsch

Top Tweeters in G1:
@robre62
@ml_tweet_bot
@radiolondres6
@ossmeteobargone
@ciangaia
@cnn
@blogcpolitic
@til1988
@die_primel
@metoffice

Top Tweeters in G2:
@paoloigna1
@green_forest8
@fabriciosx
@benishii_
@mahanthanut
@bagaluesunab
@bewickwren
@bcwildfirewkly
@ormiga
@7_marilin

Top Tweeters in G3:
@kellyrek
@cindyceemerson
@nomoetrouble
@lisapreity
@luvlibertypeace
@benhaygood
@dbtayor
@oma_oma_1
@chiltonweather
@yushi_shimada

Top Tweeters in G4:
@chrisbrey1
@scheerenberger
@rnitsch
@michael_kunz
@sachin55476477
@franknied
@birgitlissowsky
@brigitt01214804
@kachelmann
@berlin_ny

Top Tweeters in G5:
@_redfrog
@anselmonadir
@annfinster
@javioru
@monasmitte
@dohbee
@vaeltaja5
@malkyc01
@juuhaa
@iamthemoi

Top Tweeters in G6:
@efraaiza
@davidromerovara
@mgga_gloria
@moranhv
@alertagt502
@soyleoluna
@climayucatan
@ragutz2
@gaelher77631227
@monled

Top Tweeters in G7:
@raruhu_suipo
@kalafatsaban
@notimexpr
@meteosangonera
@bobbistorm
@irisheagle
@gergyl
@houstonreddit
@nadvorie
@csrwxbot

Top Tweeters in G8:
@shirfire218
@andybrwn
@anneofarrell1
@mario_zuvic
@chicagomikesd
@caldisasters
@realmissbeeswax
@randomobserver1
@stuartpalley
@emmajanestanle2

Top Tweeters in G9:
@ansisegle
@pamela_pmlpatt
@jtaurens
@rosiequin2021
@martastante
@teuntagad
@bruvvereccles
@tipirneni
@kaimyrberg1
@donderover

Top Tweeters in G10:
@nynjpaweather
@farmpolicy
@b_carp01
@rodgrisier1958
@edvalleewx
@maikaoru
@tonyardinger1
@antoineliagre1
@megaecoo
@johneclements


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