California drought, Twitter, 4/30/2021 10:26:42 AM, 253835


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California drought Twitter NodeXL SNA Map and Report for perjantai, 30 huhtikuuta 2021 at 09.28 UTC
California drought Twitter NodeXL SNA Map and Report for perjantai, 30 huhtikuuta 2021 at 09.28 UTC
From:
mihkal
Uploaded on:
April 30, 2021
Short Description:
California drought via NodeXL https://bit.ly/3nzlCUg
@byianjames
@janetwilson66
@ajplus
@weather_west
@gavinnewsom
@crampell
@sfchronicle
@guardian
@motherjones
@nestle

Top hashtags:
#drought
#california
#cawx
#cawater
#cadrought
#water
#climate
#climatechange

Description:
Description
The graph represents a network of 8 230 Twitter users whose recent tweets contained "California drought", 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, 30 April 2021 at 10:03 UTC.

The tweets in the network were tweeted over the 8-day, 0-hour, 17-minute period from Thursday, 22 April 2021 at 08:52 UTC to Friday, 30 April 2021 at 09:10 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 : 8230
Unique Edges : 10996
Edges With Duplicates : 1390
Total Edges : 12386
Number of Edge Types : 5
Retweet : 6361
Mentions : 1111
MentionsInRetweet : 2344
Replies to : 371
Tweet : 2199
Self-Loops : 2232
Reciprocated Vertex Pair Ratio : 0,0099009900990099
Reciprocated Edge Ratio : 0,0196078431372549
Connected Components : 1558
Single-Vertex Connected Components : 1201
Maximum Vertices in a Connected Component : 5690
Maximum Edges in a Connected Component : 9606
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5,364446
Graph Density : 0,000144585422121658
Modularity : 0,759234
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8 230 Twitter users whose recent tweets contained "California drought", 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, 30 April 2021 at 10:03 UTC.

The tweets in the network were tweeted over the 8-day, 0-hour, 17-minute period from Thursday, 22 April 2021 at 08:52 UTC to Friday, 30 April 2021 at 09:10 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 : California drought
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 Color : Out-Degree
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[1494] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought
[742] http://eu.desertsun.com/story/news/2015/03/05/bottling-water-california-drought/24389417/
[627] https://eu.desertsun.com/story/news/environment/2021/04/23/california-officials-tell-nestle-halt-authorized-water-diversions/7353217002/
[305] https://www.latimes.com/environment/story/2021-04-26/as-drought-deepens-california-growers-see-grim-futurequin
[191] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl
[189] https://www.sfchronicle.com/local/article/2021-04-California-drought-maps-fires-16119579.php
[174] https://www.kcra.com/article/gov-newsom-to-make-announcement-amid-drought-conditions-in-california/36188649
[157] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?CMP=Share_iOSApp_Other
[155] https://www.latimes.com/california/story/2021-04-28/stunning-drone-photos-show-drought-emergency-in-northern-california
[123] https://ktla.com/news/california/stunning-drone-photos-over-lake-oroville-illustrate-the-drought-emergency-in-northern-california/

Top URLs in Tweet in G1:
[341] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought
[83] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?CMP=Share_iOSApp_Other
[50] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl
[44] https://www.latimes.com/environment/story/2021-04-26/as-drought-deepens-california-growers-see-grim-futurequin
[20] https://www.latimes.com/california/story/2021-04-28/stunning-drone-photos-show-drought-emergency-in-northern-california
[19] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?CMP=Share_AndroidApp_Other
[16] https://www.motherjones.com/environment/2021/04/drought-plagued-california-orders-nestle-to-stop-hogging-water/
[16] https://www.latimes.com/business/story/2021-04-28/water-california-west-drought
[14] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl?CMP=Share_iOSApp_Other
[11] https://www.foxnews.com/us/gavin-newsom-declares-drought-emergency-california-counties

Top URLs in Tweet in G2:
[697] http://eu.desertsun.com/story/news/2015/03/05/bottling-water-california-drought/24389417/
[589] https://eu.desertsun.com/story/news/environment/2021/04/23/california-officials-tell-nestle-halt-authorized-water-diversions/7353217002/
[18] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought
[14] https://www.latimes.com/business/story/2021-04-28/water-california-west-drought
[13] https://eu.desertsun.com/story/news/environment/2015/04/11/nestle-bottled-water-california-drought-water/25621915/
[8] https://www.latimes.com/environment/story/2021-04-26/as-drought-deepens-california-growers-see-grim-futurequin
[7] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl
[6] https://sanfrancisco.cbslocal.com/?p=911753
[5] https://www.latimes.com/california/story/2021-04-28/stunning-drone-photos-show-drought-emergency-in-northern-california
[5] https://www.watereducation.org/aquafornia

Top URLs in Tweet in G3:
[149] https://www.sfchronicle.com/local/article/2021-04-California-drought-maps-fires-16119579.php
[64] https://www.latimes.com/california/story/2021-04-28/stunning-drone-photos-show-drought-emergency-in-northern-california
[23] https://www.sfchronicle.com/food/wine/article/California-drought-better-wine-vineyards-16118451.php
[21] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought
[17] https://www.sfchronicle.com/local/climate/article/Drought-depleted-rivers-force-salmon-hatcheries-16137431.php
[17] https://www.latimes.com/environment/story/2021-04-26/as-drought-deepens-california-growers-see-grim-futurequin
[15] https://www.sfchronicle.com/local/article/2021-04-California-drought-maps-fires-16119579.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[13] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl
[11] https://www.sfchronicle.com/politics/article/Newsom-declares-drought-emergency-but-only-16118497.php
[10] https://www.sfchronicle.com/opinion/editorials/article/Editorial-The-drought-isn-t-coming-16124027.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral

Top URLs in Tweet in G4:
[104] https://www.latimes.com/environment/story/2021-04-26/as-drought-deepens-california-growers-see-grim-futurequin
[48] https://www.latimes.com/california/story/2021-04-28/stunning-drone-photos-show-drought-emergency-in-northern-california
[36] https://www.latimes.com/business/story/2021-04-28/water-california-west-drought
[19] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl
[19] http://eu.desertsun.com/story/news/2015/03/05/bottling-water-california-drought/24389417/
[17] https://www.waternewsnetwork.com/media-coverage/
[16] https://us02web.zoom.us/webinar/register/WN_8erDD-miSdqMfsOY4T3alA
[16] https://www.ppic.org/blog/droughts-arent-just-about-water-anymore/
[13] https://eu.desertsun.com/story/news/environment/2021/04/23/california-officials-tell-nestle-halt-authorized-water-diversions/7353217002/
[13] https://www.capradio.org/articles/2015/08/19/california-drought-nasa-says-land-sinking-faster-in-san-joaquin-valley/

Top URLs in Tweet in G5:
[166] https://www.kcra.com/article/gov-newsom-to-make-announcement-amid-drought-conditions-in-california/36188649
[37] https://twitter.com/EPWCmte/status/1387838587341791234
[21] https://www.politico.com/newsletters/california-playbook/2021/04/22/newsom-declares-drought-emergency-in-mendocino-sonoma-caitlyn-jenners-spotty-voting-record-quake-nightmare-the-hollywood-fault-pelosis-floyd-speech-slammed-elizabeth-warren-joins-all-ca-statewide-officers-backing-padilla-492556?cid=su_tw_capb
[17] https://calmatters.org/environment/2021/04/governor-drought-emergency-in-northwestern-counties/
[16] https://www.politico.com/newsletters/california-playbook/2021/04/22/newsom-declares-drought-emergency-in-mendocino-sonoma-caitlyn-jenners-spotty-voting-record-quake-nightmare-the-hollywood-fault-pelosis-floyd-speech-slammed-elizabeth-warren-joins-all-ca-statewide-officers-backing-padilla-492556
[16] https://calmatters.org/newsletters/whatmatters/2021/04/drought-emergency-california-newsom/
[10] https://twitter.com/barkflight/status/1386873802110296065
[10] https://twitter.com/RichIMET/status/1385544298884653056
[10] https://kymkemp.com/2021/04/22/standing-on-the-parched-lakebed-of-lake-mendocino-california-state-governor-gavin-newsom-signs-emergency-drought-measures/
[9] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought

Top URLs in Tweet in G6:
[1] https://www.sfchronicle.com/local/article/2021-04-California-drought-maps-fires-16119579.php

Top URLs in Tweet in G7:
[131] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought
[24] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl
[23] https://www.ecowatch.com/california-nestle-water-public-lands-2652807771.html
[17] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1619526159
[16] https://www.ecowatch.com/california-drought-emergency-newsom-2652721500.html
[14] https://twitter.com/CourthouseNews/status/1385760421022470153
[12] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl?utm_term=Autofeed&CMP=soc_568&utm_medium=Social&utm_source=Twitter#Echobox=1619705236
[11] https://www.kalw.org/show/state-bay/2021-04-26/state-of-the-bay-race-criminal-justice-after-the-chauvin-verdict-the-california-drought-and-travis-monson-walks-san-francisco
[10] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?CMP=edit_2221&utm_medium=Social&utm_source=Twitter#Echobox=1619572431
[10] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?CMP=Share_iOSApp_Other

Top URLs in Tweet in G8:
[11] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?CMP=Share_iOSApp_Other
[7] https://www.waterloop.org/post/waterloop-93-california-s-drive-for-water-data-with-tara-moran
[7] https://www.latimes.com/california/story/2021-04-27/california-is-primed-for-a-severe-2021-fire-season
[5] https://twitter.com/thewaterloop/status/1386663823411646468
[5] https://twitter.com/rcarlmark/status/1387446967010172930
[4] https://iep.ca.gov/Science-Synthesis-Service/Directed-Studies-Synthesis/Blog/drought-fish
[2] https://www.sfchronicle.com/local/article/2021-04-California-drought-maps-fires-16119579.php
[1] https://www.ppic.org/blog/droughts-arent-just-about-water-anymore/
[1] https://twitter.com/NWSCNRFC/status/1382044274661859332
[1] https://waterfdn.org/looming-california-drought/

Top URLs in Tweet in G9:
[61] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1619526198
[56] https://www.hcn.org/articles/climate-desk-water-california-orders-nestle-to-stop-siphoning-spring-water
[50] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1619572422
[23] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1619692200
[15] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl
[13] https://arstechnica.com/tech-policy/2021/04/nestle-threatened-with-cease-and-desist-over-alleged-illegal-water-use/
[12] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought
[6] https://www.huffpost.com/entry/california-emergency-drought-declaration_n_60809766e4b0dff2540094b4?ncid=engmodushpmg00000004
[5] https://www.hcn.org/issues/53.3/south-agriculture-despite-discrimination-and-drought-punjabi-americans-farm-on-california
[2] https://www.sfchronicle.com/local/article/2021-04-California-drought-maps-fires-16119579.php

Top URLs in Tweet in G10:
[63] https://nytv.to/PeGmk
[42] https://nytv.to/EBExL
[40] https://www.theguardian.com/us-news/2021/apr/27/california-nestle-water-san-bernardino-forest-drought
[34] https://nytv.to/GmEx2
[34] https://www.motherjones.com/environment/2021/04/drought-plagued-california-orders-nestle-to-stop-hogging-water/
[4] https://www.theguardian.com/us-news/2021/apr/29/california-drought-climate-dust-bowl
[4] http://eu.desertsun.com/story/news/2015/03/05/bottling-water-california-drought/24389417/
[4] https://eu.desertsun.com/story/news/environment/2021/04/23/california-officials-tell-nestle-halt-authorized-water-diversions/7353217002/
[3] https://www.latimes.com/california/story/2021-04-27/california-is-primed-for-a-severe-2021-fire-season
[2] https://www.sfchronicle.com/local/article/2021-04-California-drought-maps-fires-16119579.php

Top Domains
Top Domains in Tweet in Entire Graph:
[2223] theguardian.com
[1393] desertsun.com
[628] latimes.com
[325] twitter.com
[315] sfchronicle.com
[181] patch.com
[177] kcra.com
[171] trib.al
[150] nytv.to
[143] ktla.com

Top Domains in Tweet in G1:
[549] theguardian.com
[172] patch.com
[97] latimes.com
[51] twitter.com
[20] motherjones.com
[19] cbslocal.com
[19] msn.com
[15] yahoo.com
[14] foxnews.com
[12] sfchronicle.com

Top Domains in Tweet in G2:
[1305] desertsun.com
[31] theguardian.com
[28] latimes.com
[24] cbslocal.com
[12] twitter.com
[5] bloomberg.com
[5] calmatters.org
[5] watereducation.org
[4] napavalleyregister.com
[4] unl.edu

Top Domains in Tweet in G3:
[253] sfchronicle.com
[87] latimes.com
[43] twitter.com
[41] theguardian.com
[18] trib.al
[17] sfgate.com
[9] nationalgeographic.com
[7] sacbee.com
[7] gettyimages.com
[6] ktla.com

Top Domains in Tweet in G4:
[205] latimes.com
[37] theguardian.com
[33] desertsun.com
[33] ppic.org
[19] waternewsnetwork.com
[18] trib.al
[17] ucanr.edu
[16] zoom.us
[15] capradio.org
[13] calmatters.org

Top Domains in Tweet in G5:
[166] kcra.com
[69] twitter.com
[38] calmatters.org
[37] politico.com
[17] theguardian.com
[13] latimes.com
[10] californiaglobe.com
[10] kymkemp.com
[8] mercurynews.com
[6] earthisland.org

Top Domains in Tweet in G6:
[1] sfchronicle.com

Top Domains in Tweet in G7:
[249] theguardian.com
[39] ecowatch.com
[19] twitter.com
[18] kalw.org
[10] latimes.com
[10] desertsun.com
[5] phys.org
[3] sfchronicle.com
[2] sandiegouniontribune.com
[2] ppic.org

Top Domains in Tweet in G8:
[14] twitter.com
[13] theguardian.com
[10] latimes.com
[7] waterloop.org
[4] ca.gov
[3] sfchronicle.com
[2] desertsun.com
[1] ppic.org
[1] waterfdn.org
[1] fresnobee.com

Top Domains in Tweet in G9:
[162] theguardian.com
[61] hcn.org
[13] arstechnica.com
[6] huffpost.com
[3] latimes.com
[2] sfchronicle.com
[2] trib.al
[1] courthousenews.com
[1] twitter.com
[1] apple.news

Top Domains in Tweet in G10:
[139] nytv.to
[44] theguardian.com
[34] motherjones.com
[8] desertsun.com
[5] latimes.com
[2] sfchronicle.com
[2] dailywire.com
[1] calmatters.org
[1] ecowatch.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[701] drought
[417] california
[376] cawx
[301] cawater
[206] cadrought
[88] water
[84] climate
[74] climatechange
[69] climatecrisis
[57] wtpearth



Top Hashtags in Tweet in G1:
[74] california
[68] drought
[22] water
[22] smartnews
[13] nestlé
[10] climatecrisis
[9] climatechange
[9] nestle
[8] cawater
[8] wildfires

Top Hashtags in Tweet in G2:
[18] drought
[13] cawater
[10] cawx
[6] bayarea
[6] california
[5] cadrought
[3] wildfire
[3] droughtmonitor
[3] idwx
[2] water101

Top Hashtags in Tweet in G3:
[135] drought
[85] california
[54] cawx
[38] cadrought
[32] northcomplex
[22] sentinel2
[20] climatechange
[19] climatecrisis
[18] notgood
[16] copernicus

Top Hashtags in Tweet in G4:
[105] drought
[92] cawater
[49] california
[31] cawx
[31] cadrought
[21] climatechange
[14] water
[14] climate
[13] climatecrisis
[12] conservation

Top Hashtags in Tweet in G5:
[39] drought
[28] california
[18] breaking
[18] earthday
[15] climatecrisis
[6] covid19
[6] mendocino
[6] sonoma
[4] waterconservation
[4] marin

Top Hashtags in Tweet in G7:
[40] drought
[28] california
[19] water
[19] nestle
[17] boycottnestle
[13] cawater
[10] cadrought
[7] cawx
[7] environment
[6] californiadrought

Top Hashtags in Tweet in G8:
[238] cawx
[144] cawater
[94] cadrought
[16] drought
[5] waterdata
[4] iepscience
[4] teamfish
[4] scicomm
[2] cafire
[2] water

Top Hashtags in Tweet in G9:
[15] drought
[14] climate
[6] nestlé
[2] california
[1] droughts
[1] floods
[1] cawater
[1] breaking
[1] earthday
[1] sanbernardino

Top Hashtags in Tweet in G10:
[4] drought
[3] california
[3] wildfires
[3] actonclimate
[3] ethoslifestyle
[1] climate
[1] stopthestealforreal

Top Words
Top Words in Tweet in Entire Graph:
[10200] of
[8867] the
[7617] drought
[7472] water
[7389] california
[6073] to
[4859] in
[4049] a
[3618] and
[3359] from

Top Words in Tweet in G1:
[1135] of
[1044] california
[984] the
[973] drought
[849] to
[671] water
[477] a
[451] from
[419] in
[396] nestlé

Top Words in Tweet in G2:
[1501] of
[1449] water
[972] the
[860] in
[829] a
[746] forest
[715] national
[709] investigation
[700] bottled
[698] my

Top Words in Tweet in G3:
[624] the
[546] drought
[483] of
[479] california
[402] in
[372] is
[326] to
[251] for
[239] and
[228] a

Top Words in Tweet in G4:
[716] the
[560] drought
[462] in
[422] of
[417] california
[383] and
[374] to
[308] water
[300] is
[249] a

Top Words in Tweet in G5:
[726] i
[620] drought
[582] of
[506] the
[399] in
[398] to
[372] m
[337] mendocino
[315] water
[294] a

Top Words in Tweet in G6:
[1516] of
[1137] water
[1137] the
[758] from
[380] california
[379] ordered
[379] nestlé
[379] to
[379] stop
[379] pumping

Top Words in Tweet in G7:
[299] of
[293] the
[260] a
[233] to
[233] drought
[229] water
[204] california
[194] nestle
[164] in
[139] is

Top Words in Tweet in G8:
[597] drought
[370] of
[345] the
[277] california
[270] in
[246] severe
[238] extreme
[238] #cawx
[237] most
[236] is

Top Words in Tweet in G9:
[323] of
[271] to
[262] water
[222] drought
[203] california
[193] the
[167] nestlé
[149] gallons
[148] a
[126] millions

Top Words in Tweet in G10:
[282] water
[259] california
[220] nestlé
[192] to
[189] drought
[184] of
[176] stop
[130] plagued
[130] orders
[130] hogging

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2545] of,water
[2395] gallons,of
[2367] millions,of
[2346] of,gallons
[1707] to,stop
[1186] nestlé,to
[1151] of,the
[1127] the,state
[1081] in,california
[1042] hit,california

Top Word Pairs in Tweet in G1:
[343] of,water
[338] gallons,of
[337] millions,of
[335] of,gallons
[318] drought,hit
[315] hit,california
[200] taking,millions
[194] moves,to
[194] nestlé,from
[191] to,halt

Top Word Pairs in Tweet in G2:
[715] national,forest
[700] bottled,water
[627] of,water
[611] millions,of
[611] of,gallons
[611] gallons,of
[589] in,california
[587] year,from
[587] from,a
[587] forest,in

Top Word Pairs in Tweet in G3:
[143] fire,season
[130] california,is
[129] these,maps
[129] maps,show
[129] show,why
[117] in,the
[116] is,bracing
[116] bracing,for
[115] for,another
[114] why,california

Top Word Pairs in Tweet in G4:
[122] in,the
[70] california,drought
[69] lake,oroville
[64] in,california
[61] drought,emergency
[60] san,joaquin
[60] joaquin,valley
[59] climate,change
[56] of,the
[53] emergency,in

Top Word Pairs in Tweet in G5:
[372] i,m
[276] drought,conditions
[184] declared,a
[179] climate,change
[178] a,drought
[177] state,of
[177] of,emergency
[174] emergency,in
[170] lake,mendocino
[168] the,water

Top Word Pairs in Tweet in G6:
[379] california,ordered
[379] ordered,nestlé
[379] nestlé,to
[379] to,stop
[379] stop,pumping
[379] pumping,millions
[379] millions,of
[379] of,gallons
[379] gallons,of
[379] of,water

Top Word Pairs in Tweet in G7:
[101] of,water
[83] a,criminal
[73] is,a
[71] gallons,of
[69] nestle,is
[68] that,nestle
[67] millions,of
[67] of,gallons
[67] reminder,that
[66] just,a

Top Word Pairs in Tweet in G8:
[234] most,of
[148] drought,monitor
[144] of,california
[143] latest,drought
[143] entire,state
[142] #cawx,#cawater
[141] monitor,update
[141] update,now
[141] now,depicts
[141] depicts,most

Top Word Pairs in Tweet in G9:
[139] gallons,of
[139] of,water
[133] of,gallons
[120] to,stop
[120] millions,of
[112] drought,hit
[112] hit,california
[112] california,orders
[112] orders,nestlé
[112] nestlé,to

Top Word Pairs in Tweet in G10:
[176] to,stop
[130] drought,plagued
[130] plagued,california
[130] california,orders
[130] orders,nestlé
[130] nestlé,to
[130] stop,hogging
[130] hogging,water
[53] of,water
[52] millions,of

Top Replied-To
Top Replied-To in Entire Graph:
@tg22110
@latimes
@nestle
@jeffranieri
@gavinnewsom
@byianjames
@gopleader
@beautfc
@danpriceseattle
@kencalvert

Top Replied-To in G1:

Top Replied-To in G2:
@byianjames
@tinacannonleahy
@ninaandtito
@hudvalleyyogini
@rotundamerican
@dcoffin
@nestle
@cathycasilda

Top Replied-To in G3:
@jeffranieri
@wildfirecenter
@alikat747
@kentphotos
@emmajanestanle2
@starree
@davidlaz
@wx_central
@robmayeda
@sjsuscience

Top Replied-To in G4:
@latimes
@byianjames
@rotundamerican
@caitlyn_jenner
@cagovernor
@otaymark
@margaritacata
@potus
@statedept
@h2oexecutive

Top Replied-To in G5:
@gavinnewsom
@dgendvil
@anasalhajji
@ittatto23
@mnyomb1
@cmarinucci
@gabbysway2
@davidmweissman
@gina_rochelle
@eenewsupdates

Top Replied-To in G7:
@nestle
@danpriceseattle
@bluetritonbrnds
@pajacksonartist
@guardianus
@byianjames
@lgbtqnation
@rbreich
@nmhwilson

Top Replied-To in G8:
@susie_c

Top Replied-To in G9:
@guardian
@johnandkenshow

Top Replied-To in G10:
@gdad1

Top Mentioned
Top Mentioned in Entire Graph:
@janetwilson66
@nestle
@mydesert
@latimes
@gavinnewsom
@louissahagun
@sullyfoto
@sfchronicle
@guardian
@petergleick

Top Mentioned in G1:

Top Mentioned in G2:
@janetwilson66
@mydesert
@byianjames
@louissahagun
@8thgenca
@storyofstuff
@latimes
@citylab
@mslaurabliss
@petergleick

Top Mentioned in G3:
@sullyfoto
@sfchronicle
@latimes
@gettyimagesnews
@northbaynews
@nbcbayarea
@sentinel_hub
@esther_mobley
@dbirch214
@kelliehwang

Top Mentioned in G4:
@louissahagun
@latimes
@cawaterboards
@hiltzikm
@ucanrwater
@mdettinger
@caitlyn_jenner
@ca_dwr
@janetwilson66
@edjoyce

Top Mentioned in G5:
@gavinnewsom
@politico
@jerrybrowngov
@noaa
@calmatters
@sfchronicle
@senalexpadilla
@ecowarriorss
@geraldkutney
@ewarren

Top Mentioned in G7:
@nestle
@petergleick
@arrowheadwater
@kalw
@brendonwoodspd
@berkeleylaw
@travismonsonsf
@maanvissingh
@polandspringwtr
@stateofbay

Top Mentioned in G8:
@thewaterloop
@mdettinger
@janetwilson66

Top Mentioned in G9:
@guardian
@huffpostpol
@jjlkfi
@conwayshow
@garyandshannon
@darksecretplace
@billhandelshow
@krisankarlo
@stevengregory
@kfialex

Top Mentioned in G10:
@motherjones
@janetwilson66
@guardian
@kovacsbeverly
@dwrcymru

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@oldlady12345
@belizean_bz
@rashidaldosari
@robinsnewswire
@ecodaren
@zyiteblog
@chris_1791
@kattavernd
@lennaleprena

Top Tweeters in G1:
@pulpnews
@robinsnewswire
@zyiteblog
@raymond_norman
@moonbootica
@coopmike48
@jenkers_en
@israelnewslinks
@hagiwararyu11
@usrealitycheck

Top Tweeters in G2:
@mharvey816
@minhkular
@politicalbee
@bellesapepper37
@netminnow
@amyayers16
@manchuriandevil
@estarianne
@yayayarndiva
@stacymichelleb

Top Tweeters in G3:
@lindaleeking
@funnagan
@robertloerzel
@argusc
@januaryhandl
@gustavoarellano
@nbcbayarea
@nort_lights
@juliettetorrez
@jts_1957

Top Tweeters in G4:
@kimvie
@carriesweet2017
@igallupd
@sydnets
@mimitexasangel
@belladonamodels
@watchdogsniffer
@jrehnj
@kirkmurphy
@mercnews

Top Tweeters in G5:
@joni_looking
@dgendvil
@brontyman
@samhainnight
@actdontreact
@tyberzannxxxx
@tallyannae
@cherokeenative3
@the_lady_red
@markburgerenerg

Top Tweeters in G6:
@drdaveanddee
@dare_darou
@unathi_kwaza
@politicalant
@kavn
@mimzv
@alanjmitchell_
@afis_farisxxvii
@_dorkvader_
@irine19_bkk

Top Tweeters in G7:
@caligirlleftie
@yarosisnancy
@scheerenberger
@varun18vijay
@breakingkind
@stevijopayne
@katgodspell
@nayasala
@queenphillippa
@carmank1

Top Tweeters in G8:
@notacquiescing
@raywilton4
@pinotheaux
@conjja
@redwoodgirl
@gizmomathboy
@susankheflin
@web_rant
@_everbright_
@chelleld16

Top Tweeters in G9:
@_redfrog
@meruemgi
@kenkircher1
@iflck
@miss_placed_
@guardian
@cblazblaz
@straitarrow10
@raygibbs1
@aprylsmithts

Top Tweeters in G10:
@monicasloves
@marthalynneowe1
@rcrockett
@fleming77
@88seattle61
@pingachoo
@lawlor224
@avonan
@lltwing
@mr_spock