From 69a194e7b47981f57022aa96255a63c10e28cb9f Mon Sep 17 00:00:00 2001 From: Glenda Yenni Date: Mon, 25 Sep 2023 18:23:42 -0600 Subject: [PATCH] Update eden covariates [minor] --- DataCleaningScripts/get_water_data.R | 2 +- Water/eden_covariates.csv | 508 +++++++++++++++------------ 2 files changed, 287 insertions(+), 223 deletions(-) diff --git a/DataCleaningScripts/get_water_data.R b/DataCleaningScripts/get_water_data.R index dff0b0b..efe58d0 100644 --- a/DataCleaningScripts/get_water_data.R +++ b/DataCleaningScripts/get_water_data.R @@ -13,7 +13,7 @@ new_data <- wader::get_eden_covariates() new_data2 <- wader::get_eden_covariates(level="all") new_data3 <- wader::get_eden_covariates(level="wcas") all_data <- dplyr::bind_rows(new_data,new_data2,new_data3) %>% - dplyr::select(.data$year, region=.data$Name, .data$variable, .data$value) %>% + dplyr::select(year, region=Name, variable, value) %>% as.data.frame() %>% dplyr::select(-geometry) %>% tidyr::pivot_wider(names_from="variable", values_from="value") %>% diff --git a/Water/eden_covariates.csv b/Water/eden_covariates.csv index aeb93ae..3de773c 100644 --- a/Water/eden_covariates.csv +++ b/Water/eden_covariates.csv @@ -1,321 +1,385 @@ year,region,init_depth,breed_season_depth,recession,pre_recession,post_recession,dry_days,reversals -1991,2a,12.312846370452,18.6047267623032,-0.0988804468912936,-0.201877586844614,-0.049881504570654,24.8198403648803,63.6126947928544 -1991,2b,6.36740506561109,17.2795003714582,-0.179424958083072,-0.200517806169087,-0.152659419040218,43.3868715083799,67.0935754189944 +1991,wca1,3.992142577637,18.2391187560249,-0.0762585413329348,-0.357239015936398,0.0662401778480563,37.7452884066248,61.9486007995431 1991,3an,0.16278980588115,6.20294388049727,-0.125864523352419,-0.145962873477395,-0.122947271575077,88.6510628674808,41.3952962460425 -1991,3as,10.1893855061837,18.2192514867496,-0.179983135830694,-0.168061867169235,-0.185090170730815,29.336435970575,66.7422308962618 1991,3ase,16.2699491434844,36.1359036663143,-0.340238052381983,-0.392733242604445,-0.307783137948569,4.12750455373406,79.9280510018215 1991,3b,0.957563863635737,4.5087059280817,-0.11541088360756,-0.00872978287314344,-0.166890330362102,128.938660209847,22.2062146892655 -1991,all,4.62397238817963,11.1881779682063,-0.120793802559625,-0.115445380724451,-0.123380715409147,79.8878163100187,43.5612253438607 -1991,enp,1.72128862713965,5.16338889112722,-0.0873127300394054,0.00230898222330627,-0.131703266164295,120.969430161302,24.6774670705079 -1991,wca1,3.992142577637,18.2391187560249,-0.0762585413329348,-0.357239015936398,0.0662401778480563,37.7452884066248,61.9486007995431 -1991,wcas,6.51731277233023,15.135525504179,-0.142699948375,-0.192924927346251,-0.117716328084037,52.9864539990754,55.9173370319001 -1992,2a,13.631971886293,7.67450874608485,-0.122886467358566,0.0157390412851235,-0.195439705775595,84.8707715697453,35.7780311668567 -1992,2b,47.3269859399209,21.7886990756436,-0.0151347868935356,0.316646830939217,-0.184386142361319,49.8687150837989,31.7486033519553 +1991,3as,10.1893855061837,18.2192514867496,-0.179983135830694,-0.168061867169235,-0.185090170730815,29.336435970575,66.7422308962618 +1991,2b,6.36740506561109,17.2795003714582,-0.179424958083072,-0.200517806169087,-0.152659419040218,43.3868715083799,67.0935754189944 +1991,2a,12.312846370452,18.6047267623032,-0.0988804468912936,-0.201877586844614,-0.049881504570654,24.8198403648803,63.6126947928544 +1991,coastal,5.17989261085284,11.2070821322145,-0.156671679037639,0.0206196736700095,-0.245093585304932,66.2595303446173,49.098505641964 +1991,sawgrassenp,0.563748051386128,2.85666678990579,-0.0604693583414532,0.000778356573770251,-0.0906143449532995,140.667515673981,15.8729427899687 +1992,wca1,30.1703788369537,15.6524348448229,0.0268735383456942,0.133948837200663,-0.0305036919879024,52.0733866362079,31.2492861222159 1992,3an,11.4666877653414,6.13133145886416,-0.155130949173269,0.0571147157598168,-0.269964995255536,94.944369063772,31.8179556761646 -1992,3as,50.6423702426115,32.1851388265084,-0.00399972597201192,0.190805873478847,-0.10282998160665,10.4481309112746,42.7087524395736 1992,3ase,78.3876118755514,52.7746181641786,-0.0181607429181678,0.27196092067675,-0.164464099608411,3.48633879781421,41.9663023679417 1992,3b,28.025388983972,16.2882342902175,0.0010682626087434,0.143200124171613,-0.0710615002855614,27.0661824051655,40.1763518966909 -1992,all,23.9541713649136,14.3107769891272,-0.072516377891749,0.110282224419234,-0.166811599997066,71.8798649666602,32.9609407694668 -1992,enp,9.46793706734734,5.53707289443063,-0.11432845846005,0.0723211528127276,-0.209549647235534,110.700781855322,26.5189124462915 -1992,wca1,30.1703788369537,15.6524348448229,0.0268735383456942,0.133948837200663,-0.0305036919879024,52.0733866362079,31.2492861222159 -1992,wcas,33.4235041240493,20.0216908259175,-0.0451542519761288,0.135382488531147,-0.138977076092051,46.5266759130837,37.1212205270458 -1993,2a,16.5434042141493,38.7564696149521,-0.0221765381456055,-0.785674789045336,0.331263359511562,5.8559483086279,69.8806537438236 -1993,2b,67.6736720633906,58.9877889115791,0.181838080021427,-0.052002892285683,0.290033035882136,0.0279329608938547,49.9720670391061 +1992,3as,50.6423702426115,32.1851388265084,-0.00399972597201192,0.190805873478847,-0.10282998160665,10.4481309112746,42.7087524395736 +1992,2b,47.3269859399209,21.7886990756436,-0.0151347868935356,0.316646830939217,-0.184386142361319,49.8687150837989,31.7486033519553 +1992,2a,13.631971886293,7.67450874608485,-0.122886467358566,0.0157390412851235,-0.195439705775595,84.8707715697453,35.7780311668567 +1992,coastal,18.5126058626698,11.5358350336706,-0.153829809621076,0.135323372545851,-0.303244915751679,54.8112229338213,47.6282403171699 +1992,sawgrassenp,6.00510429618384,3.18677178958201,-0.101604134108461,0.0502127563072877,-0.178357044822423,131.527821316614,19.0342868338558 +1993,wca1,46.5102650867334,25.3681225692252,0.174105423303852,0.335242862551545,0.0923215436545095,19.8657909765848,40.363221016562 1993,3an,22.6279213576228,40.8687290421694,-0.02502633732944,-0.58755546970457,0.246127728583423,3.74966078697422,70.4936680235188 -1993,3as,62.8005502125537,64.289975223994,0.0538278903703263,-0.138164003597309,0.147336208658677,0.0432367512385528,59.0971325626783 1993,3ase,97.1287167936509,106.711882267103,0.0443550708671882,-0.398157073627666,0.257273823518643,0,61.1639344262295 1993,3b,43.5057954026192,42.6038980514113,0.0321784788344628,-0.0339666329259342,0.0626730393170348,0.248587570621469,45.4249394673123 -1993,all,32.7277582241839,37.1443591881755,0.00456207482400726,-0.176979453538983,0.08971854802039,23.4379097731775,52.4329994699104 -1993,enp,12.6259081813405,18.328686849804,-0.0631563877962389,-0.095412074204821,-0.0497566390836212,51.9021624286821,44.0230330351483 -1993,wca1,46.5102650867334,25.3681225692252,0.174105423303852,0.335242862551545,0.0923215436545095,19.8657909765848,40.363221016562 -1993,wcas,45.9068686581848,49.4710978029556,0.0490396701784359,-0.230447856348389,0.181267172095772,4.77346278317152,57.9605177993528 -1994,2a,15.4430722302241,24.1354104152608,-0.0780632503570085,-0.282940381007525,0.00791337397348348,9.25313568985177,64.1691372101862 -1994,2b,55.927625730717,63.6746575823783,-0.0812538515810462,-0.363867331460546,0.0489785748487078,0,74.5097765363129 +1993,3as,62.8005502125537,64.289975223994,0.0538278903703263,-0.138164003597309,0.147336208658677,0.0432367512385528,59.0971325626783 +1993,2b,67.6736720633906,58.9877889115791,0.181838080021427,-0.052002892285683,0.290033035882136,0.0279329608938547,49.9720670391061 +1993,2a,16.5434042141493,38.7564696149521,-0.0221765381456055,-0.785674789045336,0.331263359511562,5.8559483086279,69.8806537438236 +1993,coastal,24.0835248993169,28.6658717961745,-0.0718050128242218,-0.0507747567452413,-0.0870405183443636,3.9417505336993,62.9414455626715 +1993,sawgrassenp,8.31393699293013,14.2126993102919,-0.0596240198363388,-0.105090622170329,-0.0389836390187444,69.2019004702194,37.3979231974922 +1994,wca1,32.0210108035364,22.7742359104976,0.0942346436751108,0.0119107191427289,0.130455329716376,22.9171901770417,51.456881781839 1994,3an,15.8796663599174,18.0286965494258,-0.0360133377342419,-0.232473848383619,0.0531915227302541,24.6282225237449,59.9231117141565 -1994,3as,55.3270998412005,48.7364108315361,0.0557130157110349,-0.0866052509974138,0.122513939437939,0.392733823750188,56.8594805584747 1994,3ase,83.6873370033361,80.5429408658832,0.0139229977658938,-0.242464393206962,0.134921058742799,0,69.075591985428 1994,3b,34.1959303916703,30.1006836963784,0.0523776099107375,-0.00470957936925018,0.0804127859177691,1.50282485875706,44.2203389830508 -1994,all,28.2508882889241,25.3996407880455,0.0161989172601342,-0.0799095367115852,0.0589916489297831,33.8039505621739,49.112378986134 -1994,enp,13.9411956897846,10.4732206420862,0.0101540090405633,-0.000853587205542619,0.0127501809625145,69.7308586321054,36.6862013101359 -1994,wca1,32.0210108035364,22.7742359104976,0.0942346436751108,0.0119107191427289,0.130455329716376,22.9171901770417,51.456881781839 -1994,wcas,37.5733770598871,35.1554249291007,0.0197446265862403,-0.131781306598146,0.0887021603219074,10.2323162274619,57.2761904761905 -1995,2a,108.199737717017,63.288228299057,0.330473719771744,0.537130913373022,0.243341807963865,0.877993158494869,45.9821360699354 -1995,2b,106.065551054544,74.9450337557375,0.203835849863756,0.464713412427967,0.0794193401017003,0.00139664804469274,58.4888268156425 +1994,3as,55.3270998412005,48.7364108315361,0.0557130157110349,-0.0866052509974138,0.122513939437939,0.392733823750188,56.8594805584747 +1994,2b,55.927625730717,63.6746575823783,-0.0812538515810462,-0.363867331460546,0.0489785748487078,0,74.5097765363129 +1994,2a,15.4430722302241,24.1354104152608,-0.0780632503570085,-0.282940381007525,0.00791337397348348,9.25313568985177,64.1691372101862 +1994,coastal,24.4285406930013,16.9886157014588,0.0309216587323661,0.0211778084831947,0.0313410904505782,25.9429704178103,55.0545898139677 +1994,sawgrassenp,10.0016441430815,7.79790998748007,0.00493163218621049,-0.00604605613746101,0.00803622733879457,86.1600705329154,29.8956700626959 +1995,wca1,54.7214346928708,29.1267840677549,0.163743576805809,0.278616580885382,0.106756903551974,12.8520845231296,44.5239862935465 1995,3an,97.6411327291322,42.3280124731786,0.362934929091,0.730617829290108,0.181343531511532,10.3864767073722,40.9457259158752 -1995,3as,124.609772060677,74.1474640796031,0.372912491362171,0.587422868219051,0.265708655721163,0.0674072962017715,36.6143221738478 1995,3ase,169.014674077268,107.798311061662,0.40566950703891,0.74341983051203,0.239479932339175,0,41.6502732240437 1995,3b,76.4818931930579,50.9325891559749,0.0956848871209054,0.352631935424754,-0.0313501221536468,0.281275221953188,40.682808716707 -1995,all,78.963335443733,47.2036131334079,0.188395363476841,0.393158172449612,0.0881660746264688,16.7181876517033,40.042714058533 -1995,enp,44.3348165528072,30.7420555372628,0.0258671156218431,0.174696876100478,-0.0477376210250392,35.5021483411988,37.9448475029936 -1995,wca1,54.7214346928708,29.1267840677549,0.163743576805809,0.278616580885382,0.106756903551974,12.8520845231296,44.5239862935465 -1995,wcas,101.646201745967,57.9904507312862,0.294889124004644,0.535910029630779,0.17740365491477,4.38677762367083,41.4391123439667 -1996,2a,21.4508725278326,25.3358995691992,-0.269519841962481,0.109440948315485,-0.460553276615875,7.8650703154694,69.2500950209046 -1996,2b,75.9110508284755,60.4368971598553,-0.0407382259451773,0.439319277924916,-0.280940268958747,0.104748603351955,68.3659217877095 +1995,3as,124.609772060677,74.1474640796031,0.372912491362171,0.587422868219051,0.265708655721163,0.0674072962017715,36.6143221738478 +1995,2b,106.065551054544,74.9450337557375,0.203835849863756,0.464713412427967,0.0794193401017003,0.00139664804469274,58.4888268156425 +1995,2a,108.199737717017,63.288228299057,0.330473719771744,0.537130913373022,0.243341807963865,0.877993158494869,45.9821360699354 +1995,coastal,54.5842135786538,40.6761647138336,0.00880363653162969,0.177669003341483,-0.0743063307679789,1.37236962488564,51.7276608722171 +1995,sawgrassenp,40.0038045390179,26.6837286507362,0.0294637088440999,0.171610214893363,-0.0409915483970285,47.4739420062696,33.1730995297806 +1996,wca1,45.7616839014007,33.1678462288053,0.0650843899340351,0.218521814719534,-0.0144663073098389,7.0011422044546,50.4094802969732 1996,3an,41.18661612895,21.808088682942,-0.113261619079795,0.474382886221396,-0.404382064355798,24.8471279963817,55.4233378561737 -1996,3as,80.4384835126826,50.7450836332654,0.0911543230503048,0.506827044903596,-0.115298408882841,0.354151028374118,48.576790271731 1996,3ase,113.839066760788,80.0612475864674,0.0239772871519674,0.628291241329394,-0.274779771759645,0,54.3005464480874 1996,3b,52.8953034229294,34.3851017967041,0.0707155016588744,0.319062646202665,-0.052182437721234,1.11662631154157,33.7554479418886 -1996,all,48.6639346504499,30.1484257627175,0.0105075062483651,0.34783775118421,-0.15792294233574,27.2025500097648,43.762491978908 -1996,enp,34.6694404565844,17.0309102119775,0.0406990069169631,0.289692875082921,-0.0841554061867254,57.2594914418539,31.1283369725998 -1996,wca1,45.7616839014007,33.1678462288053,0.0650843899340351,0.218521814719534,-0.0144663073098389,7.0011422044546,50.4094802969732 -1996,wcas,57.8444230198254,38.7572365198944,-0.00931545820553167,0.386021128732595,-0.206344285983484,7.48039759593158,52.0813222376329 -1997,2a,11.1839546426898,16.7564054292835,-0.235732014766598,0.0189931585500652,-0.363630180064073,36.9346256176359,51.7031546940327 -1997,2b,54.2009923284946,43.7470383982123,-0.12325055347482,0.178218179437104,-0.281406456576157,1.27374301675978,57.1801675977654 +1996,3as,80.4384835126826,50.7450836332654,0.0911543230503048,0.506827044903596,-0.115298408882841,0.354151028374118,48.576790271731 +1996,2b,75.9110508284755,60.4368971598553,-0.0407382259451773,0.439319277924916,-0.280940268958747,0.104748603351955,68.3659217877095 +1996,2a,21.4508725278326,25.3358995691992,-0.269519841962481,0.109440948315485,-0.460553276615875,7.8650703154694,69.2500950209046 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-1997,all,30.1614873357878,25.1045112995085,-0.0673924354116686,0.113038711791752,-0.158978393603142,33.8841335825684,45.0622994727004 -1997,enp,17.0094689850031,12.7208667570343,-0.0551978609006942,0.126293026569767,-0.146562955481712,64.5647672043389,33.6934563640206 -1997,wca1,33.0882867870843,28.516346318223,0.0273135023713224,-0.0103946204174123,0.0410370636276806,12.3626499143347,47.6836093660765 -1997,wcas,38.7942910655141,33.2370872916084,-0.0754411666603269,0.104248124352391,-0.167155589878072,13.7438280166436,52.5351363846509 -1998,2a,57.1752979158222,46.2875082678678,0.251615912854098,-0.302808161511437,0.559501955812155,4.634359559103,46.3523375142531 -1998,2b,84.0077922757111,76.5732471664969,0.168502892861819,0.289201174643981,0.124493029397293,0.0670391061452514,57.2164804469274 +1997,3as,56.4605875512069,46.5280883671343,-0.0312725023559738,0.139759480383302,-0.118713740599034,0.475754391232548,54.6605614772557 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-2004,all,36.1067911792047,20.6560729473807,0.154844436442672,0.0865261199179869,0.186227592093213,50.9897051028095,23.2629244203889 -2004,enp,22.7468539053532,10.4700038475439,0.103504890020542,0.104731354620016,0.100917518373121,84.662041276326,18.3021765161654 -2004,wca1,46.5428269417336,25.529148255836,0.236250617293977,0.0746658392103631,0.312581937199158,27.5916619074814,26.7841233580811 -2004,wcas,44.8843141877646,27.347371372955,0.188559063355753,0.0744446023893378,0.242303099447819,28.8780859916782,26.5454461396209 -2005,2a,22.2999620020775,20.6048660174572,-0.259767434091316,0.266270150856949,-0.515038946894326,35.6214367160775,52.2371721778791 -2005,2b,80.7506544017259,61.1139242474149,-0.0641895955073462,0.4742063957013,-0.32781013705433,0.0782122905027933,61.0307262569832 +2004,3as,60.9451762979551,39.173642346904,0.234225680789955,0.120579966162321,0.288431555028256,3.4146524545864,27.624680978832 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2005,3ase,84.9525745301516,66.3037492659815,-0.217333348502841,0.40892199764344,-0.525829931628581,0.162112932604736,48.7786885245902 2005,3b,38.1032637749303,30.195701788231,-0.127603182500538,0.197481141593759,-0.289095117149733,0.621872477804681,48.8551251008878 -2005,all,30.4818064791348,22.8942475776687,-0.131930314775221,0.229640272311312,-0.30968001550259,45.184471165918,40.2721033395642 -2005,enp,14.9188433858537,7.68488210289872,-0.101616467133159,0.177086749061885,-0.239243895790348,91.7556526026625,29.0375431429175 -2005,wca1,32.4306027833426,25.7477043996177,0.0113267851062829,0.204944537801011,-0.0834129358912885,5.04968589377499,45.2609937178755 -2005,wcas,40.7013981583269,32.8869705151343,-0.151705986721715,0.264211959555473,-0.355765565133532,14.5819232547388,47.6843735552473 -2006,2a,35.5144538545917,12.8259429435129,0.141711794209131,0.310663640063988,0.0594584713564556,48.363740022805,27.6761687571266 -2006,2b,72.8454009967143,46.9347134717424,0.324954810844505,0.0216740351195419,0.470395264190447,4.18156424581006,31.7974860335196 +2005,3as,57.2604539358943,44.1486387357197,-0.122387002500546,0.311051307173741,-0.336406072076243,0.630385827953761,43.3765200420357 +2005,2b,80.7506544017259,61.1139242474149,-0.0641895955073462,0.4742063957013,-0.32781013705433,0.0782122905027933,61.0307262569832 +2005,2a,22.2999620020775,20.6048660174572,-0.259767434091316,0.266270150856949,-0.515038946894326,35.6214367160775,52.2371721778791 +2005,coastal,17.2590702316608,10.825015623855,-0.160652749548873,0.134301974750942,-0.310468372151815,46.2897224763647,54.3308935651113 +2005,sawgrassenp,13.8368239392961,6.31991370710616,-0.0779987608589885,0.188425835350665,-0.208208068100446,108.365007836991,20.6999412225705 +2006,wca1,42.1208226298142,24.3463717422084,0.14744464749918,0.121190558375894,0.156729854131321,15.4822958309537,31.8503712164477 2006,3an,26.8753801308731,10.3410681706672,0.13845842221106,0.165610579457925,0.122673151357562,85.3891904115785,17.5343735866124 -2006,3as,62.9325891645655,37.0711973133961,0.231304059406702,0.160419934488429,0.263470594330437,8.33448431166491,27.400390331782 2006,3ase,89.7164217005662,52.924096783451,0.341514159160642,0.285082998276356,0.36586972325226,2.45355191256831,25.3615664845173 2006,3b,49.3057076251728,30.262500183243,0.184685837397374,0.0739643271250535,0.238596543221503,10.6166263115416,32.0815173527038 -2006,all,38.8257208003136,20.3177845190375,0.142329033879143,0.149311212047026,0.137477933719123,50.3476271517451,24.8329380911196 -2006,enp,23.5037025187505,10.292973506863,0.068521200074374,0.125751712563542,0.0401374774304941,81.2579418186941,21.9176586602803 -2006,wca1,42.1208226298142,24.3463717422084,0.14744464749918,0.121190558375894,0.156729854131321,15.4822958309537,31.8503712164477 -2006,wcas,48.8915370738346,26.9016196598396,0.190702964558805,0.164838733667318,0.201223623946224,30.0355062413315,26.783448913546 -2007,2a,29.3671435215137,11.3878775016939,0.0958197144488069,0.220523338711345,0.0373166713427035,68.8753325731661,22.4739642721399 -2007,2b,49.5197032736666,21.7076460263509,0.204024913408408,0.277247419524482,0.167806216902351,40.4944134078212,21.0893854748603 +2006,3as,62.9325891645655,37.0711973133961,0.231304059406702,0.160419934488429,0.263470594330437,8.33448431166491,27.400390331782 +2006,2b,72.8454009967143,46.9347134717424,0.324954810844505,0.0216740351195419,0.470395264190447,4.18156424581006,31.7974860335196 +2006,2a,35.5144538545917,12.8259429435129,0.141711794209131,0.310663640063988,0.0594584713564556,48.363740022805,27.6761687571266 +2006,coastal,25.8436463214196,14.4674391780223,0.0281343834757691,0.0750961085277788,0.00952188787139067,31.1384568465996,48.2195791399817 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-2007,enp,11.4501797855173,7.39852254303681,-0.0258839965438887,0.0956810869010631,-0.0836515043629962,84.132915404663,27.9597097978446 -2007,wca1,43.5805226690357,17.2170291160159,0.180893149633831,0.255724388400065,0.148108257930573,53.3675042832667,27.3595088520845 -2007,wcas,37.5926935249713,17.846860896384,0.135572489283661,0.224356565147523,0.0934507222468799,55.3239944521498,23.6154415164124 -2008,2a,31.8154220726045,26.5353498094203,-0.0384134397398374,0.0728576778900925,-0.100384940796594,21.8411250475105,47.4853667806918 -2008,2b,50.7295041643707,45.5574274063405,0.0891256390411169,0.0707789095002767,0.093735744611289,0.444134078212291,52.9078212290503 +2007,3as,49.2243301329751,25.9888384938676,0.173833456161638,0.267487045940638,0.129736019826142,20.254166041135,27.9339438522744 +2007,2b,49.5197032736666,21.7076460263509,0.204024913408408,0.277247419524482,0.167806216902351,40.4944134078212,21.0893854748603 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2008,3b,28.2436329623785,22.5639165424522,-0.0106961535013435,0.126583249915864,-0.079511575747601,18.9507667473769,38.7154963680387 -2008,all,23.7081908056582,19.6673286886601,-0.0173695368098304,0.0525729192165616,-0.0544196792728815,57.7501046229389,33.1953240521162 -2008,enp,7.50936412837519,4.64980972830254,-0.026112683991426,0.0578535325246592,-0.0688197216275268,116.138339085722,20.0113404240332 -2008,wca1,49.0907824661717,33.7993653460147,0.0927901829534909,0.118705988712649,0.0764153279918683,4.9363221016562,36.7658480868075 -2008,wcas,34.370910758108,29.5380325040252,-0.0116621817019894,0.0493935759582402,-0.0451611191680057,19.4141007859454,41.8632917244568 -2009,2a,16.4908470986053,13.4883406622949,-0.216442403975201,0.19968167412998,-0.41844237320447,90.8513873052071,31.5275560623337 -2009,2b,78.5210651632128,43.6800270814617,0.0109142826006864,0.587065086959989,-0.269684490900022,10.909217877095,48.0530726256983 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-2009,3as,63.2209976441401,35.5584186982901,0.0984460680798506,0.363892356369736,-0.0336361962431861,12.6914877645999,38.1797027473352 2009,3ase,85.2757634925495,53.7882652791496,-0.0143172424641236,0.420338387660334,-0.228683956565463,5.02459016393443,45.3469945355191 2009,3b,48.6332237914842,25.8432305767979,0.0729983867871086,0.283047423806379,-0.0305990346375415,17.9172719935432,38.8268765133172 -2009,all,36.1035142050349,18.409700238138,0.00748689211973976,0.303332665788414,-0.137354243455533,64.0833635577379,30.4251597243534 -2009,enp,20.7391099219693,7.41926023386146,0.00497939116918037,0.269915193408428,-0.123283485630881,97.8020708600409,24.0500105656125 -2009,wca1,47.9156650911393,23.0802076088338,0.0737206728711885,0.385258344697859,-0.0815481774493351,28.5976584808681,33.3452312964021 -2009,wcas,46.2047457507623,25.6328172988527,0.00899521922457527,0.325467940825883,-0.146900392054115,41.9464632454924,34.629680998613 -2010,2a,28.1114661152578,25.2341269679295,0.0219922049079193,0.150491534914436,-0.0423518961982916,7.99771949828962,55.6423413150893 -2010,2b,75.1416414356764,65.4091150962219,0.0456807205677851,0.104502345941081,0.0146860190165997,0.459497206703911,58.7918994413408 +2009,3as,63.2209976441401,35.5584186982901,0.0984460680798506,0.363892356369736,-0.0336361962431861,12.6914877645999,38.1797027473352 +2009,2b,78.5210651632128,43.6800270814617,0.0109142826006864,0.587065086959989,-0.269684490900022,10.909217877095,48.0530726256983 +2009,2a,16.4908470986053,13.4883406622949,-0.216442403975201,0.19968167412998,-0.41844237320447,90.8513873052071,31.5275560623337 +2009,coastal,24.4291468183236,10.9896712590247,-0.0447560880038756,0.271482496363342,-0.194893625696112,59.2458066483684,48.4961878621531 +2009,sawgrassenp,19.1277226676294,6.04239708305915,0.0205226925627195,0.267231651258161,-0.0996962732218922,111.211402821317,16.3372844827586 +2010,wca1,44.8468384364208,38.4112859807165,0.101788859208252,0.0325038325976982,0.132856387681741,0.521416333523701,52.8595088520845 2010,3an,19.1149553689737,22.7757648642659,-0.03360175877748,0.0274773728619009,-0.0656521921259919,10.8532338308458,55.5117593848937 -2010,3as,53.9770323428784,48.9975074257226,0.0576643631665821,0.0839583696769864,0.0414488927717772,0.274433268278036,43.5730370815193 2010,3ase,81.8372870690184,76.4862106263022,0.0389958300027992,0.153178648765674,-0.0211821558986495,0,46.3169398907104 2010,3b,40.1416107898186,39.553009279956,0.0233472510647215,0.0139263735722316,0.0258753948965989,0.0161420500403551,42.4677158999193 -2010,all,32.2689688701973,28.5565489930125,0.0293794819161384,0.0716694045472384,0.00622567548754902,26.7626872750607,43.9110844516363 -2010,enp,16.4312020224014,11.3871794943718,0.0188422114820927,0.0775571909226637,-0.0120499898513127,62.3417623441572,35.3081636965556 -2010,wca1,44.8468384364208,38.4112859807165,0.101788859208252,0.0325038325976982,0.132856387681741,0.521416333523701,52.8595088520845 -2010,wcas,42.6936086756071,39.8491532365338,0.0363511392317526,0.0678298392224305,0.0182917556639242,3.39338881183541,49.6018030513176 -2011,2a,22.4605578513528,8.93771254099967,0.085959167202476,0.181789481937811,0.0375392966981504,88.3899657924743,15.268719118206 -2011,2b,56.1524519467487,27.0603556793421,0.270162586385862,0.281945323558286,0.261442328653744,34.159217877095,16.6564245810056 +2010,3as,53.9770323428784,48.9975074257226,0.0576643631665821,0.0839583696769864,0.0414488927717772,0.274433268278036,43.5730370815193 +2010,2b,75.1416414356764,65.4091150962219,0.0456807205677851,0.104502345941081,0.0146860190165997,0.459497206703911,58.7918994413408 +2010,2a,28.1114661152578,25.2341269679295,0.0219922049079193,0.150491534914436,-0.0423518961982916,7.99771949828962,55.6423413150893 +2010,coastal,25.8203341675517,14.6029587373189,0.0594928213714295,0.136802109985031,0.0164765931207668,21.1177188167124,52.1036901494358 +2010,sawgrassenp,12.8294093553035,9.82546264413818,0.00441446483321941,0.0584208135970389,-0.0232090193080028,77.572394200627,29.7174764890282 +2011,wca1,34.6699768362693,13.0375408808995,0.191047586887996,0.235946609898831,0.164402234774418,79.3666476299258,18.21987435751 2011,3an,9.27439353456329,2.68317950752082,0.0453734868509587,0.109628194663408,0.0134919127026205,135.995703301673,6.75146992311171 -2011,3as,41.022533531859,18.2073438556119,0.187419076942292,0.254418527571661,0.153624200966482,40.4373217234649,22.2948506230296 2011,3ase,59.011193016622,29.0104897430179,0.259447780142964,0.290024184677501,0.242964580584528,23.356102003643,25.1302367941712 2011,3b,33.3421254685273,13.5153985252103,0.181383244710648,0.20375297252091,0.169708942873105,69.7639225181598,13.8389830508475 -2011,all,23.5458198591276,9.59186441711809,0.111359124914643,0.173784985588413,0.0795066736522279,94.4991769662138,15.2580420165723 -2011,enp,11.0911042930153,3.87000967173846,0.0492823498727257,0.11939381199588,0.0141335899088015,124.711417905191,13.2826653518349 -2011,wca1,34.6699768362693,13.0375408808995,0.191047586887996,0.235946609898831,0.164402234774418,79.3666476299258,18.21987435751 -2011,wcas,31.7401323351108,13.3530738435674,0.152175734630133,0.209701506353047,0.122404463564161,74.6326398520573,16.5617198335645 -2012,2a,39.8887770162341,22.1848372867249,-0.00504030113038171,0.436729959654617,-0.224889812616889,31.2231090839985,47.003800836184 -2012,2b,78.1678676285557,62.1669419654604,0.0225616142514476,0.236812110065048,-0.0872430158505005,0.41340782122905,40.6787709497207 +2011,3as,41.022533531859,18.2073438556119,0.187419076942292,0.254418527571661,0.153624200966482,40.4373217234649,22.2948506230296 +2011,2b,56.1524519467487,27.0603556793421,0.270162586385862,0.281945323558286,0.261442328653744,34.159217877095,16.6564245810056 +2011,2a,22.4605578513528,8.93771254099967,0.085959167202476,0.181789481937811,0.0375392966981504,88.3899657924743,15.268719118206 +2011,coastal,16.6385885848618,7.83113199650922,0.0697191985448181,0.130823147045897,0.0381618456383134,71.3193046660567,38.1515706007929 +2011,sawgrassenp,8.78017729618601,2.37306235344628,0.0415320168950888,0.112550384884342,0.00630570781770451,143.192202194357,5.22492163009404 +2012,wca1,37.9433397503324,27.6959560396249,0.0571717834569482,0.208257988905184,-0.0198797361387336,6.4774414620217,44.9900057110223 2012,3an,21.9001167500952,11.3688848458551,-0.00869233924915182,0.228428391898748,-0.127575340426275,66.8919041157847,30.2926277702397 -2012,3as,63.03596086535,43.770014936392,0.0379619223657614,0.282943909779015,-0.0862429324997048,4.02732322474103,39.1822549166792 2012,3ase,79.7168638719236,65.2133957741611,-0.0541559416619034,0.250216057123103,-0.207545685203566,0.121129326047359,47.1174863387978 2012,3b,44.8916243706335,32.0481943159555,-0.0170532531026724,0.225592638803385,-0.139904344649542,1.11985472154964,40.4148506860371 -2012,all,35.8617285365615,23.8031295848293,-0.011075025739482,0.241426333560455,-0.138188349275894,40.442931674246,37.3278185419747 -2012,enp,19.0197511982513,10.9965495108069,-0.0503431284207367,0.20044525187839,-0.176317786993378,71.6204832006762,33.4282594914419 -2012,wca1,37.9433397503324,27.6959560396249,0.0571717834569482,0.208257988905184,-0.0198797361387336,6.4774414620217,44.9900057110223 -2012,wcas,46.9288654957003,32.220888583278,0.0146711177730889,0.268404880649436,-0.113245429601741,19.9453074433657,39.9190938511327 -2013,2a,37.5899384983227,26.6923268042252,-0.0770784387945935,0.327291231039528,-0.259013830088518,18.7461041429114,56.8380843785633 -2013,2b,85.0179650290718,60.9825057797518,0.0309926007393054,0.270991283307253,-0.093247881592763,1.23463687150838,58.9371508379888 +2012,3as,63.03596086535,43.770014936392,0.0379619223657614,0.282943909779015,-0.0862429324997048,4.02732322474103,39.1822549166792 +2012,2b,78.1678676285557,62.1669419654604,0.0225616142514476,0.236812110065048,-0.0872430158505005,0.41340782122905,40.6787709497207 +2012,2a,39.8887770162341,22.1848372867249,-0.00504030113038171,0.436729959654617,-0.224889812616889,31.2231090839985,47.003800836184 +2012,coastal,24.9265575983714,16.6527225447821,-0.095590036404193,0.242327940613077,-0.264425953615847,23.8310460506252,61.2034156755108 +2012,sawgrassenp,16.4826931581018,8.79741950769686,-0.0363696091375967,0.184245636504783,-0.147351827839333,88.6245101880878,24.528605015674 +2013,wca1,43.9276389443895,33.4378026916651,0.0663701638686482,0.0783291271333445,0.0594529513379585,2.15248429468875,45.1778983438035 2013,3an,23.6438528032445,18.9196903080765,-0.104346992836565,0.154219300802805,-0.228294753769521,24.0291723202171,49.3952962460425 -2013,3as,60.3172098711578,44.6018569491445,0.0214175553153026,0.273720267986982,-0.102505405236846,0.446629635189911,43.1986188260021 2013,3ase,84.5022061457399,66.4621188024209,-0.0893086860613961,0.339118179053894,-0.296984625991793,0,58.1457194899818 2013,3b,45.9612598804046,30.7777711119954,0.0340904911707995,0.260129123787648,-0.0765257366633011,1.29661016949153,43.955205811138 -2013,all,37.850940813752,26.6863134027955,-0.0140117698256563,0.218934638480841,-0.127405719424939,28.6379767318584,42.1471138018581 -2013,enp,22.8193812719901,13.4549633329336,-0.0156723187331807,0.208951314136954,-0.127167253959788,60.1596111854617,33.4881312953441 -2013,wca1,43.9276389443895,33.4378026916651,0.0663701638686482,0.0783291271333445,0.0594529513379585,2.15248429468875,45.1778983438035 -2013,wcas,47.7416959144427,35.3915808995271,-0.0129056642614751,0.225292637129738,-0.127457339686116,7.89519186315303,47.875173370319 -2014,2a,29.8971170028866,19.6440290808934,0.0259586709899436,-0.0447191126335745,0.0488175126697633,26.4830862789814,49.7863930064614 -2014,2b,74.741920279391,60.0002434544057,0.167891813505418,-0.140405482580795,0.306588892696956,2.00418994413408,50.0586592178771 +2013,3as,60.3172098711578,44.6018569491445,0.0214175553153026,0.273720267986982,-0.102505405236846,0.446629635189911,43.1986188260021 +2013,2b,85.0179650290718,60.9825057797518,0.0309926007393054,0.270991283307253,-0.093247881592763,1.23463687150838,58.9371508379888 +2013,2a,37.5899384983227,26.6923268042252,-0.0770784387945935,0.327291231039528,-0.259013830088518,18.7461041429114,56.8380843785633 +2013,coastal,25.2229529364911,18.7982971263523,-0.0588037566640412,0.160887636493535,-0.171181947860253,17.6776456236658,59.0756328148826 +2013,sawgrassenp,21.580320287344,11.3669707651399,-0.000581719057988694,0.221726171060758,-0.109938050188998,75.1313675548589,25.2987852664577 +2014,wca1,36.3349042856509,28.6097862229128,0.0618067170949358,-0.0851078445499778,0.128189116179682,10.5468303826385,44.9740148486579 2014,3an,15.4153644901657,9.96237977298817,0.0362245669530148,-0.028326515465834,0.0651394049110913,61.2627770239711,33.0814111261872 -2014,3as,54.0768013315469,32.5523763922759,0.178126169936178,0.161660905279767,0.183556172530739,10.9992493619577,35.5509683230746 2014,3ase,73.4184305298741,50.7334422039132,0.212294656178818,0.0547955023434494,0.287775777945319,1.33151183970856,43.7495446265938 2014,3b,52.6512081340208,29.2828352411684,0.187327336224612,0.221236079061185,0.16925059170501,7.58514931396287,29.8438256658596 -2014,all,34.087407566692,20.5904962634518,0.0915799161468561,0.0795309620463678,0.0942905856973946,43.3049409926624,34.0533995480289 -2014,enp,22.3346886239254,10.5727961298115,0.0577351483953751,0.127004506623231,0.022437028313129,75.6512643516236,27.1956047052194 -2014,wca1,36.3349042856509,28.6097862229128,0.0618067170949358,-0.0851078445499778,0.128189116179682,10.5468303826385,44.9740148486579 -2014,wcas,41.8259914163633,27.1901385365737,0.113722824256173,0.0482818153550776,0.141381985912302,21.9543226999538,38.6098936662043 -2015,2a,33.7812300435222,19.5423261684906,0.152658813575318,0.144979291915969,0.165792903805903,21.9984796655264,41.5534017483846 -2015,2b,62.8909631015202,41.7791976082184,0.291049510098245,0.184462386182544,0.361940713523708,2.39245810055866,24.8491620111732 +2014,3as,54.0768013315469,32.5523763922759,0.178126169936178,0.161660905279767,0.183556172530739,10.9992493619577,35.5509683230746 +2014,2b,74.741920279391,60.0002434544057,0.167891813505418,-0.140405482580795,0.306588892696956,2.00418994413408,50.0586592178771 +2014,2a,29.8971170028866,19.6440290808934,0.0259586709899436,-0.0447191126335745,0.0488175126697633,26.4830862789814,49.7863930064614 +2014,coastal,26.6537296556416,15.677572770858,0.0305782738046678,0.0971024922638797,-0.00555349038912899,25.677340652638,53.3555962183593 +2014,sawgrassenp,20.5131327103485,8.66039419744287,0.066540224689419,0.137585282826692,0.0310976102799781,92.4756073667712,18.9342672413793 +2015,wca1,52.811230845209,30.6675421483308,0.26808288202667,0.194545905487091,0.310611773798994,13.0151342090234,24.0988006853227 2015,3an,19.7118200459991,11.0051842295037,0.0977809300859579,0.0308865473838919,0.130470220237121,65.3842152872004,25.8848937132519 -2015,3as,54.3738597416874,34.3286013775925,0.190900170423412,0.212174768084859,0.181140812628203,7.21498273532503,26.7022969524095 2015,3ase,77.8272400041313,52.5822669731222,0.304231477709808,0.187474416777474,0.363489632875759,1.26867030965392,26.0264116575592 2015,3b,46.6670568587801,26.6227838320728,0.194550721514773,0.22233898553219,0.181547351623691,15.0512510088781,26.8595641646489 -2015,all,33.2756155422341,19.2792325088921,0.134289128124542,0.150238669983179,0.129930434593714,51.3661802862484,25.6309460703624 -2015,enp,15.3503015727348,6.91123168897765,0.0509214235328565,0.13101955867239,0.0155608733044798,95.2874550961471,22.2812566035078 -2015,wca1,52.811230845209,30.6675421483308,0.26808288202667,0.194545905487091,0.310611773798994,13.0151342090234,24.0988006853227 -2015,wcas,45.077393742463,27.424708268827,0.189232669233324,0.162756300835337,0.205385797044716,22.4446139620897,27.8711974110032 -2016,2a,30.5330960118965,35.4681253981407,0.0358504510539031,-0.366247329597396,0.220223587154058,10.0505511212467,51.8555682250095 -2016,2b,77.8725916899782,71.1797960560949,0.0760924021402995,-0.0049044277934163,0.113068817181294,0,51.7374301675978 +2015,3as,54.3738597416874,34.3286013775925,0.190900170423412,0.212174768084859,0.181140812628203,7.21498273532503,26.7022969524095 +2015,2b,62.8909631015202,41.7791976082184,0.291049510098245,0.184462386182544,0.361940713523708,2.39245810055866,24.8491620111732 +2015,2a,33.7812300435222,19.5423261684906,0.152658813575318,0.144979291915969,0.165792903805903,21.9984796655264,41.5534017483846 +2015,coastal,22.1800860586363,13.2110109964344,0.0337894145560107,0.175307037276316,-0.023853956601542,29.7017383348582,55.932296431839 +2015,sawgrassenp,12.6567675498866,4.57061159736854,0.0578767783916906,0.114770442641826,0.0309211101791458,117.805642633229,11.3885188087774 +2016,wca1,58.7965149500927,40.7630984764268,0.149446040890046,0.143189964644853,0.1490809458223,1.16676185037122,44.4934323243861 2016,3an,34.0554708397157,37.9464754656113,-0.0184303453540232,-0.468290104877104,0.194641555022388,10.0504296698327,54.6935775667119 -2016,3as,66.0494963894054,66.1564858458264,0.0795273501397086,-0.487642620956258,0.355721195814446,0.080768653355352,60.876294850623 2016,3ase,97.5835355192369,93.0118393428654,0.127762661277464,-0.563577632957638,0.46159695171919,0,65.2896174863388 2016,3b,56.0079796015976,53.7957582301654,0.0998923592049598,-0.21827764361471,0.255573432240911,0.00201775625504439,49.5294592413237 -2016,all,43.5910959179951,42.4157426803588,0.0454936434418858,-0.222225102773192,0.173930206515808,11.5071283095723,52.4608710208409 -2016,enp,26.565703215906,26.9235228518541,0.00836368814953584,-0.0694418194554638,0.0464080449109661,23.705430724801,49.3955060928365 -2016,wca1,58.7965149500927,40.7630984764268,0.149446040890046,0.143189964644853,0.1490809458223,1.16676185037122,44.4934323243861 -2016,wcas,54.7941955629896,52.5956813436372,0.0700492784579779,-0.322194783420079,0.257747101350932,3.49893666204346,54.4806287563569 -2017,2a,28.431343504885,25.7033535185867,-0.29279406116692,0.224596205872492,-0.548564198405876,28.8084378563284,49.4648422652984 -2017,2b,75.2677901923323,52.0110920945729,-0.0161800627992534,0.311417007372802,-0.179333353664178,1.46787709497207,43.2541899441341 +2016,3as,66.0494963894054,66.1564858458264,0.0795273501397086,-0.487642620956258,0.355721195814446,0.080768653355352,60.876294850623 +2016,2b,77.8725916899782,71.1797960560949,0.0760924021402995,-0.0049044277934163,0.113068817181294,0,51.7374301675978 +2016,2a,30.5330960118965,35.4681253981407,0.0358504510539031,-0.366247329597396,0.220223587154058,10.0505511212467,51.8555682250095 +2016,coastal,30.951334185228,30.0186402095226,-0.00386306094560187,-0.036806262924476,0.0105525478219264,1.81793229643184,63.9496797804209 +2016,sawgrassenp,24.7890353002892,25.474630756024,0.0138573432129067,-0.0739697880295168,0.0574219600600166,31.4176136363636,44.6458659874608 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