diff --git a/Narra1.csv b/Narra1.csv
deleted file mode 100644
index e50615e..0000000
--- a/Narra1.csv
+++ /dev/null
@@ -1,28385 +0,0 @@
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-1971,0.16696933608672115,0.21017192832724652,0.2932042204122678,0.42012030586175325,0.4770351692863476,0.2620795667171478,0.33309688132941756,0.17792194264287933,-0.27432016147547583,0.388330158238782,1.0
-1972,0.19384141610316144,0.24475564139050482,0.3245862430770282,0.4213889764568841,0.47027918184696793,0.29320400953292847,0.26515764044924744,0.12976668774646236,-0.2521949295309953,0.31540217780632995,1.0
-1973,0.17768485680988877,0.22816049080473988,0.3138766114795254,0.4471737621450635,0.5244268223022074,0.27698758244514465,0.32430351397651164,0.1751489195527167,-0.2770594594071228,0.39366373354657686,1.0
-1974,0.1657096174701523,0.20316180009412438,0.278268184446662,0.4176271005583416,0.4812731624618751,0.2515726089477539,0.34547218907878086,0.20025845714801413,-0.2535229610366853,0.40633716508162165,1.0
-1975,0.19586163669154966,0.2438946181640474,0.3185287509459457,0.42500598208390017,0.4828340576702368,0.2886047065258026,0.27075975690964926,0.1432041119371359,-0.23847085249354003,0.32878768576441136,1.0
-1976,0.17838236556652792,0.22551352850981032,0.3073369929490586,0.44653125462559473,0.531808174693293,0.27326056361198425,0.3288735091203785,0.18464003773119805,-0.2654920482820175,0.4044445641634261,1.0
-1977,0.16892341581143133,0.20407560347095025,0.27536177120287797,0.4154329239905623,0.48420246212420104,0.25081926584243774,0.34116934820197903,0.20276813612249991,-0.23957214533019874,0.40699663792282303,1.0
-1978,0.18935084045282813,0.23228574282297537,0.307257325578872,0.4165946910812375,0.46902922943505004,0.2775823175907135,0.2840414637706114,0.15104933465109865,-0.23742357293117386,0.3375708433114313,1.0
-1979,0.17942170138538693,0.22477024928942418,0.30451969648696414,0.4404715900188148,0.5157086913859268,0.2722693383693695,0.32424500081608015,0.1824878975021355,-0.25849823067745537,0.3929057615482668,1.0
-1980,0.1740816477115928,0.21072385376041036,0.28466741877744756,0.41727563535381845,0.469464399358305,0.2595420479774475,0.3289043783853106,0.18891591817300418,-0.24105939203801452,0.38039549258833766,1.0
-1981,0.18746796008292615,0.2289628219824219,0.30732299957608805,0.408304350073249,0.45545166496302475,0.2762739062309265,0.28142282539411906,0.1411088474282636,-0.24223368910329351,0.3309235080505475,1.0
-1982,0.18286756782592695,0.22853819395785568,0.3081993200257337,0.4346614596827062,0.5001014482627798,0.2753619849681854,0.31080122643816144,0.17023666225400502,-0.25522338259888216,0.37269898392749473,1.0
-1983,0.17587718811250752,0.2118464509216574,0.2860341177488491,0.4192995452697045,0.45622419895782085,0.2606125473976135,0.328692720226253,0.18893955372912613,-0.23848069583602133,0.36579626433259693,1.0
-1984,0.18117005225244734,0.2105715409905852,0.2719348624212604,0.3711604013336715,0.3572516079886822,0.25438767671585083,0.27605302143366617,0.15429368633979484,-0.20031742589721213,0.2583199844208054,1.0
-1985,0.18992323966001584,0.23644171939234448,0.31177784273089865,0.40148739990947,0.4446425863331424,0.2815472185611725,0.25872103267171875,0.1257730670381247,-0.24288287856619845,0.3056903017593741,1.0
-1986,0.18314493051476916,0.23099435187253325,0.30755141014254156,0.43189111046204476,0.4904905855655673,0.2762342393398285,0.303064058581078,0.16815330043211477,-0.25353048172546816,0.3596696482874217,1.0
-1987,0.17073339434555432,0.2045905927320924,0.2781188432064457,0.4235307830085353,0.4612306855541616,0.2535550594329834,0.34856350815682263,0.20724295199372958,-0.23924454392064975,0.3854489202907884,1.0
-1988,0.1813045877714645,0.20912840475820033,0.2749427721068615,0.37593550935988906,0.36844928261133947,0.2554185390472412,0.2851092001685484,0.15516378427229277,-0.20523556423508701,0.2758432005549482,1.0
-1989,0.1923382831388426,0.24343250337834382,0.316365836544964,0.3956506834288608,0.435182373553626,0.28654298186302185,0.23818210710718848,0.11135253840291724,-0.24381079021575988,0.28256066392500384,1.0
-1990,0.1821226562221676,0.23093923279287037,0.3039065590142399,0.4298499063166462,0.48247309229790236,0.2738552987575531,0.3010198893278256,0.17164189108114009,-0.2505690994991646,0.352578516880862,1.0
-1991,0.171620735935811,0.20785051967026946,0.2856795420335344,0.42770925843627977,0.4671773987283447,0.2586301267147064,0.3459292836639386,0.19909159817088426,-0.24941774932699515,0.3841720793908539,1.0
-1992,0.18977770720918907,0.23716746364657632,0.31079016470403287,0.40067822360337946,0.44067209061566287,0.2809128165245056,0.2563484604901426,0.12634160614386655,-0.24175034852381103,0.3002253640842501,1.0
-1993,0.18167893561903564,0.229002809173805,0.3055455108471134,0.4358900600887426,0.4921154435410527,0.27393460273742676,0.3111587753142884,0.17580023720349092,-0.2542289824053064,0.36486752814352474,1.0
-1994,0.17506639877459443,0.21630845007594585,0.2995746245639386,0.43130295158281573,0.4835449564736075,0.2676304280757904,0.33198072324883876,0.18023309418433597,-0.26232082704014376,0.38184640368502637,1.0
-1995,0.18421041919563078,0.23236597962575573,0.31458233872025393,0.44197726151578554,0.5005170724199468,0.2797233462333679,0.31083767004944807,0.1683871604507901,-0.2613749246668268,0.3658852419164268,1.0
-1996,0.17077264842505666,0.21106057282627527,0.2927405929662711,0.4341314990874017,0.4984882465705852,0.262832909822464,0.3457434397783053,0.19451965162350762,-0.2631379940195521,0.40508512717790557,1.0
-1997,0.18429826504628652,0.23298102277442356,0.3148300172830243,0.44854217759305515,0.4963205972925505,0.280635267496109,0.3162932013208069,0.17515985152136274,-0.26151944671934374,0.3610845873260828,1.0
-1998,0.1705761426184877,0.20986071122387004,0.28788577938241844,0.4291908754583419,0.4989697420849775,0.2602160573005676,0.343211986020059,0.19705716972100112,-0.2558765104241283,0.4078676776816452,1.0
-1999,0.1825311284379919,0.22994836376529326,0.3094018729583375,0.45285728793359353,0.4881926705035726,0.2765117883682251,0.3264602798961626,0.18819769224865293,-0.2579024870464652,0.3596011011976164,1.0
-2000,0.17445186261916495,0.21572426769748546,0.29374783712309804,0.42474305384539646,0.497976764318231,0.26529112458229065,0.3263535532841645,0.18231994082168884,-0.2547972042049659,0.3954772151913185,1.0
-2001,0.1913475862834116,0.24118048827520944,0.3226611373824954,0.4361206445947228,0.4432775888812377,0.28931841254234314,0.287819031829302,0.14952850728252445,-0.2554694989660027,0.29526585681570494,1.0
-2002,0.1765284452487308,0.2185637954810563,0.2973532364110976,0.42490645109752145,0.48318692942083186,0.2675114870071411,0.3206716343352598,0.17660298213016584,-0.25496826705595216,0.37708993314794587,1.0
-2003,0.17858316336766325,0.22149051678175147,0.30153654233988547,0.42587640586488695,0.4692856903423295,0.27060410380363464,0.31571877081322297,0.1709343555567268,-0.25608900761743736,0.35871990234323126,1.0
-2004,0.18022525797967004,0.22478642694349976,0.31015501582196103,0.4338365257643361,0.46308561502759726,0.27456900477409363,0.31740481858604563,0.16624047859289942,-0.26495714608383747,0.34642952983123326,1.0
-2005,0.18124509243447953,0.2269770905453234,0.3158866221601972,0.43990310880900446,0.45801763663578726,0.2781373858451843,0.31928676015547564,0.1640886103199263,-0.27083673355157817,0.3372880650355392,1.0
-2006,0.17136088601948182,0.20560179860922304,0.2842102744679097,0.414991347779433,0.4399293951461691,0.25696486234664917,0.3374022906773716,0.18704343518422137,-0.24770968453687076,0.3629996486672317,1.0
-2007,0.18215580123677083,0.22875765000518805,0.3109540443401437,0.43070305096200767,0.4620771896850343,0.2766703963279724,0.3062281052694074,0.1614614184646588,-0.261195845628848,0.3377356298134431,1.0
-2008,0.17102193677841498,0.2061387990389586,0.2775943975213983,0.41284946684862733,0.4472241795849565,0.2540704905986786,0.3339492510625546,0.19589582340721987,-0.23755813730973122,0.36899149237650647,1.0
-2009,0.18624343235975876,0.2357877971791585,0.3153537473673505,0.4210575919434513,0.46462233588397195,0.2821022868156433,0.2820599761106179,0.14353913218531877,-0.257398406980345,0.3267150600806453,1.0
-2010,0.17692466249834668,0.21756093637234822,0.2886579342345175,0.4111793867388439,0.45466680178841207,0.2637448310852051,0.30794660887727804,0.17507133276904796,-0.2399859284265294,0.3527165749881047,1.0
-2011,0.17523860765712598,0.21639448962449698,0.2925758768485974,0.41306168928146275,0.4632225553964274,0.2651325464248657,0.3124398587980939,0.17074744630398245,-0.25082008590530486,0.36318698534750693,1.0
-2012,0.17197047486485542,0.21250682750838606,0.2914018051371573,0.4156456868429156,0.4700121000756046,0.2629914879798889,0.32339098338930117,0.17572211642787344,-0.25774379570522243,0.3772866394764268,1.0
-2013,0.17342806002218553,0.2169395650516715,0.2951268828877477,0.42318053259280775,0.4643400595346495,0.2658858597278595,0.3221910518042848,0.17827137371175653,-0.2597322356899251,0.3631408977381376,1.0
-2014,0.1733565595784264,0.2179247521361212,0.2937796546033637,0.42942175619241907,0.4567716739045305,0.26544973254203796,0.3267137481012862,0.18755784981088475,-0.25779010782939127,0.3540065021094662,1.0
-2015,0.17834451143065666,0.2223748441374191,0.2978521228618979,0.4270842223743787,0.43662752610417155,0.269176721572876,0.3151998159582871,0.17826682351036013,-0.2509627385518666,0.32511670919818897,1.0
-2016,0.1852909694904302,0.23029679420918647,0.3070649415685382,0.42438516380901703,0.4200963918092762,0.27619460225105286,0.29646207173229283,0.16039401919276672,-0.2473291562930447,0.29182285681987746,1.0
-2017,0.1870352916121883,0.22970495387791107,0.3035840074207672,0.41942657557289764,0.42614659192352494,0.2741328477859497,0.29226992233068494,0.16022250694101595,-0.23755428300171735,0.2995214988867131,1.0
-2018,0.173591584494185,0.21382003299449298,0.28767507559879674,0.39617850694024614,0.4348411772280123,0.26144519448280334,0.29894903349319957,0.15866471144099722,-0.24732654877249288,0.3407343321141465,1.0
-2019,0.19001857235759448,0.232399146365881,0.3060930479567901,0.4149602846216738,0.43211651279900115,0.27694791555404663,0.28200892659784615,0.1509836120936823,-0.23396846767193144,0.30054576393897364,1.0
-2020,0.17739509177700552,0.21946265262915968,0.3000016404653358,0.41490288023068933,0.4433142459219949,0.26885953545570374,0.3080877151702195,0.16072249711540032,-0.2568231837542017,0.3377480322295178,1.0
-2021,0.1869993340050353,0.23142782096070025,0.3097488812396927,0.413400891924119,0.4376124038836294,0.2779391407966614,0.282203734615526,0.14333408448839619,-0.24710616660028378,0.30817965088855986,1.0
-2022,0.17748162390079594,0.2223516329657454,0.3071176118510007,0.42435768847863276,0.4689345906199852,0.27246758341789246,0.31235989464589986,0.16027892749734507,-0.26751174658600185,0.35670168049234896,1.0
-2023,0.1817095548325442,0.22547276712144115,0.30492678085483177,0.4097667251653406,0.43878632417655633,0.272943377494812,0.2901172869156238,0.1466921742360839,-0.25320186140281264,0.3211300527905296,1.0
-2024,0.17517068096268726,0.22051956006207482,0.30657217653992924,0.4313168365135499,0.49075014114772314,0.27155566215515137,0.3233898529736653,0.16905612872240947,-0.27276272710805743,0.3799270243425432,1.0
-2025,0.17783896498387958,0.22413445020657025,0.31043014111212364,0.4243229751756391,0.4912934333599618,0.2739742696285248,0.3087149859546679,0.1550083035223356,-0.27155348244001754,0.37342545529754545,1.0
-2026,0.17937770342137063,0.2254322968537883,0.31012618267346714,0.41919803074739226,0.4891174622176646,0.2746482789516449,0.30058426604694716,0.14955193597965022,-0.2671040679476137,0.36902281753832145,1.0
-2027,0.1856436433227734,0.23300574756723974,0.3152886729649643,0.42398647166605585,0.4725175724121802,0.28123000264167786,0.2906894762341159,0.14703294096996014,-0.2588074784293259,0.33948108880642947,1.0
-2028,0.17876937671789242,0.22355782562847787,0.3048303941232704,0.4011259571993835,0.4537378022801475,0.27207109332084656,0.2842528275139112,0.13640441494108985,-0.2606722025242283,0.33985156136682376,1.0
-2029,0.17957620919842873,0.22404833218288212,0.30439576199557505,0.41452887092338536,0.4572363991243905,0.27222970128059387,0.2982889740096231,0.15319145274053347,-0.25790657357533514,0.34227696031593,1.0
-2030,0.1851028854633348,0.22282881426400108,0.29058570840071557,0.42021242717502005,0.4287250459346351,0.26731324195861816,0.3069532717206547,0.1823678373457027,-0.221747639733248,0.3160079991051905,1.0
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-2032,0.18726578488934106,0.22973431427325158,0.3058188977395893,0.41734800132560756,0.4310361582052597,0.27567917108535767,0.2899378989807873,0.15422318655650108,-0.24043154660203692,0.30464715406688303,1.0
-2033,0.1800770914727186,0.21638267891388002,0.28285580150836864,0.4041019168361672,0.40783041438193085,0.2609694004058838,0.30253650003247945,0.17649720221498252,-0.22201643390211415,0.30670253079315796,1.0
-2034,0.17757227182753965,0.221455941324339,0.30274175646691587,0.3970812632654956,0.4291791888831479,0.27100059390068054,0.28393655327106404,0.13480480655616608,-0.2605992689487747,0.31926226838161376,1.0
-2035,0.17873903236194522,0.2254697579825682,0.3094032520061335,0.40990955306119914,0.4370663986668764,0.2740139067173004,0.29028297250605006,0.13972544398908282,-0.26767650299612694,0.3193737255856157,1.0
-2036,0.18655956500211185,0.23536293381128542,0.32250756308458806,0.41975159776556403,0.4558948995476985,0.2857896387577057,0.28146019522793714,0.13101089189602833,-0.2670531852909637,0.31902996985190973,1.0
-2037,0.18757328818766317,0.23380147215216374,0.31703821930516296,0.4299492496996742,0.47163414676408716,0.2823401987552643,0.29551422106218733,0.15115518677299267,-0.2565635725605016,0.3371429911312131,1.0
-2038,0.1887857368081307,0.23047549122944305,0.30807779681721964,0.3968129820955754,0.4252894663408668,0.2771461606025696,0.26516905369620514,0.1258850135835492,-0.2400901896315028,0.29707896535556516,1.0
-2039,0.1866278035984042,0.23031281767016754,0.3018018008766094,0.4417010369341533,0.4738722112988794,0.2736174166202545,0.31455931721593794,0.1881623430913538,-0.23580470189148234,0.3458741433132878,1.0
-2040,0.19010459567621357,0.23622778028123803,0.3148576524018257,0.4176145719161118,0.45498480255612694,0.2828952670097351,0.2774167060688134,0.1402878035545595,-0.24705422474737598,0.31648298614141424,1.0
-2041,0.16613672724091572,0.17308531078131617,0.18353945048690384,0.42994546045958004,0.36941904962116706,0.18880830705165863,0.42594866120961916,0.40164966664383195,-0.04976811219760596,0.36190260055088064,1.0
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diff --git a/sand_classification/NN_all.pkl b/sand_classification/NN_all.pkl
deleted file mode 100644
index 4984a7a..0000000
Binary files a/sand_classification/NN_all.pkl and /dev/null differ
diff --git a/sand_classification/NN_new.pkl b/sand_classification/NN_new.pkl
deleted file mode 100644
index 4e93726..0000000
Binary files a/sand_classification/NN_new.pkl and /dev/null differ
diff --git a/sand_runNN.py b/sand_runNN.py
index 3b122f4..3ed2d0a 100644
--- a/sand_runNN.py
+++ b/sand_runNN.py
@@ -55,9 +55,9 @@ min_beach_size = 50     # number of pixels in a beach (pixel classification)
 # load metadata (timestamps and epsg code) for the collection
 satname = 'L8'
 #sitename = 'NARRA_all'
-#sitename = 'NARRA'
+sitename = 'NARRA'
 #sitename = 'OLDBAR'
-sitename = 'OLDBAR_inlet'
+#sitename = 'OLDBAR_inlet'
 
 
 # Load metadata
diff --git a/training_data.csv b/training_data.csv
deleted file mode 100644
index a5fcd9a..0000000
--- a/training_data.csv
+++ /dev/null
@@ -1,42689 +0,0 @@
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-1990,0.47460477681434243,0.6789052993720847,0.7466616094996533,0.7609661102483206,0.8762341616604249,0.7661279439926147,0.05699176351995886,0.009488085527545579,-0.2227661677534808,0.1268882098569648,1.0
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-2009,0.5597882916139358,0.8046329138422601,0.8872163045691653,0.7662147163820022,1.0,0.9252769351005554,-0.024456985337765125,-0.07318212048395865,-0.226279870719773,0.10825862958566021,1.0
-2010,0.5052408283905548,0.7230629206919882,0.8022780235937046,0.6783197756796049,0.8651876149307556,0.8359645009040833,-0.031927856058327646,-0.08372175615480416,-0.2271762236944983,0.08948505985111543,1.0
-2011,0.5942101969842085,0.8498473114191025,0.9184604269905339,0.8112524962901857,1.0,0.9557008147239685,-0.02323449497122052,-0.06198018714978932,-0.21435613600686904,0.08117031478976958,1.0
-2012,0.5519547736382382,0.7946432897025761,0.8731390479557454,0.7515538603333646,0.9812956411331052,0.9142137765884399,-0.02786800465141846,-0.07483579635391935,-0.22537763440603437,0.10510065869365136,1.0
-2013,0.4979953013149658,0.7156066920037496,0.7876513369376819,0.6489832677994953,0.8329046228350695,0.8184477686882019,-0.048823035612734864,-0.09652285186570105,-0.22529988179053176,0.07574883677458254,1.0
-2014,0.37105304212186113,0.5234904255163,0.5665301847188897,0.7458275093831317,0.8558985549210238,0.5704472661018372,0.1751626426711189,0.13662229853189978,-0.20849044330251282,0.24098215522885838,1.0
-2015,0.5933288839219277,0.8530194009814636,0.9258657031457581,0.8194950326591567,1.0,0.9620391130447388,-0.02004429238277676,-0.06094480545166272,-0.21889020804483333,0.07931951437782422,1.0
-2016,0.54849767213609,0.7930352277530408,0.8674911848692255,0.7310835691674821,0.9441048868671267,0.909949779510498,-0.040647526105400615,-0.08533077064884709,-0.2252796772763996,0.08696457921997723,1.0
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-2019,0.5565265437506055,0.800941255490507,0.8833399994783363,0.8131984473540199,1.0,0.9223959445953369,0.007593637553126673,-0.04134392135661835,-0.22697482434368002,0.11053039287240776,1.0
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