diff --git a/.gitignore b/.gitignore index 754a1b7..c800c81 100644 --- a/.gitignore +++ b/.gitignore @@ -16,6 +16,9 @@ reports/images/* #all tmp folders */tmp/* +# pptx files (too big!) +*.pptx + # Local only folders data_local/* diff --git a/README.md b/README.md index e67816d..cce52a9 100644 --- a/README.md +++ b/README.md @@ -1,9 +1,11 @@ # Superior-Plume-Bloom -Description: code to rasterize presence and absence of sediment plumes and algal blooms over time for the western area of Lake Superior +Description: code to rasterize presence and absence of sediment plumes and algal +blooms over time for the western area of Lake Superior Contact: B Steele (B dot Steele at colostate dot edu) -This repository is covered by the MIT use license. We request that all downstream uses of this work be available to the public when possible. +This repository is covered by the MIT use license. We request that all downstream +uses of this work be available to the public when possible. Note, there are two methods of authentication used for the Earth Engine workflows. A major authentication changed in December 2023 v0.1.383, where authentication @@ -12,6 +14,9 @@ was completed using `earthengine authenticate` at the command line. If you are attempting to reproduce the code here, but have a version >= v0.1.383, you will need to use `ee.Authenticate()` instead of the command line `earthengine authenticate`. +The Methods_Results_Summary.Rmd and associated .html summarize the methodology +and results of the modeling effort. + ## Folder Descriptions *availability_checks*: scripts to document image availability for our AOI @@ -22,8 +27,10 @@ need to use `ee.Authenticate()` instead of the command line `earthengine authent *eePlumB*: scripts to develop the 'Earth Engine Plume and Bloom' (eePlumB) labeling modules -*modeling*: scripts to apply supervised kmeans and create output from models +*modeling*: scripts to work through label data, apply GTB models in GEE, and +summarize output *reports*: Rmd files for report generation + diff --git a/Superior-Plume-Bloom.Rproj b/Superior-Plume-Bloom.Rproj index 8e3c2eb..1602540 100644 --- a/Superior-Plume-Bloom.Rproj +++ b/Superior-Plume-Bloom.Rproj @@ -11,3 +11,6 @@ Encoding: UTF-8 RnwWeave: Sweave LaTeX: pdfLaTeX + +MarkdownWrap: Column +MarkdownWrapAtColumn: 80 diff --git a/data/labels/collated_label_data_v2023-07-20.csv b/data/labels/collated_label_data_v2023-07-20.csv index 84ad67b..918b5dd 100644 --- a/data/labels/collated_label_data_v2023-07-20.csv +++ b/data/labels/collated_label_data_v2023-07-20.csv @@ -52,66 +52,66 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1994-07-19,LS5,46.67331444956766,-90.82539065852258,other,0.1846975,0.12492625,0.11999,0.12140625,0.09711,0.07902874999999998,NA,NA,NA,AMP 1994-07-19,LS5,46.67578791358838,-90.81388934626672,other,0.11161625,0.20341125,0.12542124999999998,0.1277175,0.1053875,0.09272375,NA,NA,NA,AMP 1994-07-19,LS5,46.67269606587325,-90.81333144679162,other,0.1411925,0.21688625,0.2093375,0.22834,0.21945750000000003,0.19243875,NA,NA,NA,AMP 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2010-09-01,LS5,46.69855727168056,-90.74549061778356,shorelineContamination,0.2044425,0.16568125,0.11297749999999998,0.2373875,0.30120125,0.29564625,NA,NA,NA,AMP 2010-09-01,LS5,46.69938138707128,-90.74664933207798,shorelineContamination,0.14005125,0.11524625,0.07605874999999998,0.13738375,0.1968525,0.18619625,NA,NA,NA,AMP 2010-09-01,LS5,46.70052924111855,-90.74819428447056,shorelineContamination,0.19092625,0.15311375000000002,0.10072625,0.21342125,0.23256125,0.21358625,NA,NA,NA,AMP -2002-09-03,LS7,47.00954679613688,-91.46578391068157,openWater,0.005314999999999986,0.012712499999999988,0.0114475,0.004407500000000009,0.001052499999999984,-8.450000000000124e-4,NA,NA,NA,AMP -2002-09-03,LS7,47.01633537238971,-91.3902529048222,openWater,0.003307499999999991,0.010374999999999995,0.013757500000000006,0.004462500000000008,0.001052499999999984,0.001987500000000003,NA,NA,NA,AMP 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2022-08-09,LS9,46.94740758549896,-90.8886606872656,shorelineContamination,0.1155,0.093,0.0616,0.1227,0.1188,0.1226,0.14250000000000002,1269,1243,ANK @@ -681,11 +681,11 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2022-08-09,LS9,46.92187829520008,-90.5470615014096,shorelineContamination,0.28475,0.1837,0.13085000000000002,0.30235,0.3042,0.32395,0.35000000000000003,4305,4251.5,ANK 2022-08-09,LS9,46.91923949911014,-90.54624180780144,shorelineContamination,0.14415,0.1067,0.07070000000000001,0.14850000000000002,0.13665,0.1604,0.14425,2212,2118,ANK 2022-08-09,LS9,46.91854281706187,-90.54599974878036,shorelineContamination,0.1136,0.0913,0.05945,0.13005,0.10815,0.10195,0.09285,1710,1364.5,ANK -2022-08-09,LS9,47.01565748451102,-91.67474885659342,other,0.15475,0.07150000000000001,0.054000000000000006,0.17145,0.19165,0.17065000000000002,0.1699,1921,1704.5,ANK 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2022-08-09,LS9,46.79807669769237,-90.80420928146648,other,0.0868,0.0969,0.0945,0.0731,0.0653,0.0794,0.0988,538,455,ANK -2022-08-09,LS9,46.79735691657013,-90.80933766510294,other,0.079,0.08410000000000001,0.059800000000000006,0.0529,0.0536,0.0495,0.0482,192,190,ANK -2022-08-09,LS9,46.78058519859968,-90.82244830795068,other,0.031900000000000005,0.0431,0.045000000000000005,0.0329,0.0222,0.0241,0.0301,117,83,ANK +2022-08-09,LS9,46.79735691657013,-90.80933766510294,other,0.079,0.08410000000000001,0.0598,0.0529,0.0536,0.0495,0.0482,192,190,ANK +2022-08-09,LS9,46.78058519859968,-90.82244830795068,other,0.0319,0.0431,0.045,0.0329,0.0222,0.0241,0.0301,117,83,ANK 2022-08-09,LS9,46.89356082557324,-90.7456601949714,other,0.1738,0.18020000000000003,0.14640000000000003,0.15895,0.1486,0.1027,0.14090000000000005,543.5,288.5,ANK -2022-08-09,LS9,46.87651587600615,-90.62314157842752,other,0.0544,0.05285,0.0437,0.0447,0.048,0.035500000000000004,0.0286,146,109.5,ANK 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2020-06-18,SEN2,46.964821071486966,-91.4543845985644,cloud,0.4474,0.4564,0.4653000000000001,0.4427,0.45,0.4657,0.4711,2277,2344,ANK -2020-06-27,SEN2,46.67883688328141,-90.47150183487857,openWater,0.001,0.0114,0.0154,6.000000000000001e-4,0.0021000000000000003,0.0016,8e-4,1,5,ANK +2020-06-27,SEN2,46.67883688328141,-90.47150183487857,openWater,0.001,0.0114,0.0154,6.000000000000001e-4,0.0021,0.0016,8e-4,1,5,ANK 2020-06-27,SEN2,46.78755108992257,-90.44472266007386,openWater,2e-4,0.0099,0.0154,0.0011,5e-4,3.0000000000000003e-4,1e-4,3,6,ANK 2020-06-27,SEN2,46.84769664359769,-90.3424124794098,openWater,0.00305,0.01115,0.01915,0.0022,0.00195,0.0027,0.0018,2.5,4,ANK -2020-06-27,SEN2,46.847227017196175,-90.1940970497223,openWater,0.00235,0.00955,0.0186,0.0022500000000000003,0.0022,0.0021500000000000004,0.00145,3.5,4.5,ANK +2020-06-27,SEN2,46.847227017196175,-90.1940970497223,openWater,0.00235,0.00955,0.0186,0.00225,0.0022,0.00215,0.00145,3.5,4.5,ANK 2020-06-27,SEN2,46.81246326930111,-90.39116431046448,openWater,6.000000000000001e-4,0.008,0.0142,6.000000000000001e-4,7e-4,3.0000000000000003e-4,1e-4,1,9,ANK -2020-06-27,SEN2,47.18456504742326,-90.2761796297599,openWater,0.0023000000000000004,0.0095,0.017300000000000003,0.00105,0.0016,0.00175,9.5e-4,3.5,6.5,ANK +2020-06-27,SEN2,47.18456504742326,-90.2761796297599,openWater,0.0023,0.0095,0.0173,0.00105,0.0016,0.00175,9.5e-4,3.5,6.5,ANK 2020-06-27,SEN2,47.237738887476205,-90.19000561852944,openWater,1e-4,0.0054,0.0116,1e-4,1e-4,1e-4,1e-4,1,2,ANK 2020-06-27,SEN2,47.15539009546807,-90.15258343835364,openWater,1e-4,0.0043,0.0114,1e-4,1e-4,1e-4,1e-4,1,4,ANK 2020-06-27,SEN2,47.10587273609576,-90.1937821688224,openWater,1e-4,0.0061,0.0121,1e-4,1e-4,1e-4,1e-4,1,1,ANK 2020-06-27,SEN2,47.09675838976932,-90.308795291381,openWater,0.00285,0.01115,0.01735,0.00185,0.0015,0.00165,0.0012,8,3,ANK 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2022-10-26,SEN2,46.98591218092066,-91.5082893959802,cloud,0.4213,0.4321,0.4561,0.4299,0.4167,0.4126,0.4306,3913,3707,ANK 2022-10-26,SEN2,47.05542648982815,-91.44099813621456,cloud,0.4555,0.4642,0.4913,0.4634,0.4507000000000001,0.4469,0.4645,4112,3835,ANK 2022-10-26,SEN2,47.13030131351556,-91.45061117332394,cloud,0.4571,0.4725,0.5039,0.4659,0.4544,0.449,0.4836,4029,3475,ANK -1988-11-23,LS5,46.75329929983805,-91.75056392213072,openWater,0.06214375,0.07916625,0.100355,0.04473624999999999,0.014623749999999993,0.013482499999999994,NA,NA,NA,BGS -1988-11-23,LS5,46.81677249673597,-91.69151240845883,openWater,0.06234999999999999,0.08928625000000001,0.09151375,0.04486,0.01467874999999999,0.004792499999999991,NA,NA,NA,BGS -1988-11-23,LS5,46.820061658673616,-91.6125481750604,openWater,0.07051750000000001,0.08913499999999999,0.10265125,0.044805,0.01465124999999999,-0.012628750000000008,NA,NA,NA,BGS 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+1988-11-23,LS5,46.76203026883921,-91.92426157492729,cloud,0.08721000000000001,0.1091,0.12846,0.0630375,0.0387275,0.01350999999999999,NA,NA,NA,BGS 1988-11-23,LS5,47.09035091261834,-91.5452718250757,cloud,0.1936075,0.20702750000000003,0.202215,0.2048275,0.20491,0.134565,NA,NA,NA,BGS 1988-11-23,LS5,47.10151127286611,-91.53746123242432,cloud,0.1625875,0.17958249999999998,0.1897025,0.170535,0.1637425,0.10885250000000002,NA,NA,NA,BGS 1988-11-23,LS5,47.11395436100431,-91.51136870312746,cloud,0.1392675,0.16124,0.16005750000000002,0.1447675,0.1047825,0.0658975,NA,NA,NA,BGS @@ -1056,7 +1056,7 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1988-11-23,LS5,47.2770313938587,-90.33626318932494,cloud,0.12254749999999998,0.14133,0.1453175,0.126535,0.104095,0.0739825,NA,NA,NA,BGS 1988-11-23,LS5,47.26375278804732,-90.3623557186218,cloud,0.17675000000000002,0.1961925,0.18753000000000003,0.1863475,0.1860175,0.15931499999999998,NA,NA,NA,BGS 1988-11-23,LS5,47.24790728629283,-90.35892249108277,cloud,0.1455925,0.15939750000000005,0.157665,0.1519725,0.121475,0.09094999999999998,NA,NA,NA,BGS -1988-11-23,LS5,47.25093693998475,-90.39119482994994,cloud,0.0913625,0.11355500000000002,0.1195775,0.0836075,0.03955249999999999,0.022749999999999992,NA,NA,NA,BGS +1988-11-23,LS5,47.25093693998475,-90.39119482994994,cloud,0.0913625,0.11355500000000002,0.1195775,0.0836075,0.03955249999999999,0.02274999999999999,NA,NA,NA,BGS 1988-11-23,LS5,47.014238544941065,-91.66153646358396,shorelineContamination,0.10756,0.13285999999999998,0.12928499999999998,0.092655,0.05151499999999998,0.03141250000000001,NA,NA,NA,BGS 1988-11-23,LS5,47.01388741906236,-91.66218019374752,shorelineContamination,0.13096249999999998,0.13285999999999998,0.14215499999999998,0.13572,0.12802000000000002,0.108605,NA,NA,NA,BGS 1988-11-23,LS5,46.77946973932437,-92.08973081078996,shorelineContamination,0.1497725,0.16396249999999998,0.15919125,0.13158125,0.07504125,0.04853125,NA,NA,NA,BGS @@ -1091,20 +1091,20 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1988-11-23,LS5,46.69014353789164,-91.9814037399005,shorelineContamination,0.1701225,0.1568675,0.12980750000000002,0.1927825,0.24737,0.19974000000000003,NA,NA,NA,BGS 1988-11-23,LS5,46.68151915772325,-91.95835168797947,shorelineContamination,0.17851,0.1566475,0.139295,0.22086,0.29005000000000003,0.2616975,NA,NA,NA,BGS 1988-11-23,LS5,46.6916651852662,-91.86606367015614,shorelineContamination,0.1697925,0.1565375,0.12458249999999998,0.2113175,0.253145,0.2526775,NA,NA,NA,BGS -1988-11-23,LS5,46.71419943621642,-91.73167898363208,shorelineContamination,0.10920999999999996,0.104755,0.09532249999999998,0.05959999999999999,0.019395,0.003939999999999999,NA,NA,NA,BGS -1988-11-23,LS5,46.71996022170374,-91.70915804453402,shorelineContamination,0.10052,0.0943325,0.1003275,0.0596275,0.013207499999999983,0.003939999999999999,NA,NA,NA,BGS +1988-11-23,LS5,46.71419943621642,-91.73167898363208,shorelineContamination,0.10920999999999996,0.104755,0.09532249999999998,0.05959999999999999,0.019395,0.00393999999999999,NA,NA,NA,BGS +1988-11-23,LS5,46.71996022170374,-91.70915804453402,shorelineContamination,0.10052,0.0943325,0.1003275,0.0596275,0.01320749999999998,0.00393999999999999,NA,NA,NA,BGS 1988-11-23,LS5,46.85943834374667,-91.13548029747984,shorelineContamination,0.1979525,0.17609000000000002,0.13519750000000005,0.24374,0.24231000000000005,0.2508625,NA,NA,NA,BGS 1988-11-23,LS5,46.85923292761806,-91.1350082286932,shorelineContamination,0.12128250000000002,0.1306875,0.109815,0.09980499999999998,0.07984000000000002,0.0902075,NA,NA,NA,BGS 1988-11-23,LS5,46.85861667451689,-91.13359202233336,shorelineContamination,0.16734500000000002,0.15796749999999998,0.11828499999999996,0.16767500000000002,0.16690500000000005,0.14941500000000002,NA,NA,NA,BGS 1988-11-23,LS5,46.85691460539853,-91.12758387414,shorelineContamination,0.16734500000000002,0.14889249999999998,0.12254749999999998,0.16767500000000002,0.190115,0.15785749999999998,NA,NA,NA,BGS 1988-11-23,LS5,46.8563570193001,-91.12359274712584,shorelineContamination,0.14429999999999998,0.1488375,0.11404999999999998,0.1337125,0.14361249999999998,0.12395,NA,NA,NA,BGS -1988-11-23,LS5,46.72647542246916,-90.78752683162796,shorelineContamination,0.14243,0.15957625,0.14258125,0.09792125,0.017456249999999993,0.03046375,NA,NA,NA,BGS +1988-11-23,LS5,46.72647542246916,-90.78752683162796,shorelineContamination,0.14243,0.15957625,0.14258125,0.09792125,0.01745624999999999,0.03046375,NA,NA,NA,BGS 1988-11-23,LS5,46.72518102833813,-90.783750281335,shorelineContamination,0.15800875,0.16845875000000002,0.14005125000000002,0.1422925,0.05310999999999999,0.03483625,NA,NA,NA,BGS 1988-11-23,LS5,46.72247446751745,-90.77825711727247,shorelineContamination,0.13853875,0.15946625,0.13136124999999998,0.10206,0.03824625,0.02627,NA,NA,NA,BGS 1988-11-23,LS5,46.728475788671176,-90.79628156185257,shorelineContamination,0.1533475,0.16348125,0.1395425,0.146555,0.09203625,0.05663,NA,NA,NA,BGS 1988-11-23,LS5,46.70682082246584,-90.76521085262404,shorelineContamination,0.17390375,0.17778125,0.14395625,0.1640175,0.06811125000000001,0.06071375,NA,NA,NA,BGS -1988-11-23,LS5,46.70199434708075,-90.75422452449904,shorelineContamination,0.1705075,0.18335,0.1647325,0.1290375,0.05322,0.026448750000000007,NA,NA,NA,BGS -1988-11-23,LS5,46.67468171699278,-90.7156851530712,shorelineContamination,0.134235,0.13968,0.12165375,0.1026925,0.06812499999999999,0.052243750000000005,NA,NA,NA,BGS +1988-11-23,LS5,46.70199434708075,-90.75422452449904,shorelineContamination,0.1705075,0.18335,0.1647325,0.1290375,0.05322,0.02644875,NA,NA,NA,BGS +1988-11-23,LS5,46.67468171699278,-90.7156851530712,shorelineContamination,0.134235,0.13968,0.12165375,0.1026925,0.06812499999999999,0.05224375,NA,NA,NA,BGS 1988-11-23,LS5,46.752253981013006,-90.783378084248,shorelineContamination,0.13544499999999998,0.13605,0.109155,0.16213375,0.22590625,0.20335625,NA,NA,NA,BGS 1988-11-23,LS5,46.75284205048842,-90.77891488844722,shorelineContamination,0.12880375,0.1155075,0.1106125,0.18545375,0.18291,0.12891375,NA,NA,NA,BGS 1988-11-23,LS5,46.75295966361348,-90.77616830641595,shorelineContamination,0.14260875,0.130935,0.11336249999999998,0.2509175,0.25753125,0.19358,NA,NA,NA,BGS @@ -1115,10 +1115,10 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1988-11-23,LS5,46.80488027356179,-90.6752858905424,shorelineContamination,0.08924500000000002,0.1014275,0.10271999999999998,0.1912975,0.14248500000000003,0.08105000000000001,NA,NA,NA,BGS 1988-11-23,LS5,46.83859210068865,-90.60507638736856,shorelineContamination,0.21129,0.1740275,0.145015,0.258645,0.28664,0.2238575,NA,NA,NA,BGS 1988-11-23,LS5,46.83847467457454,-90.60850961490765,shorelineContamination,0.158105,0.14696750000000003,0.1240325,0.267005,0.217505,0.17350500000000002,NA,NA,NA,BGS -1988-11-23,LS5,46.92372000009178,-90.56300975963389,shorelineContamination,0.09744000000000004,0.12042999999999998,0.11223499999999996,0.06542999999999999,0.0563825,0.030862499999999987,NA,NA,NA,BGS -1988-11-23,LS5,46.92166826401101,-90.5577740876368,shorelineContamination,0.10505750000000004,0.12029250000000002,0.1078075,0.06537500000000002,0.010099999999999998,0.022419999999999995,NA,NA,NA,BGS -1988-11-23,LS5,46.91856119979092,-90.55399753734385,shorelineContamination,0.10505750000000004,0.12029250000000002,0.116305,0.06537500000000002,0.015875,0.0056174999999999975,NA,NA,NA,BGS -1988-11-23,LS5,46.91979232226072,-90.546101114004,shorelineContamination,0.10505750000000004,0.12029250000000002,0.11207,0.06537500000000002,0.050580000000000014,0.030862499999999987,NA,NA,NA,BGS +1988-11-23,LS5,46.92372000009178,-90.56300975963389,shorelineContamination,0.09744000000000004,0.12042999999999998,0.11223499999999996,0.06542999999999999,0.0563825,0.03086249999999998,NA,NA,NA,BGS +1988-11-23,LS5,46.92166826401101,-90.5577740876368,shorelineContamination,0.10505750000000004,0.12029250000000002,0.1078075,0.06537500000000002,0.01009999999999999,0.02241999999999999,NA,NA,NA,BGS +1988-11-23,LS5,46.91856119979092,-90.55399753734385,shorelineContamination,0.10505750000000004,0.12029250000000002,0.116305,0.06537500000000002,0.015875,0.00561749999999999,NA,NA,NA,BGS +1988-11-23,LS5,46.91979232226072,-90.546101114004,shorelineContamination,0.10505750000000004,0.12029250000000002,0.11207,0.06537500000000002,0.05058000000000001,0.03086249999999998,NA,NA,NA,BGS 1988-11-23,LS5,46.92237172523341,-90.54704525157725,shorelineContamination,0.1739175,0.16569499999999998,0.1247475,0.1583525,0.1661625,0.19083,NA,NA,NA,BGS 1988-11-23,LS5,46.92711984688794,-90.54618694469248,shorelineContamination,0.15111999999999998,0.1386075,0.1164425,0.1668775,0.20095,0.20777,NA,NA,NA,BGS 1988-11-23,LS5,46.8703493237602,-90.49674846812997,shorelineContamination,0.1657225,0.156015,0.12824000000000002,0.2082925,0.1944875,0.16509,NA,NA,NA,BGS @@ -1128,9 +1128,9 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1988-11-23,LS5,46.99745701297911,-90.46807040094612,shorelineContamination,0.08995999999999998,0.1116025,0.1083575,0.05707000000000001,0.01593,0.02250250000000001,NA,NA,NA,BGS 1988-11-23,LS5,47.042980351035766,-91.04198725479606,other,0.12219000000000002,0.1131975,0.10629499999999996,0.126205,0.0979625,0.06529249999999998,NA,NA,NA,BGS 1988-11-23,LS5,47.05625576627033,-91.10936434525016,other,0.12241000000000002,0.14111,0.14936,0.11784499999999998,0.05712499999999998,0.031275,NA,NA,NA,BGS -1989-08-22,LS5,46.64288102410575,-90.40552727810572,openWater,0.0035824999999999885,0.011997499999999994,0.012025000000000008,0.0050675000000000026,-0.004942500000000016,0.003720000000000001,NA,NA,NA,BGS -1989-08-22,LS5,46.64146676951019,-90.48243157498072,openWater,-5.425000000000013e-4,0.012190000000000006,0.009852499999999986,0.010154999999999996,0.0012174999999999825,0.003720000000000001,NA,NA,NA,BGS -1989-08-22,LS5,46.62920834773272,-90.41376702419949,openWater,0.003637499999999988,0.017112500000000003,0.007212499999999983,0.010072499999999984,0.004269999999999996,0.008037500000000003,NA,NA,NA,BGS +1989-08-22,LS5,46.64288102410575,-90.40552727810572,openWater,0.00358249999999998,0.01199749999999999,0.012025,0.0050675,-0.00494250000000001,0.0037200000000000002,NA,NA,NA,BGS +1989-08-22,LS5,46.64146676951019,-90.48243157498072,openWater,-5.425000000000013e-4,0.01219,0.00985249999999998,0.01015499999999999,0.00121749999999998,0.0037200000000000002,NA,NA,NA,BGS +1989-08-22,LS5,46.62920834773272,-90.41376702419949,openWater,0.00363749999999998,0.0171125,0.00721249999999998,0.01007249999999998,0.00426999999999999,0.0080375,NA,NA,NA,BGS 1989-08-22,LS5,46.79809076971562,-92.04051574698732,cloud,1.6022125,1.6022125,1.6022125,1.6022125,1.6022125,0.6297300000000001,NA,NA,NA,BGS 1989-08-22,LS5,46.77176108987261,-91.869541015542,cloud,0.7653875000000001,0.7660475,1.6022125,0.7571650000000001,0.595245,0.4266700000000001,NA,NA,NA,BGS 1989-08-22,LS5,46.72094605300176,-91.81186279288576,cloud,0.5771775000000001,0.5841350000000001,1.6022125,0.5889200000000001,0.5105175,0.38872,NA,NA,NA,BGS @@ -1146,9 +1146,9 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1989-08-22,LS5,46.73284580135451,-90.57100884548854,cloud,0.4145975,0.4221325,0.4095925,0.4221325,0.4213625,0.3969425,NA,NA,NA,BGS 1989-08-22,LS5,46.61977690293236,-90.30665032498072,cloud,0.67703,0.6821174999999999,1.6022125,0.6906425,0.60795,0.481285,NA,NA,NA,BGS 1989-08-22,LS5,46.64146676951019,-90.19129387966822,cloud,0.424745,0.4295850000000001,0.4062925,0.471,0.443775,0.395485,NA,NA,NA,BGS -1989-08-22,LS5,46.62225281624325,-90.43505303494166,other,0.007982500000000003,0.012107499999999992,0.014609999999999984,1.4500000000000624e-4,0.004269999999999996,0.003720000000000001,NA,NA,NA,BGS -1989-08-22,LS5,46.62260650890211,-90.48861138455104,other,0.008092500000000002,0.017304999999999987,0.11281249999999998,0.010127499999999984,0.0012174999999999825,0.003720000000000001,NA,NA,NA,BGS -1989-08-22,LS5,46.63716485120873,-90.43428055874536,other,0.012272499999999992,-0.013412499999999994,0.007184999999999997,0.005094999999999988,0.004269999999999996,0.003720000000000001,NA,NA,NA,BGS +1989-08-22,LS5,46.62225281624325,-90.43505303494166,other,0.0079825,0.01210749999999999,0.01460999999999998,1.4500000000000624e-4,0.00426999999999999,0.0037200000000000002,NA,NA,NA,BGS +1989-08-22,LS5,46.62260650890211,-90.48861138455104,other,0.0080925,0.01730499999999998,0.11281249999999998,0.01012749999999998,0.00121749999999998,0.0037200000000000002,NA,NA,NA,BGS +1989-08-22,LS5,46.63716485120873,-90.43428055874536,other,0.01227249999999999,-0.01341249999999999,0.00718499999999999,0.00509499999999998,0.00426999999999999,0.0037200000000000002,NA,NA,NA,BGS 1991-10-31,LS5,46.82736834294172,-91.93430011170106,cloud,0.6282175000000001,0.6580550000000001,0.6564050000000001,0.62016,0.35627000000000003,0.280205,NA,NA,NA,BGS 1991-10-31,LS5,46.79259174860388,-91.7873579730292,cloud,0.6267875,0.6406750000000001,0.6547825,0.6109199999999999,0.29412,0.206285,NA,NA,NA,BGS 1991-10-31,LS5,46.76625937864184,-91.6898543109198,cloud,0.86029,0.8696125000000001,1.6022125,0.8329550000000001,0.43621250000000006,0.3593775,NA,NA,NA,BGS @@ -1178,41 +1178,41 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1991-10-31,LS5,47.125533984349246,-90.52220593368511,cloud,0.9117425,0.9278300000000002,1.6022125,0.8852875,0.5019100000000001,0.308255,NA,NA,NA,BGS 1991-10-31,LS5,47.230081551217246,-90.74330578720075,cloud,0.6917975000000001,0.7072525000000001,0.7020275,0.6686975,0.44394000000000006,0.34686500000000003,NA,NA,NA,BGS 1998-10-02,LS5,46.81332777741748,-91.9855192909843,openWater,0.03489125,0.0418075,0.04820125,0.050305,0.03465750000000001,0.03171499999999999,NA,NA,NA,BGS -1998-10-02,LS5,46.81661715006075,-91.858489872039,openWater,0.034905000000000005,0.04792625,0.0481875,0.04490124999999999,0.034602499999999994,0.026655,NA,NA,NA,BGS -1998-10-02,LS5,46.968179387252384,-91.68545520407024,openWater,0.01854249999999999,0.02082500000000001,0.026269999999999988,0.02283250000000001,0.014692499999999995,0.017112500000000003,NA,NA,NA,BGS +1998-10-02,LS5,46.81661715006075,-91.858489872039,openWater,0.034905,0.04792625,0.0481875,0.04490124999999999,0.03460249999999999,0.026655,NA,NA,NA,BGS +1998-10-02,LS5,46.968179387252384,-91.68545520407024,openWater,0.01854249999999999,0.02082500000000001,0.02626999999999998,0.02283250000000001,0.01469249999999999,0.0171125,NA,NA,NA,BGS 1998-10-02,LS5,46.71878994944767,-91.97659289938274,openWater,0.04362250000000001,0.04681250000000001,0.0562725,0.04997499999999999,0.03814999999999999,0.03174250000000001,NA,NA,NA,BGS -1998-10-02,LS5,46.80157837547986,-91.69575488668742,openWater,0.03698124999999999,0.0442825,0.05114374999999999,0.0381225,0.0278375,0.021732499999999988,NA,NA,NA,BGS -1998-10-02,LS5,46.99207111588252,-91.62571704489056,openWater,0.018625000000000003,0.0209075,0.0206325,0.017744999999999983,0.014719999999999985,0.007294999999999996,NA,NA,NA,BGS -1998-10-02,LS5,47.25351130739776,-91.0847475889872,openWater,0.005837499999999996,0.015792499999999987,0.02296999999999999,0.006085000000000007,0.005424999999999985,-0.001862500000000017,NA,NA,NA,BGS -1998-10-02,LS5,47.23999370974145,-91.20079067980753,openWater,0.005699999999999983,0.015710000000000002,0.014719999999999985,0.011007500000000003,-0.001340000000000008,0.0029224999999999945,NA,NA,NA,BGS -1998-10-02,LS5,47.2157466201153,-91.08886746203407,openWater,0.010072499999999984,0.01562749999999999,0.02541750000000001,0.01097999999999999,0.005424999999999985,0.0029224999999999945,NA,NA,NA,BGS -1998-10-02,LS5,47.116778298483,-91.14517239367471,openWater,0.010044999999999998,0.015572499999999987,0.02530750000000001,0.010952500000000004,0.005424999999999985,0.007762500000000005,NA,NA,NA,BGS -1998-10-02,LS5,47.01668928001915,-91.52214077746378,openWater,0.010099999999999998,0.02156749999999999,0.027205000000000007,0.007872500000000004,0.0011074999999999835,0.002454999999999985,NA,NA,NA,BGS -1998-10-02,LS5,46.92063334558499,-91.17881802355753,openWater,0.008394999999999986,0.007982500000000003,0.014499999999999983,0.008642499999999997,0.01029250000000001,0.0018225000000000049,NA,NA,NA,BGS -1998-10-02,LS5,46.72005806807862,-90.5514606152491,openWater,0.001272499999999996,0.010512499999999994,0.01747,0.00495749999999999,0.00717124999999999,-0.0028662500000000007,NA,NA,NA,BGS -1998-10-02,LS5,46.700989765382914,-90.47180973634283,openWater,0.001684999999999992,0.0023587500000000067,0.009316249999999998,0.005260000000000001,0.005507499999999999,-0.0027975000000000083,NA,NA,NA,BGS 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+1998-10-02,LS5,46.747101613112456,-91.61497369644177,darkNearShoreSediment,0.05114374999999999,0.06228124999999998,0.05737249999999999,0.05141874999999999,0.04173875,0.03659625,NA,NA,NA,BGS 1998-10-02,LS5,46.74663110793742,-91.6151453578187,darkNearShoreSediment,0.05114374999999999,0.05634124999999998,0.05441625,0.06197875,0.04523125,0.03164625,NA,NA,NA,BGS 1998-10-02,LS5,46.76080327471518,-91.57909646865856,offShoreSediment,0.0742575,0.097385,0.06871625,0.0459325,0.027755,0.03164625,NA,NA,NA,BGS -1998-10-02,LS5,46.758921707811226,-91.6038157069398,offShoreSediment,0.06511375,0.08586250000000001,0.06910125,0.04611124999999999,0.031275,0.031659999999999994,NA,NA,NA,BGS +1998-10-02,LS5,46.758921707811226,-91.6038157069398,offShoreSediment,0.06511375,0.08586250000000001,0.06910125,0.04611124999999999,0.031275,0.03165999999999999,NA,NA,NA,BGS 1998-10-02,LS5,46.74057298698547,-91.65703073379528,offShoreSediment,0.06024625,0.08564250000000001,0.0745875,0.0512675,0.03823249999999999,0.03164625,NA,NA,NA,BGS -1998-10-02,LS5,46.7215119345852,-91.74801126358042,offShoreSediment,0.054952500000000015,0.08512,0.06190999999999999,0.04550625,0.03815,0.026654999999999984,NA,NA,NA,BGS +1998-10-02,LS5,46.7215119345852,-91.74801126358042,offShoreSediment,0.05495250000000001,0.08512,0.06190999999999999,0.04550625,0.03815,0.02665499999999998,NA,NA,NA,BGS 1998-10-02,LS5,46.70503399376111,-91.79470315811167,offShoreSediment,0.04794000000000001,0.07073750000000001,0.05245,0.0441175,0.030945,0.0266275,NA,NA,NA,BGS -1998-10-02,LS5,46.695380291964895,-91.91486612197886,offShoreSediment,0.05795,0.0772275,0.056052500000000005,0.04986499999999999,0.034574999999999995,0.03168750000000001,NA,NA,NA,BGS 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-1998-10-02,LS5,46.7663542534592,-91.542032643576,offShoreSediment,0.05528250000000001,0.085395,0.0624325,0.04574,0.027713749999999995,0.02166375,NA,NA,NA,BGS -1998-10-02,LS5,46.89530652047813,-91.1908134663299,offShoreSediment,0.017827499999999996,0.037957500000000005,0.029459999999999983,0.024510000000000004,0.013784999999999992,0.006745000000000001,NA,NA,NA,BGS -1998-10-02,LS5,46.85799151546559,-91.27492754103692,offShoreSediment,0.03146750000000001,0.061415,0.04983750000000001,0.029459999999999983,0.024097499999999997,0.016644999999999993,NA,NA,NA,BGS -1998-10-02,LS5,46.84108561886551,-91.26943437697444,offShoreSediment,0.04100999999999999,0.073405,0.06191000000000002,0.045410000000000006,0.027590000000000003,0.026544999999999985,NA,NA,NA,BGS -1998-10-02,LS5,47.12165405485449,-91.48332761709344,offShoreSediment,0.02849750000000001,0.04486000000000001,0.036335000000000006,0.02855250000000001,0.01829500000000001,0.007377500000000009,NA,NA,NA,BGS -1998-10-02,LS5,46.78512935304976,-90.85406017684618,offShoreSediment,0.04760999999999999,0.06336750000000002,0.055695,0.04144999999999999,0.020962499999999995,0.021650000000000003,NA,NA,NA,BGS -1998-10-02,LS5,46.78307231522567,-90.8536310234038,offShoreSediment,0.04307249999999999,0.057620000000000005,0.04997499999999999,0.04664750000000001,0.034684999999999994,0.0265175,NA,NA,NA,BGS +1998-10-02,LS5,46.7663542534592,-91.542032643576,offShoreSediment,0.05528250000000001,0.085395,0.0624325,0.04574,0.02771374999999999,0.02166375,NA,NA,NA,BGS +1998-10-02,LS5,46.89530652047813,-91.1908134663299,offShoreSediment,0.01782749999999999,0.0379575,0.02945999999999998,0.02451,0.01378499999999999,0.006745,NA,NA,NA,BGS +1998-10-02,LS5,46.85799151546559,-91.27492754103692,offShoreSediment,0.03146750000000001,0.061415,0.04983750000000001,0.02945999999999998,0.02409749999999999,0.01664499999999999,NA,NA,NA,BGS 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1998-10-02,LS5,46.63578285054562,-90.79787048031196,offShoreSediment,0.05441625,0.07220874999999999,0.06063125,0.060975,0.0482425,0.03628000000000001,NA,NA,NA,BGS 1998-10-02,LS5,46.63802230515393,-90.82224639583931,offShoreSediment,0.05970999999999999,0.08465249999999999,0.06754749999999998,0.06134624999999999,0.04138125,0.03628000000000001,NA,NA,NA,BGS 1998-10-02,LS5,46.61550567586784,-90.867393337978,offShoreSediment,0.06305125,0.0892725,0.0714525,0.076375,0.0568225,0.0461525,NA,NA,NA,BGS 1998-10-02,LS5,46.60252124366988,-90.90051730675282,offShoreSediment,0.06734124999999999,0.08887375,0.07974375,0.08681125,0.05507624999999999,0.04861375,NA,NA,NA,BGS -1998-10-02,LS5,46.59733159554752,-90.9188850740868,offShoreSediment,0.07674625000000002,0.08887375,0.073735,0.09211875,0.06552625000000001,0.046166250000000006,NA,NA,NA,BGS -1998-10-02,LS5,46.954772164448265,-90.93465273032172,offShoreSediment,0.023409999999999983,0.06091999999999997,0.04081750000000001,0.01791000000000001,0.00789999999999999,0.002454999999999985,NA,NA,NA,BGS -1998-10-02,LS5,46.948210138944695,-90.93087618002876,offShoreSediment,0.018460000000000004,0.04917749999999999,0.040185,0.017607499999999998,0.0112275,0.012135000000000009,NA,NA,NA,BGS -1998-10-02,LS5,46.94281930182238,-90.93018953452092,offShoreSediment,0.03168750000000001,0.05456749999999999,0.03971749999999999,0.012272499999999992,0.004352500000000009,0.007212499999999983,NA,NA,NA,BGS -1998-10-02,LS5,47.04140908855949,-90.66136781821234,offShoreSediment,0.018872499999999987,0.04950750000000001,0.03490499999999999,0.01791000000000001,0.00789999999999999,0.002454999999999985,NA,NA,NA,BGS -1998-10-02,LS5,47.01707128124681,-90.68299715170843,offShoreSediment,0.027782499999999988,0.05511749999999999,0.04046,0.02296999999999999,0.014719999999999985,0.012162499999999993,NA,NA,NA,BGS -1998-10-02,LS5,47.07574704306642,-90.43478304426736,offShoreSediment,0.01483000000000001,0.03771,0.031055,0.00638749999999999,0.005534999999999984,0.002977499999999994,NA,NA,NA,BGS -1998-10-02,LS5,47.05785731594277,-90.45521074812478,offShoreSediment,0.014609999999999984,0.04288,0.03339249999999999,0.011117500000000002,0.002124999999999988,0.002950000000000008,NA,NA,NA,BGS -1998-10-02,LS5,47.02450987014543,-90.45761498008976,offShoreSediment,0.027425000000000005,0.05352249999999997,0.04642750000000001,0.0209075,0.005424999999999985,0.002950000000000008,NA,NA,NA,BGS -1998-10-02,LS5,46.901154449479925,-90.44439250037492,offShoreSediment,0.018570000000000003,0.032072500000000004,0.028579999999999994,0.017717499999999997,0.004462500000000008,0.00726750000000001,NA,NA,NA,BGS +1998-10-02,LS5,46.59733159554752,-90.9188850740868,offShoreSediment,0.07674625000000002,0.08887375,0.073735,0.09211875,0.06552625000000001,0.04616625,NA,NA,NA,BGS 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1998-10-02,LS5,46.94768855411232,-91.09340732310844,cloud,0.08377249999999997,0.09174749999999998,0.0863025,0.09317750000000002,0.110915,0.11559000000000004,NA,NA,NA,BGS @@ -1314,9 +1314,9 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1998-10-02,LS5,47.01287447322371,-91.6637862857685,shorelineContamination,0.06845499999999999,0.061085,0.04351250000000001,0.104865,0.14168750000000002,0.1151775,NA,NA,NA,BGS 1998-10-02,LS5,47.01422046875162,-91.66164051855658,shorelineContamination,0.06394499999999997,0.061085,0.04354,0.1252975,0.1382775,0.10049249999999998,NA,NA,NA,BGS 1998-10-02,LS5,46.94956629509012,-91.77838192082602,shorelineContamination,0.090675,0.07761249999999997,0.0596275,0.1098425,0.0971375,0.0809125,NA,NA,NA,BGS -1998-10-02,LS5,46.94892178338216,-91.77795276738364,shorelineContamination,0.04986499999999999,0.054705,0.03969,0.0533575,0.05245,0.031797500000000006,NA,NA,NA,BGS +1998-10-02,LS5,46.94892178338216,-91.77795276738364,shorelineContamination,0.04986499999999999,0.054705,0.03969,0.0533575,0.05245,0.0317975,NA,NA,NA,BGS 1998-10-02,LS5,46.84968503929266,-91.98484776207025,shorelineContamination,0.0808025,0.08496874999999998,0.06426124999999999,0.1257925,0.09462125,0.06687374999999998,NA,NA,NA,BGS -1998-10-02,LS5,46.79304680117132,-92.08883400517472,shorelineContamination,0.06929374999999999,0.085395,0.06503125000000001,0.08844749999999998,0.06288625,0.049246250000000005,NA,NA,NA,BGS +1998-10-02,LS5,46.79304680117132,-92.08883400517472,shorelineContamination,0.06929374999999999,0.085395,0.06503125000000001,0.08844749999999998,0.06288625,0.04924625,NA,NA,NA,BGS 1998-10-02,LS5,46.78428035632896,-92.0927424572172,shorelineContamination,0.11651125,0.11230375,0.08756750000000002,0.16553,0.14181125,0.11926125,NA,NA,NA,BGS 1998-10-02,LS5,46.85947497008632,-91.13572599537544,shorelineContamination,0.0978525,0.09216000000000002,0.06391750000000002,0.08272750000000001,0.0865225,0.09070250000000002,NA,NA,NA,BGS 1998-10-02,LS5,46.85853591915211,-91.13349439747506,shorelineContamination,0.14842499999999997,0.1213375,0.0872925,0.202105,0.19682500000000003,0.14484999999999998,NA,NA,NA,BGS @@ -1331,113 +1331,113 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1998-10-02,LS5,46.7919303464228,-91.38168836945007,shorelineContamination,0.13671,0.12025125,0.09081250000000002,0.22004875,0.2109325,0.16113,NA,NA,NA,BGS 1998-10-02,LS5,46.793869522199294,-91.36911417358829,shorelineContamination,0.111025,0.1025275,0.073185,0.1911325,0.170865,0.116305,NA,NA,NA,BGS 1998-10-02,LS5,46.76715828881119,-91.4883716644194,shorelineContamination,0.11114875000000002,0.10272,0.07499999999999998,0.11450375000000002,0.1411375,0.1137475,NA,NA,NA,BGS -1998-10-02,LS5,46.72721188498968,-90.80367527029672,shorelineContamination,0.04716999999999999,0.05700125,0.04066625,0.020495,0.014046249999999996,0.01183250000000001,NA,NA,NA,BGS +1998-10-02,LS5,46.72721188498968,-90.80367527029672,shorelineContamination,0.04716999999999999,0.05700125,0.04066625,0.020495,0.01404624999999999,0.01183250000000001,NA,NA,NA,BGS 1998-10-02,LS5,46.72226955322368,-90.784277534701,shorelineContamination,0.03747624999999999,0.05063500000000001,0.02523874999999999,0.02534874999999999,0.01394999999999999,0.01668625,NA,NA,NA,BGS -1998-10-02,LS5,46.71614984845073,-90.773291206576,shorelineContamination,0.05091000000000001,0.05889875,0.03909875,0.025018749999999992,0.013853749999999998,0.01170874999999999,NA,NA,NA,BGS -1998-10-02,LS5,46.70390835660802,-90.76384983084358,shorelineContamination,0.05493874999999998,0.06107125,0.034987500000000005,0.019188750000000004,0.013729999999999992,0.01165374999999999,NA,NA,NA,BGS -1998-10-02,LS5,46.69225281858967,-90.7429071428553,shorelineContamination,0.04098249999999999,0.05517250000000001,0.034987500000000005,0.024482500000000004,0.0206325,0.01165374999999999,NA,NA,NA,BGS -1998-10-02,LS5,46.67706152424004,-90.72230777762093,shorelineContamination,0.05477375000000001,0.060864999999999975,0.03762750000000001,0.0295975,0.02059124999999999,0.011639999999999998,NA,NA,NA,BGS +1998-10-02,LS5,46.71614984845073,-90.773291206576,shorelineContamination,0.05091000000000001,0.05889875,0.03909875,0.02501874999999999,0.01385374999999999,0.01170874999999999,NA,NA,NA,BGS +1998-10-02,LS5,46.70390835660802,-90.76384983084358,shorelineContamination,0.05493874999999998,0.06107125,0.0349875,0.01918875,0.01372999999999999,0.01165374999999999,NA,NA,NA,BGS +1998-10-02,LS5,46.69225281858967,-90.7429071428553,shorelineContamination,0.04098249999999999,0.05517250000000001,0.0349875,0.0244825,0.0206325,0.01165374999999999,NA,NA,NA,BGS +1998-10-02,LS5,46.67706152424004,-90.72230777762093,shorelineContamination,0.05477375000000001,0.06086499999999997,0.03762750000000001,0.0295975,0.02059124999999999,0.01163999999999999,NA,NA,NA,BGS 1998-10-02,LS5,46.92965739951787,-90.54554241645896,shorelineContamination,0.116635,0.09955750000000002,0.067685,0.08861249999999998,0.1063225,0.12373,NA,NA,NA,BGS 1998-10-02,LS5,46.92385435747809,-90.54734486091697,shorelineContamination,0.1783725,0.1441075,0.08990500000000001,0.2042775,0.2756125,0.15761000000000003,NA,NA,NA,BGS 1998-10-02,LS5,46.917523049165816,-90.54562824714743,shorelineContamination,0.17834499999999998,0.1441075,0.08443250000000002,0.22922,0.2789125,0.2689575,NA,NA,NA,BGS -1998-10-02,LS5,46.98406410118598,-90.69462456063168,shorelineContamination,0.059077500000000005,0.06630999999999998,0.051570000000000005,0.07368000000000002,0.0929025,0.05591499999999999,NA,NA,NA,BGS +1998-10-02,LS5,46.98406410118598,-90.69462456063168,shorelineContamination,0.0590775,0.06630999999999998,0.05157,0.07368000000000002,0.0929025,0.05591499999999999,NA,NA,NA,BGS 1998-10-02,LS5,46.98359566836804,-90.6949678833856,shorelineContamination,0.06801499999999999,0.07191999999999998,0.05992999999999998,0.06356,0.0419175,0.0267375,NA,NA,NA,BGS -1998-10-02,LS5,46.99947908771576,-90.74800758139868,shorelineContamination,0.0412575,0.060755,0.043292499999999984,0.017882499999999996,0.02151249999999999,0.01702999999999999,NA,NA,NA,BGS +1998-10-02,LS5,46.99947908771576,-90.74800758139868,shorelineContamination,0.0412575,0.060755,0.04329249999999998,0.01788249999999999,0.02151249999999999,0.01702999999999999,NA,NA,NA,BGS 1998-10-02,LS5,47.01926091674079,-90.67882804648656,shorelineContamination,0.07257999999999998,0.07763999999999999,0.05723499999999998,0.0585,0.05555749999999998,0.046235,NA,NA,NA,BGS -1998-10-02,LS5,47.01861724474316,-90.68002967612524,shorelineContamination,0.04571249999999999,0.06639250000000002,0.04884749999999999,0.028057499999999985,0.04194500000000001,0.04133999999999999,NA,NA,NA,BGS +1998-10-02,LS5,47.01861724474316,-90.68002967612524,shorelineContamination,0.04571249999999999,0.06639250000000002,0.04884749999999999,0.02805749999999998,0.04194500000000001,0.04133999999999999,NA,NA,NA,BGS 1998-10-02,LS5,47.03388340070379,-90.65231137250564,shorelineContamination,0.11267500000000004,0.09455249999999998,0.06845499999999999,0.16467749999999998,0.18478,0.14837,NA,NA,NA,BGS 1998-10-02,LS5,46.98663073115897,-90.87226093893392,shorelineContamination,0.1349225,0.128185,0.08800750000000002,0.14966249999999998,0.15425499999999998,0.1192475,NA,NA,NA,BGS 1998-10-02,LS5,46.81957065534792,-91.9790563832277,other,0.09712375,0.07843750000000002,0.06654374999999998,0.1256825,0.12275375,0.07691124999999999,NA,NA,NA,BGS 1998-10-02,LS5,46.771269816406736,-92.03649825042834,other,0.10190875,0.078588749999999985,0.06229499999999999,0.1416325,0.13666875,0.101895,NA,NA,NA,BGS 1998-10-02,LS5,47.11059467762667,-91.0645923926182,other,0.06213000000000002,0.04829749999999999,0.04937,0.05553000000000002,0.05932500000000002,0.0415325,NA,NA,NA,BGS -1998-10-02,LS5,47.11117882555663,-91.06270411747172,other,0.06644749999999999,0.042825,0.030560000000000004,0.09015250000000002,0.13005499999999998,0.084955,NA,NA,NA,BGS +1998-10-02,LS5,47.11117882555663,-91.06270411747172,other,0.06644749999999999,0.042825,0.03056,0.09015250000000002,0.13005499999999998,0.084955,NA,NA,NA,BGS 1998-10-02,LS5,47.11092008552827,-91.06346991378015,other,0.13118249999999998,0.06463249999999998,0.0413125,0.1690775,0.2478375,0.16209250000000003,NA,NA,NA,BGS 1998-10-02,LS5,47.08720653106181,-90.98869384924124,other,0.14405250000000003,0.085395,0.0691425,0.1743575,0.20117,0.15277000000000002,NA,NA,NA,BGS 1998-10-02,LS5,47.17096333990264,-90.86627185021374,other,0.09105999999999996,0.0445025,0.02167749999999999,0.1046725,0.134345,0.09037250000000002,NA,NA,NA,BGS -1998-10-02,LS5,47.27800073410956,-90.53217077708314,other,0.0060574999999999934,0.16701500000000002,0.020384999999999983,0.0062500000000000056,0.005507499999999999,0.012630000000000002,NA,NA,NA,BGS -1998-10-02,LS5,47.27773869339118,-90.53199911570618,other,0.0060574999999999934,0.145675,0.020384999999999983,0.0062500000000000056,0.005507499999999999,0.007789999999999991,NA,NA,NA,BGS -1998-10-02,LS5,47.25206501658551,-90.2865682910664,other,0.05354999999999999,0.06471500000000002,0.07087500000000002,0.05060749999999997,0.018927499999999983,0.017414999999999986,NA,NA,NA,BGS -1998-10-02,LS5,47.25183197741799,-90.284336693166,other,0.01901,0.0267925,0.03628000000000001,0.016122499999999984,0.008862499999999995,0.002977499999999994,NA,NA,NA,BGS -1998-10-02,LS5,47.25101633225638,-90.2814184497578,other,0.014692499999999995,0.021375000000000005,0.028277499999999983,0.011199999999999988,0.005479999999999985,0.002977499999999994,NA,NA,NA,BGS -1998-10-02,LS5,47.25055024366698,-90.27918685185742,other,0.0233275,0.02682000000000001,0.03628000000000001,0.016149999999999998,0.005479999999999985,0.002977499999999994,NA,NA,NA,BGS -1998-10-02,LS5,47.24961805418283,-90.27455199467968,other,0.014692499999999995,0.021375000000000005,0.028277499999999983,0.011199999999999988,0.005479999999999985,-0.0018350000000000035,NA,NA,NA,BGS -2000-08-04,LS5,46.773523433868064,-92.0167553095618,openWater,0.00763875,0.0191475,0.02896499999999999,0.011089999999999989,0.002674999999999997,3.650000000000042e-4,NA,NA,NA,BGS -2000-08-04,LS5,46.73824145026737,-91.95427056835084,openWater,0.00999,0.02176,0.025252499999999983,0.012877499999999986,0.003197499999999992,-0.0033200000000000174,NA,NA,NA,BGS -2000-08-04,LS5,46.93505420695645,-91.67343255565554,openWater,0.006635000000000002,0.017579999999999985,0.023299999999999987,0.008752499999999996,5.024999999999891e-4,-0.003292500000000004,NA,NA,NA,BGS -2000-08-04,LS5,46.872190104405725,-91.77986260936648,openWater,0.008807499999999996,0.015806249999999994,0.02588499999999999,0.011956250000000002,-0.002604999999999996,0.004407499999999995,NA,NA,NA,BGS -2000-08-04,LS5,46.85904501047016,-91.74003716991336,openWater,0.0015475000000000072,0.0159025,0.01214875,0.007693749999999999,1.862499999999989e-4,-0.0034437500000000093,NA,NA,NA,BGS -2000-08-04,LS5,46.81630122384779,-91.58210870311648,openWater,0.011213749999999996,0.018666249999999995,0.022365,0.009481249999999997,7.500000000000007e-4,7.362499999999939e-4,NA,NA,NA,BGS -2000-08-04,LS5,46.90926069569622,-91.7201244501868,openWater,0.0024824999999999986,0.01702999999999999,0.022639999999999997,0.008394999999999986,-0.0023575000000000124,5.574999999999886e-4,NA,NA,NA,BGS -2000-08-04,LS5,46.95708609486833,-91.7201244501868,openWater,0.01029250000000001,0.017662499999999998,0.023409999999999983,0.012987499999999983,-0.00222,0.004517500000000008,NA,NA,NA,BGS -2000-08-04,LS5,47.06614289792014,-91.08224915378,openWater,0.005314999999999986,0.023987499999999995,0.028772500000000006,0.008724999999999983,0.0018499999999999903,-0.002604999999999996,NA,NA,NA,BGS -2000-08-04,LS5,47.01958533101528,-91.0880856405964,openWater,0.004984999999999989,0.019257499999999983,0.021897499999999983,0.008504999999999985,0.0017675000000000052,-0.00263250000000001,NA,NA,NA,BGS -2000-08-04,LS5,46.99570590276583,-91.19005249850656,openWater,0.0071299999999999975,0.017744999999999983,0.024400000000000005,0.007487500000000008,0.001464999999999994,0.001052499999999984,NA,NA,NA,BGS -2000-08-04,LS5,46.96713021273581,-91.18730591647532,openWater,0.006662499999999988,0.017167500000000002,0.0237125,0.007157499999999983,0.001354999999999995,-0.002852500000000008,NA,NA,NA,BGS -2000-08-04,LS5,46.95490064351259,-91.31716167053888,openWater,0.0059474999999999945,0.016369999999999996,0.018350000000000005,0.010814999999999991,-0.0015324999999999922,9.42499999999985e-4,NA,NA,NA,BGS -2000-08-04,LS5,46.94365099134863,-91.43629466614432,openWater,0.008669999999999983,0.01994499999999999,0.0238775,0.010209999999999997,-0.0017250000000000043,0.004709999999999992,NA,NA,NA,BGS -2000-08-04,LS5,46.95536932770796,-91.5221253546209,openWater,0.010182499999999983,0.017469999999999986,0.02539,0.008669999999999983,5.024999999999891e-4,-0.003292500000000004,NA,NA,NA,BGS -2000-08-04,LS5,46.96731938776757,-91.08576213440604,openWater,0.00789999999999999,0.01859749999999999,0.0232175,0.008092500000000002,-0.0010650000000000104,0.001162499999999983,NA,NA,NA,BGS -2000-08-04,LS5,46.76417851082029,-90.29400399206378,openWater,0.010512500000000008,0.01691999999999999,0.022997500000000004,0.008559999999999984,-0.007362499999999994,-0.0019175000000000164,NA,NA,NA,BGS 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2000-08-04,LS5,46.74951165489068,-92.06823770968404,shorelineContamination,0.10701,0.08489999999999998,0.06493500000000002,0.119,0.1359125,0.12601250000000003,NA,NA,NA,BGS 2000-08-04,LS5,46.74657106164816,-92.0654052969643,shorelineContamination,0.132145,0.10764249999999996,0.06732749999999998,0.17397250000000003,0.1773,0.125985,NA,NA,NA,BGS 2000-08-04,LS5,46.73614677257199,-92.05507607096808,shorelineContamination,0.08556000000000002,0.0715075,0.05176249999999999,0.09359,0.0999425,0.06718999999999997,NA,NA,NA,BGS @@ -1485,22 +1485,22 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2000-08-04,LS5,46.70203117596557,-92.00170260854318,shorelineContamination,0.1462525,0.1168,0.07235999999999998,0.1904175,0.22361000000000003,0.20766,NA,NA,NA,BGS 2000-08-04,LS5,46.69351182344684,-91.98857560999612,shorelineContamination,0.13566499999999998,0.11245500000000004,0.06831749999999998,0.24429,0.2972825,0.24635250000000003,NA,NA,NA,BGS 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2000-08-04,LS5,46.81934200488626,-90.67374672440496,shorelineContamination,0.12824000000000002,0.10494750000000004,0.06983,0.11792750000000002,0.11185,0.103985,NA,NA,NA,BGS 2000-08-04,LS5,46.81129484145812,-90.67666496781317,shorelineContamination,0.1179825,0.1047825,0.06102999999999997,0.2105475,0.2082925,0.1573075,NA,NA,NA,BGS -2000-08-04,LS5,46.80483274373624,-90.6746908619782,shorelineContamination,0.121365,0.09611999999999998,0.056630000000000014,0.1824975,0.2137375,0.168775,NA,NA,NA,BGS -2000-08-04,LS5,46.8003088134055,-90.67091431168524,shorelineContamination,0.05602499999999999,0.061525,0.03949749999999999,0.02825,0.009632499999999988,0.01634250000000001,NA,NA,NA,BGS +2000-08-04,LS5,46.80483274373624,-90.6746908619782,shorelineContamination,0.121365,0.09611999999999998,0.05663000000000001,0.1824975,0.2137375,0.168775,NA,NA,NA,BGS 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2000-08-04,LS5,46.81375096531662,-91.8921927657786,other,0.07416125000000001,0.038425,0.025115,0.11436625,0.13020625,0.10628125,NA,NA,NA,BGS 2000-08-04,LS5,46.81363348492544,-91.89425270230204,other,0.095955,0.04303124999999999,0.02969374999999999,0.13133375,0.19087125,0.16496624999999998,NA,NA,NA,BGS 2000-08-04,LS5,46.79812382049028,-92.02849189907938,other,0.11395375,0.10256875,0.07262125,0.12289125,0.06382125,0.04755499999999999,NA,NA,NA,BGS -2000-08-04,LS5,47.203480076350345,-91.08164194901924,other,0.05269750000000001,0.02209,0.0265175,0.011584999999999984,0.006882499999999986,0.004902500000000004,NA,NA,NA,BGS -2000-08-04,LS5,47.07207876027847,-90.94556082357856,other,0.07461499999999999,0.05910500000000002,0.0486,0.07816250000000002,0.07458749999999997,0.050827500000000025,NA,NA,NA,BGS -2004-08-15,LS5,46.80601672717871,-91.74104530160017,openWater,0.0028262499999999885,0.013977500000000004,0.01209375,0.010223750000000004,0.0025099999999999983,0.00417374999999999,NA,NA,NA,BGS -2004-08-15,LS5,46.778045134926856,-91.79082710091656,openWater,-0.0012024999999999952,0.008889999999999995,0.011859999999999996,0.010113750000000005,0.0024824999999999986,0.004159999999999997,NA,NA,NA,BGS -2004-08-15,LS5,46.785568336670565,-91.8361457044322,openWater,-0.002151249999999993,0.007762499999999992,0.007982500000000003,0.009481249999999997,0.0022762499999999936,8.999999999999286e-5,NA,NA,NA,BGS -2004-08-15,LS5,46.75052947976968,-92.04110938851424,openWater,0.011199999999999988,0.019779999999999992,0.02296999999999999,0.0238775,0.01389499999999999,0.012217499999999992,NA,NA,NA,BGS -2004-08-15,LS5,46.92083132112354,-91.74641937324614,openWater,0.014197500000000002,0.019175,0.022557500000000008,0.02731500000000001,0.015325000000000004,0.015737499999999988,NA,NA,NA,BGS -2004-08-15,LS5,47.10981237646333,-91.2328513505716,openWater,-0.009204999999999993,-5.150000000000154e-4,-0.0023299999999999987,1.724999999999921e-4,9.974999999999843e-4,0.003527499999999989,NA,NA,NA,BGS -2004-08-15,LS5,47.0981278997319,-91.21911844041534,openWater,-0.005272500000000013,-7.074999999999998e-4,-0.0025775000000000103,3.500000000000725e-5,9.699999999999986e-4,0.003500000000000003,NA,NA,NA,BGS -2004-08-15,LS5,47.07942740247428,-91.21980508592316,openWater,-0.008957500000000007,-2.1250000000000435e-4,-0.007252499999999995,3.374999999999906e-4,0.003939999999999999,0.003527499999999989,NA,NA,NA,BGS -2004-08-15,LS5,46.77946325922231,-90.60934357363902,openWater,0.012410000000000004,0.01999999999999999,0.024152499999999997,0.015297499999999992,0.005424999999999985,0.009247499999999992,NA,NA,NA,BGS -2004-08-15,LS5,46.75688794076016,-90.5640249701234,openWater,0.012355000000000005,0.01988999999999999,0.019779999999999992,0.015215000000000006,0.008092500000000002,0.009247499999999992,NA,NA,NA,BGS -2004-08-15,LS5,46.819887043327576,-90.3607778998109,openWater,0.010897500000000004,0.018185000000000007,0.017579999999999985,0.014224999999999988,0.0050675000000000026,0.009082499999999992,NA,NA,NA,BGS -2004-08-15,LS5,46.81706776482948,-90.58325104434216,openWater,0.012245000000000006,0.024125000000000008,0.0238775,0.015160000000000009,0.008092500000000002,0.001574999999999993,NA,NA,NA,BGS -2004-08-15,LS5,46.751242632742574,-90.59423737246716,openWater,0.012162499999999993,0.019669999999999997,0.021595000000000003,0.019175,0.005369999999999986,0.0053975,NA,NA,NA,BGS -2004-08-15,LS5,46.70982563702626,-90.53793244082652,openWater,0.005424999999999999,0.01554499999999999,0.021828749999999997,0.01517375,0.00537,0.0053975,NA,NA,NA,BGS -2004-08-15,LS5,47.24612237078387,-90.80886024971473,openWater,0.00581000000000001,0.01691999999999999,0.01254749999999999,0.010649999999999993,0.006717499999999987,0.012630000000000002,NA,NA,NA,BGS -2004-08-15,LS5,47.28945468652063,-90.74568886299596,openWater,0.0028950000000000087,0.018350000000000005,0.012877499999999986,0.008614999999999984,0.008917499999999995,0.008504999999999985,NA,NA,NA,BGS -2004-08-15,LS5,47.25591018806301,-90.76010841866002,openWater,0.003775000000000001,0.009852499999999986,0.004764999999999992,0.009247499999999992,0.006305000000000005,6.674999999999875e-4,NA,NA,NA,BGS -2004-08-15,LS5,47.18129072764135,-90.76216835518346,openWater,0.011612499999999998,0.023574999999999985,0.019037499999999985,0.014719999999999985,0.005204999999999987,0.009192499999999992,NA,NA,NA,BGS -2004-08-15,LS5,46.87268536338984,-90.31550297450468,openWater,0.0143625,0.022529999999999994,0.02833250000000001,0.01829500000000001,0.010484999999999994,0.012932499999999986,NA,NA,NA,BGS -2004-08-15,LS5,46.86986885451502,-90.44527897548124,openWater,0.017827499999999996,0.0269025,0.02833250000000001,0.022365,0.013207499999999983,0.005259999999999987,NA,NA,NA,BGS 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-2004-08-15,LS5,46.69439959240072,-91.79727771544148,darkNearShoreSediment,0.04653750000000001,0.0501125,0.03209999999999999,0.05074499999999999,0.02250250000000001,0.016259999999999997,NA,NA,NA,BGS -2004-08-15,LS5,46.69504710660517,-91.87486906567852,darkNearShoreSediment,0.049205,0.048655,0.03958,0.05437500000000001,0.027892499999999987,0.024125000000000008,NA,NA,NA,BGS -2004-08-15,LS5,46.646509580227885,-90.65810085024694,darkNearShoreSediment,0.03709124999999999,0.03797125,0.021979999999999986,0.027768749999999995,0.010938749999999995,0.0016712499999999991,NA,NA,NA,BGS -2004-08-15,LS5,46.64427047690149,-90.65810085024694,darkNearShoreSediment,0.0403775,0.03783375,0.02595375,0.023671250000000005,0.01357875,0.00926125,NA,NA,NA,BGS -2004-08-15,LS5,46.71977724951734,-91.93467746394678,offShoreSediment,0.04948,0.07315749999999999,0.04967250000000001,0.0502225,0.022365,0.024125000000000008,NA,NA,NA,BGS 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2004-08-15,LS5,46.81736295050448,-91.85216015813803,cloud,0.13969375,0.158545,0.1575275,0.1640175,0.14706375000000002,0.1486725,NA,NA,NA,BGS 2004-08-15,LS5,46.832388565572565,-91.57917812839231,cloud,0.19851625,0.2181925,0.21870125,0.21826125,0.11785874999999998,0.09156875,NA,NA,NA,BGS 2004-08-15,LS5,46.9091391475791,-91.62312344089231,cloud,0.23480250000000005,0.2448125,0.2542725,0.2480025,0.13890999999999998,0.09273749999999996,NA,NA,NA,BGS -2004-08-15,LS5,46.87159905897087,-91.64028957858764,cloud,0.11361000000000002,0.13017875,0.1322825,0.12874875,0.06890874999999999,0.056066249999999984,NA,NA,NA,BGS +2004-08-15,LS5,46.87159905897087,-91.64028957858764,cloud,0.11361000000000002,0.13017875,0.1322825,0.12874875,0.06890874999999999,0.05606624999999998,NA,NA,NA,BGS 2004-08-15,LS5,46.90022575565536,-91.6488726474353,cloud,0.1431175,0.14806750000000002,0.1541725,0.15571249999999998,0.08767750000000002,0.06463249999999998,NA,NA,NA,BGS -2004-08-15,LS5,46.82416716886348,-91.60870388522828,cloud,0.11015875,0.1257375,0.12113125,0.1244175,0.07308874999999998,0.059916249999999976,NA,NA,NA,BGS +2004-08-15,LS5,46.82416716886348,-91.60870388522828,cloud,0.11015875,0.1257375,0.12113125,0.1244175,0.07308874999999998,0.05991624999999997,NA,NA,NA,BGS 2004-08-15,LS5,46.750059004515776,-91.67341071908064,cloud,0.2247375,0.24413875,0.22161625,0.2742925,0.2732475,0.2227575,NA,NA,NA,BGS 2004-08-15,LS5,46.76887481142562,-91.58655006234235,cloud,0.42123875,0.42866375000000007,0.4198225,0.4881325,0.36964875,0.30626125,NA,NA,NA,BGS 2004-08-15,LS5,46.915209995371534,-91.44737053467163,cloud,0.15444750000000002,0.16737249999999998,0.17372500000000002,0.162835,0.08995999999999998,0.06378,NA,NA,NA,BGS @@ -1613,24 +1613,24 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2004-08-15,LS5,46.94568851739531,-91.36977959228884,cloud,0.1656125,0.18137,0.1850825,0.17182750000000002,0.09006999999999998,0.07189250000000003,NA,NA,NA,BGS 2004-08-15,LS5,46.98411360467652,-91.45217705322634,cloud,0.1972375,0.2118125,0.21005250000000003,0.20903500000000003,0.17633749999999998,0.16168,NA,NA,NA,BGS 2004-08-15,LS5,47.118384082955245,-91.35879326416384,cloud,0.10767,0.11295,0.10665249999999998,0.115095,0.11941249999999998,0.10541499999999998,NA,NA,NA,BGS -2004-08-15,LS5,47.0328081624304,-91.22970390869509,cloud,0.060892500000000016,0.06818000000000002,0.0710675,0.06801499999999999,0.07326749999999999,0.05610749999999998,NA,NA,NA,BGS +2004-08-15,LS5,47.0328081624304,-91.22970390869509,cloud,0.06089250000000001,0.06818000000000002,0.0710675,0.06801499999999999,0.07326749999999999,0.05610749999999998,NA,NA,NA,BGS 2004-08-15,LS5,46.79306703883712,-91.4580710771341,cloud,0.1083575,0.116415,0.10859125,0.12426625,0.114875,0.08942375,NA,NA,NA,BGS 2004-08-15,LS5,46.6617797755357,-90.61621002871716,cloud,0.52978125,0.5281175,1.6022125,0.57166375,0.5211875,0.47285625,NA,NA,NA,BGS 2004-08-15,LS5,46.68251068224814,-90.38687042910776,cloud,0.228395,0.2466825,0.248525,0.24930875,0.18138375,0.1560975,NA,NA,NA,BGS 2004-08-15,LS5,46.73524438184008,-90.3882437201234,cloud,0.15235749999999998,0.16904999999999998,0.1750175,0.16792249999999995,0.1184775,0.0971375,NA,NA,NA,BGS -2004-08-15,LS5,46.73995024257475,-90.31408600527963,cloud,0.056052500000000005,0.06169000000000002,0.06655749999999999,0.06707999999999997,0.03751750000000001,0.03977249999999999,NA,NA,NA,BGS +2004-08-15,LS5,46.73995024257475,-90.31408600527963,cloud,0.0560525,0.06169000000000002,0.06655749999999999,0.06707999999999997,0.03751750000000001,0.03977249999999999,NA,NA,NA,BGS 2004-08-15,LS5,46.83022313313108,-90.12319855410776,cloud,0.09746749999999998,0.1092375,0.1149575,0.09947499999999998,0.06452249999999998,0.0474175,NA,NA,NA,BGS 2004-08-15,LS5,46.76159191236842,-90.1520376654359,cloud,0.08330500000000002,0.09152749999999998,0.0997225,0.09116999999999996,0.05363249999999997,0.04356750000000001,NA,NA,NA,BGS 2004-08-15,LS5,47.17369794160317,-90.8446129988501,cloud,0.07436749999999998,0.08470749999999999,0.08951999999999999,0.0719475,0.04059750000000001,0.0323475,NA,NA,NA,BGS -2004-08-15,LS5,47.18629914303992,-90.63243953693603,cloud,0.0568225,0.06710749999999999,0.07224999999999998,0.059545000000000015,0.03779250000000001,0.028469999999999995,NA,NA,NA,BGS -2004-08-15,LS5,47.09475580331104,-90.47931758869385,cloud,0.06353249999999999,0.07546750000000002,0.08033499999999999,0.0716175,0.034987500000000005,0.03226499999999999,NA,NA,NA,BGS +2004-08-15,LS5,47.18629914303992,-90.63243953693603,cloud,0.0568225,0.06710749999999999,0.07224999999999998,0.05954500000000001,0.03779250000000001,0.02846999999999999,NA,NA,NA,BGS 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2004-08-15,LS5,47.12132531991306,-90.37601535896714,cloud,0.17367,0.1828275,0.18445,0.176915,0.09466249999999998,0.07073750000000001,NA,NA,NA,BGS -2004-08-15,LS5,47.19136316396821,-90.36365573982653,cloud,0.04274249999999999,0.04502500000000001,0.048490000000000005,0.0471975,0.02687500000000001,0.024565000000000003,NA,NA,NA,BGS +2004-08-15,LS5,47.19136316396821,-90.36365573982653,cloud,0.04274249999999999,0.04502500000000001,0.04849,0.0471975,0.02687500000000001,0.024565,NA,NA,NA,BGS 2004-08-15,LS5,46.98756658098663,-90.2516449422781,cloud,0.09092250000000002,0.10104249999999998,0.1029675,0.091665,0.05926999999999999,0.043705,NA,NA,NA,BGS 2004-08-15,LS5,47.02221694853599,-90.13010868739528,cloud,0.1081375,0.11825750000000002,0.12802000000000002,0.11190499999999998,0.0809125,0.05902249999999998,NA,NA,NA,BGS 2004-08-15,LS5,46.88301129805853,-90.11294254969998,cloud,0.1318975,0.14364,0.14837,0.13184249999999997,0.08616499999999999,0.07425749999999998,NA,NA,NA,BGS @@ -1643,12 +1643,12 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2004-08-15,LS5,46.7308829031948,-92.04967326726292,shorelineContamination,0.14754499999999998,0.1210075,0.08545000000000003,0.22757,0.2328775,0.17127750000000003,NA,NA,NA,BGS 2004-08-15,LS5,46.73954147434847,-92.0586486585797,shorelineContamination,0.11762499999999998,0.102005,0.07123249999999998,0.15464,0.1909675,0.171305,NA,NA,NA,BGS 2004-08-15,LS5,46.74662895563692,-92.0656009443463,shorelineContamination,0.12513249999999998,0.10676249999999998,0.07365250000000001,0.163275,0.17138750000000005,0.15145000000000003,NA,NA,NA,BGS -2004-08-15,LS5,46.76169541027059,-92.07875027739436,shorelineContamination,0.061002500000000015,0.0684825,0.06180000000000002,0.05904999999999999,0.0421375,0.028167499999999984,NA,NA,NA,BGS -2004-08-15,LS5,47.27091277418923,-91.2742217424173,shorelineContamination,0.026654999999999984,0.04354,0.022227499999999983,0.04835249999999999,0.01483000000000001,0.012602499999999989,NA,NA,NA,BGS +2004-08-15,LS5,46.76169541027059,-92.07875027739436,shorelineContamination,0.06100250000000001,0.0684825,0.06180000000000002,0.05904999999999999,0.0421375,0.02816749999999998,NA,NA,NA,BGS +2004-08-15,LS5,47.27091277418923,-91.2742217424173,shorelineContamination,0.02665499999999998,0.04354,0.02222749999999998,0.04835249999999999,0.01483000000000001,0.01260249999999998,NA,NA,NA,BGS 2004-08-15,LS5,47.27906559587682,-91.2635787370462,shorelineContamination,0.06776749999999998,0.067465,0.06474249999999998,0.0743125,0.0679325,0.05209249999999999,NA,NA,NA,BGS 2004-08-15,LS5,47.292573220717095,-91.24572595384308,shorelineContamination,0.031275,0.04452999999999999,0.0421925,0.0871825,0.045685,0.02844250000000001,NA,NA,NA,BGS 2004-08-15,LS5,47.29665934211205,-91.23902785071957,shorelineContamination,0.078905,0.07689750000000001,0.05817,0.1968525,0.156895,0.09942,NA,NA,NA,BGS -2004-08-15,LS5,47.2655436424652,-91.28296355740208,shorelineContamination,0.0261875,0.043045,0.026132500000000003,0.039470000000000005,0.03432750000000001,0.02442749999999999,NA,NA,NA,BGS +2004-08-15,LS5,47.2655436424652,-91.28296355740208,shorelineContamination,0.0261875,0.043045,0.0261325,0.03947,0.03432750000000001,0.02442749999999999,NA,NA,NA,BGS 2004-08-15,LS5,46.78419718957594,-90.71970969165382,shorelineContamination,0.1900875,0.1483425,0.1014275,0.3038,0.3661700000000001,0.30770500000000006,NA,NA,NA,BGS 2004-08-15,LS5,46.80178081252341,-90.67261901926936,shorelineContamination,0.11525999999999996,0.0929025,0.0532475,0.13616,0.202215,0.16619,NA,NA,NA,BGS 2004-08-15,LS5,46.80659835959877,-90.67553726267757,shorelineContamination,0.1186975,0.09293,0.055365,0.16828,0.23716750000000003,0.192975,NA,NA,NA,BGS @@ -1656,118 +1656,118 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2004-08-15,LS5,46.75530094854594,-90.78742609946092,shorelineContamination,0.116965,0.09717875,0.0625425,0.18806625,0.2208325,0.1774925,NA,NA,NA,BGS 2004-08-15,LS5,46.69274784430035,-90.73721514670213,shorelineContamination,0.19268625,0.15454375,0.10621250000000002,0.23074625000000001,0.26398,0.2450325,NA,NA,NA,BGS 2004-08-15,LS5,46.70240201671896,-90.75077639548142,shorelineContamination,0.16946250000000002,0.13987249999999998,0.08923124999999998,0.1816175,0.22697875,0.19986375,NA,NA,NA,BGS -2004-08-15,LS5,46.62610874465577,-90.86470637311228,shorelineContamination,0.027204999999999997,0.053879999999999983,0.03903,0.02884125,0.0456575,0.03209999999999999,NA,NA,NA,BGS -2004-08-15,LS5,46.621157157492895,-90.85097346295602,shorelineContamination,0.02556875,0.04531375,0.03606000000000001,0.02687500000000001,0.01867999999999999,0.012973749999999992,NA,NA,NA,BGS 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-2006-06-02,LS5,46.87239122842736,-91.64133380988162,openWater,0.009068749999999988,0.01839125,0.02226874999999999,0.01249249999999999,0.004448750000000001,-0.0020412500000000083,NA,NA,NA,BGS -2006-06-02,LS5,46.82965806381237,-91.69901203253788,openWater,0.00904125,0.02224124999999999,0.020329999999999987,0.012465000000000004,-4.050000000000026e-4,-0.0020412500000000083,NA,NA,NA,BGS -2006-06-02,LS5,46.79206236117239,-91.80818866828004,openWater,0.007528750000000001,0.020563749999999992,0.022035,0.01142,0.0016437499999999994,0.004668749999999999,NA,NA,NA,BGS -2006-06-02,LS5,46.92915959073528,-91.65644001105348,openWater,0.005837499999999996,0.018735,0.017717499999999997,0.00644249999999999,0.0011899999999999966,0.004489999999999994,NA,NA,NA,BGS -2006-06-02,LS5,46.87990123732703,-91.68253254035037,openWater,0.0034449999999999897,0.019504999999999995,0.020715,0.01074625,0.0013962499999999878,0.004572499999999993,NA,NA,NA,BGS 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-2006-06-02,LS5,46.95301583427743,-91.27090263916384,openWater,0.003445000000000004,0.022942500000000005,0.021127499999999997,0.012905,0.002207500000000001,0.0014375000000000082,NA,NA,NA,BGS -2006-06-02,LS5,46.89439435576683,-91.34386019485154,openWater,0.009797499999999989,0.01923,0.0232175,0.009385000000000004,0.0046549999999999925,0.008284999999999987,NA,NA,NA,BGS -2006-06-02,LS5,46.86881599105062,-91.45338015334764,openWater,0.00946749999999999,0.018872499999999987,0.02088000000000001,0.009137499999999993,-0.005080000000000001,-0.0020000000000000018,NA,NA,NA,BGS -2006-06-02,LS5,46.83692321167679,-91.38093905227342,openWater,0.0065937499999999954,0.02292875,0.02306625,0.0129325,-2.1250000000000435e-4,-0.001972500000000016,NA,NA,NA,BGS -2006-06-02,LS5,46.837862640528456,-91.46058993117968,openWater,0.0058237500000000025,0.0221175,0.022034999999999985,0.008779999999999996,0.002015000000000003,0.004819999999999991,NA,NA,NA,BGS -2006-06-02,LS5,46.83398162348811,-90.4321890326234,openWater,0.005672499999999997,0.013784999999999992,0.01832249999999999,0.01086999999999999,0.0027850000000000097,0.001684999999999992,NA,NA,NA,BGS -2006-06-02,LS5,46.75077256931712,-90.29211334902963,openWater,0.007432500000000008,0.01582,0.018872499999999987,0.012107499999999992,0.003280000000000005,-0.0014774999999999927,NA,NA,NA,BGS -2006-06-02,LS5,46.84431500322335,-90.2790670843812,openWater,0.005149999999999988,0.013207499999999983,0.017579999999999985,0.006964999999999999,0.002647499999999997,-0.0017524999999999902,NA,NA,NA,BGS -2006-06-02,LS5,46.83726973260454,-90.14791779238902,openWater,0.01103499999999999,0.020219999999999988,0.023354999999999987,0.009110000000000009,0.003445000000000004,0.001959999999999989,NA,NA,NA,BGS -2006-06-02,LS5,46.744185571751245,-90.13418488223276,openWater,0.010704999999999992,0.027232499999999996,0.024675,0.008862499999999995,9.974999999999843e-4,0.001932500000000004,NA,NA,NA,BGS -2006-06-02,LS5,46.79638894424191,-90.53518585879527,openWater,0.008890000000000009,0.017772499999999997,0.01859749999999999,0.011007500000000003,4.474999999999896e-4,0.0017125000000000057,NA,NA,NA,BGS -2006-06-02,LS5,46.75876998422698,-90.55784516055309,openWater,0.008477499999999999,0.017304999999999987,0.0234925,0.0142525,0.005094999999999988,0.0084225,NA,NA,NA,BGS -2006-06-02,LS5,47.254853621991096,-90.82401363361572,openWater,0.004572500000000007,0.012905,0.020329999999999987,0.004159999999999997,0.001684999999999992,0.004682500000000006,NA,NA,NA,BGS -2006-06-02,LS5,47.24459946847673,-90.6420525740454,openWater,0.008284999999999987,0.017194999999999988,0.023519999999999985,0.007019999999999999,0.0050675000000000026,0.0016299999999999926,NA,NA,NA,BGS -2006-06-02,LS5,47.28933029665034,-90.62694637287352,openWater,0.008257500000000001,0.017167500000000002,0.021650000000000003,0.006964999999999999,0.002647499999999997,0.005039999999999989,NA,NA,NA,BGS -2006-06-02,LS5,47.28886454534472,-90.7841881941626,openWater,0.00429750000000001,0.012602499999999989,0.018020000000000008,0.0076525000000000065,-8.450000000000124e-4,0.0046549999999999925,NA,NA,NA,BGS -2006-06-02,LS5,47.19469868473698,-90.94486324299072,openWater,0.005479999999999985,0.017882499999999996,0.019697500000000007,0.004847500000000005,0.004324999999999996,0.004764999999999992,NA,NA,NA,BGS -2006-06-02,LS5,47.13634389155873,-90.95035640705322,openWater,0.008147500000000002,0.02082500000000001,0.02517,0.010429999999999997,0.007432500000000008,0.0084225,NA,NA,NA,BGS -2006-06-02,LS5,47.18676619907937,-90.8061608504126,openWater,0.0052875000000000005,0.0172775,0.0236025,0.010594999999999992,0.002674999999999983,-0.0017524999999999902,NA,NA,NA,BGS -2006-06-02,LS5,47.24226870216981,-90.84804622638916,openWater,0.0014375000000000082,0.012905,0.018405000000000005,0.004159999999999997,-7.624999999999993e-4,-0.002192500000000014,NA,NA,NA,BGS -2006-06-02,LS5,47.24226870216981,-90.93525020588136,openWater,0.004572500000000007,0.016892500000000005,0.0203575,0.007844999999999991,0.001684999999999992,0.0012174999999999825,NA,NA,NA,BGS -2006-06-02,LS5,46.95886049881667,-90.22468797605605,openWater,0.008229999999999987,0.02082500000000001,0.019504999999999995,0.010512500000000008,2.550000000000052e-4,-0.0017524999999999902,NA,NA,NA,BGS -2006-06-02,LS5,46.94222078165363,-90.29712907713024,openWater,0.008174999999999988,0.017002500000000004,0.017607499999999998,0.010484999999999994,0.002647499999999997,-0.005135000000000001,NA,NA,NA,BGS -2006-06-02,LS5,47.001959071723,-90.22537462156384,openWater,0.0051775000000000015,0.013262499999999984,0.021375000000000005,0.006992499999999985,0.002647499999999997,0.0016299999999999926,NA,NA,NA,BGS -2006-06-02,LS5,47.00828039589078,-90.13679735105605,openWater,0.008229999999999987,0.017057500000000003,0.017662499999999998,0.006964999999999999,0.005039999999999989,-0.0017524999999999902,NA,NA,NA,BGS -2006-06-02,LS5,46.95581417692776,-90.1573967162904,openWater,0.005232500000000001,0.017057500000000003,0.01582,0.006992499999999985,2.824999999999911e-4,0.0016299999999999926,NA,NA,NA,BGS -2006-06-02,LS5,47.06820544364886,-90.22789667680792,openWater,0.008174999999999988,0.02082500000000001,0.019504999999999995,0.010484999999999994,0.0026199999999999835,0.0016299999999999926,NA,NA,NA,BGS -2006-06-02,LS5,47.15018948369049,-90.32267284502896,openWater,0.005122500000000002,0.017002500000000004,0.02134749999999999,0.010484999999999994,0.0026199999999999835,0.0016299999999999926,NA,NA,NA,BGS -2006-06-02,LS5,47.13360935199984,-90.19083690752896,openWater,0.008174999999999988,0.01702999999999999,0.02318999999999999,0.010484999999999994,0.0026199999999999835,0.005012500000000003,NA,NA,NA,BGS 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2006-06-02,LS5,46.99344103130388,-91.7165219024372,cloud,0.225645,0.2460225,0.22867,0.316725,0.3162575,0.25375000000000003,NA,NA,NA,BGS 2006-06-02,LS5,47.17198484151973,-91.3764275037149,cloud,0.1849725,0.1993825,0.194955,0.21497500000000003,0.2109875,0.2046625,NA,NA,NA,BGS 2006-06-02,LS5,47.170117682274366,-91.365097852836,cloud,0.1510375,0.15714250000000002,0.15436499999999995,0.16800500000000002,0.164815,0.16674,NA,NA,NA,BGS -2006-06-02,LS5,47.16416567409131,-91.27686390508208,cloud,0.03226499999999999,0.0358675,0.03674749999999999,0.033007499999999995,0.023464999999999982,0.02187,NA,NA,NA,BGS -2006-06-02,LS5,47.17408531720783,-91.25969776738675,cloud,0.029047500000000004,0.03584000000000001,0.04057,0.0293225,0.02099000000000001,0.02187,NA,NA,NA,BGS 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-2006-06-02,LS5,47.14046773653096,-91.33419880498442,cloud,0.03231999999999999,0.043897500000000006,0.04263249999999999,0.03674749999999999,0.03322749999999999,0.028799999999999992,NA,NA,NA,BGS -2006-06-02,LS5,47.15015831806532,-91.36750111211332,cloud,0.02593999999999999,0.031962500000000005,0.0387275,0.029349999999999987,0.023464999999999982,0.01843249999999999,NA,NA,NA,BGS +2006-06-02,LS5,47.14046773653096,-91.33419880498442,cloud,0.03231999999999999,0.0438975,0.04263249999999999,0.03674749999999999,0.03322749999999999,0.02879999999999999,NA,NA,NA,BGS +2006-06-02,LS5,47.15015831806532,-91.36750111211332,cloud,0.02593999999999999,0.0319625,0.0387275,0.02934999999999998,0.02346499999999998,0.01843249999999999,NA,NA,NA,BGS 2006-06-02,LS5,46.70588784511683,-92.00817665768967,shorelineContamination,0.1964675,0.14881,0.09455249999999998,0.28312,0.3080625,0.2459675,NA,NA,NA,BGS 2006-06-02,LS5,46.703239177249166,-92.00388512326585,shorelineContamination,0.18731,0.14113750000000003,0.090785,0.275915,0.3370475,0.2906275,NA,NA,NA,BGS 2006-06-02,LS5,46.698883307527,-91.99753365231858,shorelineContamination,0.175045,0.1334925,0.08899750000000001,0.2543825,0.2789125,0.2458575,NA,NA,NA,BGS 2006-06-02,LS5,46.69511578544999,-91.99143967343674,shorelineContamination,0.156675,0.12197000000000002,0.08151750000000002,0.26147750000000003,0.31755000000000005,0.2664275,NA,NA,NA,BGS 2006-06-02,LS5,46.6925254615403,-91.986804816259,shorelineContamination,0.16277999999999998,0.1334925,0.08905249999999998,0.2757225,0.30545000000000005,0.245775,NA,NA,NA,BGS 2006-06-02,LS5,46.71077282495639,-92.01959213925706,shorelineContamination,0.09513,0.07169999999999999,0.0473625,0.11020000000000002,0.10898999999999998,0.1013175,NA,NA,NA,BGS -2006-06-02,LS5,46.70989003000328,-92.0066317052971,shorelineContamination,0.048545000000000005,0.04441999999999999,0.030230000000000007,0.06284499999999998,0.04076250000000001,0.0357575,NA,NA,NA,BGS -2006-06-02,LS5,46.71153790223608,-92.00800499631272,shorelineContamination,0.045410000000000006,0.04441999999999999,0.030230000000000007,0.051927500000000015,0.05049749999999997,0.046125,NA,NA,NA,BGS +2006-06-02,LS5,46.70989003000328,-92.0066317052971,shorelineContamination,0.048545,0.04441999999999999,0.03023,0.06284499999999998,0.04076250000000001,0.0357575,NA,NA,NA,BGS +2006-06-02,LS5,46.71153790223608,-92.00800499631272,shorelineContamination,0.04541,0.04441999999999999,0.03023,0.05192750000000001,0.05049749999999997,0.046125,NA,NA,NA,BGS 2006-06-02,LS5,46.70700613253172,-92.01341232968674,shorelineContamination,0.091995,0.067795,0.0568225,0.091995,0.0968075,0.06683250000000002,NA,NA,NA,BGS 2006-06-02,LS5,46.74426913358562,-92.063245523275,shorelineContamination,0.13833250000000002,0.09845749999999998,0.06741000000000003,0.1756775,0.17988500000000002,0.15683999999999998,NA,NA,NA,BGS 2006-06-02,LS5,46.73926954342556,-92.05826734334336,shorelineContamination,0.08866750000000001,0.06729999999999997,0.046455,0.110145,0.13352000000000003,0.06694250000000002,NA,NA,NA,BGS 2006-06-02,LS5,46.76185819374887,-92.07894678814786,shorelineContamination,0.1007675,0.08220499999999997,0.04502500000000001,0.10635,0.128845,0.10525,NA,NA,NA,BGS 2006-06-02,LS5,46.77965716960482,-92.08949958029253,shorelineContamination,0.05228499999999997,0.05297249999999998,0.036995,0.05759249999999999,0.04274249999999999,0.03927749999999999,NA,NA,NA,BGS -2006-06-02,LS5,46.780362493309525,-92.0906153792427,shorelineContamination,0.042659999999999997,0.036885,0.035042500000000004,0.04637250000000001,0.05511749999999999,0.0532475,NA,NA,NA,BGS +2006-06-02,LS5,46.780362493309525,-92.0906153792427,shorelineContamination,0.04265999999999999,0.036885,0.0350425,0.04637250000000001,0.05511749999999999,0.0532475,NA,NA,NA,BGS 2006-06-02,LS5,46.78629860167207,-92.09353362265092,shorelineContamination,0.11152,0.09748125,0.069775,0.133795,0.13017875,0.12459625,NA,NA,NA,BGS 2006-06-02,LS5,46.784770557128574,-92.093190299897,shorelineContamination,0.10993875,0.10943,0.07861625,0.28235,0.22714375,0.1507075,NA,NA,NA,BGS -2006-06-02,LS5,46.88069003414984,-91.91936364349654,shorelineContamination,0.04663375,0.04594625,0.03830125,0.04681250000000001,0.03915375,0.032278749999999995,NA,NA,NA,BGS -2006-06-02,LS5,46.945948644871294,-91.77321822086678,shorelineContamination,0.05665749999999997,0.07450499999999999,0.0448875,0.07290999999999997,0.07224999999999998,0.053027500000000005,NA,NA,NA,BGS -2006-06-02,LS5,46.9495814476018,-91.777938908733,shorelineContamination,0.03432750000000001,0.04255,0.035042500000000004,0.0322375,0.020769999999999983,0.01488500000000001,NA,NA,NA,BGS +2006-06-02,LS5,46.88069003414984,-91.91936364349654,shorelineContamination,0.04663375,0.04594625,0.03830125,0.04681250000000001,0.03915375,0.03227874999999999,NA,NA,NA,BGS +2006-06-02,LS5,46.945948644871294,-91.77321822086678,shorelineContamination,0.05665749999999997,0.07450499999999999,0.0448875,0.07290999999999997,0.07224999999999998,0.0530275,NA,NA,NA,BGS +2006-06-02,LS5,46.9495814476018,-91.777938908733,shorelineContamination,0.03432750000000001,0.04255,0.0350425,0.0322375,0.02076999999999998,0.01488500000000001,NA,NA,NA,BGS 2006-06-02,LS5,46.94360477032845,-91.77922636906014,shorelineContamination,0.03111,0.03853499999999999,0.03111,0.04332,0.02814,0.02528,NA,NA,NA,BGS -2006-06-02,LS5,47.01154557853926,-91.67778410077142,shorelineContamination,0.02151249999999999,0.034465,0.029102500000000003,0.028469999999999995,0.02318999999999999,0.01488500000000001,NA,NA,NA,BGS +2006-06-02,LS5,47.01154557853926,-91.67778410077142,shorelineContamination,0.02151249999999999,0.034465,0.0291025,0.02846999999999999,0.02318999999999999,0.01488500000000001,NA,NA,NA,BGS 2006-06-02,LS5,47.01201376639427,-91.666540280581,shorelineContamination,0.027975,0.03858999999999999,0.03705,0.043375,0.0232175,0.01488500000000001,NA,NA,NA,BGS -2006-06-02,LS5,47.06321962047666,-91.60073423880876,shorelineContamination,0.031137499999999985,0.04653750000000001,0.029157500000000003,0.024812499999999987,0.03303500000000001,0.021842499999999987,NA,NA,NA,BGS +2006-06-02,LS5,47.06321962047666,-91.60073423880876,shorelineContamination,0.03113749999999998,0.04653750000000001,0.0291575,0.02481249999999998,0.03303500000000001,0.02184249999999998,NA,NA,NA,BGS 2006-06-02,LS5,47.19557579488539,-91.37575457185488,shorelineContamination,0.07632,0.06361499999999998,0.05225750000000001,0.2042775,0.1770525,0.1082475,NA,NA,NA,BGS -2006-06-02,LS5,47.28461664763118,-91.25069925874452,shorelineContamination,0.048380000000000006,0.06003999999999998,0.03746250000000001,0.2113175,0.1721025,0.09436,NA,NA,NA,BGS +2006-06-02,LS5,47.28461664763118,-91.25069925874452,shorelineContamination,0.04838,0.06003999999999998,0.03746250000000001,0.2113175,0.1721025,0.09436,NA,NA,NA,BGS 2006-06-02,LS5,47.29381521527369,-91.24683687776307,shorelineContamination,0.07354250000000001,0.07585249999999999,0.06061749999999999,0.120925,0.1185875,0.06674999999999998,NA,NA,NA,BGS 2006-06-02,LS5,46.84149978313402,-90.78518630757154,shorelineContamination,0.11380249999999996,0.11108,0.09207749999999998,0.11322500000000002,0.0984025,0.06608999999999998,NA,NA,NA,BGS 2006-06-02,LS5,46.784118352738695,-90.71993693749688,shorelineContamination,0.1944875,0.15950750000000002,0.10118,0.30622,0.4155325,0.35720500000000005,NA,NA,NA,BGS @@ -1816,12 +1816,12 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2006-06-02,LS5,46.81561119067144,-90.67607745568536,shorelineContamination,0.12879000000000002,0.1148475,0.0650175,0.23279500000000003,0.227295,0.15411750000000002,NA,NA,NA,BGS 2006-06-02,LS5,46.811675593995325,-90.6766782705047,shorelineContamination,0.1317875,0.11479250000000002,0.06493500000000002,0.18016,0.2535575,0.194735,NA,NA,NA,BGS 2006-06-02,LS5,46.80691724926006,-90.67581996361992,shorelineContamination,0.10778,0.096065,0.05577749999999998,0.24332750000000003,0.258315,0.228615,NA,NA,NA,BGS -2006-06-02,LS5,46.80180596565898,-90.67290172021173,shorelineContamination,0.1287625,0.1035725,0.057620000000000005,0.14138499999999998,0.17476999999999998,0.164265,NA,NA,NA,BGS +2006-06-02,LS5,46.80180596565898,-90.67290172021173,shorelineContamination,0.1287625,0.1035725,0.05762,0.14138499999999998,0.17476999999999998,0.164265,NA,NA,NA,BGS 2006-06-02,LS5,46.83821159830747,-90.60929433890996,shorelineContamination,0.14369500000000002,0.1224925,0.07676,0.2877675,0.3099875,0.24484,NA,NA,NA,BGS 2006-06-02,LS5,46.83850516454888,-90.6047453124207,shorelineContamination,0.16151500000000002,0.140945,0.09105999999999996,0.1938275,0.1768325,0.1570875,NA,NA,NA,BGS 2006-06-02,LS5,46.7560587128394,-90.78731425168368,shorelineContamination,0.10294,0.08223249999999999,0.05476,0.27421,0.27955875,0.2040025,NA,NA,NA,BGS 2006-06-02,LS5,46.75458861487,-90.78740008237214,shorelineContamination,0.12406,0.10298125,0.0657325,0.19667375,0.23407375,0.17511375,NA,NA,NA,BGS -2006-06-02,LS5,46.752412796274726,-90.78491099240632,shorelineContamination,0.06791875,0.07643,0.04997499999999999,0.06503124999999998,0.03596375,0.028745000000000007,NA,NA,NA,BGS +2006-06-02,LS5,46.752412796274726,-90.78491099240632,shorelineContamination,0.06791875,0.07643,0.04997499999999999,0.06503124999999998,0.03596375,0.028745,NA,NA,NA,BGS 2006-06-02,LS5,46.77898704847479,-90.78976042630524,shorelineContamination,0.11369249999999996,0.11088750000000004,0.07167249999999997,0.12733250000000002,0.11757,0.10349000000000004,NA,NA,NA,BGS 2006-06-02,LS5,46.99539337575753,-90.46728452017352,shorelineContamination,0.08385500000000001,0.08880500000000002,0.05434749999999999,0.07436749999999998,0.115095,0.09315,NA,NA,NA,BGS 2006-06-02,LS5,46.9940469057766,-90.46754201223897,shorelineContamination,0.17664000000000002,0.13731500000000002,0.08880500000000002,0.2607625,0.31551500000000005,0.2590575,NA,NA,NA,BGS @@ -1831,76 +1831,76 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2006-06-02,LS5,46.99615989041692,-90.56329305651256,shorelineContamination,0.15290749999999995,0.122575,0.08182,0.2118125,0.2631275,0.171085,NA,NA,NA,BGS 2006-06-02,LS5,46.98962325291889,-90.61688594187558,shorelineContamination,0.16187249999999995,0.1299725,0.08173750000000002,0.2084025,0.28708,0.2591675,NA,NA,NA,BGS 2006-06-02,LS5,46.92756091216945,-90.54622336593916,shorelineContamination,0.13187,0.1037925,0.06718999999999997,0.20117,0.2391475,0.211565,NA,NA,NA,BGS -2006-06-02,LS5,46.9236921359091,-90.54708167282392,shorelineContamination,0.08388250000000003,0.07002249999999999,0.038012500000000005,0.024785,0.03617000000000001,0.035509999999999986,NA,NA,NA,BGS +2006-06-02,LS5,46.9236921359091,-90.54708167282392,shorelineContamination,0.08388250000000003,0.07002249999999999,0.0380125,0.024785,0.03617000000000001,0.03550999999999998,NA,NA,NA,BGS 2006-06-02,LS5,46.920761058786745,-90.54665251938154,shorelineContamination,0.146775,0.10753249999999998,0.06537500000000002,0.14146750000000002,0.22482,0.18786000000000003,NA,NA,NA,BGS 2006-06-02,LS5,46.91741943526021,-90.54510756698896,shorelineContamination,0.1168825,0.10002499999999998,0.05811499999999997,0.07791500000000001,0.10547,0.10662500000000004,NA,NA,NA,BGS 2006-06-02,LS5,46.923985234801584,-90.5636469956999,shorelineContamination,0.122905,0.09251749999999996,0.05071749999999997,0.13442749999999998,0.13418000000000002,0.11682749999999996,NA,NA,NA,BGS 2006-06-02,LS5,46.92246110304946,-90.55901213852216,shorelineContamination,0.092875,0.08503749999999999,0.04705999999999999,0.10618499999999996,0.13176,0.096505,NA,NA,NA,BGS -2006-06-02,LS5,47.0142632256818,-91.67125719038826,other,0.10093249999999998,0.054595000000000005,0.03707749999999999,0.13176,0.1554375,0.1084675,NA,NA,NA,BGS -2006-06-02,LS5,47.01186382060661,-91.67640703169684,other,0.021540000000000004,0.03047749999999999,0.03111,0.02849750000000001,0.040405,0.028772500000000006,NA,NA,NA,BGS +2006-06-02,LS5,47.0142632256818,-91.67125719038826,other,0.10093249999999998,0.054595,0.03707749999999999,0.13176,0.1554375,0.1084675,NA,NA,NA,BGS +2006-06-02,LS5,47.01186382060661,-91.67640703169684,other,0.02154,0.03047749999999999,0.03111,0.02849750000000001,0.040405,0.0287725,NA,NA,NA,BGS 2006-06-02,LS5,47.01478990992764,-91.67245882002692,other,0.09463500000000002,0.066585,0.0507725,0.12075999999999998,0.145675,0.11886249999999998,NA,NA,NA,BGS 2006-06-02,LS5,47.00521333844701,-91.31580586850998,other,0.067355,0.0447775,0.0361425,0.0844875,0.11828499999999996,0.09403,NA,NA,NA,BGS -2006-06-02,LS5,47.28007499276526,-91.26460383027772,other,0.02307999999999999,0.02833250000000001,0.021787499999999987,0.04057,0.0381775,0.03226499999999999,NA,NA,NA,BGS -2006-06-02,LS5,47.23508770565435,-90.39043608031234,other,0.08701750000000003,0.08520250000000001,0.06727250000000001,0.0816,0.055365,0.042385000000000006,NA,NA,NA,BGS -2006-06-02,LS5,47.211421418149214,-90.32777967772444,other,0.06279000000000001,0.054925,0.04890249999999999,0.07796999999999998,0.0625425,0.055942500000000006,NA,NA,NA,BGS -2006-07-04,LS5,46.7093554604913,-91.94565050271112,openWater,0.0038024999999999856,0.011942499999999997,0.015792499999999987,0.010952500000000004,0.001464999999999994,-0.005767500000000009,NA,NA,NA,BGS -2006-07-04,LS5,46.74089201896268,-92.00058214333612,openWater,0.006662499999999988,0.015572499999999987,0.015270000000000006,0.0144175,-0.0010374999999999968,0.004572500000000007,NA,NA,NA,BGS -2006-07-04,LS5,46.75241944073108,-91.9106315818127,openWater,0.0038024999999999856,0.011915000000000007,0.015710000000000002,0.007294999999999996,0.0039124999999999854,0.004599999999999993,NA,NA,NA,BGS -2006-07-04,LS5,46.7590054321083,-91.6854118552502,openWater,0.00691,0.015888749999999993,0.015627500000000003,0.014596249999999991,0.006359999999999991,0.008064999999999989,NA,NA,NA,BGS -2006-07-04,LS5,46.89118517647698,-91.74948309499683,openWater,0.0023862499999999925,0.014417499999999986,0.0157375,0.010003749999999992,0.0035824999999999885,-7.349999999999995e-4,NA,NA,NA,BGS -2006-07-04,LS5,46.807829688845885,-91.65747259694996,openWater,0.007941249999999997,0.01708499999999999,0.02094875,0.01165374999999999,0.0017399999999999916,-0.0021650000000000003,NA,NA,NA,BGS -2006-07-04,LS5,47.00516635668743,-91.24395414991508,openWater,0.009935,0.019395,0.0237125,0.016727500000000006,0.004682500000000006,0.004902500000000004,NA,NA,NA,BGS -2006-07-04,LS5,47.04448452634042,-91.37785002393852,openWater,0.0071299999999999975,0.012190000000000006,0.019779999999999992,0.007404999999999995,0.006415000000000004,0.001162499999999983,NA,NA,NA,BGS -2006-07-04,LS5,46.96488203708238,-91.42179533643852,openWater,0.0115025,0.021540000000000004,0.021485000000000004,0.015600000000000004,0.004269999999999996,0.004737500000000006,NA,NA,NA,BGS -2006-07-04,LS5,47.00235680784777,-91.05855986280572,openWater,0.01639750000000001,0.023574999999999985,0.02588499999999999,0.016892500000000005,0.007157499999999983,0.008339999999999986,NA,NA,NA,BGS -2006-07-04,LS5,47.1314431408282,-91.10525175733696,openWater,0.014719999999999985,0.02552750000000001,0.021595000000000003,0.01931250000000001,0.006745000000000001,0.008202500000000001,NA,NA,NA,BGS -2006-07-04,LS5,47.08096832627695,-91.0633663813604,openWater,0.01634250000000001,0.02739749999999999,0.029624999999999985,0.0204675,0.016837500000000005,0.011777499999999996,NA,NA,NA,BGS -2006-07-04,LS5,47.25249936324733,-90.83312934270334,openWater,0.016754999999999992,0.02453749999999999,0.025005,0.016204999999999997,0.013015,0.018267499999999992,NA,NA,NA,BGS -2006-07-04,LS5,47.2268591174234,-90.91964667668772,openWater,0.0144725,0.0174975,0.02239250000000001,0.013124999999999998,0.013234999999999997,0.011364999999999986,NA,NA,NA,BGS 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2006-07-04,LS5,46.77703644097009,-92.0905163451358,shorelineContamination,0.12950499999999998,0.098265,0.06496249999999998,0.15365,0.1603325,0.1465825,NA,NA,NA,BGS 2006-07-04,LS5,46.77456761508465,-92.08888556205476,shorelineContamination,0.2013625,0.14157750000000002,0.09598250000000004,0.24456500000000003,0.29442250000000003,0.2710475,NA,NA,NA,BGS 2006-07-04,LS5,46.74144149890264,-92.0607425876962,shorelineContamination,0.13261250000000002,0.11413250000000004,0.06919750000000002,0.269315,0.27940750000000003,0.2085125,NA,NA,NA,BGS -2006-07-04,LS5,46.737676947291504,-92.0567085453378,shorelineContamination,0.0443925,0.05093750000000002,0.030257499999999996,0.05462250000000002,0.04290749999999999,0.05643749999999997,NA,NA,NA,BGS +2006-07-04,LS5,46.737676947291504,-92.0567085453378,shorelineContamination,0.0443925,0.05093750000000002,0.03025749999999999,0.05462250000000002,0.04290749999999999,0.05643749999999997,NA,NA,NA,BGS 2006-07-04,LS5,46.73255908844305,-92.05155870402922,shorelineContamination,0.1575825,0.11806499999999998,0.08289249999999998,0.20062,0.230705,0.1842575,NA,NA,NA,BGS 2006-07-04,LS5,46.710756432027935,-92.01936990697808,shorelineContamination,0.10134500000000002,0.0710675,0.05225750000000001,0.12064999999999998,0.12590249999999997,0.11165750000000002,NA,NA,NA,BGS 2006-07-04,LS5,46.79062808317795,-91.38857838934356,shorelineContamination,0.13875875,0.11684124999999998,0.07080624999999999,0.15831125,0.14357124999999998,0.1469675,NA,NA,NA,BGS @@ -1941,72 +1941,72 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2006-07-04,LS5,46.85646827768307,-91.12510957228206,shorelineContamination,0.184395,0.14595000000000002,0.08803499999999997,0.2805625,0.38509,0.31568,NA,NA,NA,BGS 2006-07-04,LS5,46.91678022120661,-90.54514074798,shorelineContamination,0.18951,0.134015,0.08743000000000001,0.3525025,0.4169075,0.3617975000000001,NA,NA,NA,BGS 2006-07-04,LS5,46.920180508410375,-90.54634237761866,shorelineContamination,0.1113,0.1001625,0.05806,0.06014999999999998,0.11306,0.12747000000000003,NA,NA,NA,BGS -2006-07-04,LS5,46.923639199862485,-90.54720068450342,shorelineContamination,0.08099499999999998,0.085065,0.05437500000000001,0.038754999999999984,0.00492999999999999,0.028799999999999992,NA,NA,NA,BGS +2006-07-04,LS5,46.923639199862485,-90.54720068450342,shorelineContamination,0.08099499999999998,0.085065,0.05437500000000001,0.03875499999999998,0.00492999999999999,0.02879999999999999,NA,NA,NA,BGS 2006-07-04,LS5,46.92680458616759,-90.5465140389956,shorelineContamination,0.15054250000000002,0.11525999999999996,0.06358750000000002,0.1099525,0.0962575,0.113885,NA,NA,NA,BGS 2006-07-04,LS5,46.996145945176735,-90.46698125718412,shorelineContamination,0.1595625,0.119,0.08745750000000002,0.2160475,0.247315,0.229495,NA,NA,NA,BGS 2006-07-04,LS5,46.99210649034251,-90.46895536301908,shorelineContamination,0.11132750000000002,0.10772500000000002,0.06729999999999997,0.12064999999999998,0.1634675,0.12408750000000002,NA,NA,NA,BGS -2006-07-04,LS5,46.98853512381046,-90.47153028367336,shorelineContamination,0.0505525,0.0661175,0.048875,0.04948,0.04340250000000001,0.035619999999999985,NA,NA,NA,BGS +2006-07-04,LS5,46.98853512381046,-90.47153028367336,shorelineContamination,0.0505525,0.0661175,0.048875,0.04948,0.04340250000000001,0.03561999999999998,NA,NA,NA,BGS 2006-07-04,LS5,46.785286837431,-92.05048642966815,other,0.04432375,0.03498749999999999,0.03013375,0.07130124999999998,0.07116375,0.04789875,NA,NA,NA,BGS 2006-07-04,LS5,46.78452280622118,-92.04997144553732,other,0.08719624999999998,0.04897125,0.04193124999999999,0.08605500000000002,0.10300875,0.05482875000000001,NA,NA,NA,BGS 2006-07-04,LS5,46.77453063078897,-92.05177388999532,other,0.09474500000000002,0.0663375,0.04711499999999999,0.1499375,0.1285425,0.08770499999999998,NA,NA,NA,BGS -2006-07-04,LS5,47.11316966472156,-91.06451321663673,other,0.12689250000000002,0.06592500000000001,0.057784999999999975,0.1317875,0.14974500000000002,0.09397499999999998,NA,NA,NA,BGS -2006-07-04,LS5,47.1125855386428,-91.06657315316016,other,0.025637500000000008,0.02739749999999999,0.03344749999999999,0.0277,0.024097499999999997,0.02547250000000001,NA,NA,NA,BGS +2006-07-04,LS5,47.11316966472156,-91.06451321663673,other,0.12689250000000002,0.06592500000000001,0.05778499999999997,0.1317875,0.14974500000000002,0.09397499999999998,NA,NA,NA,BGS +2006-07-04,LS5,47.1125855386428,-91.06657315316016,other,0.0256375,0.02739749999999999,0.03344749999999999,0.0277,0.02409749999999999,0.02547250000000001,NA,NA,NA,BGS 2006-07-04,LS5,47.16805785389401,-90.95607095327271,other,0.1207875,0.05819750000000001,0.04458499999999999,0.15323750000000003,0.1666575,0.11795499999999998,NA,NA,NA,BGS -2006-07-04,LS5,47.16747433053877,-90.95787339773074,other,0.1633575,0.0812425,0.048380000000000006,0.17818,0.157005,0.09050999999999998,NA,NA,NA,BGS +2006-07-04,LS5,47.16747433053877,-90.95787339773074,other,0.1633575,0.0812425,0.04838,0.17818,0.157005,0.09050999999999998,NA,NA,NA,BGS 2006-07-04,LS5,47.16700750723903,-90.95881753530398,other,0.108605,0.073625,0.06336750000000002,0.1353625,0.1256275,0.09050999999999998,NA,NA,NA,BGS -2009-04-23,LS5,46.802323579628215,-91.96451598863716,openWater,0.018102500000000007,0.0354,0.03610125,0.020632499999999984,0.011145000000000002,0.005562499999999998,NA,NA,NA,BGS -2009-04-23,LS5,46.8131329741172,-91.91507751207467,openWater,0.017208749999999995,0.03018875,0.03689875,0.016053750000000006,0.010938749999999995,0.00923375,NA,NA,NA,BGS 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2009-04-23,LS5,46.79992255844153,-90.67049008960652,shorelineContamination,0.08668749999999997,0.08330500000000002,0.05748249999999999,0.04675750000000001,0.03966249999999999,0.03146750000000001,NA,NA,NA,BGS 2009-04-23,LS5,46.78391121678038,-90.72031224834365,shorelineContamination,0.21866,0.1660525,0.10673500000000002,0.2640075,0.343235,0.30666,NA,NA,NA,BGS 2009-04-23,LS5,46.78508665827325,-90.7178231583778,shorelineContamination,0.16624499999999998,0.1333275,0.09273749999999996,0.27929750000000003,0.377115,0.27322,NA,NA,NA,BGS -2009-04-23,LS5,46.75531215548696,-90.7877709116664,shorelineContamination,0.0597375,0.07480749999999997,0.04901249999999999,0.05060749999999997,0.0448875,0.027727499999999988,NA,NA,NA,BGS -2009-04-23,LS5,47.027052363976566,-91.2582020442022,other,0.04133999999999999,0.04343,0.0418075,0.04397999999999999,0.03479499999999999,0.024235000000000007,NA,NA,NA,BGS 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2010-04-10,LS5,46.93120799046434,-91.78910550185398,cloud,0.08767750000000002,0.0981825,0.09744000000000004,0.1098425,0.0930125,0.06383499999999998,NA,NA,NA,BGS -2010-04-10,LS5,46.925346498320764,-91.78884800978857,cloud,0.04078999999999999,0.05269750000000001,0.053385000000000016,0.04912249999999999,0.0385625,0.028937500000000005,NA,NA,NA,BGS +2010-04-10,LS5,46.92534649832077,-91.78884800978857,cloud,0.04078999999999999,0.05269750000000001,0.05338500000000001,0.04912249999999999,0.0385625,0.0289375,NA,NA,NA,BGS 2010-04-10,LS5,46.740820643066286,-92.0602073630038,shorelineContamination,0.1507075,0.12491249999999998,0.09342499999999998,0.20931,0.29566000000000003,0.2329875,NA,NA,NA,BGS 2010-04-10,LS5,46.74337924116642,-92.0625677069369,shorelineContamination,0.14045000000000002,0.1076975,0.07673249999999998,0.15816000000000002,0.1878325,0.16770249999999998,NA,NA,NA,BGS 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2006-09-14,LS7,46.85714764865894,-91.12898096071427,shorelineContamination,0.163825,0.12571,0.08050000000000002,0.2146725,0.2954125,0.2411825,NA,NA,NA,BGS 2006-09-14,LS7,46.856898204044775,-91.12711414323992,shorelineContamination,0.163825,0.13055,0.07829999999999998,0.17796,0.16566750000000002,0.139295,NA,NA,NA,BGS 2006-09-14,LS7,46.85663408495501,-91.12561210619158,shorelineContamination,0.18104,0.1353625,0.084955,0.219265,0.264365,0.246985,NA,NA,NA,BGS -2006-09-14,LS7,46.641018505619954,-90.65544080539888,shorelineContamination,0.1345375,0.10903125,0.062171249999999983,0.14694000000000002,0.1601675,0.15839375,NA,NA,NA,BGS +2006-09-14,LS7,46.641018505619954,-90.65544080539888,shorelineContamination,0.1345375,0.10903125,0.062171249999999977,0.14694000000000002,0.1601675,0.15839375,NA,NA,NA,BGS 2006-09-14,LS7,46.6795911368663,-90.71790420606744,shorelineContamination,0.17725875,0.14123375,0.09599625,0.18801125,0.24422125,0.24372625,NA,NA,NA,BGS 2006-09-14,LS7,46.695429285526906,-90.74107849195612,shorelineContamination,0.21985625,0.175595,0.12938125,0.23131,0.20101875,0.20778375,NA,NA,NA,BGS 2006-09-14,LS7,46.70561270444116,-90.75549804762018,shorelineContamination,0.09495125,0.08249375,0.05265625,0.08081625,0.07776374999999999,0.06765750000000001,NA,NA,NA,BGS 2006-09-14,LS7,46.923628344673816,-90.56228690473829,shorelineContamination,0.11795499999999998,0.08866750000000001,0.045795,0.13621499999999995,0.128735,0.09834749999999998,NA,NA,NA,BGS 2006-09-14,LS7,46.92650064809393,-90.5464940580586,shorelineContamination,0.1482325,0.1056625,0.06372499999999998,0.13621499999999995,0.1399825,0.1332175,NA,NA,NA,BGS 2006-09-14,LS7,46.91940753778989,-90.54615073530468,shorelineContamination,0.21049250000000003,0.14900249999999998,0.096835,0.25072500000000003,0.365015,0.3625675,NA,NA,NA,BGS -2006-09-14,LS7,46.91460010272131,-90.54374747602736,shorelineContamination,0.12221749999999998,0.09600999999999998,0.059352499999999975,0.11773499999999998,0.13709500000000002,0.13022,NA,NA,NA,BGS +2006-09-14,LS7,46.91460010272131,-90.54374747602736,shorelineContamination,0.12221749999999998,0.09600999999999998,0.05935249999999997,0.11773499999999998,0.13709500000000002,0.13022,NA,NA,NA,BGS 2006-09-14,LS7,46.99621692505553,-90.56321212506133,shorelineContamination,0.15705999999999998,0.12285,0.08401999999999998,0.19149,0.29511,0.2729175,NA,NA,NA,BGS 2006-09-14,LS7,46.99601203279598,-90.56381293988066,shorelineContamination,0.05297249999999998,0.05737249999999999,0.039635,0.04408999999999999,0.04980999999999999,0.04604249999999999,NA,NA,NA,BGS -2006-09-14,LS7,46.97003394340807,-91.48656522533508,other,0.1152875,0.05250500000000002,0.042440000000000005,0.13822250000000005,0.1868425,0.1126475,NA,NA,NA,BGS -2006-09-14,LS7,47.182133937662,-90.43160055450946,other,0.1293125,0.058362499999999984,0.04554749999999999,0.14573000000000003,0.2190725,0.15950750000000002,NA,NA,NA,BGS +2006-09-14,LS7,46.97003394340807,-91.48656522533508,other,0.1152875,0.05250500000000002,0.04244,0.13822250000000005,0.1868425,0.1126475,NA,NA,NA,BGS +2006-09-14,LS7,47.182133937662,-90.43160055450946,other,0.1293125,0.05836249999999998,0.04554749999999999,0.14573000000000003,0.2190725,0.15950750000000002,NA,NA,NA,BGS 2006-09-14,LS7,47.18251312387981,-90.42932604126484,other,0.1508175,0.0680425,0.05217499999999997,0.1686375,0.2162675,0.15950750000000002,NA,NA,NA,BGS 2010-11-12,LS7,46.76229455872917,-91.96757784114264,cloud,0.2318325,0.23846,0.241705,0.2360675,0.14955249999999998,0.1331075,NA,NA,NA,BGS 2010-11-12,LS7,46.80743120309519,-91.83162203059575,cloud,0.314855,0.3116925,0.31797625,0.3094925,0.19127,0.17669500000000002,NA,NA,NA,BGS @@ -2296,77 +2296,77 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2010-11-12,LS7,47.13006238152579,-90.25018991659338,cloud,0.443775,0.42843,0.4320875,0.4213075,0.21877,0.210025,NA,NA,NA,BGS 2010-11-12,LS7,47.149679060395165,-90.27216257284338,cloud,0.41204,0.404835,0.41844749999999997,0.4068425000000001,0.2096125,0.19061,NA,NA,NA,BGS 2010-11-12,LS7,47.16462024361015,-90.24812998006996,cloud,0.3871525,0.372935,0.372495,0.3773625,0.1910225,0.1857975,NA,NA,NA,BGS -2011-04-05,LS7,46.95871883943683,-91.63882239186393,openWater,0.012520000000000003,0.023932499999999995,0.03204499999999999,0.007789999999999991,0.007404999999999995,0.005149999999999988,NA,NA,NA,BGS -2011-04-05,LS7,47.05052363529723,-91.04365059761685,openWater,0.010402500000000007,0.02379500000000001,0.029734999999999984,0.007762500000000005,0.004764999999999992,0.005149999999999988,NA,NA,NA,BGS -2011-04-05,LS7,47.19492718461355,-91.13568564554932,openWater,0.008504999999999985,0.019449999999999995,0.028057499999999985,0.007817500000000005,0.004792500000000005,-2.1250000000000435e-4,NA,NA,NA,BGS -2011-04-05,LS7,47.2350378879776,-91.12744589945558,openWater,0.010539999999999994,0.024042499999999994,0.030175000000000007,0.003610000000000002,0.004792500000000005,0.0024824999999999986,NA,NA,NA,BGS -2011-04-05,LS7,47.21032208837898,-91.03474875590088,openWater,0.008449999999999985,0.02167749999999999,0.02588499999999999,0.007789999999999991,0.0021525000000000016,-2.1250000000000435e-4,NA,NA,NA,BGS -2011-04-05,LS7,47.27791342589951,-91.09242697855714,openWater,0.010512500000000008,0.017167500000000002,0.03226499999999999,0.012080000000000007,0.004792500000000005,0.0024824999999999986,NA,NA,NA,BGS -2011-04-05,LS7,46.7566437598023,-90.52939819380713,openWater,0.009797499999999989,0.01832249999999999,0.02836,0.003170000000000006,0.0046549999999999925,0.002399999999999985,NA,NA,NA,BGS -2011-04-05,LS7,46.7853317287878,-90.478586426229,openWater,0.009825,0.01837749999999999,0.028415,0.003170000000000006,0.002042500000000002,0.002399999999999985,NA,NA,NA,BGS -2011-04-05,LS7,46.83044906186432,-90.53557800337742,openWater,0.016067499999999985,0.018570000000000003,0.028717500000000007,0.003280000000000005,0.0020699999999999885,-2.3999999999999025e-4,NA,NA,NA,BGS -2011-04-05,LS7,46.74064711200278,-90.58501647993992,openWater,0.011832499999999996,0.022942500000000005,0.02429000000000001,0.003170000000000006,0.002042500000000002,-2.6750000000000385e-4,NA,NA,NA,BGS -2011-04-05,LS7,46.786272059222085,-90.13045715376803,openWater,0.0076525000000000065,0.018185000000000007,0.021925,0.003087499999999993,0.0046549999999999925,0.002399999999999985,NA,NA,NA,BGS -2011-04-05,LS7,47.19658959207642,-90.2893287105387,openWater,0.01034750000000001,0.016837500000000005,0.027480000000000004,0.007734999999999992,0.007377500000000009,0.005149999999999988,NA,NA,NA,BGS -2011-04-05,LS7,47.193323534419726,-90.38202585409338,openWater,0.012355000000000005,0.02593999999999999,0.02745249999999999,0.011942499999999997,0.007377500000000009,0.002454999999999985,NA,NA,NA,BGS -2011-04-05,LS7,47.14057221672599,-90.34563364217932,openWater,0.0143625,0.02132000000000001,0.027342499999999992,0.007707500000000006,0.004764999999999992,0.002454999999999985,NA,NA,NA,BGS -2011-04-05,LS7,47.27369169597701,-90.38647987270794,openWater,0.01034750000000001,0.016892500000000005,0.027590000000000003,0.007734999999999992,0.002124999999999988,-0.0028799999999999937,NA,NA,NA,BGS -2011-04-05,LS7,47.2806795387968,-90.192159193997,openWater,0.01243749999999999,0.019202499999999983,0.02761749999999999,0.007762500000000005,0.004764999999999992,0.005149999999999988,NA,NA,NA,BGS -2011-04-05,LS7,47.20145074460571,-90.98676589354604,openWater,0.010484999999999994,0.01931250000000001,0.02995500000000001,0.0035550000000000026,-4.60000000000016e-4,0.005149999999999988,NA,NA,NA,BGS -2011-04-05,LS7,47.28634400322744,-90.91466959186806,openWater,0.008394999999999986,0.01934,0.02588499999999999,0.012025000000000008,0.002124999999999988,0.0024824999999999986,NA,NA,NA,BGS -2011-04-05,LS7,47.28587822562552,-90.70730264850869,openWater,0.0145275,0.0238775,0.0299275,0.007789999999999991,0.015297499999999992,0.005149999999999988,NA,NA,NA,BGS -2011-04-05,LS7,46.70534394757797,-91.90876503089214,lightNearShoreSediment,0.05168,0.05654749999999997,0.04530000000000001,0.01249249999999999,-3.2250000000000334e-4,0.005204999999999987,NA,NA,NA,BGS -2011-04-05,LS7,46.69545482485331,-91.8517734537437,lightNearShoreSediment,0.11020000000000002,0.08357999999999999,0.05143249999999999,0.04189000000000001,0.004902500000000004,0.002537499999999998,NA,NA,NA,BGS -2011-04-05,LS7,46.69404194517523,-91.84765358069684,lightNearShoreSediment,0.12623250000000005,0.08580749999999998,0.05544749999999998,0.05445749999999999,0.0022899999999999865,-1.2999999999999123e-4,NA,NA,NA,BGS -2011-04-05,LS7,46.702989558836464,-91.77280922034528,lightNearShoreSediment,0.114215,0.0836075,0.05148750000000002,0.054485000000000006,0.0022899999999999865,0.002537499999999998,NA,NA,NA,BGS -2011-04-05,LS7,46.721821793778304,-91.71822090247416,lightNearShoreSediment,0.09609250000000004,0.08138000000000001,0.05564000000000002,0.025115,-3.2250000000000334e-4,0.005204999999999987,NA,NA,NA,BGS -2011-04-05,LS7,46.73876562599405,-91.64231777507726,lightNearShoreSediment,0.10394375,0.08318124999999998,0.04877875,0.02906125,0.002221249999999994,0.006497499999999989,NA,NA,NA,BGS -2011-04-05,LS7,46.75704571485685,-91.5873830288558,lightNearShoreSediment,0.10094625,0.07421624999999998,0.04888875,0.03538625000000001,0.004833749999999998,-1.712499999999978e-4,NA,NA,NA,BGS -2011-04-05,LS7,46.75667279221299,-91.54445481868952,lightNearShoreSediment,0.11400875000000002,0.08771875000000001,0.05499375000000001,0.04167,0.002221249999999994,0.0024962499999999915,NA,NA,NA,BGS -2011-04-05,LS7,46.76149437710152,-91.50583100887506,lightNearShoreSediment,0.1341525,0.09451125,0.058115,0.05848624999999999,0.002221249999999994,0.0024962499999999915,NA,NA,NA,BGS -2011-04-05,LS7,46.76901989111143,-91.4917547759649,lightNearShoreSediment,0.11802375,0.08773249999999999,0.053976249999999976,0.03957999999999999,0.004833749999999998,0.0024962499999999915,NA,NA,NA,BGS -2011-04-05,LS7,46.77525116161512,-91.45227265926567,lightNearShoreSediment,0.11201499999999998,0.07197500000000001,0.04286625,0.0542925,0.004833749999999998,0.0024962499999999915,NA,NA,NA,BGS -2011-04-05,LS7,46.79337931365151,-91.3885799388683,lightNearShoreSediment,0.09178875,0.06509999999999999,0.04880625000000001,0.02903375,0.004833749999999998,0.0024962499999999915,NA,NA,NA,BGS -2011-04-05,LS7,46.80370019316146,-91.35748856276678,lightNearShoreSediment,0.07775000000000001,0.06754749999999998,0.04715625,0.024895,0.004833749999999998,0.0024962499999999915,NA,NA,NA,BGS -2011-04-05,LS7,46.86694227278402,-91.22636152799608,lightNearShoreSediment,0.061305,0.0625425,0.040212499999999984,0.016204999999999997,0.004764999999999992,-2.1250000000000435e-4,NA,NA,NA,BGS -2011-04-05,LS7,46.590123754648815,-90.50292825177776,lightNearShoreSediment,0.11483374999999998,0.08417125,0.04719749999999999,0.03479499999999999,0.0020974999999999883,0.007721249999999999,NA,NA,NA,BGS -2011-04-05,LS7,46.58988781836403,-90.49709176496134,lightNearShoreSediment,0.09073,0.07741999999999999,0.0451075,0.02433125,0.004682499999999992,0.002441249999999992,NA,NA,NA,BGS -2011-04-05,LS7,46.5782076885984,-90.4778656907426,lightNearShoreSediment,0.09275124999999998,0.07973,0.05139125,0.02218624999999999,0.0020699999999999885,0.005067499999999989,NA,NA,NA,BGS +2011-04-05,LS7,46.95871883943683,-91.63882239186393,openWater,0.01252,0.02393249999999999,0.03204499999999999,0.00778999999999999,0.00740499999999999,0.00514999999999998,NA,NA,NA,BGS 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2015-07-21,LS7,46.75518431675509,-90.87320065242832,cloud,0.16119875,0.167455,0.151615,0.25031250000000005,0.22537,0.1814525,NA,NA,NA,BGS 2015-07-21,LS7,46.99755682009237,-91.30592390699516,other,0.1524125,0.08792499999999998,0.066859999999999975,0.13981749999999998,0.17443999999999998,0.13011,NA,NA,NA,BGS 2015-07-21,LS7,46.998142207540255,-91.30403563184868,other,0.14526250000000002,0.06983,0.0540175,0.15884749999999995,0.28556750000000003,0.2062025,NA,NA,NA,BGS -2015-10-09,LS7,46.81196939142264,-91.59744611508178,openWater,0.011365,0.021017499999999995,0.02288749999999999,0.01142,0.008078749999999996,-0.001106250000000003,NA,NA,NA,BGS -2015-10-09,LS7,46.82019265348949,-91.58680310971069,openWater,0.012657500000000002,0.020976249999999988,0.02567875,0.0057274999999999965,0.0012999999999999956,0.002344999999999986,NA,NA,NA,BGS 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2020-09-28,SEN2,47.186329828698845,-90.55616875009466,openWater,0.0011,0.0116,0.0135,2e-4,1e-4,1e-4,1e-4,15,14,BJM 2020-09-28,SEN2,47.14433289320583,-90.65561464318802,openWater,0.0012,0.0107,0.0126,0.0025,1e-4,1e-4,1e-4,3,15,BJM 2020-09-28,SEN2,47.14433289320583,-90.5066125679927,openWater,1e-4,0.006,0.0081,1e-4,1e-4,3.0000000000000003e-4,1e-4,11,16,BJM 2020-09-28,SEN2,47.070959462693146,-90.82178285607864,openWater,5e-4,0.0126,0.0142,7e-4,1e-4,1e-4,1e-4,1,6,BJM -2020-09-28,SEN2,47.05692755163012,-90.74968507775831,openWater,0.0027,0.018500000000000003,0.0209,0.0016,0.0011,1e-4,1e-4,9,11,BJM +2020-09-28,SEN2,47.05692755163012,-90.74968507775831,openWater,0.0027,0.0185,0.0209,0.0016,0.0011,1e-4,1e-4,9,11,BJM 2020-09-28,SEN2,47.13452447210601,-90.8142297554927,openWater,5e-4,0.0119,0.0127,1e-4,1e-4,1e-4,1e-4,2,15,BJM 2020-09-28,SEN2,47.15880868406661,-90.98795106896928,openWater,0.0011,0.0123,0.0178,1e-4,1e-4,1e-4,1e-4,2,2,BJM 2020-09-28,SEN2,47.06062649301672,-90.30398609351934,openWater,0.0016,0.011,0.0143,1e-4,1e-4,1e-4,1e-4,22,25.5,BJM 2020-09-28,SEN2,47.04425239777756,-90.21815540504278,openWater,0.0022,0.0149,0.0204,0.0016,5e-4,1e-4,2e-4,16,19,BJM 2020-09-28,SEN2,47.20590125159207,-90.32801868629278,openWater,0.0015,0.01095,0.01495,3.0000000000000003e-4,1e-4,1e-4,1e-4,6.5,30.5,BJM -2020-09-28,SEN2,47.23528156670748,-90.31428577613651,openWater,0.0015,0.00835,0.012050000000000002,4e-4,1e-4,1e-4,1e-4,8,24.5,BJM +2020-09-28,SEN2,47.23528156670748,-90.31428577613651,openWater,0.0015,0.00835,0.01205,4e-4,1e-4,1e-4,1e-4,8,24.5,BJM 2020-09-28,SEN2,47.23761264040167,-90.18244983863651,openWater,8e-4,0.0082,0.016,3.0000000000000003e-4,1e-4,1e-4,1e-4,4,21,BJM -2020-09-28,SEN2,47.28654150044425,-90.4282689304334,openWater,0.0023,0.008700000000000001,0.0135,8e-4,2e-4,1e-4,1e-4,16,30,BJM +2020-09-28,SEN2,47.28654150044425,-90.4282689304334,openWater,0.0023,0.0087,0.0135,8e-4,2e-4,1e-4,1e-4,16,30,BJM 2020-09-28,SEN2,47.00775649149031,-90.23695415898192,openWater,0.002,0.0132,0.0167,1e-4,1e-4,1e-4,1e-4,22,35,BJM -2020-09-28,SEN2,46.98949266829907,-90.196442074021,openWater,0.0013000000000000002,0.0123,0.018500000000000003,0.0012,1e-4,1e-4,1e-4,15,30,BJM -2020-09-28,SEN2,46.95997638129338,-90.15524334355224,openWater,0.004,0.0143,0.0191,0.004,0.0026000000000000003,0.001,0.0019,42,58,BJM -2020-09-28,SEN2,46.94450896707254,-90.13807720585692,openWater,0.0029,0.0147,0.0192,0.0028,0.0018000000000000002,1e-4,0.0012,29,39,BJM -2020-09-28,SEN2,46.65538254170508,-90.6741884668339,lightNearShoreSediment,0.0578,0.06860000000000001,0.057100000000000005,0.063,0.0645,0.067,0.07730000000000001,973,900,BJM +2020-09-28,SEN2,46.98949266829907,-90.196442074021,openWater,0.0013,0.0123,0.0185,0.0012,1e-4,1e-4,1e-4,15,30,BJM +2020-09-28,SEN2,46.95997638129338,-90.15524334355224,openWater,0.004,0.0143,0.0191,0.004,0.0026,0.001,0.0019,42,58,BJM 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2020-09-28,SEN2,46.99789400802868,-90.37412537856405,cloud,0.2912,0.2962,0.3028,0.3113,0.30660000000000004,0.30670000000000003,0.2972,3125,3591,BJM 2020-09-28,SEN2,47.11552175483602,-90.44636749339924,cloud,0.3214,0.3307,0.3557,0.33290000000000003,0.3169,0.3109,0.3196,3151,3251,BJM -2020-10-26,SEN2,46.86617171756793,-91.94097159138434,openWater,0.0121,0.02185,0.0354,0.00905,0.00665,0.007500000000000001,0.0061,19,38,BJM -2020-10-26,SEN2,46.857485953216525,-91.95813772907964,openWater,0.0094,0.0187,0.0332,0.0071,0.0047,0.0055000000000000005,0.004200000000000001,15,39,BJM -2020-10-26,SEN2,46.95284958561078,-91.67661430944857,openWater,0.00745,0.016050000000000002,0.02975,0.0046,0.0049,0.00595,0.00545,47,75.5,BJM -2020-10-26,SEN2,46.95261523299203,-91.69412376989776,openWater,0.008400000000000001,0.0179,0.0325,0.0074,0.0039,0.0057,0.0038,23,46,BJM -2020-10-26,SEN2,47.03668188127914,-91.61824944128448,openWater,0.00735,0.014350000000000002,0.02565,0.00555,0.00595,0.00375,0.00345,59,67.5,BJM 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-2020-10-26,SEN2,46.82255319457909,-91.73572167929508,openWater,0.0064,0.0158,0.0285,0.0018000000000000002,0.0031000000000000003,0.0033,0.0033,61,57,BJM -2020-10-26,SEN2,46.94203157362756,-91.42931601889336,openWater,0.0161,0.0353,0.06465,0.014050000000000002,0.01125,0.009750000000000002,0.008400000000000001,53.5,62,BJM -2020-10-26,SEN2,46.93370974565083,-91.4679398287078,openWater,0.011200000000000002,0.0239,0.043300000000000005,0.00965,0.00525,0.00455,0.00555,27.5,45,BJM -2020-10-26,SEN2,46.90885377393944,-91.47137305624688,openWater,0.01085,0.02725,0.046450000000000005,0.008400000000000001,0.00755,0.00795,0.005050000000000001,40,36,BJM -2020-10-26,SEN2,46.91190276823262,-91.45935675986016,openWater,0.01065,0.01985,0.032350000000000004,0.00835,0.006750000000000001,0.0077,0.007,58.5,62,BJM -2020-10-26,SEN2,46.90287255056266,-91.46742484457695,openWater,0.01335,0.030400000000000003,0.04875,0.01285,0.009400000000000002,0.00855,0.00875,82,96,BJM 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-2020-10-26,SEN2,46.703598409295246,-91.7656744802463,lightNearShoreSediment,0.0896,0.064,0.0452,0.0863,0.0573,0.057600000000000005,0.0529,334,300,BJM +2020-10-26,SEN2,46.70242118969601,-91.7708243215549,lightNearShoreSediment,0.0834,0.0563,0.0401,0.0821,0.0565,0.0578,0.0474,271,270,BJM +2020-10-26,SEN2,46.703598409295246,-91.7656744802463,lightNearShoreSediment,0.0896,0.064,0.0452,0.0863,0.0573,0.0576,0.0529,334,300,BJM 2020-10-26,SEN2,46.84997280760154,-91.87230704060308,cloud,0.5785,0.6079,0.6569,0.5758,0.5374,0.5291,0.6176,4826,4430,BJM 2020-10-26,SEN2,46.81380109290632,-92.00036642781012,cloud,0.33530000000000004,0.3462,0.3654,0.33240000000000003,0.32280000000000003,0.3181,0.3423,3272,3301,BJM 2020-10-26,SEN2,46.7982914768029,-91.86612723103278,cloud,0.7002,0.7063,0.7444000000000001,0.7150000000000001,0.6915,0.683,0.6943,5831,5638,BJM @@ -3095,11 +3095,11 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2020-10-26,SEN2,46.87342582417697,-91.54003760702813,cloud,0.50905,0.5391,0.59265,0.5102,0.49695,0.49245,0.5102,4030.5,3675.5,BJM 2020-10-26,SEN2,46.79544896055709,-91.53317115195,cloud,0.6167,0.6519,0.6945,0.6091,0.5751000000000001,0.5598000000000001,0.637,5200,4891,BJM 2020-10-26,SEN2,46.77711268048082,-91.51875159628594,cloud,0.8043,0.8540000000000001,0.9166,0.7996000000000001,0.7696000000000001,0.7491,0.8112,5861,5075,BJM -2020-11-30,SEN2,47.24836463699186,-91.29779311299916,openWater,0.006900000000000001,0.0228,0.0354,0.005200000000000001,0.0048,0.0018000000000000002,0.0029,19,8,BJM +2020-11-30,SEN2,47.24836463699186,-91.29779311299916,openWater,0.0069,0.0228,0.0354,0.0052,0.0048,0.0018,0.0029,19,8,BJM 2020-11-30,SEN2,47.23694371401341,-91.30671950460074,openWater,0.0077,0.0217,0.0349,0.0051,0.007,0.0025,0.003,1,1,BJM -2020-11-30,SEN2,47.22598663767449,-91.32491561055777,openWater,0.0058000000000000005,0.0148,0.0267,0.0028,0.0034,0.0032,0.004,1,11,BJM 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2020-11-30,SEN2,47.06461927189185,-91.41999158303096,cloud,0.4064,0.4295,0.4687,0.4065,0.3824,0.3737,0.4109,3311,2955,BJM 2020-11-30,SEN2,47.09548014737415,-91.478356451195,cloud,0.4293,0.4412,0.4608,0.4304,0.4048,0.3918,0.4305,3669,3406,BJM 2020-11-30,SEN2,47.120621413898256,-91.36714430928824,cloud,0.4279,0.4363,0.4558,0.4273,0.4177,0.4091,0.4234,3912,3783,BJM -2021-06-07,SEN2,46.75915833209032,-90.3041593905208,openWater,0.0126,0.02415,0.034350000000000006,0.01315,0.0111,0.01205,0.00995,64.5,64.5,BJM +2021-06-07,SEN2,46.75915833209032,-90.3041593905208,openWater,0.0126,0.02415,0.03435,0.01315,0.0111,0.01205,0.00995,64.5,64.5,BJM 2021-06-07,SEN2,46.76950609149491,-90.2279417391536,openWater,0.0133,0.0246,0.0367,0.0137,0.0111,0.0126,0.0103,74,70,BJM 2021-06-07,SEN2,46.73798626967951,-90.2718870516536,openWater,0.0118,0.02345,0.03425,0.01315,0.0109,0.01205,0.00955,69.5,54.5,BJM 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2022-06-23,SEN2,46.69975230609962,-91.95006838069342,cloud,0.627,0.6386000000000001,0.6752,0.6851,0.6475000000000001,0.6274000000000001,0.6444000000000001,5872,5532,BJM 2022-06-23,SEN2,46.7185856704306,-91.9486950896778,cloud,0.5856,0.5997,0.6345000000000001,0.6389,0.5946,0.5725,0.5748,5177,4575,BJM 2022-06-23,SEN2,46.78797691055059,-91.9655179046192,cloud,0.5011,0.5267000000000001,0.5621,0.5379,0.4917,0.4707,0.5337000000000001,5267,4754,BJM @@ -3204,23 +3204,23 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2022-06-23,SEN2,46.82257093312426,-92.00768455555644,other,0.1057,0.1044,0.0852,0.0944,0.0746,0.08360000000000001,0.07640000000000001,331,289,BJM 2022-06-23,SEN2,47.0157264006092,-91.67477926610512,other,0.09995,0.05395,0.04575,0.1208,0.13040000000000002,0.1218,0.0984,1454.5,1335,BJM 2022-06-23,SEN2,47.015463063753785,-91.67404970525308,other,0.08025000000000002,0.0495,0.04315000000000001,0.09585,0.10245,0.08075000000000002,0.083,1307,1021,BJM 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2022-11-30,SEN2,46.82237323907062,-91.7654493272111,openWater,0.0212,0.0358,0.0409,0.0165,0.0147,0.0115,0.0144,65,52,BJM 2022-11-30,SEN2,47.00094176472759,-91.51991100501384,openWater,0.021,0.0328,0.0375,0.0165,0.0118,0.0106,0.0151,63,74,BJM -2022-11-30,SEN2,47.01920167473961,-91.48248882483806,openWater,0.016300000000000002,0.028200000000000003,0.0381,0.0135,0.011,0.0118,0.0112,75,76,BJM -2022-11-30,SEN2,46.94526017930076,-91.44860353418244,openWater,0.013800000000000002,0.0263,0.029900000000000003,0.0118,0.0106,0.0083,0.0109,54,66,BJM +2022-11-30,SEN2,47.01920167473961,-91.48248882483806,openWater,0.0163,0.0282,0.0381,0.0135,0.011,0.0118,0.0112,75,76,BJM +2022-11-30,SEN2,46.94526017930076,-91.44860353418244,openWater,0.0138,0.0263,0.0299,0.0118,0.0106,0.0083,0.0109,54,66,BJM 2022-11-30,SEN2,46.954751943827226,-91.43727388330352,openWater,0.0193,0.0302,0.0339,0.0118,0.0088,0.0124,0.0136,64,60,BJM -2022-11-30,SEN2,46.91607125108204,-91.46697130151642,openWater,0.02275,0.032200000000000006,0.04055,0.018750000000000003,0.016850000000000004,0.01785,0.01665,92.5,105.5,BJM +2022-11-30,SEN2,46.91607125108204,-91.46697130151642,openWater,0.02275,0.0322,0.04055,0.01875,0.01685,0.01785,0.01665,92.5,105.5,BJM 2022-11-30,SEN2,46.85079191917024,-91.53308703777851,openWater,0.0187,0.0341,0.0432,0.0182,0.0125,0.0105,0.0143,57,72,BJM 2022-11-30,SEN2,46.86968988409459,-91.52570559856954,openWater,0.01825,0.03035,0.0403,0.0148,0.01175,0.00805,0.01425,56.5,59,BJM -2022-11-30,SEN2,46.87356255860527,-91.4851935136086,openWater,0.016350000000000003,0.02525,0.03935,0.0116,0.0086,0.0111,0.01295,61.5,57.5,BJM +2022-11-30,SEN2,46.87356255860527,-91.4851935136086,openWater,0.01635,0.02525,0.03935,0.0116,0.0086,0.0111,0.01295,61.5,57.5,BJM 2022-11-30,SEN2,46.82383640079607,-91.53656706182292,openWater,0.0244,0.0393,0.0477,0.0162,0.0153,0.0119,0.0161,60,63,BJM 2022-11-30,SEN2,46.74496508002223,-91.6515641697316,cloud,0.679,0.6635,0.671,0.6850499999999999,0.6675,0.6531,0.72235,6794,6837,BJM 2022-11-30,SEN2,46.774364669678,-91.59319930156754,cloud,0.3861,0.3993,0.4087,0.3894,0.37135,0.3556,0.37925,3027,2642,BJM @@ -3253,10 +3253,10 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2022-11-30,SEN2,46.69159294027418,-91.86700410295587,shorelineContamination,0.181,0.12860000000000002,0.0916,0.1773,0.1181,0.1139,0.1024,115,93,BJM 2022-11-30,SEN2,46.69500794590686,-91.79074058264226,shorelineContamination,0.2152,0.1456,0.1048,0.2042,0.1335,0.1263,0.1216,182,232,BJM 2023-04-11,SEN2,47.02169745876656,-91.59336751378969,openWater,0.01865,0.0209,0.02325,0.01985,0.0191,0.0216,0.02355,173,187,BJM -2023-04-11,SEN2,46.870821694470685,-91.6643329994546,openWater,0.01765,0.03605,0.0403,0.01565,0.01345,0.01385,0.014000000000000002,109.5,113,BJM 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2023-04-11,SEN2,46.69316157087183,-91.85267962189108,lightNearShoreSediment,0.13140000000000002,0.1014,0.08030000000000001,0.1297,0.08020000000000001,0.07490000000000001,0.06770000000000001,153,144,BJM 2023-04-11,SEN2,46.68904039349167,-91.89482248993308,lightNearShoreSediment,0.1353,0.1098,0.0859,0.1305,0.0779,0.0724,0.0661,172,148,BJM 2023-04-11,SEN2,46.683446864061885,-91.92597902985008,lightNearShoreSediment,0.16290000000000002,0.1287,0.1037,0.16390000000000002,0.1067,0.1025,0.08940000000000001,220,200,BJM @@ -3269,20 +3269,20 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2023-04-11,SEN2,46.75765542358738,-91.5210501303626,lightNearShoreSediment,0.1342,0.106,0.08750000000000001,0.1433,0.1099,0.106,0.0971,268,246,BJM 2023-04-11,SEN2,46.79273838805034,-91.39225175632431,lightNearShoreSediment,0.1393,0.13090000000000002,0.1171,0.1378,0.1048,0.0995,0.0966,371,342,BJM 2023-04-11,SEN2,46.78341861346536,-91.9232741965195,offShoreSediment,0.1252,0.1171,0.0882,0.1126,0.0612,0.0553,0.0516,232,206,BJM -2023-04-11,SEN2,46.78882548129915,-91.90782467259372,offShoreSediment,0.1146,0.1063,0.07880000000000001,0.0991,0.048400000000000006,0.0435,0.039900000000000005,160,157,BJM +2023-04-11,SEN2,46.78882548129915,-91.90782467259372,offShoreSediment,0.1146,0.1063,0.07880000000000001,0.0991,0.0484,0.0435,0.0399,160,157,BJM 2023-04-11,SEN2,46.78694489321473,-91.89168850316013,offShoreSediment,0.1068,0.1027,0.0748,0.0901,0.0419,0.0378,0.0344,134,124,BJM 2023-04-11,SEN2,46.7227304457525,-91.88825527562106,offShoreSediment,0.1132,0.1037,0.0763,0.0972,0.0454,0.041,0.0375,118,117,BJM 2023-04-11,SEN2,46.716846177341104,-91.94250027073824,offShoreSediment,0.131,0.1175,0.08950000000000001,0.1194,0.0683,0.06280000000000001,0.056,214,197,BJM 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2023-04-11,SEN2,46.8577394726792,-91.87442915219223,offShoreSediment,0.0458,0.07780000000000001,0.0611,0.0335,0.0184,0.0178,0.0165,94,95,BJM -2023-04-11,SEN2,46.86079137343723,-91.84284345883287,offShoreSediment,0.028000000000000004,0.05805,0.05160000000000001,0.0215,0.01455,0.0159,0.0159,112,112.5,BJM +2023-04-11,SEN2,46.86079137343723,-91.84284345883287,offShoreSediment,0.028,0.05805,0.05160000000000001,0.0215,0.01455,0.0159,0.0159,112,112.5,BJM 2023-04-11,SEN2,46.78413856465224,-91.54875704110115,offShoreSediment,0.0599,0.0867,0.0698,0.0489,0.0301,0.0297,0.0273,135,141,BJM 2023-04-11,SEN2,46.79401143381687,-91.5449804908082,offShoreSediment,0.042,0.0755,0.06860000000000001,0.0361,0.0255,0.0258,0.0273,146,151,BJM 2023-04-11,SEN2,46.77379361649476,-91.52129122078868,offShoreSediment,0.0703,0.0917,0.08220000000000001,0.0613,0.0468,0.0461,0.0455,211,211,BJM @@ -3339,49 +3339,49 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2023-04-11,SEN2,46.79089051179791,-91.43755480127992,other,0.14500000000000002,0.16790000000000002,0.1537,0.1469,0.1288,0.1216,0.1097,314,287,BJM 2023-04-11,SEN2,46.78289786531232,-91.45540758448304,other,0.30970000000000003,0.3215,0.3059,0.3063,0.2748,0.2451,0.2321,273,269,BJM 2023-04-11,SEN2,46.80029210593649,-91.38742967920962,other,0.3055,0.31820000000000004,0.3042,0.30060000000000003,0.277,0.255,0.232,334,313,BJM -1984-08-08,LS5,47.24468880998832,-91.12325977820714,openWater,0.015435000000000004,0.024895,0.02401500000000001,0.019202499999999983,0.002537499999999998,0.0015199999999999936,NA,NA,NA,FYC -1984-08-08,LS5,47.02982933147007,-91.50503468055088,openWater,0.012190000000000006,0.029239999999999988,0.022612500000000008,0.015270000000000006,0.0025924999999999976,0.0015475000000000072,NA,NA,NA,FYC 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-1984-08-08,LS5,46.682327120612094,-91.93422797345356,lightNearShoreSediment,0.13011,0.108495,0.05500749999999999,0.0568225,0.008202500000000001,0.005479999999999985,NA,NA,NA,FYC -1984-08-08,LS5,46.687096475684186,-91.90813544415668,lightNearShoreSediment,0.11292249999999998,0.1044525,0.052917500000000006,0.040212499999999984,0.0053975,0.001574999999999993,NA,NA,NA,FYC -1984-08-08,LS5,46.70885830506808,-91.75232265034202,lightNearShoreSediment,0.09953,0.0973025,0.04744499999999999,0.0328975,0.005754999999999982,0.005644999999999983,NA,NA,NA,FYC -1984-08-08,LS5,46.768588081273,-91.48463408933024,lightNearShoreSediment,0.14186625,0.10911374999999998,0.04975500000000001,0.06775375,0.005892500000000009,0.0018499999999999903,NA,NA,NA,FYC -1984-08-08,LS5,46.76941112718492,-91.47519271359782,lightNearShoreSediment,0.13176000000000002,0.107175,0.050635,0.05349499999999999,0.014060000000000005,0.00568624999999999,NA,NA,NA,FYC -1984-08-08,LS5,46.77317346262454,-91.4613739727531,lightNearShoreSediment,0.08434999999999998,0.08980875000000002,0.0477475,0.03309000000000001,0.00310125,0.005672499999999997,NA,NA,NA,FYC -1984-08-08,LS5,46.77429035536376,-91.45021598325114,lightNearShoreSediment,0.11318375,0.10137249999999998,0.04960375,0.04528625,0.005837500000000009,0.0018087499999999976,NA,NA,NA,FYC -1984-08-08,LS5,46.75659486511508,-91.524114505016,lightNearShoreSediment,0.1486175,0.10922375,0.05543375,0.07795624999999998,0.00865624999999999,0.009591249999999996,NA,NA,NA,FYC -1984-08-08,LS5,46.61192841297815,-90.84466762898728,lightNearShoreSediment,0.1089075,0.09269624999999998,0.05018125000000001,0.04481875,0.004366250000000002,0.0017399999999999916,NA,NA,NA,FYC -1984-08-08,LS5,46.628245369137325,-90.78794274580888,lightNearShoreSediment,0.10041,0.09640875000000002,0.048985,0.03665125,0.008436249999999992,0.0017399999999999916,NA,NA,NA,FYC -1984-08-08,LS5,46.635777862584646,-90.77240221639634,lightNearShoreSediment,0.1037925,0.09063375,0.04444749999999999,0.04073500000000001,0.003004999999999994,0.005603749999999991,NA,NA,NA,FYC -1984-08-08,LS5,46.59100734914698,-90.9448494448443,lightNearShoreSediment,0.08223249999999999,0.07774999999999999,0.04054250000000001,0.049315,0.005975000000000008,0.0057274999999999965,NA,NA,NA,FYC -1984-08-08,LS5,46.583958424568,-90.90635438106256,lightNearShoreSediment,0.08545000000000003,0.08140750000000002,0.04749999999999999,0.04111999999999999,0.008614999999999984,0.00952249999999999,NA,NA,NA,FYC -1984-08-08,LS5,46.93575296151255,-90.82981537860184,lightNearShoreSediment,0.054842500000000016,0.05814249999999999,0.031907500000000005,0.0448875,0.002950000000000008,0.0017125000000000057,NA,NA,NA,FYC -1984-08-08,LS5,46.93452918165946,-90.93643237778286,lightNearShoreSediment,0.05489749999999999,0.062102500000000005,0.035674999999999985,0.02855250000000001,0.008394999999999986,0.001684999999999992,NA,NA,NA,FYC -1984-08-08,LS5,46.964035673187816,-90.51748190544578,lightNearShoreSediment,0.04609749999999999,0.06380750000000002,0.043155,0.031082499999999985,0.01337250000000001,0.0053425,NA,NA,NA,FYC -1984-08-08,LS5,46.69924949923422,-91.8767596062568,offShoreSediment,0.02995500000000001,0.04934250000000001,0.03069749999999999,0.027892499999999987,0.005424999999999985,0.005479999999999985,NA,NA,NA,FYC -1984-08-08,LS5,46.73218666132066,-91.84370938623856,offShoreSediment,0.027150000000000007,0.04211000000000001,0.02979000000000001,0.024262499999999992,0.0056174999999999975,0.001684999999999992,NA,NA,NA,FYC -1984-08-08,LS5,46.719948807583485,-91.75719205225418,offShoreSediment,0.02442749999999999,0.042935,0.02739749999999999,0.024785,0.003032499999999993,0.005644999999999983,NA,NA,NA,FYC -1984-08-08,LS5,46.757009751033664,-91.59706432993484,offShoreSediment,0.028263750000000004,0.0512125,0.02888249999999999,0.02510124999999999,0.005906250000000002,0.0018362499999999976,NA,NA,NA,FYC -1984-08-08,LS5,46.74765586151828,-92.01780982270984,offShoreSediment,0.0326775,0.0445025,0.02745249999999999,0.023162500000000003,0.0051775000000000015,0.005369999999999986,NA,NA,NA,FYC -1984-08-08,LS5,46.763983535012336,-91.5039166802831,offShoreSediment,0.05221624999999999,0.07066875,0.04271499999999999,0.03326875,0.003183749999999999,0.00571374999999999,NA,NA,NA,FYC +1984-08-08,LS5,47.24468880998832,-91.12325977820714,openWater,0.015435,0.024895,0.02401500000000001,0.01920249999999998,0.00253749999999999,0.00151999999999999,NA,NA,NA,FYC +1984-08-08,LS5,47.02982933147007,-91.50503468055088,openWater,0.01219,0.02923999999999998,0.0226125,0.01527,0.00259249999999999,0.0015475,NA,NA,NA,FYC 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+1984-08-08,LS5,46.74765586151828,-92.01780982270984,offShoreSediment,0.0326775,0.0445025,0.02745249999999999,0.0231625,0.0051775,0.00536999999999998,NA,NA,NA,FYC +1984-08-08,LS5,46.763983535012336,-91.5039166802831,offShoreSediment,0.05221624999999999,0.07066875,0.04271499999999999,0.03326875,0.00318374999999999,0.00571374999999999,NA,NA,NA,FYC 1984-08-08,LS5,46.77462428270661,-91.47919744200183,offShoreSediment,0.05202374999999998,0.07428500000000002,0.04220625,0.02906125,0.00312875,0.00568624999999999,NA,NA,NA,FYC -1984-08-08,LS5,46.80872104776867,-91.42483183676464,offShoreSediment,0.02416625,0.0387825,0.026875,0.02461999999999999,0.0016162499999999996,0.00949499999999999,NA,NA,NA,FYC -1984-08-08,LS5,46.89747109806997,-91.10691496664744,offShoreSediment,0.02767249999999999,0.05060749999999997,0.03237499999999999,0.020549999999999985,0.003032499999999993,0.0017399999999999916,NA,NA,NA,FYC -1984-08-08,LS5,46.83077373970895,-91.30471033526936,offShoreSediment,0.03006500000000001,0.05123999999999998,0.03168750000000001,0.02518374999999999,0.0059474999999999945,0.0018637499999999971,NA,NA,NA,FYC -1984-08-08,LS5,46.59226485755171,-90.93031063841076,offShoreSediment,0.03506999999999999,0.06240499999999999,0.03333749999999999,0.03322749999999999,0.0032524999999999915,0.0018499999999999903,NA,NA,NA,FYC -1984-08-08,LS5,46.59385733769808,-90.88988438413833,offShoreSediment,0.034519999999999995,0.050277499999999975,0.030615000000000003,0.028744999999999996,0.00581000000000001,0.0017675000000000052,NA,NA,NA,FYC -1984-08-08,LS5,46.6646203526397,-90.68684601678969,offShoreSediment,0.027480000000000004,0.04618,0.029075000000000004,0.02453749999999999,0.005768750000000003,0.0017537499999999984,NA,NA,NA,FYC -1984-08-08,LS5,46.64824288807925,-90.6581785668385,offShoreSediment,0.027425000000000005,0.04222,0.03168749999999999,0.02452375,0.0057274999999999965,0.011378749999999991,NA,NA,NA,FYC -1984-08-08,LS5,46.627263064472,-90.6281378258717,offShoreSediment,0.027397500000000005,0.046125,0.036307500000000006,0.026503750000000006,0.00571374999999999,0.0017400000000000054,NA,NA,NA,FYC -1984-08-08,LS5,46.93980583457241,-90.99506627910368,offShoreSediment,0.027150000000000007,0.04615249999999999,0.0297075,0.020137500000000003,0.0056174999999999975,0.0016575000000000062,NA,NA,NA,FYC -1984-08-08,LS5,46.9737843829435,-90.9916330515646,offShoreSediment,0.026599999999999985,0.0415875,0.02882750000000001,0.019697500000000007,0.005452499999999999,0.00941249999999999,NA,NA,NA,FYC -1984-08-08,LS5,47.01570055827582,-90.97172033183804,offShoreSediment,0.026599999999999985,0.045520000000000005,0.030560000000000004,0.01975250000000001,0.005479999999999985,0.00941249999999999,NA,NA,NA,FYC -1984-08-08,LS5,46.9646474462802,-90.70235948670393,offShoreSediment,0.023519999999999985,0.04585,0.0384525,0.020027500000000004,0.005589999999999984,0.009440000000000004,NA,NA,NA,FYC -1984-08-08,LS5,47.0421568019129,-90.66128582976197,offShoreSediment,0.0263525,0.04519000000000001,0.031962500000000005,0.019559999999999998,0.002674999999999983,0.001574999999999993,NA,NA,NA,FYC +1984-08-08,LS5,46.80872104776867,-91.42483183676464,offShoreSediment,0.02416625,0.0387825,0.026875,0.02461999999999999,0.00161624999999999,0.00949499999999999,NA,NA,NA,FYC +1984-08-08,LS5,46.89747109806997,-91.10691496664744,offShoreSediment,0.02767249999999999,0.05060749999999997,0.03237499999999999,0.02054999999999998,0.00303249999999999,0.00173999999999999,NA,NA,NA,FYC +1984-08-08,LS5,46.83077373970895,-91.30471033526936,offShoreSediment,0.03006500000000001,0.05123999999999998,0.03168750000000001,0.02518374999999999,0.00594749999999999,0.00186374999999999,NA,NA,NA,FYC 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+1984-08-08,LS5,46.93980583457241,-90.99506627910368,offShoreSediment,0.02715,0.04615249999999999,0.0297075,0.0201375,0.00561749999999999,0.0016575,NA,NA,NA,FYC +1984-08-08,LS5,46.9737843829435,-90.9916330515646,offShoreSediment,0.02659999999999998,0.0415875,0.02882750000000001,0.0196975,0.00545249999999999,0.00941249999999999,NA,NA,NA,FYC +1984-08-08,LS5,47.01570055827582,-90.97172033183804,offShoreSediment,0.02659999999999998,0.04552,0.03056,0.01975250000000001,0.00547999999999998,0.00941249999999999,NA,NA,NA,FYC +1984-08-08,LS5,46.9646474462802,-90.70235948670393,offShoreSediment,0.02351999999999998,0.04585,0.0384525,0.0200275,0.00558999999999998,0.00944,NA,NA,NA,FYC +1984-08-08,LS5,47.0421568019129,-90.66128582976197,offShoreSediment,0.0263525,0.04519000000000001,0.0319625,0.01955999999999999,0.00267499999999998,0.00157499999999999,NA,NA,NA,FYC 1984-08-08,LS5,46.849205139060544,-91.91929361047364,cloud,0.26858625,0.27333,0.24985875,0.29209875,0.30771875,0.28819375,NA,NA,NA,FYC 1984-08-08,LS5,46.83863784865612,-91.9786884468994,cloud,0.31429125,0.30386875,0.27543375000000003,0.3449125,0.37358125,0.3213725,NA,NA,NA,FYC 1984-08-08,LS5,46.80903837692046,-92.00615426721193,cloud,0.199685,0.210905,0.1856875,0.22207,0.25788875,0.2232525,NA,NA,NA,FYC @@ -3405,7 +3405,7 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1985-04-05,LS5,46.76046039741991,-91.74601553308212,cloud,0.3719175,0.39235,0.38366000000000006,0.318595,0.14270500000000003,0.14190750000000002,NA,NA,NA,FYC 1985-04-05,LS5,46.8300326261065,-91.58259390222275,cloud,0.31458,0.31559750000000003,0.3065225,0.32681750000000004,0.30908,0.29335,NA,NA,NA,FYC 1985-04-05,LS5,46.86901012041287,-91.60387991296494,cloud,0.400655,0.396585,0.37323750000000006,0.4139925,0.3809925,0.33861500000000005,NA,NA,NA,FYC -1985-04-05,LS5,46.7877359074546,-91.94308279382432,cloud,0.5640875000000001,0.5637025,1.6022125,0.488875,0.0222,0.019092499999999984,NA,NA,NA,FYC +1985-04-05,LS5,46.7877359074546,-91.94308279382432,cloud,0.5640875000000001,0.5637025,1.6022125,0.488875,0.0222,0.01909249999999998,NA,NA,NA,FYC 1985-04-05,LS5,46.929064548630365,-91.5798473201915,cloud,0.15222000000000002,0.1639625,0.16107500000000002,0.14826,0.11704750000000004,0.09699999999999998,NA,NA,NA,FYC 1985-04-05,LS5,46.96722497987744,-91.3739018122686,cloud,0.3540975,0.356215,0.3445,0.3642175,0.3464525,0.3344075,NA,NA,NA,FYC 1985-04-05,LS5,46.94754107094408,-91.17752119703422,cloud,0.2711025,0.2785825,0.2752,0.276685,0.271405,0.2357375,NA,NA,NA,FYC @@ -3422,26 +3422,26 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1985-04-05,LS5,46.91590443646876,-90.4173236788194,cloud,0.8100475,0.7981674999999999,1.6022125,0.8292975,0.64238,0.494265,NA,NA,NA,FYC 1985-04-05,LS5,47.20684571012156,-90.13305243858504,cloud,0.32717500000000005,0.33803750000000005,0.336965,0.341585,0.30748499999999995,0.25111,NA,NA,NA,FYC 1985-04-05,LS5,46.79287208658423,-90.36738912631664,cloud,0.6887725,0.6759299999999999,1.6022125,0.6984250000000001,0.5047975,0.3553625,NA,NA,NA,FYC -1991-09-13,LS5,46.73400889876002,-91.65658581200442,lightNearShoreSediment,0.12296,0.11751499999999998,0.08182,0.07992250000000001,0.028277499999999983,0.02434500000000001,NA,NA,NA,FYC -1991-09-13,LS5,46.74159707024011,-91.63160908165774,lightNearShoreSediment,0.1186975,0.1126475,0.07483499999999998,0.06996750000000002,0.025032499999999985,0.015105000000000007,NA,NA,NA,FYC -1991-09-13,LS5,46.75865185171197,-91.5647469753345,lightNearShoreSediment,0.0891075,0.08352500000000002,0.05195499999999997,0.04037750000000001,0.012107499999999992,0.010512500000000008,NA,NA,NA,FYC +1991-09-13,LS5,46.73400889876002,-91.65658581200442,lightNearShoreSediment,0.12296,0.11751499999999998,0.08182,0.07992250000000001,0.02827749999999998,0.02434500000000001,NA,NA,NA,FYC +1991-09-13,LS5,46.74159707024011,-91.63160908165774,lightNearShoreSediment,0.1186975,0.1126475,0.07483499999999998,0.06996750000000002,0.02503249999999998,0.015105,NA,NA,NA,FYC +1991-09-13,LS5,46.75865185171197,-91.5647469753345,lightNearShoreSediment,0.0891075,0.08352500000000002,0.05195499999999997,0.04037750000000001,0.01210749999999999,0.0105125,NA,NA,NA,FYC 1991-09-13,LS5,46.75941625001969,-91.58757793846928,lightNearShoreSediment,0.110365,0.11289500000000002,0.08008749999999998,0.06518249999999998,0.03157750000000001,0.01975250000000001,NA,NA,NA,FYC -1991-09-13,LS5,46.76872376484967,-91.5658390350429,lightNearShoreSediment,0.08913500000000002,0.09337,0.06372499999999998,0.04037750000000001,0.018625000000000003,0.015132499999999991,NA,NA,NA,FYC -1991-09-13,LS5,46.75930867352352,-91.52666886210562,lightNearShoreSediment,0.06776749999999998,0.073625,0.044749999999999984,0.03534499999999999,0.015352499999999991,0.010512500000000008,NA,NA,NA,FYC -1991-09-13,LS5,46.77271330769628,-91.47482712626578,lightNearShoreSediment,0.06336750000000002,0.0784375,0.04926,0.04024,0.012052499999999994,0.015132499999999991,NA,NA,NA,FYC -1991-09-13,LS5,46.78329355746576,-91.42744858622672,lightNearShoreSediment,0.07189250000000003,0.07346000000000003,0.04917749999999999,0.05019499999999999,0.018570000000000003,0.015132499999999991,NA,NA,NA,FYC -1991-09-13,LS5,46.7791960721453,-91.5148209495929,lightNearShoreSediment,0.06336750000000002,0.07346000000000003,0.049095,0.030312499999999992,0.00883500000000001,0.010512500000000008,NA,NA,NA,FYC -1991-09-13,LS5,46.77425850521863,-91.547436611214,lightNearShoreSediment,0.06774000000000002,0.07854749999999999,0.05168,0.03036749999999999,0.012080000000000007,0.005920000000000009,NA,NA,NA,FYC -1991-09-13,LS5,46.729026372667285,-91.70230982972063,offShoreSediment,0.05019499999999999,0.0830575,0.058087500000000014,0.03999249999999999,0.018515000000000004,0.010484999999999994,NA,NA,NA,FYC -1991-09-13,LS5,46.73314449804993,-91.68308375550188,offShoreSediment,0.08030749999999998,0.10772500000000002,0.0841575,0.06994,0.031549999999999995,0.019724999999999996,NA,NA,NA,FYC -1991-09-13,LS5,46.74890812883022,-91.6504680938808,offShoreSediment,0.07180999999999998,0.09799000000000002,0.07964749999999998,0.0600675,0.03479499999999999,0.019724999999999996,NA,NA,NA,FYC -1991-09-13,LS5,46.7584346557165,-91.62574885559954,offShoreSediment,0.07200250000000002,0.09326,0.07527499999999998,0.0502225,0.021842499999999987,0.010512500000000008,NA,NA,NA,FYC -1991-09-13,LS5,46.77242736308357,-91.58128855896868,offShoreSediment,0.07202999999999998,0.0981825,0.0800325,0.05528250000000001,0.025087499999999985,0.015132499999999991,NA,NA,NA,FYC -1991-09-13,LS5,46.83347942828731,-91.47156228260071,offShoreSediment,0.037655,0.06856499999999999,0.053879999999999983,0.025335,0.005562499999999998,0.0012725000000000095,NA,NA,NA,FYC -1991-09-13,LS5,46.80129201332572,-91.45164956287417,offShoreSediment,0.0505525,0.06856499999999999,0.053879999999999983,0.020329999999999987,0.005562499999999998,0.005920000000000009,NA,NA,NA,FYC -1991-09-13,LS5,46.81774054500632,-91.39259804920228,offShoreSediment,0.05486999999999997,0.07849250000000002,0.05882999999999999,0.0353175,0.015325000000000004,0.005920000000000009,NA,NA,NA,FYC -1991-09-13,LS5,46.84985964084756,-91.36989591883663,offShoreSediment,0.067795,0.0933425,0.061360000000000026,0.0353725,0.012080000000000007,0.010512500000000008,NA,NA,NA,FYC -1991-09-13,LS5,46.8499758852853,-91.39401744408212,offShoreSediment,0.06339499999999998,0.08333249999999998,0.05624499999999999,0.03034000000000001,0.00883500000000001,-0.0033475000000000037,NA,NA,NA,FYC +1991-09-13,LS5,46.76872376484967,-91.5658390350429,lightNearShoreSediment,0.08913500000000002,0.09337,0.06372499999999998,0.04037750000000001,0.018625,0.01513249999999999,NA,NA,NA,FYC +1991-09-13,LS5,46.75930867352352,-91.52666886210562,lightNearShoreSediment,0.06776749999999998,0.073625,0.04474999999999998,0.03534499999999999,0.01535249999999999,0.0105125,NA,NA,NA,FYC +1991-09-13,LS5,46.77271330769628,-91.47482712626578,lightNearShoreSediment,0.06336750000000002,0.0784375,0.04926,0.04024,0.01205249999999999,0.01513249999999999,NA,NA,NA,FYC +1991-09-13,LS5,46.78329355746576,-91.42744858622672,lightNearShoreSediment,0.07189250000000003,0.07346000000000003,0.04917749999999999,0.05019499999999999,0.01857,0.01513249999999999,NA,NA,NA,FYC +1991-09-13,LS5,46.7791960721453,-91.5148209495929,lightNearShoreSediment,0.06336750000000002,0.07346000000000003,0.049095,0.03031249999999999,0.00883500000000001,0.0105125,NA,NA,NA,FYC +1991-09-13,LS5,46.77425850521863,-91.547436611214,lightNearShoreSediment,0.06774000000000002,0.07854749999999999,0.05168,0.03036749999999999,0.01208,0.00592,NA,NA,NA,FYC +1991-09-13,LS5,46.729026372667285,-91.70230982972063,offShoreSediment,0.05019499999999999,0.0830575,0.05808750000000001,0.03999249999999999,0.018515,0.01048499999999999,NA,NA,NA,FYC +1991-09-13,LS5,46.73314449804993,-91.68308375550188,offShoreSediment,0.08030749999999998,0.10772500000000002,0.0841575,0.06994,0.03154999999999999,0.01972499999999999,NA,NA,NA,FYC +1991-09-13,LS5,46.74890812883022,-91.6504680938808,offShoreSediment,0.07180999999999998,0.09799000000000002,0.07964749999999998,0.0600675,0.03479499999999999,0.01972499999999999,NA,NA,NA,FYC +1991-09-13,LS5,46.7584346557165,-91.62574885559954,offShoreSediment,0.07200250000000002,0.09326,0.07527499999999998,0.0502225,0.02184249999999998,0.0105125,NA,NA,NA,FYC +1991-09-13,LS5,46.77242736308357,-91.58128855896868,offShoreSediment,0.07202999999999998,0.0981825,0.0800325,0.05528250000000001,0.02508749999999998,0.01513249999999999,NA,NA,NA,FYC +1991-09-13,LS5,46.83347942828731,-91.47156228260071,offShoreSediment,0.037655,0.06856499999999999,0.053879999999999983,0.025335,0.00556249999999999,0.0012725,NA,NA,NA,FYC +1991-09-13,LS5,46.80129201332572,-91.45164956287417,offShoreSediment,0.0505525,0.06856499999999999,0.053879999999999983,0.02032999999999998,0.00556249999999999,0.00592,NA,NA,NA,FYC +1991-09-13,LS5,46.81774054500632,-91.39259804920228,offShoreSediment,0.05486999999999997,0.07849250000000002,0.05882999999999999,0.0353175,0.015325,0.00592,NA,NA,NA,FYC +1991-09-13,LS5,46.84985964084756,-91.36989591883663,offShoreSediment,0.067795,0.0933425,0.06136000000000002,0.0353725,0.01208,0.0105125,NA,NA,NA,FYC +1991-09-13,LS5,46.8499758852853,-91.39401744408212,offShoreSediment,0.06339499999999998,0.08333249999999998,0.05624499999999999,0.03034000000000001,0.00883500000000001,-0.0033475,NA,NA,NA,FYC 1991-09-13,LS5,46.83282854183469,-91.6755864231304,cloud,0.2117025,0.233675,0.23791,0.21329750000000003,0.1486175,0.1168,NA,NA,NA,FYC 1991-09-13,LS5,46.81614967598888,-91.92380877420462,cloud,0.525285,0.5282275000000001,1.6022125,0.5547375000000001,0.4943475,0.42117,NA,NA,NA,FYC 1991-09-13,LS5,46.809335693004776,-91.5715596286968,cloud,0.2860625,0.308695,0.31227,0.2957425,0.21316,0.17655749999999998,NA,NA,NA,FYC @@ -3467,32 +3467,32 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1991-09-13,LS5,46.79193903252682,-91.37935979720444,shorelineContamination,0.10173,0.09812749999999998,0.07301999999999997,0.2273225,0.1805175,0.12565500000000002,NA,NA,NA,FYC 1991-09-13,LS5,46.79035709138245,-91.3889771189295,shorelineContamination,0.09320499999999998,0.0931225,0.06573249999999997,0.1046725,0.067245,0.06581500000000001,NA,NA,NA,FYC 1991-09-13,LS5,46.79086091943847,-91.3871384646498,shorelineContamination,0.06334000000000001,0.07346000000000003,0.05396250000000002,0.05014000000000002,0.021815,0.02434500000000001,NA,NA,NA,FYC -1991-09-13,LS5,46.75787503701854,-91.63694403430748,other,0.25710500000000003,0.10797250000000004,0.1009875,0.08500999999999997,0.04783000000000001,0.033585000000000004,NA,NA,NA,FYC -1991-09-13,LS5,46.76609278643233,-91.59842288336873,other,0.08487250000000002,0.3914425,0.0941125,0.07018750000000001,0.04133999999999999,0.028992500000000004,NA,NA,NA,FYC -2008-09-03,LS7,47.19360492498222,-90.67136613961942,openWater,0.006882499999999986,0.011667499999999996,0.0144725,0.004077499999999984,0.0036650000000000016,0.004682500000000006,NA,NA,NA,FYC -2008-09-03,LS7,47.12804522689975,-90.55483882980305,openWater,0.002537499999999998,0.01628750000000001,0.01645250000000001,0.008477499999999999,0.0036650000000000016,0.001877500000000004,NA,NA,NA,FYC -2008-09-03,LS7,47.06027748338973,-90.51953341360051,openWater,0.006772499999999987,0.018625000000000003,0.018515000000000004,0.003994999999999999,0.0036650000000000016,0.004627500000000007,NA,NA,NA,FYC -2008-09-03,LS7,47.29277868532033,-90.93290363266875,openWater,8.599999999999997e-4,0.012052499999999994,0.018762499999999988,0.0027850000000000097,0.003307499999999991,0.004489999999999994,NA,NA,NA,FYC -2008-09-03,LS7,47.06882057280506,-90.68354851547087,openWater,0.0062500000000000056,0.018047499999999998,0.020027500000000004,0.003637499999999988,0.0089450000000000085,0.0018225000000000049,NA,NA,NA,FYC -2008-09-03,LS7,47.20802004094575,-90.44152073586268,openWater,0.0066900000000000015,0.013784999999999992,0.01854249999999999,0.008394999999999986,0.006332499999999991,0.010209999999999997,NA,NA,NA,FYC -2008-09-03,LS7,47.25837431541591,-90.17098240578456,openWater,0.009000000000000008,0.016424999999999995,0.020962499999999995,0.008559999999999984,0.0063600000000000045,0.004682500000000006,NA,NA,NA,FYC -2008-09-03,LS7,47.065557449482135,-90.140083357933,openWater,0.01337250000000001,0.021237499999999992,0.02536250000000001,0.013124999999999998,0.00638749999999999,0.007432500000000008,NA,NA,NA,FYC -2008-09-03,LS7,47.14734495201548,-90.31861118996424,openWater,0.011007500000000003,0.02099000000000001,0.022887500000000005,0.008449999999999985,0.011749999999999984,0.007432500000000008,NA,NA,NA,FYC -2008-09-03,LS7,47.00706086073741,-90.22591404640956,openWater,0.01331750000000001,0.01879,0.025225,0.008614999999999984,0.011777499999999996,0.012932499999999986,NA,NA,NA,FYC -2008-09-03,LS7,46.69022409557538,-91.83082476779856,lightNearShoreSediment,0.09677999999999998,0.08677000000000001,0.05195499999999997,0.025252499999999983,0.001574999999999993,0.003692499999999988,NA,NA,NA,FYC -2008-09-03,LS7,46.6906950928695,-91.8243445508186,lightNearShoreSediment,0.11927500000000002,0.09183000000000002,0.059077500000000005,0.03949749999999999,0.01274,7.774999999999865e-4,NA,NA,NA,FYC -2008-09-03,LS7,46.69528585298973,-91.79046574904292,lightNearShoreSediment,0.1662725,0.1071475,0.05665749999999997,0.07747500000000002,0.0071299999999999975,0.0036650000000000016,NA,NA,NA,FYC +1991-09-13,LS5,46.75787503701854,-91.63694403430748,other,0.25710500000000003,0.10797250000000004,0.1009875,0.08500999999999997,0.04783000000000001,0.033585,NA,NA,NA,FYC +1991-09-13,LS5,46.76609278643233,-91.59842288336873,other,0.08487250000000002,0.3914425,0.0941125,0.07018750000000001,0.04133999999999999,0.0289925,NA,NA,NA,FYC +2008-09-03,LS7,47.19360492498222,-90.67136613961942,openWater,0.00688249999999998,0.01166749999999999,0.0144725,0.00407749999999998,0.003665,0.0046825,NA,NA,NA,FYC +2008-09-03,LS7,47.12804522689975,-90.55483882980305,openWater,0.00253749999999999,0.01628750000000001,0.01645250000000001,0.00847749999999999,0.003665,0.0018775,NA,NA,NA,FYC 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+2008-09-03,LS7,46.69528585298973,-91.79046574904292,lightNearShoreSediment,0.1662725,0.1071475,0.05665749999999997,0.07747500000000002,0.00712999999999999,0.003665,NA,NA,NA,FYC 2008-09-03,LS7,46.74355893224497,-91.62266497569964,lightNearShoreSediment,0.14604625,0.1139125,0.06637874999999999,0.06956875000000001,0.02081124999999999,0.01639750000000001,NA,NA,NA,FYC -2008-09-03,LS7,46.75453840427641,-91.59082179027484,lightNearShoreSediment,0.10515375,0.07511000000000001,0.04952125,0.043237499999999984,0.006786249999999994,0.004930000000000004,NA,NA,NA,FYC -2008-09-03,LS7,46.89005926337256,-91.04011735377482,lightNearShoreSediment,0.05343999999999999,0.056410000000000016,0.03443750000000001,0.04716999999999999,0.016589999999999994,0.007102499999999984,NA,NA,NA,FYC -2008-09-03,LS7,46.89312398998939,-91.03747806010416,lightNearShoreSediment,0.04912249999999999,0.0540175,0.03001000000000001,0.051734999999999975,0.01931250000000001,0.0071299999999999975,NA,NA,NA,FYC -2008-09-03,LS7,46.695388611466655,-91.794667242461,offShoreSediment,0.06498999999999999,0.07643,0.051817500000000016,0.015572499999999987,0.0015199999999999936,0.0036650000000000016,NA,NA,NA,FYC -2008-09-03,LS7,46.69774333167237,-91.82174682467536,offShoreSediment,0.01697499999999999,0.04799500000000001,0.037215,0.0059474999999999945,0.0015199999999999936,7.774999999999865e-4,NA,NA,NA,FYC -2008-09-03,LS7,46.72310038976622,-91.71283814722888,offShoreSediment,0.0143075,0.03729750000000001,0.032017500000000004,0.005672499999999997,0.007047499999999984,0.006470000000000004,NA,NA,NA,FYC -2008-09-03,LS7,46.71538022174257,-91.745707163707,offShoreSediment,0.005562499999999998,0.02995500000000001,0.02283250000000001,0.006002499999999994,0.0015199999999999936,-0.004915000000000003,NA,NA,NA,FYC -2008-09-03,LS7,46.740789794984416,-91.65259224990204,offShoreSediment,0.005315,0.02837374999999999,0.025499999999999995,0.005026249999999996,0.002674999999999997,0.002097500000000002,NA,NA,NA,FYC -2008-09-03,LS7,46.88665773656025,-91.0468520540772,offShoreSediment,0.01854249999999999,0.04161499999999999,0.0386725,0.010567500000000007,0.0028950000000000087,0.007102499999999984,NA,NA,NA,FYC -2008-09-03,LS7,46.88039431059714,-91.0607296990464,offShoreSediment,0.0267925,0.04846249999999999,0.031247499999999984,0.010209999999999997,0.0027850000000000097,0.004242499999999982,NA,NA,NA,FYC +2008-09-03,LS7,46.75453840427641,-91.59082179027484,lightNearShoreSediment,0.10515375,0.07511000000000001,0.04952125,0.04323749999999998,0.00678624999999999,0.00493,NA,NA,NA,FYC +2008-09-03,LS7,46.89005926337256,-91.04011735377482,lightNearShoreSediment,0.05343999999999999,0.05641000000000001,0.03443750000000001,0.04716999999999999,0.01658999999999999,0.00710249999999998,NA,NA,NA,FYC +2008-09-03,LS7,46.89312398998939,-91.03747806010416,lightNearShoreSediment,0.04912249999999999,0.0540175,0.03001000000000001,0.05173499999999997,0.01931250000000001,0.00712999999999999,NA,NA,NA,FYC 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+2008-09-03,LS7,46.88665773656025,-91.0468520540772,offShoreSediment,0.01854249999999999,0.04161499999999999,0.0386725,0.0105675,0.002895,0.00710249999999998,NA,NA,NA,FYC +2008-09-03,LS7,46.88039431059714,-91.0607296990464,offShoreSediment,0.0267925,0.04846249999999999,0.03124749999999998,0.01020999999999999,0.002785,0.00424249999999998,NA,NA,NA,FYC 2008-09-03,LS7,46.81120129391616,-91.90731926451193,cloud,0.49700125,0.48171125,1.6022125,0.50519625,0.4638225,0.3989775,NA,NA,NA,FYC 2008-09-03,LS7,46.82764679543707,-91.83659477720724,cloud,0.33846375,0.33131375,0.32039625,0.33713000000000004,0.34118625,0.3279725,NA,NA,NA,FYC 2008-09-03,LS7,46.86709547721832,-91.7246715594338,cloud,0.3387525,0.32790375,0.32302250000000005,0.3476075,0.31981875000000004,0.26739,NA,NA,NA,FYC @@ -3506,7 +3506,7 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2008-09-03,LS7,47.02624401087303,-90.95752007308806,cloud,0.333775,0.3177425,0.2951925,0.3448025,0.3624575,0.34562750000000003,NA,NA,NA,FYC 2008-09-03,LS7,47.046939630495714,-91.00639776510332,cloud,0.0974125,0.098705,0.09196749999999998,0.10205999999999998,0.1091275,0.1268375,NA,NA,NA,FYC 2008-09-03,LS7,47.23389656323552,-90.99864822981507,cloud,0.0973025,0.1008775,0.095845,0.1157825,0.125985,0.12760749999999998,NA,NA,NA,FYC -2008-09-03,LS7,47.25300883994432,-90.95607620833071,cloud,0.0501125,0.05280750000000001,0.058335000000000026,0.05701499999999998,0.05781249999999999,0.06603500000000001,NA,NA,NA,FYC +2008-09-03,LS7,47.25300883994432,-90.95607620833071,cloud,0.0501125,0.05280750000000001,0.05833500000000002,0.05701499999999998,0.05781249999999999,0.06603500000000001,NA,NA,NA,FYC 2008-09-03,LS7,47.06297858873649,-90.8283601438776,cloud,0.04868249999999999,0.05132249999999999,0.05500749999999999,0.05283500000000002,0.05764750000000002,0.07123249999999998,NA,NA,NA,FYC 2008-09-03,LS7,46.900379565562346,-90.29092576444845,cloud,0.408575,0.39158,0.3765925000000001,0.4061275,0.4100875,0.408575,NA,NA,NA,FYC 2008-09-03,LS7,46.87902837454234,-90.21505143583516,cloud,0.39028750000000006,0.3693325,0.35283250000000005,0.3929275,0.39917,0.3781325,NA,NA,NA,FYC @@ -3514,20 +3514,20 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2008-09-03,LS7,46.923129169152574,-90.15359666288596,cloud,0.2492125,0.2537225,0.247315,0.25463,0.247315,0.2328775,NA,NA,NA,FYC 2008-09-03,LS7,46.92008081357718,-90.12098100126484,cloud,0.3523375,0.34961499999999995,0.33724000000000004,0.35857999999999995,0.3753,0.36727,NA,NA,NA,FYC 2015-11-10,LS7,46.76294396383005,-91.93225921416489,cloud,0.23753875,0.248635,0.2720375,0.23971125,0.15869624999999998,0.14258125000000002,NA,NA,NA,FYC -2015-11-10,LS7,46.76059208838175,-92.05345214629378,cloud,0.0970275,0.1014275,0.10362749999999998,0.1028575,0.07145249999999997,0.051570000000000005,NA,NA,NA,FYC 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2015-11-10,LS7,47.08962720102456,-91.1487540428962,cloud,0.1463625,0.15343,0.1555475,0.14182499999999998,0.0903175,0.0808025,NA,NA,NA,FYC 2015-11-10,LS7,47.19891103119278,-91.08146278313058,cloud,0.16176249999999998,0.17094749999999995,0.175705,0.14999250000000003,0.10448000000000002,0.08107750000000002,NA,NA,NA,FYC 2015-11-10,LS7,46.99604412794897,-91.0388907616462,cloud,0.30259,0.30976750000000003,0.3267625,0.292305,0.19099500000000005,0.1765025,NA,NA,NA,FYC -2015-11-10,LS7,46.9624549678443,-91.45652967986769,cloud,0.09455249999999998,0.10271999999999998,0.1050025,0.09609250000000004,0.057977500000000015,0.05184499999999997,NA,NA,NA,FYC +2015-11-10,LS7,46.9624549678443,-91.45652967986769,cloud,0.09455249999999998,0.10271999999999998,0.1050025,0.09609250000000004,0.05797750000000001,0.05184499999999997,NA,NA,NA,FYC 2015-11-10,LS7,46.78307551816591,-90.4137851255424,cloud,0.23835,0.2329325,0.2416225,0.2223175,0.139075,0.12252000000000002,NA,NA,NA,FYC 2015-11-10,LS7,46.82349658931034,-90.31181826763223,cloud,0.2240225,0.2331525,0.2306225,0.22248250000000003,0.13462000000000002,0.11784499999999998,NA,NA,NA,FYC 2015-11-10,LS7,46.61608231779775,-90.48380804792106,cloud,0.12652125,0.12866624999999998,0.13529375000000002,0.12371625,0.09514375,0.0837175,NA,NA,NA,FYC 2015-11-10,LS7,46.63918801574893,-90.23077917829217,cloud,0.2114275,0.2191825,0.21804125,0.21309125,0.14249875,0.13079749999999998,NA,NA,NA,FYC -2015-11-10,LS7,47.03156768315772,-90.87096799527076,cloud,0.07577,0.08962999999999999,0.08489999999999998,0.06551249999999997,0.04414499999999999,0.047032500000000005,NA,NA,NA,FYC +2015-11-10,LS7,47.03156768315772,-90.87096799527076,cloud,0.07577,0.08962999999999999,0.08489999999999998,0.06551249999999997,0.04414499999999999,0.0470325,NA,NA,NA,FYC 2015-11-10,LS7,47.03811948196446,-90.78307737027076,cloud,0.185715,0.18984,0.19226,0.171305,0.11740499999999998,0.10918250000000002,NA,NA,NA,FYC 2015-11-10,LS7,47.06291543367603,-90.6533013692942,cloud,0.25804,0.267665,0.266675,0.2537225,0.1676475,0.15692250000000002,NA,NA,NA,FYC 2015-11-10,LS7,46.9976258557934,-90.51507839574516,cloud,0.3559125,0.3536575,0.3586075,0.3516225,0.22707500000000003,0.2143425,NA,NA,NA,FYC @@ -3537,33 +3537,33 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2015-11-10,LS7,47.17411763627804,-90.20210937589674,cloud,0.2554,0.2646675,0.2677475,0.2546575,0.15895750000000003,0.15257749999999998,NA,NA,NA,FYC 2015-11-10,LS7,47.1552103757287,-90.42732910245924,cloud,0.3627875,0.36144,0.36573000000000006,0.3440325,0.21382,0.2003725,NA,NA,NA,FYC 2015-11-10,LS7,47.03460612425289,-90.11112884611158,cloud,0.25485,0.25573,0.251715,0.2390925,0.144685,0.1329975,NA,NA,NA,FYC -2020-09-04,LS7,46.96657167083591,-91.61460428947868,openWater,-0.004062499999999997,0.005479999999999985,0.004599999999999993,-9.824999999999973e-4,0.002427499999999999,-0.004805000000000004,NA,NA,NA,FYC -2020-09-04,LS7,46.930123636474725,-91.60835074575348,openWater,-0.002467500000000012,0.0017399999999999916,0.005920000000000009,0.003445000000000004,-6.250000000000144e-4,0.0011349999999999971,NA,NA,NA,FYC -2020-09-04,LS7,46.89600006451423,-91.61384390981598,openWater,0.00190499999999999,0.012300000000000004,0.016259999999999997,0.004819999999999991,0.002647499999999997,0.0013275000000000092,NA,NA,NA,FYC -2020-09-04,LS7,47.00645766554612,-91.58115544267132,openWater,-0.002494999999999997,0.004819999999999991,0.010484999999999994,0.006607499999999988,0.0031424999999999925,0.0045449999999999935,NA,NA,NA,FYC -2020-09-04,LS7,46.92526931868863,-91.56646722263189,openWater,-0.004832500000000017,0.0017675000000000052,0.005920000000000009,-0.0015324999999999922,0.0022899999999999865,0.004132499999999983,NA,NA,NA,FYC 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+1990-06-06,LS5,46.90563705161507,-90.18503571383772,openWater,0.0351525,0.0390025,0.03886500000000001,0.033695,0.0277,0.02274999999999999,NA,NA,NA,HAD 1990-06-06,LS5,47.00218816365535,-90.14658356540023,openWater,0.0384525,0.04279749999999999,0.045795,0.03383249999999999,0.02528,0.02979000000000001,NA,NA,NA,HAD 1990-06-06,LS5,46.70444718380364,-90.764620740835,lightNearShoreSediment,0.13411125,0.12852875,0.0966425,0.1168,0.06673625,0.05499375000000001,NA,NA,NA,HAD 1990-06-06,LS5,46.67842505452723,-90.72496696275884,lightNearShoreSediment,0.08953375,0.10086375,0.0655675,0.06933499999999998,0.04608374999999999,0.04039125,NA,NA,NA,HAD -1990-06-06,LS5,46.6905829026198,-91.83690600114872,darkNearShoreSediment,0.0827,0.07027,0.0450525,0.07208500000000001,0.0292125,0.022584999999999997,NA,NA,NA,HAD +1990-06-06,LS5,46.6905829026198,-91.83690600114872,darkNearShoreSediment,0.0827,0.07027,0.0450525,0.07208500000000001,0.0292125,0.02258499999999999,NA,NA,NA,HAD 1990-06-06,LS5,46.78886393693029,-92.04362383113288,cloud,0.2665375,0.28371125,0.28206125,0.31607875,0.215415,0.16718,NA,NA,NA,HAD 1990-06-06,LS5,46.80766619071756,-91.92002763972664,cloud,0.132585,0.1426225,0.13407,0.15278375000000002,0.09811375,0.07680125000000002,NA,NA,NA,HAD 1990-06-06,LS5,46.80343625644959,-91.89874162898444,cloud,0.28505875,0.29733750000000003,0.2894725,0.31148625,0.17945875,0.14161875000000002,NA,NA,NA,HAD @@ -3855,37 +3855,37 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1990-06-06,LS5,47.05374151115303,-90.26051041081556,cloud,0.08533999999999997,0.09262749999999996,0.0903175,0.084955,0.08704499999999998,0.0718375,NA,NA,NA,HAD 1990-06-06,LS5,47.02630851846856,-90.28385635808118,cloud,0.1411925,0.14900249999999998,0.14226499999999995,0.14317249999999998,0.16110249999999998,0.14188,NA,NA,NA,HAD 1990-06-06,LS5,47.05619750894404,-90.29389854863294,cloud,0.12265749999999996,0.13148500000000002,0.11971500000000002,0.12505,0.13154,0.1069275,NA,NA,NA,HAD -1990-06-06,LS5,47.07496503105518,-91.04687522038326,other,0.019504999999999995,0.02844250000000001,0.20612000000000005,0.019092499999999984,0.00795499999999999,0.012355000000000005,NA,NA,NA,HAD -1990-06-06,LS5,47.07442432688913,-91.04539464100704,other,0.022694999999999996,0.02844250000000001,0.11229,0.019092499999999984,0.010429999999999997,0.008807499999999996,NA,NA,NA,HAD -1990-06-06,LS5,47.073810547944085,-91.03835652455196,other,0.019504999999999995,0.2652175,0.030945,0.019092499999999984,0.012932499999999986,0.008807499999999996,NA,NA,NA,HAD -1990-06-06,LS5,47.074322030889206,-91.0382921515356,other,0.019504999999999995,0.09309499999999998,0.029239999999999988,0.019092499999999984,0.010429999999999997,0.015847499999999987,NA,NA,NA,HAD -1990-06-06,LS5,47.07670401536477,-91.0373909293066,other,0.022667500000000007,0.09666999999999998,0.030945,0.019092499999999984,0.012932499999999986,0.012355000000000005,NA,NA,NA,HAD +1990-06-06,LS5,47.07496503105518,-91.04687522038326,other,0.01950499999999999,0.02844250000000001,0.20612000000000005,0.01909249999999998,0.00795499999999999,0.012355,NA,NA,NA,HAD +1990-06-06,LS5,47.07442432688913,-91.04539464100704,other,0.02269499999999999,0.02844250000000001,0.11229,0.01909249999999998,0.01042999999999999,0.00880749999999999,NA,NA,NA,HAD +1990-06-06,LS5,47.073810547944085,-91.03835652455196,other,0.01950499999999999,0.2652175,0.030945,0.01909249999999998,0.01293249999999998,0.00880749999999999,NA,NA,NA,HAD +1990-06-06,LS5,47.074322030889206,-91.0382921515356,other,0.01950499999999999,0.09309499999999998,0.02923999999999998,0.01909249999999998,0.01042999999999999,0.01584749999999998,NA,NA,NA,HAD +1990-06-06,LS5,47.07670401536477,-91.0373909293066,other,0.0226675,0.09666999999999998,0.030945,0.01909249999999998,0.01293249999999998,0.012355,NA,NA,NA,HAD 1990-06-06,LS5,47.107394579272416,-90.79623816967784,other,0.17903249999999998,0.08591749999999998,0.0511025,0.21654250000000003,0.21621250000000003,0.14243,NA,NA,NA,HAD 1990-06-06,LS5,47.10792034430768,-90.7950794553834,other,0.17903249999999998,0.08237,0.05442999999999998,0.205625,0.2261125,0.1705625,NA,NA,NA,HAD -1993-06-30,LS5,46.89474346528445,-91.877912479009,openWater,0.04070750000000001,0.05588750000000001,0.04624874999999999,0.06162124999999999,0.029611249999999992,0.02284625,NA,NA,NA,HAD +1993-06-30,LS5,46.89474346528445,-91.877912479009,openWater,0.04070750000000001,0.05588750000000001,0.04624874999999999,0.06162124999999999,0.02961124999999999,0.02284625,NA,NA,NA,HAD 1993-06-30,LS5,46.83183208113791,-91.82469745215354,openWater,0.03420374999999999,0.05668499999999999,0.03926374999999999,0.03648625,0.02294249999999999,0.02092124999999999,NA,NA,NA,HAD -1993-06-30,LS5,47.03632758227797,-91.3735496485681,openWater,0.024510000000000004,0.04144999999999999,0.0355925,0.034135,0.01829500000000001,0.014444999999999986,NA,NA,NA,HAD +1993-06-30,LS5,47.03632758227797,-91.3735496485681,openWater,0.02451,0.04144999999999999,0.0355925,0.034135,0.01829500000000001,0.01444499999999998,NA,NA,NA,HAD 1993-06-30,LS5,46.653518753688,-90.49050062399915,openWater,0.0462075,0.0621575,0.05320624999999998,0.05201,0.03780625,0.02649,NA,NA,NA,HAD -1993-06-30,LS5,46.64527003632761,-90.48432081442886,openWater,0.04616624999999999,0.06654375000000001,0.055323750000000005,0.05403125,0.03644499999999999,0.03401124999999999,NA,NA,NA,HAD -1993-06-30,LS5,46.72229823105832,-92.01384058223152,lightNearShoreSediment,0.08237,0.08110499999999998,0.05228499999999997,0.06317499999999998,0.0233825,0.022997500000000004,NA,NA,NA,HAD -1993-06-30,LS5,46.708704491165896,-91.9648312591114,lightNearShoreSediment,0.10360000000000004,0.09455249999999998,0.059242499999999976,0.067465,0.023409999999999983,0.019175,NA,NA,NA,HAD -1993-06-30,LS5,46.69071837982203,-91.90486331519064,lightNearShoreSediment,0.11075000000000002,0.09925499999999998,0.06202000000000002,0.07601750000000002,0.0261875,0.023052500000000004,NA,NA,NA,HAD -1993-06-30,LS5,46.68895211955234,-91.918252902593,lightNearShoreSediment,0.10720249999999998,0.0947175,0.059655000000000014,0.07178249999999997,0.023464999999999982,0.019202499999999983,NA,NA,NA,HAD +1993-06-30,LS5,46.64527003632761,-90.48432081442886,openWater,0.04616624999999999,0.06654375000000001,0.05532375,0.05403125,0.03644499999999999,0.03401124999999999,NA,NA,NA,HAD +1993-06-30,LS5,46.72229823105832,-92.01384058223152,lightNearShoreSediment,0.08237,0.08110499999999998,0.05228499999999997,0.06317499999999998,0.0233825,0.0229975,NA,NA,NA,HAD +1993-06-30,LS5,46.708704491165896,-91.9648312591114,lightNearShoreSediment,0.10360000000000004,0.09455249999999998,0.05924249999999997,0.067465,0.02340999999999998,0.019175,NA,NA,NA,HAD +1993-06-30,LS5,46.69071837982203,-91.90486331519064,lightNearShoreSediment,0.11075000000000002,0.09925499999999998,0.06202000000000002,0.07601750000000002,0.0261875,0.0230525,NA,NA,NA,HAD +1993-06-30,LS5,46.68895211955234,-91.918252902593,lightNearShoreSediment,0.10720249999999998,0.0947175,0.05965500000000001,0.07178249999999997,0.02346499999999998,0.01920249999999998,NA,NA,NA,HAD 1993-06-30,LS5,46.73285598592372,-91.73783679541526,lightNearShoreSediment,0.08256249999999998,0.09909,0.07072375,0.06328500000000001,0.03417624999999999,0.02295625,NA,NA,NA,HAD -1993-06-30,LS5,46.58595074441006,-90.91455984879455,lightNearShoreSediment,0.11380249999999996,0.11223499999999996,0.06985750000000002,0.11292249999999998,0.05030499999999999,0.034217499999999984,NA,NA,NA,HAD +1993-06-30,LS5,46.58595074441006,-90.91455984879455,lightNearShoreSediment,0.11380249999999996,0.11223499999999996,0.06985750000000002,0.11292249999999998,0.05030499999999999,0.03421749999999998,NA,NA,NA,HAD 1993-06-30,LS5,46.59243908929662,-90.90632010270082,lightNearShoreSediment,0.1000525,0.11218,0.07615499999999997,0.10068500000000002,0.04497000000000001,0.03047749999999999,NA,NA,NA,HAD -1993-06-30,LS5,46.59385462496457,-90.89224386979066,lightNearShoreSediment,0.0965875,0.10351749999999998,0.06961,0.10063,0.04760999999999999,0.034217499999999984,NA,NA,NA,HAD +1993-06-30,LS5,46.59385462496457,-90.89224386979066,lightNearShoreSediment,0.0965875,0.10351749999999998,0.06961,0.10063,0.04760999999999999,0.03421749999999998,NA,NA,NA,HAD 1993-06-30,LS5,46.601757352942826,-90.9473471717926,lightNearShoreSediment,0.096725,0.10797250000000004,0.08050000000000002,0.1372875,0.06091999999999997,0.0417525,NA,NA,NA,HAD -1993-06-30,LS5,46.70493765440096,-92.00457086787604,darkNearShoreSediment,0.17361500000000002,0.12106250000000002,0.07222250000000002,0.14674749999999998,0.028772500000000006,0.019202499999999983,NA,NA,NA,HAD -1993-06-30,LS5,46.70046419433367,-91.99761858210944,darkNearShoreSediment,0.17708000000000002,0.1298625,0.07434000000000002,0.15508,0.03144,0.022997500000000004,NA,NA,NA,HAD +1993-06-30,LS5,46.70493765440096,-92.00457086787604,darkNearShoreSediment,0.17361500000000002,0.12106250000000002,0.07222250000000002,0.14674749999999998,0.0287725,0.01920249999999998,NA,NA,NA,HAD +1993-06-30,LS5,46.70046419433367,-91.99761858210944,darkNearShoreSediment,0.17708000000000002,0.1298625,0.07434000000000002,0.15508,0.03144,0.0229975,NA,NA,NA,HAD 1993-06-30,LS5,46.69928690639215,-91.97641840205571,darkNearShoreSediment,0.14215499999999998,0.1121525,0.06334000000000001,0.09249000000000002,0.0233275,0.019175,NA,NA,NA,HAD 1993-06-30,LS5,46.69248458233289,-91.87447925146996,darkNearShoreSediment,0.1904175,0.13011,0.07992250000000001,0.18764000000000003,0.0235475,0.01923,NA,NA,NA,HAD 1993-06-30,LS5,46.692955559914346,-91.86314960059104,darkNearShoreSediment,0.18010500000000002,0.1344825,0.0800325,0.16712500000000002,0.03702249999999999,0.0268475,NA,NA,NA,HAD 1993-06-30,LS5,46.6881278449934,-91.90297504004415,darkNearShoreSediment,0.16984749999999998,0.12565500000000002,0.07079249999999998,0.15076250000000002,0.0234925,0.01540749999999999,NA,NA,NA,HAD -1993-06-30,LS5,46.69425072708514,-91.98691745337425,darkNearShoreSediment,0.187475,0.1298625,0.07654,0.1757875,0.03144,0.022997500000000004,NA,NA,NA,HAD -1993-06-30,LS5,46.70755382775037,-91.75843616064964,darkNearShoreSediment,0.14897500000000002,0.1167725,0.06644749999999999,0.1505975,0.028854999999999992,0.022997500000000004,NA,NA,NA,HAD -1993-06-30,LS5,46.69142486775743,-91.82864566382348,darkNearShoreSediment,0.15590500000000002,0.1169925,0.0625425,0.13824999999999998,0.023574999999999985,0.01540749999999999,NA,NA,NA,HAD -1993-06-30,LS5,46.74591431639827,-91.6190471225637,darkNearShoreSediment,0.13495,0.11246875,0.0602325,0.09657375,0.023519999999999985,0.01916124999999999,NA,NA,NA,HAD +1993-06-30,LS5,46.69425072708514,-91.98691745337425,darkNearShoreSediment,0.187475,0.1298625,0.07654,0.1757875,0.03144,0.0229975,NA,NA,NA,HAD +1993-06-30,LS5,46.70755382775037,-91.75843616064964,darkNearShoreSediment,0.14897500000000002,0.1167725,0.06644749999999999,0.1505975,0.02885499999999999,0.0229975,NA,NA,NA,HAD +1993-06-30,LS5,46.69142486775743,-91.82864566382348,darkNearShoreSediment,0.15590500000000002,0.1169925,0.0625425,0.13824999999999998,0.02357499999999998,0.01540749999999999,NA,NA,NA,HAD +1993-06-30,LS5,46.74591431639827,-91.6190471225637,darkNearShoreSediment,0.13495,0.11246875,0.0602325,0.09657375,0.02351999999999998,0.01916124999999999,NA,NA,NA,HAD 1993-06-30,LS5,46.81377550857564,-92.02903261409186,cloud,0.22315625,0.23583375,0.21894875,0.2670325,0.27273875000000003,0.25236125,NA,NA,NA,HAD 1993-06-30,LS5,46.78604303218032,-92.01117983088874,cloud,0.50940375,0.5075474999999999,1.6022125,0.54600625,0.5638124999999999,0.4950625,NA,NA,NA,HAD 1993-06-30,LS5,46.747946348562856,-91.98371401057624,cloud,0.11066749999999996,0.121145,0.09463500000000002,0.10096,0.09359,0.07266250000000002,NA,NA,NA,HAD @@ -3914,7 +3914,7 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1993-06-30,LS5,46.78308448019508,-90.4251532631012,cloud,0.6090225,0.6119375,1.6022125,0.623955,0.55383,0.43019,NA,NA,NA,HAD 1993-06-30,LS5,46.633710359560425,-90.83439398575746,cloud,0.16146,0.184835,0.16218875000000002,0.19813125,0.17504499999999998,0.158545,NA,NA,NA,HAD 1993-06-30,LS5,46.655748118946974,-90.87971258927308,cloud,0.2270475,0.25368125,0.23122750000000003,0.3078975,0.2708825,0.23800625,NA,NA,NA,HAD -1993-06-30,LS5,46.648206794670124,-90.91249991227112,cloud,0.1821125,0.20621625,0.18143875,0.294725,0.2054325,0.14714625,NA,NA,NA,HAD +1993-06-30,LS5,46.64820679467013,-90.91249991227112,cloud,0.1821125,0.20621625,0.18143875,0.294725,0.2054325,0.14714625,NA,NA,NA,HAD 1993-06-30,LS5,47.1271467401937,-90.66379687989595,cloud,0.48827,0.4934675,1.6022125,0.4914875,0.436845,0.351265,NA,NA,NA,HAD 1993-06-30,LS5,47.16544134140512,-90.51513812745456,cloud,0.5645549999999999,0.5673600000000001,1.6022125,0.5672775000000001,0.5112875000000001,0.427275,NA,NA,NA,HAD 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2008-06-23,LS5,47.0877475336986,-91.43016476866836,cloud,0.5069975,0.5047699999999999,1.6022125,0.5364225,0.5516300000000001,0.4897275,NA,NA,NA,HAD 2008-06-23,LS5,47.08616962533279,-91.40977998015518,cloud,0.05814249999999999,0.0721675,0.06408249999999999,0.06113999999999997,0.04771999999999999,0.04637250000000001,NA,NA,NA,HAD 2008-06-23,LS5,47.181302243483245,-91.36459886558428,cloud,0.5458274999999999,0.5556725,1.6022125,0.5899375,0.5519324999999999,0.4622275,NA,NA,NA,HAD -2011-10-06,LS5,46.80254051241581,-91.61942982052848,openWater,0.017662499999999998,0.030835,0.035303749999999995,0.01027874999999999,0.008752499999999996,0.007844999999999991,NA,NA,NA,HAD -2011-10-06,LS5,46.76469067753549,-91.71727680539176,openWater,0.015036249999999989,0.0221175,0.03442375,0.008257499999999987,0.001148750000000004,-0.0024812500000000043,NA,NA,NA,HAD 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-2022-05-05,LS9,47.03764396712909,-91.33234283238684,other,-0.0013950000000000071,0.09392,0.003967499999999985,-0.0014500000000000068,0.003885,0.0046549999999999925,NA,NA,NA,HAD +2022-05-05,LS9,46.87916693936278,-91.75156462965307,other,0.12236875,0.053879999999999983,0.0306975,0.135335,0.10307750000000002,0.0772825,NA,NA,NA,HAD +2022-05-05,LS9,47.03740998608063,-91.33268615514076,other,-0.00136749999999999,0.2075225,0.0043525,-0.00142249999999999,0.00413249999999998,0.0046825,NA,NA,NA,HAD +2022-05-05,LS9,47.03764396712909,-91.33234283238684,other,-0.001395,0.09392,0.00396749999999998,-0.00145,0.003885,0.00465499999999999,NA,NA,NA,HAD 2019-07-16,SEN2,46.83667927012742,-91.84157839045903,cloud,0.326,0.35350000000000004,0.3983,0.3432,0.2999,0.28150000000000003,0.3025,1381,1517,JFL 2019-07-16,SEN2,46.808018670226296,-91.8614911101856,cloud,0.34440000000000004,0.3763,0.4107,0.372,0.3245,0.3039,0.3154,1462,1612,JFL 2019-07-16,SEN2,46.811073395881685,-91.7839001678028,cloud,0.3569,0.3856,0.4355,0.3803,0.3305,0.3136,0.3327,1523,1703,JFL @@ -4668,38 +4668,38 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2019-11-11,SEN2,46.92145808022132,-91.44187072935574,cloud,0.41545,0.44875,0.5093,0.40295,0.38860000000000006,0.3731,0.43955,2323,2176,JFL 2019-11-11,SEN2,46.96950687024392,-91.51980499449246,cloud,0.253,0.2614,0.28450000000000003,0.25020000000000003,0.2441,0.2434,0.2493,1714,1692,JFL 2019-11-11,SEN2,46.94513628855125,-91.55276397886746,cloud,0.2463,0.2564,0.28340000000000004,0.2427,0.2375,0.2326,0.2496,1684,1678,JFL -1984-07-07,LS5,46.81298686901608,-90.27965996206578,openWater,0.010759999999999992,0.014664999999999984,0.019285,0.01097999999999999,0.004077499999999984,0.002234999999999987,NA,NA,NA,KRW -1984-07-07,LS5,46.81950672099093,-90.26498291433629,openWater,0.010759999999999992,0.018102499999999997,0.02088000000000001,0.0145275,0.004077499999999984,0.005672499999999997,NA,NA,NA,KRW -1984-07-07,LS5,46.79537823458261,-90.10315767174136,openWater,0.010732500000000006,0.018020000000000008,0.017579999999999985,0.014499999999999983,0.004077499999999984,-0.004585000000000006,NA,NA,NA,KRW +1984-07-07,LS5,46.81298686901608,-90.27965996206578,openWater,0.01075999999999999,0.01466499999999998,0.019285,0.01097999999999999,0.00407749999999998,0.00223499999999998,NA,NA,NA,KRW +1984-07-07,LS5,46.81950672099093,-90.26498291433629,openWater,0.01075999999999999,0.01810249999999999,0.02088000000000001,0.0145275,0.00407749999999998,0.00567249999999999,NA,NA,NA,KRW +1984-07-07,LS5,46.79537823458261,-90.10315767174136,openWater,0.0107325,0.01802,0.01757999999999998,0.01449999999999998,0.00407749999999998,-0.004585,NA,NA,NA,KRW 1984-07-07,LS5,46.745817238067765,-91.61547067899224,lightNearShoreSediment,0.13830499999999998,0.10267875,0.05964125000000001,0.18105375,0.15114750000000002,0.1401475,NA,NA,NA,KRW 1984-07-07,LS5,46.7463759709417,-91.61464455861568,lightNearShoreSediment,0.14920875,0.11509499999999998,0.073845,0.1991625,0.185715,0.16290375000000001,NA,NA,NA,KRW -1984-07-07,LS5,46.69157995590903,-91.86713579511851,lightNearShoreSediment,0.1637425,0.109155,0.05143249999999999,0.11009000000000002,0.00977,0.012052499999999994,NA,NA,NA,KRW -1984-07-07,LS5,46.69157995590903,-91.86744693136426,lightNearShoreSediment,0.1637425,0.109155,0.05143249999999999,0.11009000000000002,0.00977,0.012052499999999994,NA,NA,NA,KRW -1984-07-07,LS5,46.69192583626442,-91.86669591284009,lightNearShoreSediment,0.157445,0.10552499999999998,0.0445575,0.0989525,0.012272499999999992,0.001464999999999994,NA,NA,NA,KRW -1984-07-07,LS5,46.69193319539685,-91.86712506628248,lightNearShoreSediment,0.1606075,0.10552499999999998,0.0497,0.0989525,0.012272499999999992,0.008532499999999998,NA,NA,NA,KRW -1984-07-07,LS5,46.69040365954682,-91.8809217294969,lightNearShoreSediment,0.1511475,0.10547,0.05124000000000001,0.08784249999999999,0.0072399999999999964,0.001464999999999994,NA,NA,NA,KRW -1984-07-07,LS5,46.694805534223605,-91.86003000085904,lightNearShoreSediment,0.13530750000000002,0.09466249999999998,0.04458499999999999,0.06562249999999997,-1.8499999999999075e-4,0.0014925000000000075,NA,NA,NA,KRW -1984-07-07,LS5,46.694511183799975,-91.86156422441556,lightNearShoreSediment,0.097165,0.06553999999999999,0.030752499999999988,0.05074499999999999,0.0022899999999999865,-0.002082500000000015,NA,NA,NA,KRW -1984-07-07,LS5,46.6945369395261,-91.8588015491302,lightNearShoreSediment,0.12892750000000003,0.091005,0.039415000000000006,0.06191000000000002,-0.0026875000000000093,0.005012500000000003,NA,NA,NA,KRW -1984-07-07,LS5,46.6951624319603,-91.85836166685176,lightNearShoreSediment,0.11306,0.08377249999999997,0.039415000000000006,0.054485000000000006,0.004792500000000005,0.005012500000000003,NA,NA,NA,KRW +1984-07-07,LS5,46.69157995590903,-91.86713579511851,lightNearShoreSediment,0.1637425,0.109155,0.05143249999999999,0.11009000000000002,0.00977,0.01205249999999999,NA,NA,NA,KRW +1984-07-07,LS5,46.69157995590903,-91.86744693136426,lightNearShoreSediment,0.1637425,0.109155,0.05143249999999999,0.11009000000000002,0.00977,0.01205249999999999,NA,NA,NA,KRW +1984-07-07,LS5,46.69192583626442,-91.86669591284009,lightNearShoreSediment,0.157445,0.10552499999999998,0.0445575,0.0989525,0.01227249999999999,0.00146499999999999,NA,NA,NA,KRW +1984-07-07,LS5,46.69193319539685,-91.86712506628248,lightNearShoreSediment,0.1606075,0.10552499999999998,0.0497,0.0989525,0.01227249999999999,0.00853249999999999,NA,NA,NA,KRW 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1984-07-07,LS5,46.70782292275767,-91.7554702636759,lightNearShoreSediment,0.11952249999999998,0.08787,0.0441175,0.09172000000000002,0.04480500000000001,0.019175,NA,NA,NA,KRW -1984-07-07,LS5,46.69337291857055,-91.80040498900816,lightNearShoreSediment,0.10362749999999998,0.07315749999999999,0.0383425,0.058362499999999984,0.017359999999999987,0.012107499999999992,NA,NA,NA,KRW -1984-07-07,LS5,46.69269268194447,-91.8659693231897,lightNearShoreSediment,0.13844250000000002,0.09463500000000002,0.0410925,0.0804725,0.012272499999999992,0.005012500000000003,NA,NA,NA,KRW -1984-07-07,LS5,46.65514019763847,-90.75082270719112,lightNearShoreSediment,0.04941125,0.04462624999999999,0.022722500000000007,0.028029999999999985,0.001368750000000002,-0.0013124999999999942,NA,NA,NA,KRW -1984-07-07,LS5,46.59048305581064,-90.9442084458263,lightNearShoreSediment,0.07266250000000002,0.07073750000000001,0.039415000000000006,0.04106499999999999,6.950000000000012e-4,-0.001615000000000005,NA,NA,NA,KRW -1984-07-07,LS5,46.58750470167106,-90.52105654573566,lightNearShoreSediment,0.12198375,0.09462125,0.0460975,0.08136625,0.0281675,0.012492500000000004,NA,NA,NA,KRW -1984-07-07,LS5,46.58749364164624,-90.52146424150592,lightNearShoreSediment,0.12197,0.09291625,0.04608374999999999,0.06901874999999999,0.025747499999999996,0.01934,NA,NA,NA,KRW -1984-07-07,LS5,46.6937043402709,-91.86082623923228,darkNearShoreSediment,0.04277,0.03622500000000001,0.016892500000000005,0.02844250000000001,0.0022899999999999865,0.0014925000000000075,NA,NA,NA,KRW -1984-07-07,LS5,46.69262730309636,-91.86280876939846,darkNearShoreSediment,0.04274249999999999,0.032539999999999986,0.015132499999999991,0.03958,0.004792500000000005,0.005012500000000003,NA,NA,NA,KRW -1984-07-07,LS5,46.6543703773965,-90.7422166466814,darkNearShoreSediment,0.0372975,0.0309175,0.019670000000000007,0.026325,0.0014100000000000085,0.002138749999999995,NA,NA,NA,KRW -1984-07-07,LS5,46.69482005439809,-91.863521464256,offShoreSediment,0.061992500000000006,0.05819750000000001,0.027260000000000006,0.0321275,-1.8499999999999075e-4,-0.002082500000000015,NA,NA,NA,KRW -1984-07-07,LS5,46.69799893588678,-91.85691250124331,offShoreSediment,0.033117499999999994,0.03991,0.018625000000000003,0.020962499999999995,0.0022899999999999865,0.005012500000000003,NA,NA,NA,KRW -1984-07-07,LS5,46.69004727569519,-91.89896911119526,offShoreSediment,0.0327875,0.039525000000000005,0.018047499999999998,0.020714999999999983,0.0021799999999999875,0.004957500000000004,NA,NA,NA,KRW -1984-07-07,LS5,46.70828407157805,-91.75607133291736,offShoreSediment,0.06889499999999998,0.06985750000000002,0.03215499999999999,0.032704999999999984,0.005039999999999989,0.005094999999999988,NA,NA,NA,KRW -1984-07-07,LS5,46.70986578268992,-91.75176906965748,offShoreSediment,0.05937999999999999,0.06262499999999999,0.028744999999999996,0.028992500000000004,0.002537499999999998,0.0016025000000000067,NA,NA,NA,KRW -1984-07-07,LS5,46.59315936839441,-90.94060355691028,offShoreSediment,0.0478575,0.07428499999999999,0.04106499999999999,0.030230000000000007,0.0056174999999999975,0.0018225000000000049,NA,NA,NA,KRW -1984-07-07,LS5,46.59087889413197,-90.9367565944432,offShoreSediment,0.04794000000000001,0.06732749999999998,0.03958,0.0266825,0.003197499999999992,0.0018499999999999903,NA,NA,NA,KRW -1984-07-07,LS5,46.590793786957256,-90.49851244604328,offShoreSediment,0.028635000000000008,0.05205124999999999,0.03016125,0.017841250000000003,-8.175000000000127e-4,-0.004667500000000005,NA,NA,NA,KRW +1984-07-07,LS5,46.69337291857055,-91.80040498900816,lightNearShoreSediment,0.10362749999999998,0.07315749999999999,0.0383425,0.05836249999999998,0.01735999999999998,0.01210749999999999,NA,NA,NA,KRW 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+1984-07-07,LS5,46.6937043402709,-91.86082623923228,darkNearShoreSediment,0.04277,0.03622500000000001,0.0168925,0.02844250000000001,0.00228999999999998,0.0014925,NA,NA,NA,KRW +1984-07-07,LS5,46.69262730309636,-91.86280876939846,darkNearShoreSediment,0.04274249999999999,0.03253999999999998,0.01513249999999999,0.03958,0.0047925,0.0050125,NA,NA,NA,KRW +1984-07-07,LS5,46.6543703773965,-90.7422166466814,darkNearShoreSediment,0.0372975,0.0309175,0.01967,0.026325,0.00141,0.00213874999999999,NA,NA,NA,KRW +1984-07-07,LS5,46.69482005439809,-91.863521464256,offShoreSediment,0.0619925,0.05819750000000001,0.02726,0.0321275,-1.8499999999999075e-4,-0.00208250000000001,NA,NA,NA,KRW +1984-07-07,LS5,46.69799893588678,-91.85691250124331,offShoreSediment,0.03311749999999999,0.03991,0.018625,0.02096249999999999,0.00228999999999998,0.0050125,NA,NA,NA,KRW +1984-07-07,LS5,46.69004727569519,-91.89896911119526,offShoreSediment,0.0327875,0.039525,0.01804749999999999,0.02071499999999998,0.00217999999999998,0.0049575,NA,NA,NA,KRW +1984-07-07,LS5,46.70828407157805,-91.75607133291736,offShoreSediment,0.06889499999999998,0.06985750000000002,0.03215499999999999,0.03270499999999998,0.00503999999999998,0.00509499999999998,NA,NA,NA,KRW +1984-07-07,LS5,46.70986578268992,-91.75176906965748,offShoreSediment,0.05937999999999999,0.06262499999999999,0.02874499999999999,0.0289925,0.00253749999999999,0.0016025,NA,NA,NA,KRW +1984-07-07,LS5,46.59315936839441,-90.94060355691028,offShoreSediment,0.0478575,0.07428499999999999,0.04106499999999999,0.03023,0.00561749999999999,0.0018225,NA,NA,NA,KRW +1984-07-07,LS5,46.59087889413197,-90.9367565944432,offShoreSediment,0.04794000000000001,0.06732749999999998,0.03958,0.0266825,0.00319749999999999,0.00184999999999999,NA,NA,NA,KRW +1984-07-07,LS5,46.590793786957256,-90.49851244604328,offShoreSediment,0.028635,0.05205124999999999,0.03016125,0.01784125,-8.175000000000127e-4,-0.0046675,NA,NA,NA,KRW 1984-07-07,LS5,46.77748557689869,-92.03902350845306,cloud,0.7404725000000001,0.8176925000000002,1.6022125,1.6022125,1.6022125,0.5906525,NA,NA,NA,KRW 1984-07-07,LS5,46.81133205804106,-92.00572120132416,cloud,0.66009,0.64689,0.33284,0.68394625,0.50626875,0.37943875,NA,NA,NA,KRW 1984-07-07,LS5,46.87195648975212,-91.66033384941424,cloud,0.35485375,0.34725,0.963195,0.38262875,0.43452125,0.40273125,NA,NA,NA,KRW @@ -4738,41 +4738,41 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2008-09-27,LS5,47.0496523790336,-90.55396593465508,cloud,0.7179500000000001,0.6997450000000001,1.6022125,0.7323325,0.46484,0.279215,NA,NA,NA,KRW 2008-09-27,LS5,47.09828669859488,-90.15440286825354,cloud,0.5256974999999999,0.5227550000000001,1.6022125,0.5358175000000001,0.4509525,0.33592000000000005,NA,NA,NA,KRW 2008-09-27,LS5,47.10763445726708,-90.3226310176676,cloud,0.6880299999999999,0.664765,1.6022125,0.689405,0.4813675,0.29819,NA,NA,NA,KRW -2021-11-06,LS9,46.67522459408049,-90.74208600389824,lightNearShoreSediment,0.049755,0.05080000000000001,0.019669999999999997,-1.4375000000001192e-4,-1.162499999999983e-4,5.162499999999959e-4,NA,NA,NA,KRW -2021-11-06,LS9,46.671838240153264,-90.75017554628717,lightNearShoreSediment,0.05029125000000001,0.04719749999999999,0.015352500000000003,-2.537500000000109e-4,-2.950000000000036e-4,5.299999999999888e-4,NA,NA,NA,KRW +2021-11-06,LS9,46.67522459408049,-90.74208600389824,lightNearShoreSediment,0.049755,0.05080000000000001,0.01966999999999999,-1.4375000000001192e-4,-1.162499999999983e-4,5.162499999999959e-4,NA,NA,NA,KRW +2021-11-06,LS9,46.671838240153264,-90.75017554628717,lightNearShoreSediment,0.05029125000000001,0.04719749999999999,0.0153525,-2.537500000000109e-4,-2.950000000000036e-4,5.299999999999888e-4,NA,NA,NA,KRW 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2003-08-13,LS5,46.7713215963537,-91.8744300447848,other,0.03633499999999999,0.02306625,0.0217875,0.03311750000000001,0.05414125,0.04807750000000001,NA,NA,NA,LAE 2003-08-13,LS5,46.77110114668015,-91.87485919822716,other,0.10779375,0.05466375000000001,0.03303500000000001,0.13781000000000002,0.147985,0.1107225,NA,NA,NA,LAE 2003-08-13,LS5,46.77104235994814,-91.87537418235804,other,0.09712374999999998,0.05466375000000001,0.03303500000000001,0.1294775,0.12041625,0.095075,NA,NA,NA,LAE -2003-08-13,LS5,46.77074842532568,-91.8757818781283,other,0.05788125,0.03665125,0.026283749999999995,0.07306125,0.05414125,0.040253750000000005,NA,NA,NA,LAE +2003-08-13,LS5,46.77074842532568,-91.8757818781283,other,0.05788125,0.03665125,0.02628374999999999,0.07306125,0.05414125,0.04025375,NA,NA,NA,LAE 2003-08-13,LS5,46.77058676059954,-91.87618957389856,other,0.15547875,0.06368374999999998,0.04421375,0.17519625000000005,0.26347125000000005,0.1888775,NA,NA,NA,LAE 2000-06-25,LS7,46.63886696709161,-90.65188744753428,darkNearShoreSediment,0.08195750000000002,0.06873000000000001,0.05906375,0.09772875,0.05631375,0.03914,NA,NA,NA,LAE 2000-06-25,LS7,46.639176353309146,-90.65314272135323,darkNearShoreSediment,0.08381374999999999,0.06980250000000002,0.05502125,0.10173,0.0633675,0.04886125,NA,NA,NA,LAE @@ -4985,31 +4985,31 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2007-04-26,LS7,47.04625418926023,-90.27710824400252,cloud,0.35269500000000004,0.3498075,0.36630750000000006,0.3378725,0.13607750000000002,0.1126475,NA,NA,NA,LAE 2007-04-26,LS7,47.04461656468688,-90.2505007305748,cloud,0.3740075,0.3758225,0.3874825,0.35822250000000005,0.14353,0.12535249999999998,NA,NA,NA,LAE 2007-04-26,LS7,47.039235444262,-90.22972970396349,cloud,0.340925,0.34103500000000003,0.35261250000000005,0.32142750000000003,0.11856,0.09988750000000002,NA,NA,NA,LAE -2015-10-25,LS7,47.18126882234205,-91.02736789272949,openWater,0.007569999999999993,0.023739999999999983,0.027370000000000005,0.002097500000000002,0.0032524999999999915,-2.6750000000000385e-4,NA,NA,NA,LAE -2015-10-25,LS7,47.15979628172343,-91.0781796603076,openWater,0.006964999999999999,0.019587500000000008,0.0264625,0.0016575000000000062,-6.800000000000139e-4,-0.008215,NA,NA,NA,LAE -2015-10-25,LS7,47.145787773758606,-91.043847384917,openWater,0.010374999999999995,0.02005499999999999,0.02385000000000001,0.006030000000000008,-5.975000000000008e-4,0.007569999999999993,NA,NA,NA,LAE -2015-10-25,LS7,47.12243205457575,-91.1221249728076,openWater,0.0062500000000000056,0.018707499999999988,0.022145,0.005259999999999987,0.010649999999999993,-0.004365000000000008,NA,NA,NA,LAE -2015-10-25,LS7,47.11448877332924,-91.10564548062013,openWater,0.006085000000000007,0.015050000000000008,0.02187,0.001052499999999984,-8.724999999999983e-4,-0.004392499999999994,NA,NA,NA,LAE -2015-10-25,LS7,47.27187353612136,-90.88162466744978,openWater,0.004324999999999996,0.013262499999999984,0.024070000000000008,0.001932500000000004,-6.250000000000144e-4,-2.9500000000001747e-4,NA,NA,NA,LAE -2015-10-25,LS7,47.27513475632125,-90.96024557809432,openWater,0.007734999999999992,0.013757500000000006,0.01837749999999999,0.006277499999999991,0.007102499999999984,0.0076525000000000065,NA,NA,NA,LAE -2015-10-25,LS7,47.2581276142414,-90.87441488961775,openWater,0.007157499999999983,0.012987499999999983,0.0237125,0.001794999999999991,-6.525000000000003e-4,-3.2250000000000334e-4,NA,NA,NA,LAE -2015-10-25,LS7,47.277464076276416,-90.8493523285826,openWater,0.009797499999999989,0.01254749999999999,0.01686499999999999,0.0014925000000000075,-7.350000000000134e-4,0.003610000000000002,NA,NA,NA,LAE -2015-10-25,LS7,47.26721430149133,-90.91252371530136,openWater,0.007679999999999992,0.0205225,0.021430000000000005,0.0021799999999999875,-0.004392499999999994,-0.004200000000000009,NA,NA,NA,LAE -2015-10-25,LS7,47.22427185399499,-90.32130668501652,openWater,0.008202500000000001,0.017607499999999998,0.021925,0.0025924999999999976,-4.0500000000001646e-4,-1.8499999999999075e-4,NA,NA,NA,LAE -2015-10-25,LS7,47.22077432474417,-90.30328224043645,openWater,0.004764999999999992,0.017057500000000003,0.024317499999999992,0.0022899999999999865,-5.150000000000154e-4,-2.3999999999999025e-4,NA,NA,NA,LAE -2015-10-25,LS7,47.21541099840423,-90.28062293867865,openWater,0.0018499999999999903,0.010374999999999995,0.027535000000000004,0.002344999999999986,0.007102499999999984,-0.00414500000000001,NA,NA,NA,LAE -2015-10-25,LS7,47.214711394103134,-90.26603172163762,openWater,0.00800999999999999,0.013977500000000004,0.018460000000000004,0.002454999999999985,0.01092499999999999,-0.008050000000000002,NA,NA,NA,LAE -2015-10-25,LS7,47.21354536642378,-90.24800727705754,openWater,0.005232500000000001,0.01086999999999999,0.021897499999999983,0.0026199999999999835,-4.0500000000001646e-4,-0.008022500000000016,NA,NA,NA,LAE +2015-10-25,LS7,47.18126882234205,-91.02736789272949,openWater,0.00756999999999999,0.02373999999999998,0.02737,0.0020975,0.00325249999999999,-2.6750000000000385e-4,NA,NA,NA,LAE +2015-10-25,LS7,47.15979628172343,-91.0781796603076,openWater,0.00696499999999999,0.0195875,0.0264625,0.0016575,-6.800000000000139e-4,-0.008215,NA,NA,NA,LAE +2015-10-25,LS7,47.145787773758606,-91.043847384917,openWater,0.01037499999999999,0.02005499999999999,0.02385000000000001,0.00603,-5.975000000000008e-4,0.00756999999999999,NA,NA,NA,LAE +2015-10-25,LS7,47.12243205457575,-91.1221249728076,openWater,0.00625,0.01870749999999998,0.022145,0.00525999999999998,0.01064999999999999,-0.004365,NA,NA,NA,LAE 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+2015-10-25,LS7,47.21354536642378,-90.24800727705754,openWater,0.0052325,0.01086999999999999,0.02189749999999998,0.00261999999999998,-4.0500000000001646e-4,-0.00802250000000001,NA,NA,NA,LAE 2015-10-25,LS7,46.6891660201792,-91.89420853614637,lightNearShoreSediment,0.15246749999999998,0.103875,0.04950750000000001,0.0592975,-5.700000000000149e-4,-2.6750000000000385e-4,NA,NA,NA,LAE -2015-10-25,LS7,46.68816511768481,-91.90124665260144,lightNearShoreSediment,0.13778249999999995,0.0972475,0.05877500000000002,0.05522749999999999,-5.425000000000013e-4,-0.004200000000000009,NA,NA,NA,LAE -2015-10-25,LS7,46.710147644093816,-91.74637517690005,lightNearShoreSediment,0.15541,0.1005475,0.05261500000000002,0.08773249999999999,0.0032250000000000056,0.007597500000000007,NA,NA,NA,LAE -2015-10-25,LS7,46.70643976531223,-91.75860605000794,lightNearShoreSediment,0.152495,0.09381,0.05847249999999998,0.07549499999999998,0.010759999999999992,-0.008187500000000014,NA,NA,NA,LAE -2015-10-25,LS7,46.71203091354956,-91.73933706044495,lightNearShoreSediment,0.15244000000000002,0.1039025,0.05885750000000001,0.0715075,0.007019999999999999,0.0036650000000000016,NA,NA,NA,LAE -2015-10-25,LS7,46.58574936532519,-90.55435467854971,lightNearShoreSediment,0.1100075,0.08308499999999999,0.04869625000000001,0.02268125,0.014582499999999998,-1.4374999999999805e-4,NA,NA,NA,LAE -2015-10-25,LS7,46.58583784830763,-90.55475164548392,lightNearShoreSediment,0.1100075,0.08634375,0.04869625000000001,0.026668750000000005,0.008972499999999994,-0.00789875000000001,NA,NA,NA,LAE -2015-10-25,LS7,46.58584890867024,-90.55589963094228,lightNearShoreSediment,0.1100075,0.08634375,0.04869625000000001,0.026668750000000005,0.0033625000000000044,0.007570000000000007,NA,NA,NA,LAE -2015-10-25,LS7,46.58607011544929,-90.55399526254172,lightNearShoreSediment,0.10130375,0.08308499999999999,0.0456575,0.02268125,0.0015062500000000006,-0.005960000000000007,NA,NA,NA,LAE -2015-10-25,LS7,46.58573830494227,-90.5539040674352,lightNearShoreSediment,0.10710625,0.08634375,0.04869625000000001,0.02268125,0.0033625000000000044,0.005644999999999997,NA,NA,NA,LAE +2015-10-25,LS7,46.68816511768481,-91.90124665260144,lightNearShoreSediment,0.13778249999999995,0.0972475,0.05877500000000002,0.05522749999999999,-5.425000000000013e-4,-0.0042,NA,NA,NA,LAE +2015-10-25,LS7,46.710147644093816,-91.74637517690005,lightNearShoreSediment,0.15541,0.1005475,0.05261500000000002,0.08773249999999999,0.003225,0.0075975,NA,NA,NA,LAE +2015-10-25,LS7,46.70643976531223,-91.75860605000794,lightNearShoreSediment,0.152495,0.09381,0.05847249999999998,0.07549499999999998,0.01075999999999999,-0.00818750000000001,NA,NA,NA,LAE +2015-10-25,LS7,46.71203091354956,-91.73933706044495,lightNearShoreSediment,0.15244000000000002,0.1039025,0.05885750000000001,0.0715075,0.00701999999999999,0.003665,NA,NA,NA,LAE +2015-10-25,LS7,46.58574936532519,-90.55435467854971,lightNearShoreSediment,0.1100075,0.08308499999999999,0.04869625000000001,0.02268125,0.01458249999999999,-1.4374999999999805e-4,NA,NA,NA,LAE +2015-10-25,LS7,46.58583784830763,-90.55475164548392,lightNearShoreSediment,0.1100075,0.08634375,0.04869625000000001,0.02666875,0.00897249999999999,-0.00789875000000001,NA,NA,NA,LAE +2015-10-25,LS7,46.58584890867024,-90.55589963094228,lightNearShoreSediment,0.1100075,0.08634375,0.04869625000000001,0.02666875,0.0033625,0.00757,NA,NA,NA,LAE +2015-10-25,LS7,46.58607011544929,-90.55399526254172,lightNearShoreSediment,0.10130375,0.08308499999999999,0.0456575,0.02268125,0.00150625,-0.00596,NA,NA,NA,LAE +2015-10-25,LS7,46.58573830494227,-90.5539040674352,lightNearShoreSediment,0.10710625,0.08634375,0.04869625000000001,0.02268125,0.0033625,0.00564499999999999,NA,NA,NA,LAE 2016-07-07,LS7,46.78436984681977,-92.02812430755463,cloud,0.39268,0.3905625,1.6022125,0.41512,0.35902000000000006,0.33220750000000004,NA,NA,NA,LAE 2016-07-07,LS7,46.78225400548072,-92.0137047518906,cloud,0.4043125,0.3993075,1.6022125,0.415065,0.3589375,0.31944750000000005,NA,NA,NA,LAE 2016-07-07,LS7,46.78719083925111,-91.97731253997652,cloud,1.6022125,1.6022125,1.6022125,0.52248000000000006,0.4076125,0.33212500000000006,NA,NA,NA,LAE @@ -5020,27 +5020,27 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2016-07-07,LS7,46.62390932362731,-90.53469938844673,cloud,1.6022125,1.6022125,1.6022125,0.7425900000000001,0.3894075,0.24376750000000005,NA,NA,NA,LAE 2016-07-07,LS7,46.62214087978332,-90.52182478517524,cloud,1.6022125,1.6022125,1.6022125,0.7622525,0.4015625,0.2617525,NA,NA,NA,LAE 2016-07-07,LS7,46.62119768611303,-90.51598829835882,cloud,1.6022125,1.6022125,1.6022125,0.801385,0.4454525,0.29511,NA,NA,NA,LAE -2016-11-12,LS7,46.90377914460806,-90.2296394999957,openWater,0.00946749999999999,0.01791000000000001,0.024510000000000004,0.007844999999999991,0.008339999999999986,0.004379999999999995,NA,NA,NA,LAE -2016-11-12,LS7,46.91357141813957,-90.2369351085162,openWater,0.013097499999999984,0.022062499999999985,0.012795,0.007817500000000005,0.003720000000000001,0.018817499999999987,NA,NA,NA,LAE -2016-11-12,LS7,46.90160935688789,-90.21084257921932,openWater,0.016727500000000006,0.017882499999999996,0.0205225,0.007844999999999991,0.008339999999999986,-4.0500000000001646e-4,NA,NA,NA,LAE -2016-11-12,LS7,46.90917391180844,-90.2057785685992,openWater,0.005782499999999996,0.02615999999999999,0.028277499999999983,0.007817500000000005,0.008339999999999986,0.009220000000000006,NA,NA,NA,LAE -2016-11-12,LS7,46.90794254537703,-90.25993773302793,openWater,0.009550000000000005,0.022172499999999984,0.024620000000000003,0.00789999999999999,-8.174999999999988e-4,0.009220000000000006,NA,NA,NA,LAE 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-2016-11-12,LS7,46.69296960068292,-91.86450426177676,lightNearShoreSediment,0.1298625,0.08973999999999999,0.050827500000000025,0.045465000000000005,0.003747499999999987,-4.0500000000001646e-4,NA,NA,NA,LAE +2016-11-12,LS7,46.69296960068292,-91.86450426177676,lightNearShoreSediment,0.1298625,0.08973999999999999,0.05082750000000002,0.045465,0.00374749999999998,-4.0500000000001646e-4,NA,NA,NA,LAE 2016-11-12,LS7,46.6922631329542,-91.86965410308537,lightNearShoreSediment,0.1406425,0.09810000000000002,0.05124000000000001,0.05305500000000002,-7.624999999999993e-4,-3.5000000000001696e-4,NA,NA,NA,LAE -2016-11-12,LS7,46.693087344405896,-91.8028778274506,lightNearShoreSediment,0.12978,0.09766000000000002,0.05409999999999998,0.0452175,0.003637499999999988,0.00429750000000001,NA,NA,NA,LAE -2016-11-12,LS7,46.69061467231514,-91.8368667800873,lightNearShoreSediment,0.12614999999999998,0.08542250000000001,0.05038749999999997,0.04530000000000001,0.003692499999999988,0.00429750000000001,NA,NA,NA,LAE 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2016-11-12,LS7,46.58956517852119,-90.91945124685874,cloud,0.2052675,0.21965,0.2154975,0.220035,0.15727999999999998,0.13583,NA,NA,NA,LAE @@ -5051,22 +5051,22 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2016-11-12,LS7,46.91838807628115,-90.50396636175569,cloud,0.20854,0.2270475,0.236425,0.195285,0.13723249999999998,0.12956,NA,NA,NA,LAE 2016-11-12,LS7,46.91592573852292,-90.504567176575,cloud,0.1618175,0.17842750000000002,0.1807925,0.15043250000000002,0.0958175,0.08622000000000002,NA,NA,NA,LAE 2016-11-12,LS7,46.91330391621413,-90.52185883538954,cloud,0.176145,0.186485,0.1882175,0.16531,0.109595,0.10060249999999998,NA,NA,NA,LAE -2020-07-12,SEN2,46.72579355204809,-90.2871894345104,openWater,0.005900000000000001,0.01535,0.0259,0.0055,0.005050000000000001,0.00625,0.00495,14,10.5,LAE -2020-07-12,SEN2,46.739912376244206,-90.2267646298229,openWater,0.006,0.0159,0.026,0.0058000000000000005,0.0056,0.0049,0.0044,19,13,LAE 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2020-07-12,SEN2,46.99478241428044,-90.35719733753471,cloud,0.13715,0.1467,0.1589,0.1365,0.13285,0.13490000000000002,0.13240000000000002,1336.5,1442,LAE 2020-07-12,SEN2,46.99500194672274,-90.35709004917412,cloud,0.13715,0.1467,0.1589,0.1365,0.13285,0.13490000000000002,0.13240000000000002,1336.5,1442,LAE -2020-07-12,SEN2,47.0540764531749,-90.33669806090624,other,0.047450000000000006,0.0664,0.05500000000000001,0.0414,0.0477,0.0607,0.04125,157,89,LAE +2020-07-12,SEN2,47.0540764531749,-90.33669806090624,other,0.04745,0.0664,0.05500000000000001,0.0414,0.0477,0.0607,0.04125,157,89,LAE 1986-05-10,LS5,46.79186443861936,-92.04173730831806,cloud,1.1995025,0.8623662500000001,1.6022125,0.8658725,0.54361375,0.42033125,NA,NA,NA,LRCP 1986-05-10,LS5,46.72083066925844,-91.928440799529,cloud,1.6022125,1.6022125,1.6022125,1.6022125,0.6611625000000001,0.4951725,NA,NA,NA,LRCP 1986-05-10,LS5,46.75659446926411,-91.67781518917744,cloud,0.8021550000000001,1.6022125,1.6022125,0.94217125,0.5606912500000001,0.37391125,NA,NA,NA,LRCP @@ -5147,7 +5147,7 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1991-10-31,LS5,47.12855894737152,-90.61153895841258,cloud,0.8874600000000001,0.9076175000000002,1.6022125,0.85666,0.45705750000000006,0.32332500000000003,NA,NA,NA,LRCP 1991-10-31,LS5,46.94699074840542,-91.00018031583446,cloud,0.9048675000000002,0.9201575000000002,1.6022125,0.8772850000000001,0.3697725,0.2642,NA,NA,NA,LRCP 1991-10-31,LS5,46.8843146556929,-90.38239414639922,cloud,0.8763500000000002,0.8887525000000001,1.6022125,0.846155,0.461705,0.2906275,NA,NA,NA,LRCP -1991-10-31,LS5,47.195027742468604,-90.41535313077422,cloud,0.8539375,0.8561925000000001,1.6022125,0.8261350000000001,0.48926,0.30385500000000004,NA,NA,NA,LRCP +1991-10-31,LS5,47.19502774246861,-90.41535313077422,cloud,0.8539375,0.8561925000000001,1.6022125,0.8261350000000001,0.48926,0.30385500000000004,NA,NA,NA,LRCP 1991-10-31,LS5,47.27894551598481,-90.19013340421172,cloud,0.7157225,0.7430025,0.7279325000000001,0.6949325,0.3404025,0.2108225,NA,NA,NA,LRCP 1991-10-31,LS5,47.116584566930925,-90.18464024014922,cloud,0.8990375000000002,0.90759,1.6022125,0.8725,0.42724750000000006,0.28081,NA,NA,NA,LRCP 1991-10-31,LS5,47.11284628913158,-90.30548984952422,cloud,0.7268049999999999,0.7558450000000001,0.76492,0.70981,0.35750750000000003,0.2521,NA,NA,NA,LRCP @@ -5159,59 +5159,59 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1991-10-31,LS5,47.02348531823754,-91.60226564236328,cloud,0.6586050000000001,0.6690275000000001,0.666965,0.63853,0.3833025000000001,0.266565,NA,NA,NA,LRCP 1991-10-31,LS5,46.90352100018189,-91.6956494314258,cloud,0.6702375,0.6746650000000001,0.6791475,0.6443050000000001,0.36166,0.280425,NA,NA,NA,LRCP 1991-10-31,LS5,46.8284066793362,-91.5967724783008,cloud,0.887405,0.9075625,1.6022125,0.8641675,0.4772975,0.3743925,NA,NA,NA,LRCP -1998-08-31,LS5,46.79087705253564,-91.9986431575557,openWater,0.0016024999999999928,0.012533749999999996,0.015187499999999993,0.006978749999999992,-2.6750000000000385e-4,-0.01089625000000001,NA,NA,NA,LRCP -1998-08-31,LS5,46.75866413727921,-91.79093289144242,openWater,0.0035962499999999957,0.01011374999999999,0.015627500000000003,0.0083675,0.005974999999999994,0.0017399999999999916,NA,NA,NA,LRCP -1998-08-31,LS5,46.84661250331372,-91.85828989428924,openWater,-0.001078750000000003,0.013784999999999992,0.0190925,0.007721249999999999,0.002881250000000002,0.0016437499999999994,NA,NA,NA,LRCP -1998-08-31,LS5,46.865097595830825,-91.76456278247282,openWater,-0.0015187499999999993,0.013289999999999996,0.016136250000000005,0.0074462500000000015,-1.162499999999983e-4,-0.002536250000000004,NA,NA,NA,LRCP 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1998-08-31,LS5,46.7934002225515,-91.37139412392814,shorelineContamination,0.0597375,0.06196499999999999,0.03981375,0.06273500000000001,0.06657125,0.05290375,NA,NA,NA,LRCP -1998-08-31,LS5,46.70435024960789,-90.76385943136523,shorelineContamination,0.05317875,0.06269374999999999,0.03896125,0.018666249999999995,0.0036787499999999945,0.00607125,NA,NA,NA,LRCP -1998-08-31,LS5,46.70181923098342,-90.75673548422168,shorelineContamination,0.04976875,0.06294125,0.0327875,0.01465124999999999,0.0037612499999999938,-0.001986250000000009,NA,NA,NA,LRCP -1998-08-31,LS5,46.6984051109167,-90.74952570638963,shorelineContamination,0.05012624999999998,0.06334000000000001,0.03781999999999999,0.010815000000000003,0.0038712499999999928,0.002125000000000002,NA,NA,NA,LRCP +1998-08-31,LS5,46.70435024960789,-90.76385943136523,shorelineContamination,0.05317875,0.06269374999999999,0.03896125,0.01866624999999999,0.00367874999999999,0.00607125,NA,NA,NA,LRCP 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+1998-08-31,LS5,46.971900635691824,-91.04219628312538,offShoreSediment,0.00553499999999998,0.021485,0.02277750000000001,0.0053975,-0.00222,-0.00213750000000001,NA,NA,NA,LRCP 1998-08-31,LS5,46.59306537770063,-90.9171048641098,cloud,0.1570875,0.1608,0.134785,0.204635,0.21184000000000003,0.19671500000000003,NA,NA,NA,LRCP 1998-08-31,LS5,46.59247556707607,-90.91281332968596,cloud,0.13552750000000002,0.14292500000000002,0.121695,0.1793075,0.183295,0.152055,NA,NA,NA,LRCP 1998-08-31,LS5,46.59176778585366,-90.90972342490082,cloud,0.1103925,0.1250775,0.10428749999999998,0.1539525,0.16332999999999998,0.14394250000000003,NA,NA,NA,LRCP @@ -5311,39 +5311,39 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 1998-08-31,LS5,46.791901761610994,-91.38375374306877,shorelineContamination,0.10729875,0.09159625,0.0597925,0.2059825,0.24614625,0.181645,NA,NA,NA,LRCP 1998-08-31,LS5,46.79201928946708,-91.3817796372338,shorelineContamination,0.1146,0.09392,0.06774000000000002,0.22295,0.29339125,0.2306225,NA,NA,NA,LRCP 1998-08-31,LS5,46.79198990752712,-91.37920471657952,shorelineContamination,0.12551749999999998,0.1122075,0.07341875,0.20588625,0.26899875,0.193855,NA,NA,NA,LRCP -1998-08-31,LS5,46.79266568808799,-91.37409779061517,shorelineContamination,0.05969624999999998,0.06188250000000001,0.03970375,0.04332,0.016177499999999997,0.02427625,NA,NA,NA,LRCP +1998-08-31,LS5,46.79266568808799,-91.37409779061517,shorelineContamination,0.05969624999999998,0.06188250000000001,0.03970375,0.04332,0.01617749999999999,0.02427625,NA,NA,NA,LRCP 1998-08-31,LS5,46.7934002225515,-91.37139412392814,shorelineContamination,0.0597375,0.06196499999999999,0.03981375,0.06273500000000001,0.06657125,0.05290375,NA,NA,NA,LRCP -1998-08-31,LS5,46.70435024960789,-90.76385943136523,shorelineContamination,0.05317875,0.06269374999999999,0.03896125,0.018666249999999995,0.0036787499999999945,0.00607125,NA,NA,NA,LRCP -1998-08-31,LS5,46.70181923098342,-90.75673548422168,shorelineContamination,0.04976875,0.06294125,0.0327875,0.01465124999999999,0.0037612499999999938,-0.001986250000000009,NA,NA,NA,LRCP -1998-08-31,LS5,46.6984051109167,-90.74952570638963,shorelineContamination,0.05012624999999998,0.06334000000000001,0.03781999999999999,0.010815000000000003,0.0038712499999999928,0.002125000000000002,NA,NA,NA,LRCP +1998-08-31,LS5,46.70435024960789,-90.76385943136523,shorelineContamination,0.05317875,0.06269374999999999,0.03896125,0.01866624999999999,0.00367874999999999,0.00607125,NA,NA,NA,LRCP +1998-08-31,LS5,46.70181923098342,-90.75673548422168,shorelineContamination,0.04976875,0.06294125,0.0327875,0.01465124999999999,0.00376124999999999,-0.00198625,NA,NA,NA,LRCP +1998-08-31,LS5,46.6984051109167,-90.74952570638963,shorelineContamination,0.05012624999999998,0.06334000000000001,0.03781999999999999,0.010815,0.00387124999999999,0.002125,NA,NA,NA,LRCP 1998-08-31,LS5,46.69605041956966,-90.74223009786914,shorelineContamination,0.10179875,0.10105625,0.06083749999999999,0.08010124999999998,0.1086875,0.09275125,NA,NA,NA,LRCP 1998-08-31,LS5,46.72047534871166,-90.77252833090137,shorelineContamination,0.117625,0.102665,0.0622675,0.2147275,0.15743125,0.11743250000000002,NA,NA,NA,LRCP 1998-08-31,LS5,46.92447402838059,-90.56678526305669,shorelineContamination,0.10709249999999998,0.09405750000000002,0.05407250000000002,0.10720249999999998,0.0662275,0.05052499999999999,NA,NA,NA,LRCP 1998-08-31,LS5,46.92365335492856,-90.56275122069827,shorelineContamination,0.0926825,0.07604499999999997,0.04073499999999999,0.06919750000000002,0.04059750000000001,0.034355,NA,NA,NA,LRCP -1998-08-31,LS5,46.92253956370611,-90.55991880797856,shorelineContamination,0.0710675,0.07153500000000002,0.0385075,0.022612500000000008,0.009275000000000004,0.001959999999999989,NA,NA,NA,LRCP -1998-08-31,LS5,46.92148437171448,-90.5579447021436,shorelineContamination,0.06386249999999999,0.07158999999999999,0.04081750000000001,0.014169999999999988,0.0035824999999999885,0.006030000000000008,NA,NA,NA,LRCP +1998-08-31,LS5,46.92253956370611,-90.55991880797856,shorelineContamination,0.0710675,0.07153500000000002,0.0385075,0.0226125,0.009275,0.00195999999999998,NA,NA,NA,LRCP +1998-08-31,LS5,46.92148437171448,-90.5579447021436,shorelineContamination,0.06386249999999999,0.07158999999999999,0.04081750000000001,0.01416999999999998,0.00358249999999998,0.00603,NA,NA,NA,LRCP 1998-08-31,LS5,46.9196670479005,-90.55476896666995,shorelineContamination,0.096285,0.08957500000000002,0.04301749999999999,0.060755,0.04343,0.0262425,NA,NA,NA,LRCP 1998-08-31,LS5,46.92192403756999,-90.54700128936284,shorelineContamination,0.18566,0.1520825,0.0915825,0.23714,0.3103175,0.2968975,NA,NA,NA,LRCP -1998-08-31,LS5,46.9239464540332,-90.5469583740186,shorelineContamination,0.06743749999999998,0.07153500000000002,0.03628000000000001,0.014114999999999989,0.03490499999999999,0.030285000000000006,NA,NA,NA,LRCP -1998-08-31,LS5,46.92626188058604,-90.5462717285108,shorelineContamination,0.1178725,0.0985125,0.05179,0.07761249999999997,0.057674999999999976,0.07480749999999997,NA,NA,NA,LRCP +1998-08-31,LS5,46.9239464540332,-90.5469583740186,shorelineContamination,0.06743749999999998,0.07153500000000002,0.03628000000000001,0.01411499999999998,0.03490499999999999,0.030285,NA,NA,NA,LRCP +1998-08-31,LS5,46.92626188058604,-90.5462717285108,shorelineContamination,0.1178725,0.0985125,0.05179,0.07761249999999997,0.05767499999999997,0.07480749999999997,NA,NA,NA,LRCP 1998-08-31,LS5,46.91975498434292,-90.54622881316656,shorelineContamination,0.17498999999999998,0.13431749999999998,0.07840999999999998,0.16602499999999998,0.1969075,0.11113499999999998,NA,NA,NA,LRCP 1998-08-31,LS5,46.91773509734808,-90.54552393006362,shorelineContamination,0.18920750000000003,0.1432,0.08061000000000001,0.2162675,0.3017925,0.31705500000000003,NA,NA,NA,LRCP -1998-08-31,LS5,46.90662217256498,-90.44462719677746,shorelineContamination,0.013015,0.02156749999999999,0.020494999999999985,0.005589999999999984,6.950000000000012e-4,0.001959999999999989,NA,NA,NA,LRCP -1998-08-31,LS5,46.90647557582786,-90.44243851422132,shorelineContamination,0.06012250000000002,0.057867500000000016,0.04054250000000001,0.08179249999999999,0.08605499999999999,0.06259749999999997,NA,NA,NA,LRCP +1998-08-31,LS5,46.90662217256498,-90.44462719677746,shorelineContamination,0.013015,0.02156749999999999,0.02049499999999998,0.00558999999999998,6.950000000000012e-4,0.00195999999999998,NA,NA,NA,LRCP +1998-08-31,LS5,46.90647557582786,-90.44243851422132,shorelineContamination,0.06012250000000002,0.05786750000000001,0.04054250000000001,0.08179249999999999,0.08605499999999999,0.06259749999999997,NA,NA,NA,LRCP 1998-08-31,LS5,46.906197040922805,-90.44439116238416,shorelineContamination,0.096175,0.0938925,0.07379000000000002,0.1112725,0.10024499999999996,0.07068249999999998,NA,NA,NA,LRCP -1998-08-31,LS5,46.89561552908875,-90.4489764310483,shorelineContamination,0.06372499999999998,0.062350000000000017,0.0382875,0.09441500000000004,0.051927500000000015,0.02621499999999999,NA,NA,NA,LRCP -1998-08-31,LS5,46.89744833070392,-90.4488691426877,shorelineContamination,0.05286249999999998,0.062350000000000017,0.03386,0.0563825,0.04620749999999999,0.022172499999999984,NA,NA,NA,LRCP +1998-08-31,LS5,46.89561552908875,-90.4489764310483,shorelineContamination,0.06372499999999998,0.06235000000000001,0.0382875,0.09441500000000004,0.05192750000000001,0.02621499999999999,NA,NA,NA,LRCP +1998-08-31,LS5,46.89744833070392,-90.4488691426877,shorelineContamination,0.05286249999999998,0.06235000000000001,0.03386,0.0563825,0.04620749999999999,0.02217249999999998,NA,NA,NA,LRCP 1998-08-31,LS5,46.89477975075638,-90.4494270421628,shorelineContamination,0.0420275,0.04879249999999999,0.03606000000000001,0.043705,0.03768250000000001,0.02621499999999999,NA,NA,NA,LRCP 1998-08-31,LS5,46.88200683525979,-91.61109647805966,other,0.12769,0.0569875,0.03669249999999999,0.16392125,0.17354625,0.11667624999999998,NA,NA,NA,LRCP -1998-08-31,LS5,46.88106817846447,-91.61367139871396,other,0.06511375,0.098595,0.08675624999999998,0.04538249999999999,0.006030000000000008,0.009948749999999992,NA,NA,NA,LRCP -1998-08-31,LS5,46.6278883923466,-90.8697199016276,other,0.03467125,0.04868249999999999,0.033736249999999995,0.0437325,0.024908749999999997,0.022199999999999984,NA,NA,NA,LRCP -1998-08-31,LS5,46.626591634497416,-90.86628667408854,other,0.0365275,0.05326124999999998,0.037173750000000005,0.04799500000000001,0.06475625000000002,0.04242625,NA,NA,NA,LRCP -1998-08-31,LS5,46.625235899894,-90.86285344654948,other,0.023905,0.0397175,0.025018749999999992,0.031055,0.03772375,0.026228749999999995,NA,NA,NA,LRCP -1998-08-31,LS5,46.62388013133671,-90.85899106556803,other,0.023891250000000003,0.03516625,0.02504625000000001,0.03953875,0.05052499999999999,0.03434124999999999,NA,NA,NA,LRCP -1998-08-31,LS5,46.62205273738434,-90.85427037770182,other,0.01841875,0.03516625,0.025046249999999992,0.0310275,0.02917125,0.0221725,NA,NA,NA,LRCP -1998-08-31,LS5,46.62081479030694,-90.85092298085124,other,0.03111,0.0397175,0.029528749999999996,0.039497500000000005,0.026338749999999998,0.016122499999999998,NA,NA,NA,LRCP -1998-08-31,LS5,46.61928205470797,-90.84680310780436,other,0.02754875,0.03977249999999999,0.022915000000000005,0.031068749999999992,0.0206325,0.018157500000000007,NA,NA,NA,LRCP -1998-08-31,LS5,46.61810299779876,-90.84397069508464,other,0.029363749999999997,0.03978625,0.03406624999999999,0.03531749999999999,0.03201749999999999,0.0221725,NA,NA,NA,LRCP +1998-08-31,LS5,46.88106817846447,-91.61367139871396,other,0.06511375,0.098595,0.08675624999999998,0.04538249999999999,0.00603,0.00994874999999999,NA,NA,NA,LRCP +1998-08-31,LS5,46.6278883923466,-90.8697199016276,other,0.03467125,0.04868249999999999,0.03373624999999999,0.0437325,0.02490874999999999,0.02219999999999998,NA,NA,NA,LRCP +1998-08-31,LS5,46.626591634497416,-90.86628667408854,other,0.0365275,0.05326124999999998,0.03717375,0.04799500000000001,0.06475625000000002,0.04242625,NA,NA,NA,LRCP +1998-08-31,LS5,46.625235899894,-90.86285344654948,other,0.023905,0.0397175,0.02501874999999999,0.031055,0.03772375,0.02622874999999999,NA,NA,NA,LRCP +1998-08-31,LS5,46.62388013133671,-90.85899106556803,other,0.02389125,0.03516625,0.02504625000000001,0.03953875,0.05052499999999999,0.03434124999999999,NA,NA,NA,LRCP +1998-08-31,LS5,46.62205273738434,-90.85427037770182,other,0.01841875,0.03516625,0.02504624999999999,0.0310275,0.02917125,0.0221725,NA,NA,NA,LRCP +1998-08-31,LS5,46.62081479030694,-90.85092298085124,other,0.03111,0.0397175,0.02952874999999999,0.0394975,0.02633874999999999,0.01612249999999999,NA,NA,NA,LRCP +1998-08-31,LS5,46.61928205470797,-90.84680310780436,other,0.02754875,0.03977249999999999,0.022915,0.03106874999999999,0.0206325,0.0181575,NA,NA,NA,LRCP +1998-08-31,LS5,46.61810299779876,-90.84397069508464,other,0.02936374999999999,0.03978625,0.03406624999999999,0.03531749999999999,0.03201749999999999,0.0221725,NA,NA,NA,LRCP 2004-10-18,LS5,46.84098711467429,-91.91226287112924,cloud,0.41567,0.4318675,0.446525,0.396475,0.37079,0.31922750000000005,NA,NA,NA,LRCP 2004-10-18,LS5,46.82313619588466,-91.98916716800424,cloud,0.6910825,0.7061250000000001,0.6944375,0.68099,0.57924,0.4535650000000001,NA,NA,NA,LRCP 2004-10-18,LS5,46.786476259882924,-91.95140166507456,cloud,0.5925499999999999,0.60399,0.6063274999999999,0.5758025,0.5106550000000001,0.4102525,NA,NA,NA,LRCP @@ -5378,205 +5378,205 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2004-10-18,LS5,47.07812946529986,-90.29893260856312,cloud,0.5720624999999999,0.5876000000000001,0.57484,0.5627675000000001,0.51511,0.41594500000000006,NA,NA,NA,LRCP 2004-10-18,LS5,47.0041965094093,-90.14649730582876,cloud,0.5193175000000001,0.5213525000000001,0.5103249999999999,0.503285,0.446965,0.360835,NA,NA,NA,LRCP 2004-10-18,LS5,47.15943077418342,-90.41016918082876,cloud,0.6709799999999999,0.6899550000000001,0.6771674999999999,0.6555525,0.5218750000000001,0.3878675,NA,NA,NA,LRCP -2003-05-01,LS7,46.92278235136859,-91.67174572026984,openWater,0.01680999999999999,0.0324575,0.03919500000000001,0.012575000000000005,0.008449999999999985,0.009192499999999992,NA,NA,NA,LRCP -2003-05-01,LS7,46.9103532718345,-91.66419261968392,openWater,0.012932499999999986,0.0343,0.0352075,0.012465000000000004,0.0084225,0.006745000000000001,NA,NA,NA,LRCP -2003-05-01,LS7,46.91434027177519,-91.63329357183235,openWater,0.015297499999999992,0.034822500000000006,0.03773750000000001,0.012822499999999988,0.008532499999999998,0.009220000000000006,NA,NA,NA,LRCP -2003-05-01,LS7,46.91293312919419,-91.5917515186097,openWater,0.0173875,0.033062499999999995,0.0380675,0.013015,0.01097999999999999,0.009247499999999992,NA,NA,NA,LRCP -2003-05-01,LS7,47.001273734795326,-91.59956098072396,openWater,0.019862500000000005,0.0295975,0.034519999999999995,0.008202500000000001,0.0083125,0.004269999999999996,NA,NA,NA,LRCP -2003-05-01,LS7,47.20709605527512,-91.06909008687428,openWater,0.017249999999999988,0.02682000000000001,0.03680249999999999,0.0142525,0.0113925,0.007019999999999999,NA,NA,NA,LRCP -2003-05-01,LS7,47.18283391712661,-91.1418745107024,openWater,0.016424999999999995,0.027892499999999987,0.03383249999999999,0.017469999999999986,0.011172500000000002,0.011749999999999984,NA,NA,NA,LRCP -2003-05-01,LS7,47.1538914848184,-91.20092602437428,openWater,0.019917500000000005,0.02767249999999999,0.03908500000000001,0.013537500000000008,0.013509999999999994,0.009302499999999991,NA,NA,NA,LRCP -2003-05-01,LS7,47.23600949192305,-91.28057690328052,openWater,0.010072499999999984,0.022804999999999992,0.028937500000000005,0.009192499999999992,0.003885,0.0044349999999999945,NA,NA,NA,LRCP -2003-05-01,LS7,47.18750057443123,-91.3011762685149,openWater,0.016479999999999995,0.021815,0.030230000000000007,0.00988,0.006497499999999989,0.009330000000000003,NA,NA,NA,LRCP -2003-05-01,LS7,47.25991029414277,-90.49906099397634,openWater,0.014279999999999987,0.02541750000000001,0.0295425,0.017249999999999988,0.013454999999999996,0.006882499999999986,NA,NA,NA,LRCP -2003-05-01,LS7,47.26550209797136,-90.83002412874195,openWater,0.02453749999999999,0.030862499999999987,0.03314500000000001,0.018075000000000008,0.0113925,0.014197500000000002,NA,NA,NA,LRCP -2003-05-01,LS7,47.28879492321706,-90.75586641389822,openWater,0.01912,0.03089,0.03683,0.02187,0.0113925,0.007019999999999999,NA,NA,NA,LRCP -2003-05-01,LS7,47.25152148094841,-90.97833955842948,openWater,0.015242499999999992,0.028607500000000008,0.031082499999999985,0.014142500000000002,0.0113375,0.00941249999999999,NA,NA,NA,LRCP -2003-05-01,LS7,47.276683933747165,-90.56085908967948,openWater,0.019779999999999992,0.0295425,0.03691249999999999,0.017249999999999988,0.013454999999999996,0.011694999999999983,NA,NA,NA,LRCP -2003-05-01,LS7,47.269894507513726,-90.4132169000402,openWater,0.02156749999999999,0.027425000000000005,0.0386725,0.017194999999999988,0.013454999999999996,0.01645250000000001,NA,NA,NA,LRCP -2003-05-01,LS7,47.22794506165676,-90.16465122621209,openWater,0.021650000000000003,0.027480000000000004,0.02767249999999999,0.017304999999999987,0.018157499999999997,0.009302499999999991,NA,NA,NA,LRCP -2003-05-01,LS7,47.27268995594905,-90.20722324769646,openWater,0.01980750000000001,0.02541750000000001,0.03133,0.017249999999999988,0.013482500000000008,0.014087500000000005,NA,NA,NA,LRCP -2003-05-01,LS7,47.249390040544434,-90.29786045472773,openWater,0.019669999999999997,0.02528,0.027480000000000004,0.017167500000000002,0.015792499999999987,0.01405999999999999,NA,NA,NA,LRCP -2003-05-01,LS7,47.23913482919519,-90.40909702699334,openWater,0.019724999999999996,0.02739749999999999,0.034932500000000005,0.017194999999999988,0.013454999999999996,0.011667499999999996,NA,NA,NA,LRCP 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2004-06-20,LS7,46.70264853349795,-91.7825054840515,cloud,0.116085,0.1080275,0.0843775,0.1256275,0.09587250000000004,0.05748249999999999,NA,NA,NA,LRCP 2004-06-20,LS7,46.70700409945211,-91.78413626713257,cloud,0.103875,0.098265,0.07917999999999997,0.09955750000000002,0.07544000000000001,0.05280750000000001,NA,NA,NA,LRCP 2004-06-20,LS7,47.18889667332587,-91.34974363833786,cloud,0.2191,0.21654250000000003,0.2096675,0.256005,0.2665375,0.1999325,NA,NA,NA,LRCP @@ -5605,33 +5605,33 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2004-06-20,LS7,47.20671102590173,-90.90244893636924,cloud,0.1195775,0.11963249999999996,0.11966,0.12186000000000002,0.15235749999999998,0.1432275,NA,NA,NA,LRCP 2004-06-20,LS7,47.21067592629998,-90.87292317953332,cloud,0.0761,0.0809125,0.08151750000000002,0.07368000000000002,0.08220499999999997,0.06202000000000002,NA,NA,NA,LRCP 2004-06-20,LS7,47.20507833370819,-90.9084570845626,cloud,0.11614000000000002,0.11963249999999996,0.11795499999999998,0.1182025,0.1410825,0.12700250000000002,NA,NA,NA,LRCP -2013-08-16,LS7,46.78251999283503,-91.6989052214638,openWater,0.006909999999999986,0.012327500000000003,0.017469999999999986,0.007088749999999991,-8.037500000000058e-4,0.001052499999999984,NA,NA,NA,LRCP -2013-08-16,LS7,46.79063521167866,-91.70249656477507,openWater,0.004985000000000003,0.014802499999999996,0.017634999999999984,0.00717124999999999,0.0018087499999999976,-2.537500000000109e-4,NA,NA,NA,LRCP -2013-08-16,LS7,46.78534606805861,-91.72712997236786,openWater,0.006896249999999993,0.01465124999999999,0.01960125,0.007074999999999984,0.0030599999999999933,0.006305000000000005,NA,NA,NA,LRCP -2013-08-16,LS7,46.7721797207529,-91.75420688676488,openWater,0.006786249999999994,0.016837500000000005,0.01624624999999999,0.007006249999999992,0.0017537499999999984,0.0089450000000000085,NA,NA,NA,LRCP 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2013-08-16,LS7,46.6919043510653,-91.86601175058,lightNearShoreSediment,0.13305250000000002,0.09675250000000002,0.06224000000000002,0.1927,0.2475075,0.21778000000000003,NA,NA,NA,LRCP 2013-08-16,LS7,46.69193378760071,-91.86639798867816,lightNearShoreSediment,0.13712249999999998,0.1014275,0.0814625,0.1969625,0.21943,0.1993,NA,NA,NA,LRCP 2013-08-16,LS7,46.69193378760071,-91.86676276910418,lightNearShoreSediment,0.12488500000000002,0.09444249999999998,0.06652999999999998,0.16682249999999998,0.191325,0.16231250000000003,NA,NA,NA,LRCP @@ -5639,26 +5639,26 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2013-08-16,LS7,46.69162470317859,-91.86684859979266,lightNearShoreSediment,0.122795,0.08979500000000001,0.0600675,0.184065,0.21943,0.16762,NA,NA,NA,LRCP 2013-08-16,LS7,46.756099654521,-91.52522689780116,lightNearShoreSediment,0.07504125,0.0597375,0.03841125,0.0808575,0.06948625,0.0562175,NA,NA,NA,LRCP 2013-08-16,LS7,46.75611435528699,-91.52480847319482,lightNearShoreSediment,0.088145,0.06769875,0.0457125,0.10218375,0.12025125,0.09814125,NA,NA,NA,LRCP -2013-08-16,LS7,46.75633486629567,-91.5242827602279,lightNearShoreSediment,0.04778874999999999,0.047183750000000003,0.03002375,0.0380675,0.01988999999999999,0.015599999999999987,NA,NA,NA,LRCP +2013-08-16,LS7,46.75633486629567,-91.5242827602279,lightNearShoreSediment,0.04778874999999999,0.047183750000000003,0.03002375,0.0380675,0.01988999999999999,0.01559999999999998,NA,NA,NA,LRCP 2013-08-16,LS7,46.75579093750866,-91.52608520468593,lightNearShoreSediment,0.07607249999999999,0.06882625,0.04046000000000001,0.097935,0.07963374999999998,0.07062749999999998,NA,NA,NA,LRCP -2013-08-16,LS7,46.755995674659474,-91.52555345273768,lightNearShoreSediment,0.0568775,0.05631375,0.03736624999999999,0.05734500000000001,0.028786249999999985,0.022158750000000005,NA,NA,NA,LRCP 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2013-08-16,LS7,46.69193378760071,-91.86676276910418,lightNearShoreSediment,0.12488500000000002,0.09444249999999998,0.06652999999999998,0.16682249999999998,0.191325,0.16231250000000003,NA,NA,NA,LRCP @@ -5764,26 +5764,26 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2013-08-16,LS7,46.69162470317859,-91.86684859979266,lightNearShoreSediment,0.122795,0.08979500000000001,0.0600675,0.184065,0.21943,0.16762,NA,NA,NA,LRCP 2013-08-16,LS7,46.756099654521,-91.52522689780116,lightNearShoreSediment,0.07504125,0.0597375,0.03841125,0.0808575,0.06948625,0.0562175,NA,NA,NA,LRCP 2013-08-16,LS7,46.75611435528699,-91.52480847319482,lightNearShoreSediment,0.088145,0.06769875,0.0457125,0.10218375,0.12025125,0.09814125,NA,NA,NA,LRCP -2013-08-16,LS7,46.75633486629567,-91.5242827602279,lightNearShoreSediment,0.04778874999999999,0.047183750000000003,0.03002375,0.0380675,0.01988999999999999,0.015599999999999987,NA,NA,NA,LRCP 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2013-08-16,LS7,46.76601035819134,-92.0383881591358,cloud,0.1223825,0.1235925,0.12439,0.1281025,0.13855250000000002,0.11850500000000004,NA,NA,NA,LRCP 2013-08-16,LS7,47.107947901342165,-91.43611928889868,cloud,0.0448875,0.05519999999999997,0.06058999999999998,0.05415500000000001,0.0323475,0.02473,NA,NA,NA,LRCP 2013-08-16,LS7,47.11227065916603,-91.4470197863352,cloud,0.03443750000000001,0.04576749999999999,0.0562725,0.04978250000000001,0.03237499999999999,0.02739749999999999,NA,NA,NA,LRCP -2013-08-16,LS7,47.11458815852114,-91.42228962891002,cloud,0.030312499999999992,0.0410925,0.045520000000000005,0.03663749999999999,0.022062499999999985,0.01942250000000001,NA,NA,NA,LRCP -2013-08-16,LS7,47.11014875785496,-91.43031479828258,cloud,0.034465,0.04343,0.04978250000000001,0.04538249999999999,0.02979000000000001,0.014114999999999989,NA,NA,NA,LRCP 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2013-08-16,LS7,46.72405506319261,-90.85102989331202,cloud,1.6022125,1.6022125,1.6022125,0.75475875,1.6022125,0.564775,NA,NA,NA,LRCP 2013-08-16,LS7,46.716523269549576,-90.85961296215967,cloud,1.6022125,1.6022125,1.6022125,0.72065875,0.45558625,0.29137,NA,NA,NA,LRCP 2013-08-16,LS7,46.71534633181719,-90.8451934064956,cloud,1.6022125,1.6022125,1.6022125,0.71108875,1.6022125,0.5920274999999999,NA,NA,NA,LRCP -2013-08-16,LS7,46.72718497941062,-90.51697599922814,cloud,0.05839,0.06808375,0.0633125,0.054842500000000016,0.06151124999999999,0.05199625,NA,NA,NA,LRCP +2013-08-16,LS7,46.72718497941062,-90.51697599922814,cloud,0.05839,0.06808375,0.0633125,0.05484250000000001,0.06151124999999999,0.05199625,NA,NA,NA,LRCP 2013-08-16,LS7,46.729714808617615,-90.51465857063928,cloud,0.07350125000000002,0.07944124999999999,0.07780499999999999,0.06974750000000002,0.07286874999999998,0.05720750000000002,NA,NA,NA,LRCP 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2015-05-10,LS8,47.10601698754334,-91.32549330396782,cloud,0.0907575,0.102995,0.06636500000000001,0.11861500000000004,0.151065,0.16220250000000003,NA,NA,NA,LRCP 2015-05-10,LS8,47.14993080317479,-91.09134718580376,cloud,0.14908500000000002,0.1303025,0.10173,0.2021325,0.2140125,0.208485,NA,NA,NA,LRCP @@ -6091,7 +6091,7 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2015-05-10,LS8,46.82083914034058,-90.20828019791756,cloud,0.46041250000000006,0.464895,0.4944575000000001,0.4592025,0.20084,0.21613,NA,NA,NA,LRCP 2015-05-10,LS8,46.68440731753741,-90.1945472877613,cloud,0.56036125,0.56852875,0.6041825,0.5534450000000001,0.18088875,0.20610625,NA,NA,NA,LRCP 2015-05-10,LS8,46.71925377706428,-90.64910661393316,cloud,0.5259725,0.53558375,0.55942625,0.5165675,0.25463,0.258865,NA,NA,NA,LRCP -2015-05-10,LS8,47.1466347924611,-90.771315937824,cloud,-0.033790000000000014,-0.0515275,-0.1015225,0.017002500000000004,0.06067250000000002,0.067355,NA,NA,NA,LRCP 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2022-05-29,LS8,46.72819110984208,-90.42383026703536,cloud,0.5401075,0.5527299999999999,0.5875174999999999,0.5170625,0.20108750000000003,0.22427,NA,NA,NA,LRCP 2022-05-29,LS8,46.64811817405872,-90.60922455414476,cloud,0.7310675,0.7456149999999999,0.793355,0.7004600000000001,0.21362750000000005,0.257435,NA,NA,NA,LRCP -2019-05-12,SEN2,46.69164838374303,-91.85939316557536,darkNearShoreSediment,0.0727,0.051300000000000005,0.0407,0.0699,0.0358,0.0342,0.027100000000000003,25,74,LRCP +2019-05-12,SEN2,46.69164838374303,-91.85939316557536,darkNearShoreSediment,0.0727,0.0513,0.0407,0.0699,0.0358,0.0342,0.0271,25,74,LRCP 2019-05-12,SEN2,46.69210465040152,-91.86072354124674,darkNearShoreSediment,0.0765,0.0516,0.0409,0.07590000000000001,0.0371,0.0332,0.0277,43,47,LRCP -2019-05-12,SEN2,47.002296765474505,-91.59936659302971,openWater,0.007800000000000001,0.01645,0.02765,0.0061,0.0063,0.0058000000000000005,0.0043,20,11.5,LRCP 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2019-05-12,SEN2,46.68036348983752,-90.70156518237704,lightNearShoreSediment,0.15510000000000002,0.0954,0.06860000000000001,0.1544,0.08510000000000001,0.078,0.0637,106,148,LRCP 2019-05-12,SEN2,46.68236556539152,-90.71478310840244,lightNearShoreSediment,0.1612,0.0998,0.07060000000000001,0.1541,0.0779,0.07300000000000001,0.0636,120,115,LRCP -2019-05-12,SEN2,46.6742390334838,-90.69830361621494,lightNearShoreSediment,0.1522,0.0973,0.06760000000000001,0.1431,0.0758,0.0682,0.058600000000000006,143,136,LRCP +2019-05-12,SEN2,46.6742390334838,-90.69830361621494,lightNearShoreSediment,0.1522,0.0973,0.06760000000000001,0.1431,0.0758,0.0682,0.0586,143,136,LRCP 2019-05-12,SEN2,46.93357172194086,-90.93342953152666,lightNearShoreSediment,0.1559,0.0965,0.06509999999999999,0.14745000000000005,0.07320000000000002,0.06815,0.05840000000000001,165,155.5,LRCP 2019-05-12,SEN2,46.9322236950433,-90.92849426693924,lightNearShoreSediment,0.14190000000000005,0.08510000000000001,0.0563,0.13705,0.0665,0.0627,0.0507,105,105.5,LRCP -2019-05-12,SEN2,46.93231161087526,-90.92072658963212,lightNearShoreSediment,0.12445,0.08435000000000001,0.0544,0.10825,0.040150000000000005,0.034300000000000004,0.0275,53,39,LRCP -2019-05-12,SEN2,46.934362939316856,-90.91424637265214,lightNearShoreSediment,0.13015,0.0842,0.05555,0.11885,0.047,0.04155,0.033350000000000005,63.5,62.5,LRCP -2019-05-12,SEN2,46.9361908192269,-90.9132860452438,lightNearShoreSediment,0.1348,0.0845,0.0543,0.125,0.0555,0.050100000000000006,0.0393,60,57,LRCP -2019-05-12,SEN2,46.88263619829932,-90.76957264511452,lightNearShoreSediment,0.06325,0.0703,0.050100000000000006,0.04555,0.0102,0.0098,0.006,66,67,LRCP +2019-05-12,SEN2,46.93231161087526,-90.92072658963212,lightNearShoreSediment,0.12445,0.08435000000000001,0.0544,0.10825,0.04015,0.0343,0.0275,53,39,LRCP 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2019-05-12,SEN2,46.88350662420198,-91.90094879096064,cloud,0.0639,0.0962,0.114,0.05925,0.0507,0.04785,0.0929,483.5,262.5,LRCP 2019-05-12,SEN2,46.89224683269335,-91.90009048407586,cloud,0.0888,0.09325,0.08145,0.09395,0.09495,0.0905,0.0827,984,626,LRCP 2019-05-12,SEN2,46.89412373867571,-91.89897468512568,cloud,0.0942,0.1051,0.1076,0.09945,0.1024,0.0978,0.1186,1124.5,753.5,LRCP -2019-05-12,SEN2,46.87896512342811,-91.91312178222348,cloud,0.0389,0.06785,0.06860000000000001,0.035500000000000004,0.03045,0.02935,0.03915,252,188.5,LRCP +2019-05-12,SEN2,46.87896512342811,-91.91312178222348,cloud,0.0389,0.06785,0.06860000000000001,0.0355,0.03045,0.02935,0.03915,252,188.5,LRCP 2019-05-12,SEN2,46.8831891152503,-91.90153463927916,cloud,0.0767,0.09645,0.1048,0.07600000000000001,0.069,0.0637,0.0844,713.5,404,LRCP 2019-05-12,SEN2,46.90331053274692,-91.87932841214688,cloud,0.1011,0.1285,0.1355,0.10285,0.1076,0.10725,0.1391,1186.5,968,LRCP 2019-05-12,SEN2,46.89130013295709,-91.08879114329297,cloud,0.7175,0.66595,0.6847000000000001,0.76885,0.77285,0.7722,0.65,6210.5,5793,LRCP @@ -6262,39 +6262,39 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2019-05-12,SEN2,46.872067871264605,-90.5023254750988,shorelineContamination,0.1794,0.1211,0.09115,0.1795,0.18615,0.18025,0.2128,1778,1637.5,LRCP 2019-05-12,SEN2,46.87193584919388,-90.50157445657464,shorelineContamination,0.1242,0.08725000000000001,0.06595000000000001,0.16525,0.2123,0.22935,0.2443,2019,1549.5,LRCP 2019-05-12,SEN2,46.87163513104266,-90.5005981324932,shorelineContamination,0.1457,0.0974,0.07445,0.16905,0.2073,0.21035,0.23165,1830,1429.5,LRCP -2019-05-12,SEN2,47.01499412632909,-91.67293742317143,other,0.08465,0.0512,0.053000000000000005,0.089,0.1034,0.10135,0.0869,1050,951.5,LRCP +2019-05-12,SEN2,47.01499412632909,-91.67293742317143,other,0.08465,0.0512,0.053,0.089,0.1034,0.10135,0.0869,1050,951.5,LRCP 2019-05-12,SEN2,47.01540376447364,-91.67413905281012,other,0.08,0.0431,0.04585,0.0892,0.09405,0.09360000000000002,0.08825000000000001,1078.5,978,LRCP -2019-05-12,SEN2,46.62075191689157,-90.54976798013112,other,0.0108,0.0182,0.022500000000000003,0.0098,0.0068000000000000005,0.0077,0.0066,39,32,LRCP +2019-05-12,SEN2,46.62075191689157,-90.54976798013112,other,0.0108,0.0182,0.0225,0.0098,0.0068,0.0077,0.0066,39,32,LRCP 2019-05-12,SEN2,46.61792221399443,-90.54925299600023,other,0.0129,0.0221,0.0241,0.0113,0.0085,0.0095,0.0074,50,48,LRCP -2019-05-12,SEN2,46.59549893146947,-90.52917403035568,other,0.0126,0.0256,0.027600000000000003,0.0119,0.0097,0.0097,0.0089,52,37,LRCP -2019-06-06,SEN2,47.00095287740464,-91.65077888095928,openWater,0.011200000000000002,0.020700000000000003,0.02445,0.0117,0.012,0.01095,0.0098,43,38,LRCP -2019-06-06,SEN2,46.84431747084647,-91.91565920655935,openWater,0.0139,0.0318,0.0323,0.013800000000000002,0.0116,0.0108,0.0107,44,31,LRCP -2019-06-06,SEN2,46.886750053144105,-91.5942565822293,openWater,0.01385,0.0324,0.0348,0.01225,0.010350000000000002,0.0109,0.00895,46,37,LRCP -2019-06-06,SEN2,46.945153300195,-91.60645139203454,openWater,0.01225,0.02765,0.03005,0.0113,0.00995,0.0101,0.008400000000000001,43.5,27.5,LRCP +2019-05-12,SEN2,46.59549893146947,-90.52917403035568,other,0.0126,0.0256,0.0276,0.0119,0.0097,0.0097,0.0089,52,37,LRCP +2019-06-06,SEN2,47.00095287740464,-91.65077888095928,openWater,0.0112,0.0207,0.02445,0.0117,0.012,0.01095,0.0098,43,38,LRCP +2019-06-06,SEN2,46.84431747084647,-91.91565920655935,openWater,0.0139,0.0318,0.0323,0.0138,0.0116,0.0108,0.0107,44,31,LRCP +2019-06-06,SEN2,46.886750053144105,-91.5942565822293,openWater,0.01385,0.0324,0.0348,0.01225,0.01035,0.0109,0.00895,46,37,LRCP +2019-06-06,SEN2,46.945153300195,-91.60645139203454,openWater,0.01225,0.02765,0.03005,0.0113,0.00995,0.0101,0.0084,43.5,27.5,LRCP 2019-06-06,SEN2,47.02348197845171,-91.57594250262692,openWater,0.0119,0.02015,0.0252,0.01,0.01095,0.0104,0.0092,51,31,LRCP 2019-06-06,SEN2,47.21312766841602,-91.30819709525456,openWater,0.0099,0.0186,0.0254,0.0101,0.0109,0.0115,0.0094,39,28,LRCP -2019-06-06,SEN2,47.1393821216052,-91.0788574956452,openWater,0.0092,0.0205,0.0255,0.009000000000000001,0.0088,0.0082,0.006200000000000001,39,19,LRCP -2019-06-06,SEN2,47.09171983257533,-91.04177863822332,openWater,0.0105,0.0198,0.025900000000000003,0.0096,0.008,0.006900000000000001,0.0067,29,26,LRCP -2019-06-06,SEN2,47.1926012230085,-91.30545051322332,openWater,0.0102,0.02,0.0256,0.0108,0.011,0.009000000000000001,0.0086,37,27,LRCP -2019-06-06,SEN2,47.11508903396509,-91.10220344291082,openWater,0.0096,0.02,0.0268,0.0101,0.0079,0.008700000000000001,0.0073,33,31,LRCP -2019-06-06,SEN2,46.81733151952426,-90.40957095616336,openWater,0.0093,0.0183,0.0234,0.0089,0.0076,0.0081,0.007200000000000001,36,31,LRCP -2019-06-06,SEN2,46.77596532073152,-90.40957095616336,openWater,0.0097,0.0191,0.0245,0.0097,0.0082,0.007200000000000001,0.0078,39,29,LRCP -2019-06-06,SEN2,46.8408208750556,-90.25026919835084,openWater,0.00925,0.01855,0.025,0.00995,0.00795,0.00835,0.007000000000000001,34,29,LRCP +2019-06-06,SEN2,47.1393821216052,-91.0788574956452,openWater,0.0092,0.0205,0.0255,0.009,0.0088,0.0082,0.0062,39,19,LRCP +2019-06-06,SEN2,47.09171983257533,-91.04177863822332,openWater,0.0105,0.0198,0.0259,0.0096,0.008,0.0069,0.0067,29,26,LRCP +2019-06-06,SEN2,47.1926012230085,-91.30545051322332,openWater,0.0102,0.02,0.0256,0.0108,0.011,0.009,0.0086,37,27,LRCP +2019-06-06,SEN2,47.11508903396509,-91.10220344291082,openWater,0.0096,0.02,0.0268,0.0101,0.0079,0.0087,0.0073,33,31,LRCP +2019-06-06,SEN2,46.81733151952426,-90.40957095616336,openWater,0.0093,0.0183,0.0234,0.0089,0.0076,0.0081,0.0072,36,31,LRCP 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-2019-06-06,SEN2,47.24932533546528,-90.61595422772788,openWater,0.0107,0.0195,0.0254,0.0098,0.0081,0.009000000000000001,0.0073,38,34,LRCP -2019-06-06,SEN2,47.1597582526921,-90.48961145429035,openWater,0.0095,0.0194,0.024200000000000003,0.0094,0.0078,0.0064,0.0067,37,27,LRCP -2019-06-06,SEN2,47.23720531213233,-90.985369510931,openWater,0.0104,0.0195,0.0252,0.0099,0.0083,0.007500000000000001,0.0071,34,31,LRCP -2019-06-06,SEN2,47.21093698147501,-90.23967146626016,openWater,0.01045,0.0197,0.026500000000000003,0.0105,0.00775,0.00785,0.0074,33,24,LRCP -2019-06-06,SEN2,47.23145633276955,-90.3509080385258,openWater,0.01125,0.0198,0.0273,0.00955,0.00775,0.00855,0.007300000000000001,39.5,22.5,LRCP -2019-06-06,SEN2,47.24637450931248,-90.14766096821327,openWater,0.0119,0.022,0.028800000000000003,0.0104,0.0086,0.009000000000000001,0.0082,40,23,LRCP -2019-06-06,SEN2,47.18574328675732,-90.18885969868204,openWater,0.0113,0.0209,0.029300000000000003,0.0104,0.009000000000000001,0.0083,0.0074,35,36,LRCP +2019-06-06,SEN2,47.24932533546528,-90.61595422772788,openWater,0.0107,0.0195,0.0254,0.0098,0.0081,0.009,0.0073,38,34,LRCP +2019-06-06,SEN2,47.1597582526921,-90.48961145429035,openWater,0.0095,0.0194,0.0242,0.0094,0.0078,0.0064,0.0067,37,27,LRCP +2019-06-06,SEN2,47.23720531213233,-90.985369510931,openWater,0.0104,0.0195,0.0252,0.0099,0.0083,0.0075,0.0071,34,31,LRCP +2019-06-06,SEN2,47.21093698147501,-90.23967146626016,openWater,0.01045,0.0197,0.0265,0.0105,0.00775,0.00785,0.0074,33,24,LRCP +2019-06-06,SEN2,47.23145633276955,-90.3509080385258,openWater,0.01125,0.0198,0.0273,0.00955,0.00775,0.00855,0.0073,39.5,22.5,LRCP +2019-06-06,SEN2,47.24637450931248,-90.14766096821327,openWater,0.0119,0.022,0.0288,0.0104,0.0086,0.009,0.0082,40,23,LRCP +2019-06-06,SEN2,47.18574328675732,-90.18885969868204,openWater,0.0113,0.0209,0.0293,0.0104,0.009,0.0083,0.0074,35,36,LRCP 2019-06-06,SEN2,47.13345156008027,-90.20259260883827,openWater,0.0119,0.0216,0.0297,0.0103,0.0088,0.0091,0.0079,38,29,LRCP 2019-06-06,SEN2,46.9609129953325,-90.21402435854546,openWater,0.0109,0.02,0.0287,0.0099,0.0086,0.0076,0.0079,34,27,LRCP -2019-06-06,SEN2,46.8933871976735,-90.14261322573296,openWater,0.0098,0.01805,0.025800000000000003,0.0091,0.008400000000000001,0.007500000000000001,0.0077,39,28,LRCP -2019-06-06,SEN2,46.71838150982829,-91.9612812213332,lightNearShoreSediment,0.0889,0.0752,0.0486,0.0789,0.032600000000000004,0.0303,0.0256,52,43,LRCP +2019-06-06,SEN2,46.8933871976735,-90.14261322573296,openWater,0.0098,0.01805,0.0258,0.0091,0.0084,0.0075,0.0077,39,28,LRCP +2019-06-06,SEN2,46.71838150982829,-91.9612812213332,lightNearShoreSediment,0.0889,0.0752,0.0486,0.0789,0.0326,0.0303,0.0256,52,43,LRCP 2019-06-06,SEN2,46.71167285193308,-91.96213952821796,lightNearShoreSediment,0.0873,0.0755,0.0483,0.0767,0.0316,0.0298,0.0253,50,36,LRCP 2019-06-06,SEN2,46.70413932984759,-91.96540109438008,lightNearShoreSediment,0.0823,0.0708,0.0466,0.0722,0.0303,0.0286,0.0247,50,47,LRCP 2019-06-06,SEN2,46.686596275290384,-91.94205514711444,lightNearShoreSediment,0.1557,0.1021,0.0624,0.1557,0.08420000000000001,0.081,0.06620000000000001,57,42,LRCP @@ -6304,151 +6304,151 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2019-06-06,SEN2,46.68895137886301,-91.89965478700702,lightNearShoreSediment,0.1607,0.1038,0.0646,0.16010000000000002,0.0918,0.0876,0.0724,91,56,LRCP 2019-06-06,SEN2,46.68753832904139,-91.9018863849074,lightNearShoreSediment,0.17370000000000002,0.1077,0.067,0.181,0.1209,0.1161,0.097,106,71,LRCP 2019-06-06,SEN2,46.69328446983669,-91.82120622247704,lightNearShoreSediment,0.1427,0.0942,0.0584,0.14300000000000002,0.07980000000000001,0.0762,0.0631,86,61,LRCP -2019-06-06,SEN2,46.694932848987705,-91.84506715387352,lightNearShoreSediment,0.1242,0.0911,0.0578,0.1169,0.0555,0.0524,0.043300000000000005,91,75,LRCP -2019-06-06,SEN2,46.69834718860315,-91.79648698419578,lightNearShoreSediment,0.1301,0.0947,0.058800000000000005,0.1232,0.0577,0.0536,0.044,70,46,LRCP +2019-06-06,SEN2,46.694932848987705,-91.84506715387352,lightNearShoreSediment,0.1242,0.0911,0.0578,0.1169,0.0555,0.0524,0.0433,91,75,LRCP +2019-06-06,SEN2,46.69834718860315,-91.79648698419578,lightNearShoreSediment,0.1301,0.0947,0.0588,0.1232,0.0577,0.0536,0.044,70,46,LRCP 2019-06-06,SEN2,46.69469736933228,-91.80318177789697,lightNearShoreSediment,0.13670000000000002,0.0924,0.0572,0.1333,0.0714,0.0665,0.0555,90,63,LRCP -2019-06-06,SEN2,46.71183609087723,-91.74855570430692,lightNearShoreSediment,0.13440000000000002,0.1015,0.0629,0.1226,0.054,0.052500000000000005,0.0419,71,50,LRCP +2019-06-06,SEN2,46.71183609087723,-91.74855570430692,lightNearShoreSediment,0.13440000000000002,0.1015,0.0629,0.1226,0.054,0.0525,0.0419,71,50,LRCP 2019-06-06,SEN2,46.713130805182615,-91.755593820762,lightNearShoreSediment,0.113,0.1005,0.0631,0.0953,0.038,0.0364,0.0296,71,51,LRCP 2019-06-06,SEN2,46.72148685028513,-91.70958857173856,lightNearShoreSediment,0.1511,0.106,0.06470000000000001,0.1415,0.0731,0.0685,0.0558,83,55,LRCP -2019-06-06,SEN2,46.743537248758265,-91.63743265043809,lightNearShoreSediment,0.115,0.09175,0.05745,0.10345,0.04685,0.04335,0.034550000000000004,78.5,48,LRCP +2019-06-06,SEN2,46.743537248758265,-91.63743265043809,lightNearShoreSediment,0.115,0.09175,0.05745,0.10345,0.04685,0.04335,0.03455,78.5,48,LRCP 2019-06-06,SEN2,46.73836112373661,-91.65082223784042,lightNearShoreSediment,0.1092,0.09045,0.0582,0.0974,0.04085,0.03865,0.0315,75,56.5,LRCP 2019-06-06,SEN2,46.74518409341748,-91.64344079863145,lightNearShoreSediment,0.11095,0.0932,0.05925,0.097,0.04145,0.03845,0.03245,79.5,61,LRCP -2019-06-06,SEN2,46.75859191741453,-91.5687204052405,lightNearShoreSediment,0.1387,0.1035,0.0638,0.11965,0.05195,0.045950000000000005,0.03955,87,67.5,LRCP -2019-06-06,SEN2,46.885526977823325,-91.07066959659802,lightNearShoreSediment,0.0626,0.08560000000000001,0.057150000000000006,0.0464,0.0187,0.0182,0.0154,52,32.5,LRCP +2019-06-06,SEN2,46.75859191741453,-91.5687204052405,lightNearShoreSediment,0.1387,0.1035,0.0638,0.11965,0.05195,0.04595,0.03955,87,67.5,LRCP +2019-06-06,SEN2,46.885526977823325,-91.07066959659802,lightNearShoreSediment,0.0626,0.08560000000000001,0.05715,0.0464,0.0187,0.0182,0.0154,52,32.5,LRCP 2019-06-06,SEN2,46.88089250435738,-91.06260151188124,lightNearShoreSediment,0.0655,0.08895,0.05625,0.0478,0.01855,0.01845,0.0158,65.5,49.5,LRCP 2019-06-06,SEN2,46.88253514835065,-91.05307430546031,lightNearShoreSediment,0.0948,0.0947,0.0577,0.07235,0.02625,0.02625,0.0228,73.5,47.5,LRCP 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2013-07-07,LS8,46.64207869440396,-90.2409606056305,cloud,0.15077625,0.14474,0.123565,0.21012125,0.2158275,0.181425,NA,NA,NA,MRB -2013-07-07,LS8,46.73486854008765,-90.23752737809144,cloud,0.06375249999999999,0.058445000000000025,0.034135,0.09543249999999998,0.1307975,0.11581000000000002,NA,NA,NA,MRB +2013-07-07,LS8,46.73486854008765,-90.23752737809144,cloud,0.06375249999999999,0.05844500000000002,0.034135,0.09543249999999998,0.1307975,0.11581000000000002,NA,NA,NA,MRB 2013-07-07,LS8,47.10116026017688,-90.94658220369314,cloud,0.4713025,0.476335,0.4898375,0.4862075,0.4591475,0.3901225,NA,NA,NA,MRB 2013-07-07,LS8,47.12339676439733,-90.8135955069193,cloud,0.1609375,0.15807749999999998,0.144465,0.2058175,0.2388175,0.2081,NA,NA,NA,MRB 2013-07-07,LS8,47.11790678140927,-90.80484077669468,cloud,0.10640500000000004,0.1064875,0.092215,0.1490575,0.1848075,0.1566475,NA,NA,NA,MRB @@ -6549,113 +6549,113 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2017-05-15,LS8,47.08262552561691,-90.30975641439612,cloud,0.7207000000000001,0.73566,0.789615,0.6892674999999999,0.2817175,0.275805,NA,NA,NA,MRB 2017-05-15,LS8,46.97582957885719,-90.17588610425868,cloud,0.11187750000000002,0.10607499999999996,0.079565,0.15277000000000002,0.12318,0.10778,NA,NA,NA,MRB 2017-05-15,LS8,46.98162698813877,-90.19476885572352,cloud,0.109705,0.0969175,0.0710675,0.14193499999999998,0.11762499999999998,0.1003,NA,NA,NA,MRB -2020-07-10,LS8,46.78365546038017,-91.80823374309723,openWater,-1.300000000000051e-4,0.011089999999999989,0.012189999999999993,-6.937500000000069e-4,0.0016299999999999926,0.0018362499999999976,NA,NA,NA,MRB -2020-07-10,LS8,46.81044927547188,-91.85509729900544,openWater,-0.002082500000000015,0.008711250000000004,0.007074999999999998,-0.0020412500000000083,0.001987500000000003,0.0031150000000000067,NA,NA,NA,MRB 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2020-07-10,LS8,46.62670484315148,-90.63020595844196,cloud,0.25225125000000004,0.2422,0.22274375,0.296705,0.27810125,0.2235,NA,NA,NA,MRB 2020-07-10,LS8,46.625334374981946,-90.62773832614826,cloud,0.27735875,0.26836625000000003,0.2444825,0.32435625,0.32265125,0.27125375,NA,NA,NA,MRB 2020-07-10,LS8,46.62558489326031,-90.6285537176888,cloud,0.3063575,0.2954125,0.27004375,0.36419,0.3701025,0.31057875,NA,NA,NA,MRB -2020-07-10,LS8,46.71105564307495,-92.0161580876831,shorelineContamination,0.027012499999999995,0.031604999999999994,0.014857499999999996,0.020769999999999983,0.01859749999999999,0.017304999999999987,NA,NA,NA,MRB -2020-07-10,LS8,46.71108506917052,-92.01508520407714,shorelineContamination,0.02698500000000001,0.035619999999999985,0.015600000000000004,0.009055000000000007,0.015105000000000007,0.016892500000000005,NA,NA,NA,MRB 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2022-07-24,LS9,46.94889794481311,-91.77761227150502,shorelineContamination,0.06424749999999999,0.0716175,0.0372975,0.18581125,0.14769625,0.0905925,NA,NA,NA,MRB 2022-07-24,LS9,46.94986837185103,-91.77817553539816,shorelineContamination,0.0837175,0.07368000000000002,0.050525,0.09514375,0.10459000000000002,0.08627500000000002,NA,NA,NA,MRB 2022-07-24,LS9,46.94959738644878,-91.7782184507424,shorelineContamination,0.08308499999999999,0.07937250000000001,0.05594249999999998,0.115095,0.1195775,0.09236625,NA,NA,NA,MRB -2022-07-24,LS9,46.949344709634936,-91.77823454399648,shorelineContamination,0.09954375,0.08722374999999999,0.057565000000000005,0.12927125,0.12979375,0.103545,NA,NA,NA,MRB -2022-07-24,LS9,46.97699694082228,-91.36707096118768,other,0.04032250000000001,0.028799999999999992,0.0234375,0.03897500000000001,0.037435,0.02761749999999999,NA,NA,NA,MRB 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2022-07-24,LS9,46.9764516914495,-91.36846220595584,other,0.08132499999999998,0.0585,0.04362250000000001,0.0841575,0.092765,0.07299250000000002,NA,NA,NA,MRB -2022-07-24,LS9,46.97675182179559,-91.36848366362796,other,0.01854249999999999,0.021540000000000004,0.017249999999999988,0.017002500000000004,0.018350000000000005,0.015710000000000002,NA,NA,NA,MRB -2022-07-24,LS9,46.97664567832913,-91.36887526614412,other,0.049755,0.039470000000000005,0.03163250000000001,0.05132249999999999,0.05049749999999997,0.03977249999999999,NA,NA,NA,MRB -2022-07-24,LS9,46.97640776979417,-91.36892891032444,other,0.07235999999999998,0.05440250000000002,0.04332,0.07618249999999999,0.07645750000000001,0.058087500000000014,NA,NA,NA,MRB -2022-07-24,LS9,46.97664567832913,-91.3677004585956,other,0.04827000000000001,0.0329525,0.025554999999999994,0.0479125,0.05530999999999997,0.043705,NA,NA,NA,MRB 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2003-05-09,LS5,47.0227434036315,-90.196631566984,cloud,1.6022125,1.6022125,1.6022125,1.6022125,0.342355,0.28928,NA,NA,NA,SKS 2003-05-09,LS5,46.93466962290471,-90.30924143026526,cloud,1.6022125,1.6022125,1.6022125,1.6022125,0.3523375,0.30355250000000006,NA,NA,NA,SKS -2005-09-27,LS7,47.0894723165845,-91.05992138219447,openWater,5.850000000000022e-4,0.010457500000000008,0.02016499999999999,0.0022625000000000006,0.004957500000000004,-7.074999999999998e-4,NA,NA,NA,SKS -2005-09-27,LS7,47.11912149337006,-91.12510979009242,openWater,0.0031424999999999925,0.010594999999999992,0.017882499999999996,0.0023725,-0.0012574999999999947,-0.003925000000000012,NA,NA,NA,SKS -2005-09-27,LS7,47.1815688048655,-91.0624016585916,openWater,0.004957500000000004,0.010099999999999998,0.02552750000000001,0.0036650000000000016,0.0053425,-4.60000000000016e-4,NA,NA,NA,SKS 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2005-09-27,LS7,46.81564488046404,-90.67616602115172,shorelineContamination,0.13063249999999998,0.09675250000000002,0.06853749999999997,0.191435,0.2251225,0.195835,NA,NA,NA,SKS 2005-09-27,LS7,46.81185921510757,-90.6766795565435,shorelineContamination,0.10896250000000002,0.0776675,0.05597000000000002,0.1659425,0.2158,0.15716999999999998,NA,NA,NA,SKS 2005-09-27,LS7,46.80645300830617,-90.67571691423068,shorelineContamination,0.10651500000000004,0.08030749999999998,0.04582249999999999,0.1557675,0.20656,0.17334,NA,NA,NA,SKS -2005-09-27,LS7,46.80289105794294,-90.67391997581662,shorelineContamination,0.1064875,0.08030749999999998,0.050854999999999984,0.15574,0.2157725,0.18618250000000003,NA,NA,NA,SKS -2005-09-27,LS7,46.75577823429507,-90.78709103134742,shorelineContamination,0.10767,0.08711375000000002,0.053550000000000014,0.2143975,0.3071,0.219925,NA,NA,NA,SKS 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-2005-09-27,LS7,47.22914655543303,-90.78058744309376,other,0.04832500000000001,0.03449250000000001,0.030450000000000005,0.04972750000000001,0.05508999999999997,0.0447775,NA,NA,NA,SKS +2005-09-27,LS7,47.22914655543303,-90.78058744309376,other,0.04832500000000001,0.03449250000000001,0.03045,0.04972750000000001,0.05508999999999997,0.0447775,NA,NA,NA,SKS 2005-09-27,LS7,47.22964197452118,-90.779729136209,other,0.10101500000000002,0.0479125,0.0353175,0.0955975,0.09240749999999998,0.06738250000000001,NA,NA,NA,SKS 2005-09-27,LS7,47.14760542554343,-90.77843682693415,other,0.1245275,0.06213000000000002,0.0419175,0.12612250000000003,0.1925075,0.1324475,NA,NA,NA,SKS -2005-09-27,LS7,47.14783892295025,-90.77719228195126,other,0.1245275,0.059352499999999975,0.04948,0.13643500000000003,0.1425125,0.0837175,NA,NA,NA,SKS 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date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2007-07-15,LS7,46.73368203858239,-90.87591281796708,lightNearShoreSediment,0.16782625,0.11948124999999998,0.07984,0.2312825,0.26550625,0.2349675,NA,NA,NA,SKS 2007-07-15,LS7,46.73445414438991,-90.87629905606524,lightNearShoreSediment,0.165915,0.13147125,0.08092624999999998,0.2232525,0.2737975,0.2300175,NA,NA,NA,SKS 2007-07-15,LS7,46.73207065991923,-90.87520133884996,lightNearShoreSediment,0.1487,0.10630875,0.07864375000000001,0.221355,0.21793125,0.1688025,NA,NA,NA,SKS -2007-07-15,LS7,46.64157890683795,-90.76235754194244,lightNearShoreSediment,0.15421375,0.12238249999999998,0.06808375,0.09767374999999998,0.03347499999999999,0.024936249999999997,NA,NA,NA,SKS +2007-07-15,LS7,46.64157890683795,-90.76235754194244,lightNearShoreSediment,0.15421375,0.12238249999999998,0.06808375,0.09767374999999998,0.03347499999999999,0.02493624999999999,NA,NA,NA,SKS 2007-07-15,LS7,46.643449836039,-90.7591603487967,lightNearShoreSediment,0.13214499999999998,0.11370625,0.07018750000000001,0.0895475,0.03348875,0.02247500000000001,NA,NA,NA,SKS 2007-07-15,LS7,46.64057712287469,-90.763537713909,lightNearShoreSediment,0.1590125,0.12239624999999998,0.07113625000000001,0.11196,0.03586750000000001,0.02984500000000001,NA,NA,NA,SKS 2007-07-15,LS7,46.63584786283074,-90.77162725629792,lightNearShoreSediment,0.14747625,0.11799625,0.06694249999999999,0.09356250000000002,0.03706374999999999,0.02246125,NA,NA,NA,SKS -2007-07-15,LS7,46.634020872885,-90.7744167536734,lightNearShoreSediment,0.159975,0.12016875,0.06894999999999998,0.11603000000000002,0.039470000000000005,0.02614625,NA,NA,NA,SKS +2007-07-15,LS7,46.634020872885,-90.7744167536734,lightNearShoreSediment,0.159975,0.12016875,0.06894999999999998,0.11603000000000002,0.03947,0.02614625,NA,NA,NA,SKS 2007-07-15,LS7,46.63796317559185,-90.76763612928376,lightNearShoreSediment,0.19237,0.1256275,0.07208499999999998,0.113995,0.03347499999999999,0.02738375,NA,NA,NA,SKS 2007-07-15,LS7,46.78437417840508,-90.85861099806594,lightNearShoreSediment,0.122905,0.08311249999999998,0.05258750000000001,0.217945,0.20359,0.13610499999999998,NA,NA,NA,SKS 2007-07-15,LS7,46.78435948535035,-90.85704458800124,lightNearShoreSediment,0.10998000000000002,0.07898749999999999,0.05071749999999997,0.15568500000000002,0.13088,0.09028999999999998,NA,NA,NA,SKS 2007-07-15,LS7,46.78406562341384,-90.8566583499031,lightNearShoreSediment,0.0914725,0.06641999999999998,0.03339249999999999,0.10483749999999996,0.06509999999999999,0.04205500000000001,NA,NA,NA,SKS 2007-07-15,LS7,46.75223145878909,-90.78723911813417,lightNearShoreSediment,0.1123175,0.08952000000000002,0.05873375,0.11864249999999998,0.15470875,0.13793375,NA,NA,NA,SKS 2007-07-15,LS7,46.935818584761726,-90.94168189101126,lightNearShoreSediment,0.16751,0.1165525,0.06785000000000002,0.2225375,0.2394225,0.2017475,NA,NA,NA,SKS -2007-07-15,LS7,46.93521053712436,-90.93966486983206,lightNearShoreSediment,0.110145,0.0810225,0.0447775,0.08127000000000001,0.017882499999999996,0.01551749999999999,NA,NA,NA,SKS -2007-07-15,LS7,46.93491749965294,-90.9385383420458,lightNearShoreSediment,0.085945,0.07057249999999998,0.03713249999999999,0.041724999999999984,0.008449999999999985,-0.0014500000000000068,NA,NA,NA,SKS +2007-07-15,LS7,46.93521053712436,-90.93966486983206,lightNearShoreSediment,0.110145,0.0810225,0.0447775,0.08127000000000001,0.01788249999999999,0.01551749999999999,NA,NA,NA,SKS +2007-07-15,LS7,46.93491749965294,-90.9385383420458,lightNearShoreSediment,0.085945,0.07057249999999998,0.03713249999999999,0.04172499999999998,0.00844999999999998,-0.00145,NA,NA,NA,SKS 2007-07-15,LS7,46.93409698620212,-90.93615654044058,lightNearShoreSediment,0.20411250000000003,0.1476825,0.092875,0.280535,0.31895250000000003,0.2788025,NA,NA,NA,SKS 2007-07-15,LS7,46.93371602925506,-90.93424680762196,lightNearShoreSediment,0.1213375,0.08536749999999999,0.04508000000000001,0.1364625,0.08401999999999998,0.06391750000000002,NA,NA,NA,SKS 2007-07-15,LS7,46.933203198316086,-90.9334206872454,lightNearShoreSediment,0.16558499999999998,0.11875249999999998,0.07390000000000002,0.2184675,0.2884275,0.283505,NA,NA,NA,SKS 2007-07-15,LS7,46.98255611302443,-90.93428431908664,lightNearShoreSediment,0.17465999999999998,0.14361249999999998,0.07997749999999998,0.24143,0.248415,0.182085,NA,NA,NA,SKS 2007-07-15,LS7,46.98014064419253,-90.93478857438144,lightNearShoreSediment,0.14168750000000002,0.11894500000000002,0.072525,0.20656,0.16632750000000002,0.114545,NA,NA,NA,SKS 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2007-07-15,LS7,46.91396128838132,-90.54973914176192,lightNearShoreSediment,0.115755,0.0922425,0.05431999999999998,0.132145,0.0861925,0.05880249999999998,NA,NA,NA,SKS 2007-07-15,LS7,46.92398597556486,-90.5638307790086,lightNearShoreSediment,0.11762499999999998,0.08410250000000002,0.04879249999999999,0.1244175,0.0908675,0.08520250000000001,NA,NA,NA,SKS -2007-07-15,LS7,46.92339244865155,-90.5615240792558,lightNearShoreSediment,0.11581000000000002,0.08616499999999999,0.046922500000000006,0.14765499999999998,0.121255,0.10918250000000002,NA,NA,NA,SKS +2007-07-15,LS7,46.92339244865155,-90.5615240792558,lightNearShoreSediment,0.11581000000000002,0.08616499999999999,0.0469225,0.14765499999999998,0.121255,0.10918250000000002,NA,NA,NA,SKS 2007-07-15,LS7,46.9366504216676,-90.83009171488978,lightNearShoreSediment,0.090125,0.07354250000000001,0.04255,0.11292249999999998,0.05343999999999999,0.03727,NA,NA,NA,SKS 2007-07-15,LS7,46.9355588782988,-90.82932996752956,lightNearShoreSediment,0.09565249999999996,0.07348749999999998,0.0443925,0.1480125,0.12389499999999998,0.08063749999999997,NA,NA,NA,SKS -2007-07-15,LS7,46.692043386855474,-91.882042776943,offShoreSediment,0.02979000000000001,0.05187249999999999,0.03322749999999999,0.027205000000000007,0.014692499999999995,0.010374999999999995,NA,NA,NA,SKS -2007-07-15,LS7,46.69298566013043,-91.86869639517016,offShoreSediment,0.06268000000000001,0.08234249999999999,0.05321999999999999,0.05170750000000002,0.024262499999999992,0.017744999999999983,NA,NA,NA,SKS +2007-07-15,LS7,46.692043386855474,-91.882042776943,offShoreSediment,0.02979000000000001,0.05187249999999999,0.03322749999999999,0.027205,0.01469249999999999,0.01037499999999999,NA,NA,NA,SKS +2007-07-15,LS7,46.69298566013043,-91.86869639517016,offShoreSediment,0.06268000000000001,0.08234249999999999,0.05321999999999999,0.05170750000000002,0.02426249999999999,0.01774499999999998,NA,NA,NA,SKS 2007-07-15,LS7,46.7119072201509,-91.75800359887056,offShoreSediment,0.0418075,0.05893999999999999,0.05236750000000001,0.0536875,0.02838750000000001,0.025005,NA,NA,NA,SKS -2007-07-15,LS7,46.705668624090976,-91.77040613335542,offShoreSediment,0.03908500000000001,0.06259749999999997,0.043842500000000006,0.04194500000000001,0.0237675,0.022584999999999997,NA,NA,NA,SKS -2007-07-15,LS7,46.69925029301319,-91.782666164892,offShoreSediment,0.04549249999999999,0.0630925,0.042495000000000005,0.04227500000000001,0.021430000000000005,0.017634999999999984,NA,NA,NA,SKS -2007-07-15,LS7,46.732557218302766,-90.87361459076229,offShoreSediment,0.029294999999999988,0.052395,0.0399375,0.04666125,0.02394625,0.0261875,NA,NA,NA,SKS -2007-07-15,LS7,46.73010106176109,-90.8721769267303,offShoreSediment,0.024083749999999987,0.0476375,0.04156,0.0464825,0.026283749999999995,0.01756624999999999,NA,NA,NA,SKS -2007-07-15,LS7,46.64254325663418,-90.76856126689854,offShoreSediment,0.05631375000000002,0.07839625,0.047335,0.054540000000000005,0.028635000000000008,0.020000000000000004,NA,NA,NA,SKS -2007-07-15,LS7,46.65189502022618,-90.75716478528962,offShoreSediment,0.0572075,0.06838625000000001,0.05198249999999999,0.0511025,0.024069999999999998,0.017607499999999984,NA,NA,NA,SKS -2007-07-15,LS7,46.80671247580055,-90.7291372487352,offShoreSediment,0.0206325,0.04733499999999999,0.03419,0.019504999999999995,0.009027499999999994,0.0084225,NA,NA,NA,SKS -2007-07-15,LS7,46.80133678178905,-90.73375064824084,offShoreSediment,0.01691999999999999,0.04111999999999999,0.0266275,0.011667499999999996,0.004324999999999996,0.003637499999999988,NA,NA,NA,SKS -2007-07-15,LS7,46.78400640540679,-90.79521747646474,offShoreSediment,0.005672499999999997,0.028579999999999994,0.020769999999999983,0.0076525000000000065,0.001959999999999989,0.0012174999999999825,NA,NA,NA,SKS 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2022-09-19,LS7,46.78742486812307,-90.54925946827626,cloud,0.16223,0.1765025,0.17944500000000002,0.17320249999999998,0.134015,0.11383,NA,NA,NA,SKS 2022-09-19,LS7,46.783545982280486,-90.53363828297351,cloud,0.17666749999999998,0.1862375,0.1882725,0.1793075,0.13764500000000002,0.11963249999999996,NA,NA,NA,SKS 2022-09-19,LS7,46.79871150106342,-90.57768166925165,cloud,0.15067999999999998,0.163495,0.1706725,0.16102,0.11938500000000002,0.1021975,NA,NA,NA,SKS @@ -7662,37 +7662,37 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2022-09-19,LS7,46.78561084377685,-90.71550328339109,shorelineContamination,0.12760749999999998,0.1075875,0.0709575,0.28411000000000003,0.3000325,0.2192925,NA,NA,NA,SKS 2022-09-19,LS7,46.83222335167625,-91.9160642746192,other,0.10606125,0.06811124999999998,0.05309625000000001,0.10443875,0.12025125,0.08664624999999998,NA,NA,NA,SKS 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-2022-09-19,LS7,47.16578993261688,-90.36409717402816,other,0.0265725,0.03630749999999999,-0.122285,0.024317499999999992,0.016067499999999985,0.008752499999999996,NA,NA,NA,SKS +2022-09-19,LS7,47.16578993261688,-90.36409717402816,other,0.0265725,0.03630749999999999,-0.122285,0.02431749999999999,0.01606749999999998,0.00875249999999999,NA,NA,NA,SKS 2022-09-19,LS7,47.1905160022074,-90.34849453768636,other,0.06548500000000002,-0.0637375,-0.1222575,0.06204749999999998,0.03836999999999999,0.03226499999999999,NA,NA,NA,SKS 2022-09-19,LS7,47.19087344017931,-90.352254267108,other,0.05654749999999997,0.06699749999999999,-0.1222025,0.04950750000000001,0.03465750000000001,0.03226499999999999,NA,NA,NA,SKS -2022-09-19,LS7,47.20741488905136,-90.34094164132262,other,0.1012075,-0.06360000000000002,-0.122065,0.0996125,0.06067250000000002,0.055804999999999993,NA,NA,NA,SKS +2022-09-19,LS7,47.20741488905136,-90.34094164132262,other,0.1012075,-0.06360000000000002,-0.122065,0.0996125,0.06067250000000002,0.05580499999999999,NA,NA,NA,SKS 2022-09-19,LS7,47.208027127543936,-90.3466493821063,other,0.08044499999999999,0.0907575,-0.122065,0.0746425,0.0532475,0.03814999999999999,NA,NA,NA,SKS 2022-09-19,LS7,47.19986336659436,-90.35192796944762,other,0.0715075,0.08401999999999998,-0.122065,0.06207499999999999,0.04582249999999999,0.03814999999999999,NA,NA,NA,SKS -2022-09-19,LS7,47.199076080374425,-90.34566232918884,other,0.0715075,0.002124999999999988,-0.122065,0.06207499999999999,0.04582249999999999,0.03814999999999999,NA,NA,NA,SKS +2022-09-19,LS7,47.199076080374425,-90.34566232918884,other,0.0715075,0.00212499999999998,-0.122065,0.06207499999999999,0.04582249999999999,0.03814999999999999,NA,NA,NA,SKS 2022-09-19,LS7,47.21602468873216,-90.3383916722383,other,NA,NA,NA,NA,NA,NA,NA,NA,NA,SKS 2022-09-19,LS7,47.224268105727056,-90.33459951431932,other,0.09532249999999998,0.03982749999999999,-0.1220375,0.09339750000000002,0.06067250000000002,0.06169000000000002,NA,NA,NA,SKS 2022-09-19,LS7,47.23320074573801,-90.33459951431932,other,0.07752999999999999,0.0840475,-0.1220375,0.06840000000000002,0.04585,0.03814999999999999,NA,NA,NA,SKS -2022-09-19,LS7,47.22515743849923,-90.3396206095952,other,0.0804725,0.09416750000000002,-0.1220375,0.07467000000000001,0.04956250000000001,0.049947500000000006,NA,NA,NA,SKS +2022-09-19,LS7,47.22515743849923,-90.3396206095952,other,0.0804725,0.09416750000000002,-0.1220375,0.07467000000000001,0.04956250000000001,0.0499475,NA,NA,NA,SKS 2022-09-19,LS7,47.24114266730518,-90.3270775633063,other,0.07752999999999999,-0.06360000000000002,-0.1220375,0.07467000000000001,0.05327500000000002,0.0440625,NA,NA,NA,SKS -2022-09-19,LS7,47.29220322603036,-90.30887197841965,other,0.023739999999999983,0.03314500000000001,-0.121955,0.018157499999999997,0.01238249999999999,0.008752499999999996,NA,NA,NA,SKS -2022-09-19,LS7,47.300466845860775,-90.30410701405616,other,0.0267375,-0.06712000000000001,-0.1220375,0.02442749999999999,0.016094999999999998,0.026434999999999983,NA,NA,NA,SKS -2022-09-19,LS7,47.28359784015913,-90.31082218463168,other,0.01477500000000001,-0.05306750000000002,-0.121845,0.018185000000000007,0.008669999999999983,0.008752499999999996,NA,NA,NA,SKS -2022-09-19,LS7,47.275296836809495,-90.31495417391343,other,0.017717499999999997,-0.06010750000000001,-0.1220375,0.011832499999999996,0.004902500000000004,0.008752499999999996,NA,NA,NA,SKS -2022-09-19,LS7,47.14802977071292,-90.36489526216752,other,0.0325675,-0.05680750000000001,-0.122285,0.030615000000000003,0.016067499999999985,0.014582499999999998,NA,NA,NA,SKS -2022-09-19,LS7,47.13976309951701,-90.3707601617443,other,0.0294875,0.0464,-0.1224225,0.030560000000000004,0.016067499999999985,0.014582499999999998,NA,NA,NA,SKS -2022-09-19,LS7,47.11431658060516,-90.37958581161465,other,0.0265175,-0.032525,-0.122285,0.02429000000000001,0.01604,0.008697499999999997,NA,NA,NA,SKS -2022-09-19,LS7,47.071779940209176,-90.39497938055943,other,0.0622125,-0.0641775,-0.1229725,0.05555749999999998,0.030862499999999987,0.026324999999999987,NA,NA,NA,SKS +2022-09-19,LS7,47.29220322603036,-90.30887197841965,other,0.02373999999999998,0.03314500000000001,-0.121955,0.01815749999999999,0.01238249999999999,0.00875249999999999,NA,NA,NA,SKS +2022-09-19,LS7,47.300466845860775,-90.30410701405616,other,0.0267375,-0.06712000000000001,-0.1220375,0.02442749999999999,0.01609499999999999,0.02643499999999998,NA,NA,NA,SKS +2022-09-19,LS7,47.28359784015913,-90.31082218463168,other,0.01477500000000001,-0.05306750000000002,-0.121845,0.018185,0.00866999999999998,0.00875249999999999,NA,NA,NA,SKS +2022-09-19,LS7,47.275296836809495,-90.31495417391343,other,0.01771749999999999,-0.06010750000000001,-0.1220375,0.01183249999999999,0.0049025,0.00875249999999999,NA,NA,NA,SKS +2022-09-19,LS7,47.14802977071292,-90.36489526216752,other,0.0325675,-0.05680750000000001,-0.122285,0.030615,0.01606749999999998,0.01458249999999999,NA,NA,NA,SKS +2022-09-19,LS7,47.13976309951701,-90.3707601617443,other,0.0294875,0.0464,-0.1224225,0.03056,0.01606749999999998,0.01458249999999999,NA,NA,NA,SKS +2022-09-19,LS7,47.11431658060516,-90.37958581161465,other,0.0265175,-0.032525,-0.122285,0.02429000000000001,0.01604,0.00869749999999999,NA,NA,NA,SKS +2022-09-19,LS7,47.071779940209176,-90.39497938055943,other,0.0622125,-0.0641775,-0.1229725,0.05555749999999998,0.03086249999999998,0.02632499999999998,NA,NA,NA,SKS 2021-06-27,LS8,47.01779289618398,-91.58608867318831,cloud,0.64524,0.6424075,0.6819525,0.645845,0.475455,0.354125,NA,NA,NA,SKS 2021-06-27,LS8,46.929711777896486,-91.76770520443829,cloud,0.411215,0.41653625,0.4300525,0.45102125,0.38586,0.39514125,NA,NA,NA,SKS 2021-06-27,LS8,46.84688698113128,-91.6427348433874,cloud,0.39052125,0.38774375,0.3791225,0.42236625,0.43364125,0.3829725,NA,NA,NA,SKS @@ -7851,13 +7851,13 @@ date,mission,lat,lon,class,Red,Green,Blue,B5,B6,B7,B8,B11,B12,vol_init 2020-09-20,SEN2,47.188103734923416,-90.14922563620657,cloud,0.2009,0.2072,0.2116,0.206,0.1918,0.183,0.1894,2048,1561,TJB 2020-09-20,SEN2,46.728071965806016,-90.47489465049276,other,0.0289,0.068,0.0916,0.0298,0.0222,0.0228,0.0201,97,61,TJB 2020-09-20,SEN2,46.72006999599863,-90.47489465049276,other,0.0277,0.0665,0.0908,0.0316,0.0252,0.0226,0.0189,78,59,TJB -2020-09-20,SEN2,46.71159602836597,-90.477641232524,other,0.0284,0.06910000000000001,0.08950000000000001,0.031100000000000003,0.0256,0.0272,0.0203,88,52,TJB -2020-09-20,SEN2,46.70359161484633,-90.4824477510787,other,0.0284,0.069,0.08990000000000001,0.03,0.024200000000000003,0.0241,0.0216,89,58,TJB +2020-09-20,SEN2,46.71159602836597,-90.477641232524,other,0.0284,0.06910000000000001,0.08950000000000001,0.0311,0.0256,0.0272,0.0203,88,52,TJB +2020-09-20,SEN2,46.70359161484633,-90.4824477510787,other,0.0284,0.069,0.08990000000000001,0.03,0.0242,0.0241,0.0216,89,58,TJB 2020-09-20,SEN2,46.84279300346242,-90.40966332725056,other,0.0367,0.0546,0.0645,0.032,0.0279,0.0292,0.0251,112,68.5,TJB 2020-09-20,SEN2,46.84655020982543,-90.3725844698287,other,0.03845,0.0571,0.07060000000000001,0.03475,0.03145,0.03135,0.02835,116.5,65.5,TJB 2020-09-20,SEN2,46.842323334190304,-90.31490624717244,other,0.04075,0.062,0.07600000000000001,0.0366,0.0308,0.0345,0.02955,121,72,TJB 2020-09-20,SEN2,46.84608057340078,-90.25242150596152,other,0.0437,0.0636,0.07515000000000001,0.0389,0.034,0.03365,0.03155,129.5,72,TJB -2020-09-20,SEN2,46.841853660812255,-90.16453088096152,other,0.0445,0.06625,0.07535,0.04630000000000001,0.036500000000000005,0.0354,0.031450000000000006,128.5,81,TJB +2020-09-20,SEN2,46.841853660812255,-90.16453088096152,other,0.0445,0.06625,0.07535,0.04630000000000001,0.0365,0.0354,0.03145,128.5,81,TJB 2020-09-20,SEN2,47.23952585390483,-90.1322311598882,other,0.1874,0.14250000000000002,0.1447,0.2019,0.2015,0.204,0.1867,1744,1334,TJB 2020-09-20,SEN2,47.239584127329074,-90.13154451438038,other,0.2024,0.1552,0.1599,0.2182,0.2201,0.21560000000000001,0.2146,2033,1560,TJB 2020-09-20,SEN2,47.23970067398528,-90.13034288474172,other,0.2021,0.157,0.1577,0.2105,0.2093,0.2101,0.2102,1921,1439,TJB diff --git a/eePlumB/2_data_ingestion/2_data_re_pull_LS5.Rmd b/eePlumB/2_data_ingestion/2_data_re_pull_LS5.Rmd index 488b463..fb4b821 100644 --- a/eePlumB/2_data_ingestion/2_data_re_pull_LS5.Rmd +++ b/eePlumB/2_data_ingestion/2_data_re_pull_LS5.Rmd @@ -7,7 +7,9 @@ output: html_document # Purpose -This script uses the volunteer point locations exported from `1_data_download.Rmd` which have been manually uploaded as a feature collection to the `ee-ross-superior` project in Earth Engine. +This script uses the volunteer point locations exported from +`1_data_download.Rmd` which have been manually uploaded as a feature collection +to the `ee-ross-superior` project in Earth Engine. ## R/Python Setup @@ -28,7 +30,8 @@ package_loader <- function(x) { invisible(lapply(libs, package_loader)) ``` -Use the conda environment if the env folder is present, otherwise create the environment. +Use the conda environment if the env folder is present, otherwise create the +environment. ```{r conda-env} if (!dir.exists("env")) { @@ -60,7 +63,8 @@ labels = ee.FeatureCollection("projects/ee-ross-superior/assets/labels/collated_ labels_5 = labels.filter(ee.Filter.eq("mission", "LS5")) ``` -Get the unique dates of images from this list and assign the date to the `system:time_start` parameter. +Get the unique dates of images from this list and assign the date to the +`system:time_start` parameter. ```{python} dates_5 = labels_5.aggregate_array("date").distinct() @@ -90,7 +94,7 @@ export_l5_meta = (ee.batch.Export.table.toDrive( fileNamePrefix = 'LS5_image_metadata', fileFormat = 'csv')) -export_l5_meta.start() +# export_l5_meta.start() ``` @@ -100,6 +104,7 @@ And then apply the scaling factors to the stack l5 = (l5 .map(rp.applyScaleFactors) .map(rp.apply_radsat_mask) + .map(rp.flag_qa_conf) .map(rp.addImageDate)) ``` @@ -113,24 +118,47 @@ for i in range(dates_5.length().getInfo()): print(one_date.getInfo()) one_dt = ee.Date(one_date) dt_label = labels_5_dt.filterDate(one_dt, one_dt.advance(1, 'day')) - one_image = l5.filterDate(one_dt, one_dt.advance(1, 'day')).mean() - + one_image_SR_band = (l5 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['SR_B1', 'SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B7']) + .mean()) + one_image_bits = (l5 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['cirrus_conf', 'snowice_conf', 'cloudshad_conf', + 'cloud_conf', 'dialated_cloud', 'SR_ATMOS_OPACITY']) + .max()) + one_image_cdist = (l5 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select('ST_CDIST') + .min()) + #define bands to extract and reduce regions - data = (one_image + bandsOut = one_image_SR_band.addBands(one_image_bits).addBands(one_image_cdist) + + combinedReducer = (ee.Reducer.median().unweighted() + .forEachBand(bandsOut.select(['SR_B1', 'SR_B2', 'SR_B3', + 'SR_B4', 'SR_B5', 'SR_B7'])) + .combine(ee.Reducer.max().unweighted() + .forEachBand(bandsOut.select(['cirrus_conf', 'snowice_conf', 'cloudshad_conf', + 'cloud_conf', 'dialated_cloud', 'SR_ATMOS_OPACITY'])), sharedInputs = False) + .combine(ee.Reducer.min().unweighted() + .forEachBand(bandsOut.select('ST_CDIST')), sharedInputs = False) + ) + # Collect median reflectance and occurance values + # Make a cloud score, and get the water pixel count + data = (bandsOut .reduceRegions( collection = dt_label, - reducer = ee.Reducer.median().forEachBand(one_image), + reducer = combinedReducer, scale = 30, - tileScale = 2, - crs = one_image.geometry().projection().crs() - )) - + crs = one_image_SR_band.geometry().projection().crs())) + image_date_export = (ee.batch.Export.table.toDrive( - collection = data, - description = 'LS5_' + one_date.getInfo(), - folder = 'eePlumB_additional_band_data', - fileNamePrefix = 'LS5_' + one_date.getInfo() + '_additional_vars', - fileFormat = 'csv')) + collection = data, + description = 'LS5_' + one_date.getInfo(), + folder = 'eePlumB_additional_band_data', + fileNamePrefix = 'LS5_' + one_date.getInfo() + '_additional_vars_v2024-04-25', + fileFormat = 'csv')) image_date_export.start() diff --git a/eePlumB/2_data_ingestion/3_data_re_pull_LS7.Rmd b/eePlumB/2_data_ingestion/3_data_re_pull_LS7.Rmd index 6383089..cd8e53d 100644 --- a/eePlumB/2_data_ingestion/3_data_re_pull_LS7.Rmd +++ b/eePlumB/2_data_ingestion/3_data_re_pull_LS7.Rmd @@ -89,7 +89,7 @@ export_l7_meta = (ee.batch.Export.table.toDrive( fileNamePrefix = 'LS7_image_metadata', fileFormat = 'csv')) -export_l7_meta.start() +#export_l7_meta.start() ``` @@ -99,6 +99,7 @@ And then apply the scaling factors to the stack l7 = (l7 .map(rp.applyScaleFactors) .map(rp.apply_radsat_mask) + .map(rp.flag_qa_conf) .map(rp.addImageDate)) ``` @@ -112,23 +113,47 @@ for i in range(dates_7.length().getInfo()): print(one_date.getInfo()) one_dt = ee.Date(one_date) dt_label = labels_7_dt.filterDate(one_dt, one_dt.advance(1, 'day')) - one_image = l7.filterDate(one_dt, one_dt.advance(1, 'day')).mean() - + one_image_SR_band = (l7 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['SR_B1', 'SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B7']) + .mean()) + one_image_bits = (l7 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['cirrus_conf', 'snowice_conf', 'cloudshad_conf', + 'cloud_conf', 'dialated_cloud', + 'SR_ATMOS_OPACITY']) + .max()) + one_image_cdist = (l7 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select('ST_CDIST') + .min()) + #define bands to extract and reduce regions - data = (one_image + bandsOut = one_image_SR_band.addBands(one_image_bits).addBands(one_image_cdist) + + combinedReducer = (ee.Reducer.median().unweighted() + .forEachBand(bandsOut.select(['SR_B1', 'SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B7'])) + .combine(ee.Reducer.max().unweighted() + .forEachBand(bandsOut.select(['cirrus_conf', 'snowice_conf', 'cloudshad_conf', + 'cloud_conf', 'dialated_cloud', 'SR_ATMOS_OPACITY'])), sharedInputs = False) + .combine(ee.Reducer.min().unweighted() + .forEachBand(bandsOut.select('ST_CDIST')), sharedInputs = False) + ) + + # Collect median reflectance and occurance values + # Make a cloud score, and get the water pixel count + data = (bandsOut .reduceRegions( collection = dt_label, - reducer = ee.Reducer.median().forEachBand(one_image), + reducer = combinedReducer, scale = 30, - tileScale = 2, - crs = one_image.geometry().projection().crs() - )) + crs = one_image_SR_band.geometry().projection().crs())) image_date_export = (ee.batch.Export.table.toDrive( collection = data, description = 'LS7_' + one_date.getInfo(), folder = 'eePlumB_additional_band_data', - fileNamePrefix = 'LS7_' + one_date.getInfo() + '_additional_vars', + fileNamePrefix = 'LS7_' + one_date.getInfo() + '_additional_vars_v2024-04-25', fileFormat = 'csv')) image_date_export.start() diff --git a/eePlumB/2_data_ingestion/4_data_re_pull_LS8.Rmd b/eePlumB/2_data_ingestion/4_data_re_pull_LS8.Rmd index d1eaa22..cd08fe2 100644 --- a/eePlumB/2_data_ingestion/4_data_re_pull_LS8.Rmd +++ b/eePlumB/2_data_ingestion/4_data_re_pull_LS8.Rmd @@ -7,7 +7,9 @@ output: html_document # Purpose -This script uses the volunteer point locations exported from `1_data_download.Rmd` which have been manually uploaded as a feature collection to the `ee-ross-superior` project in Earth Engine. +This script uses the volunteer point locations exported from +`1_data_download.Rmd` which have been manually uploaded as a feature collection +to the `ee-ross-superior` project in Earth Engine. ## R/Python Setup @@ -28,7 +30,8 @@ package_loader <- function(x) { invisible(lapply(libs, package_loader)) ``` -Use the conda environment if the env folder is present, otherwise create the environment. +Use the conda environment if the env folder is present, otherwise create the +environment. ```{r conda-env} if (!dir.exists("env")) { @@ -60,7 +63,8 @@ labels = ee.FeatureCollection("projects/ee-ross-superior/assets/labels/collated_ labels_8 = labels.filter(ee.Filter.eq("mission", "LS8")) ``` -Get the unique dates of images from this list and assign the date to the `system:time_start` parameter. +Get the unique dates of images from this list and assign the date to the +`system:time_start` parameter. ```{python} dates_8 = labels_8.aggregate_array("date").distinct() @@ -89,18 +93,21 @@ export_l8_meta = (ee.batch.Export.table.toDrive( fileNamePrefix = 'LS8_image_metadata', fileFormat = 'csv')) -export_l8_meta.start() +# export_l8_meta.start() ``` And then apply the scaling factors to the stack +And then apply the scaling factors to the stack + ```{python} l8 = (l8 - .map(rp.applyScaleFactors89) + .map(rp.applyScaleFactors_89) .map(rp.apply_radsat_mask) - .map(rp.addImageDate) - .map(rp.flag_cirrus_conf)) + .map(rp.flag_qa_conf) + .map(rp.flag_high_aerosol) + .map(rp.addImageDate)) ``` @@ -113,23 +120,47 @@ for i in range(dates_8.length().getInfo()): print(one_date.getInfo()) one_dt = ee.Date(one_date) dt_label = labels_8_dt.filterDate(one_dt, one_dt.advance(1, 'day')) - one_image = l8.filterDate(one_dt, one_dt.advance(1, 'day')).mean() + one_image_SR_band = (l8 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['SR_B1', 'SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B6', 'SR_B7']) + .mean()) + one_image_bits = (l8 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['cirrus_conf', 'snowice_conf', 'cloudshad_conf', + 'cloud_conf', 'dialated_cloud', 'aero_level']) + .max()) + one_image_cdist = (l8 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select('ST_CDIST') + .min()) + #define bands to extract and reduce regions - data = (one_image + bandsOut = one_image_SR_band.addBands(one_image_bits).addBands(one_image_cdist) + + combinedReducer = (ee.Reducer.median().unweighted() + .forEachBand(bandsOut.select(['SR_B1', 'SR_B2', 'SR_B3', + 'SR_B4', 'SR_B5', 'SR_B6', 'SR_B7'])) + .combine(ee.Reducer.max().unweighted() + .forEachBand(bandsOut.select(['cirrus_conf', 'snowice_conf', 'cloudshad_conf', + 'cloud_conf', 'dialated_cloud', 'aero_level'])), sharedInputs = False) + .combine(ee.Reducer.min().unweighted() + .forEachBand(bandsOut.select('ST_CDIST')), sharedInputs = False) + ) + # Collect median reflectance and occurance values + # Make a cloud score, and get the water pixel count + data = (bandsOut .reduceRegions( collection = dt_label, - reducer = ee.Reducer.median().forEachBand(one_image), + reducer = combinedReducer, scale = 30, - tileScale = 2, - crs = one_image.geometry().projection().crs() - )) - + crs = one_image_SR_band.geometry().projection().crs())) + image_date_export = (ee.batch.Export.table.toDrive( collection = data, description = 'LS8_' + one_date.getInfo(), folder = 'eePlumB_additional_band_data', - fileNamePrefix = 'LS8_' + one_date.getInfo() + '_additional_vars', + fileNamePrefix = 'LS8_' + one_date.getInfo() + '_additional_vars_v2024-04-25', fileFormat = 'csv')) image_date_export.start() diff --git a/eePlumB/2_data_ingestion/5_data_re_pull_LS9.Rmd b/eePlumB/2_data_ingestion/5_data_re_pull_LS9.Rmd index 29ad197..dbf40b2 100644 --- a/eePlumB/2_data_ingestion/5_data_re_pull_LS9.Rmd +++ b/eePlumB/2_data_ingestion/5_data_re_pull_LS9.Rmd @@ -89,7 +89,7 @@ export_l9_meta = (ee.batch.Export.table.toDrive( fileNamePrefix = 'LS9_image_metadata', fileFormat = 'csv')) -export_l9_meta.start() +#export_l9_meta.start() ``` @@ -97,10 +97,11 @@ And then apply the scaling factors to the stack ```{python} l9 = (l9 - .map(rp.applyScaleFactors89) + .map(rp.applyScaleFactors_89) .map(rp.apply_radsat_mask) - .map(rp.addImageDate) - .map(rp.flag_cirrus_conf)) + .map(rp.flag_qa_conf) + .map(rp.flag_high_aerosol) + .map(rp.addImageDate)) ``` @@ -113,23 +114,47 @@ for i in range(dates_9.length().getInfo()): print(one_date.getInfo()) one_dt = ee.Date(one_date) dt_label = labels_9_dt.filterDate(one_dt, one_dt.advance(1, 'day')) - one_image = l9.filterDate(one_dt, one_dt.advance(1, 'day')).mean() + one_image_SR_band = (l9 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['SR_B1', 'SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B6', 'SR_B7']) + .mean()) + one_image_bits = (l9 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['cirrus_conf', 'snowice_conf', 'cloudshad_conf', + 'cloud_conf', 'dialated_cloud', 'aero_level']) + .max()) + one_image_cdist = (l9 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select('ST_CDIST') + .min()) + #define bands to extract and reduce regions - data = (one_image + bandsOut = one_image_SR_band.addBands(one_image_bits).addBands(one_image_cdist) + + combinedReducer = (ee.Reducer.median().unweighted() + .forEachBand(bandsOut.select(['SR_B1', 'SR_B2', 'SR_B3', + 'SR_B4', 'SR_B5', 'SR_B6', 'SR_B7'])) + .combine(ee.Reducer.max().unweighted() + .forEachBand(bandsOut.select(['cirrus_conf', 'snowice_conf', 'cloudshad_conf', + 'cloud_conf', 'dialated_cloud', 'aero_level'])), sharedInputs = False) + .combine(ee.Reducer.min().unweighted() + .forEachBand(bandsOut.select('ST_CDIST')), sharedInputs = False) + ) + # Collect median reflectance and occurance values + # Make a cloud score, and get the water pixel count + data = (bandsOut .reduceRegions( collection = dt_label, - reducer = ee.Reducer.median().forEachBand(one_image), + reducer = combinedReducer, scale = 30, - tileScale = 2, - crs = one_image.geometry().projection().crs() - )) - + crs = one_image_SR_band.geometry().projection().crs())) + image_date_export = (ee.batch.Export.table.toDrive( collection = data, description = 'LS9_' + one_date.getInfo(), folder = 'eePlumB_additional_band_data', - fileNamePrefix = 'LS9_' + one_date.getInfo() + '_additional_vars', + fileNamePrefix = 'LS9_' + one_date.getInfo() + '_additional_vars_v2024-04-25', fileFormat = 'csv')) image_date_export.start() diff --git a/eePlumB/2_data_ingestion/6_data_re_pull_Sen2.Rmd b/eePlumB/2_data_ingestion/6_data_re_pull_Sen2.Rmd index 13f4a8e..25b7e98 100644 --- a/eePlumB/2_data_ingestion/6_data_re_pull_Sen2.Rmd +++ b/eePlumB/2_data_ingestion/6_data_re_pull_Sen2.Rmd @@ -7,7 +7,9 @@ output: html_document # Purpose -This script uses the volunteer point locations exported from `1_data_download.Rmd` which have been manually uploaded as a feature collection to the `ee-ross-superior` project in Earth Engine. +This script uses the volunteer point locations exported from +`1_data_download.Rmd` which have been manually uploaded as a feature collection +to the `ee-ross-superior` project in Earth Engine. ## R/Python Setup @@ -23,7 +25,8 @@ libs <- c("reticulate", "tidyverse") invisible(lapply(libs, package_loader)) ``` -Use the conda environment if the env folder is present, otherwise create the environment. +Use the conda environment if the env folder is present, otherwise create the +environment. ```{r conda-env} if (!dir.exists("env")) { @@ -55,7 +58,8 @@ labels = ee.FeatureCollection("projects/ee-ross-superior/assets/labels/collated_ labels_sen = labels.filter(ee.Filter.eq("mission", "SEN2")) ``` -Get the unique dates of images from this list and assign the date to the `system:time_start` parameter. +Get the unique dates of images from this list and assign the date to the +`system:time_start` parameter. ```{python} dates_sen = labels_sen.aggregate_array("date").distinct() @@ -82,7 +86,7 @@ export_sen_meta = (ee.batch.Export.table.toDrive( fileNamePrefix = 'SEN2_image_metadata', fileFormat = 'csv')) -export_sen_meta.start() +#export_sen_meta.start() ``` @@ -92,8 +96,9 @@ And then apply the scaling factors and QA bits to the stack s2 = (s2 .map(rp.applyScaleFactors_S2) .map(rp.apply_sat_defect_mask) - .map(rp.addImageDate_S2) - .map(rp.flag_cirrus_opaque)) + .map(rp.add_qa_info_s2) + .map(rp.flag_cirrus_opaque) + .map(rp.addImageDate_S2)) ``` @@ -106,23 +111,40 @@ for i in range(dates_sen.length().getInfo()): print(one_date.getInfo()) one_dt = ee.Date(one_date) dt_label = labels_sen_dt.filterDate(one_dt, one_dt.advance(1, 'day')) - one_image = s2.filterDate(one_dt, one_dt.advance(1, 'day')).mean() + one_image_bands = (s2 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(["SR_.*"]) + .mean()) + one_image_qa = (s2 + .filterDate(one_dt, one_dt.advance(1, 'day')) + .select(['MSK_CLDPRB', 'MSK_SNWPRB', 'cirrus', 'opaque', 'dark_pixel', 'cloud_shadow', 'water', + 'low_prob_cloud', 'med_prob_cloud', 'hi_prob_cloud', 'cirrus_scl', 'snow_ice']) + .max()) #define bands to extract and reduce regions - data = (one_image + bandsOut = one_image_bands.addBands(one_image_qa) + + combinedReducer = (ee.Reducer.median().unweighted() + .forEachBand(bandsOut.select("SR_.*")) + .combine(ee.Reducer.max().unweighted() + .forEachBand(bandsOut.select(['MSK_CLDPRB', 'MSK_SNWPRB', 'cirrus', 'opaque', 'dark_pixel', 'cloud_shadow', 'water', + 'low_prob_cloud', 'med_prob_cloud', 'hi_prob_cloud', 'cirrus_scl', 'snow_ice'])), sharedInputs = False) + ) + + # Collect median reflectance and occurance values + # Make a cloud score, and get the water pixel count + data = (bandsOut .reduceRegions( collection = dt_label, - reducer = ee.Reducer.median().forEachBand(one_image), - scale = 30, # for consistency, this was also the value in the eePlumB.js file - tileScale = 2, - crs = one_image.geometry().projection().crs() - )) + reducer = combinedReducer, + scale = 30, + crs = one_image_bands.geometry().projection().crs())) image_date_export = (ee.batch.Export.table.toDrive( collection = data, description = 'SEN2_' + one_date.getInfo(), folder = 'eePlumB_additional_band_data', - fileNamePrefix = 'SEN2_' + one_date.getInfo() + '_additional_vars', + fileNamePrefix = 'SEN2_' + one_date.getInfo() + '_additional_vars_v2024-04-25', fileFormat = 'csv')) image_date_export.start() diff --git a/eePlumB/2_data_ingestion/re_pull_functions.py b/eePlumB/2_data_ingestion/re_pull_functions.py index ec47a01..81bbbd5 100644 --- a/eePlumB/2_data_ingestion/re_pull_functions.py +++ b/eePlumB/2_data_ingestion/re_pull_functions.py @@ -27,11 +27,13 @@ def applyScaleFactors(image): """ opticalBands = image.select("SR_B.").multiply(0.0000275).add(-0.2) thermalBands = image.select("ST_B.").multiply(0.00341802).add(149.0) - opac = image.select('SR_ATMOS_OPACITY').multiply(0.0001) + opac = image.select('SR_ATMOS_OPACITY').multiply(0.001) + cloudDist = image.select("ST_CDIST").multiply(0.01) return (image .addBands(opticalBands, None, True) .addBands(thermalBands, None, True) - .addBands(opac, None, True)) + .addBands(opac, None, True) + .addBands(cloudDist, None, True)) # function to apply scaling factors to LS8/9 def applyScaleFactors_89(image): @@ -46,9 +48,11 @@ def applyScaleFactors_89(image): """ opticalBands = image.select("SR_B.").multiply(0.0000275).add(-0.2) thermalBands = image.select("ST_B..").multiply(0.00341802).add(149.0) + cloudDist = image.select("ST_CDIST").multiply(0.01) return (image .addBands(opticalBands, None, True) - .addBands(thermalBands, None, True)) + .addBands(thermalBands, None, True) + .addBands(cloudDist, None, True)) def rename_S2_band(bn): """ @@ -86,13 +90,13 @@ def applyScaleFactors_S2(image): # function to mask saturated pixels def apply_radsat_mask(image): """ - Masks saturated pixels in an image. + Masks saturated pixels in a Landsat image. Args: - image (ee.Image): The earth engine image to mask. + image (ee.Image): The Landast earth engine image to mask. Returns: - ee.Image: The earth engine masked image. + ee.Image: The Landast earth engine masked image. """ radsat = image.select('QA_RADSAT').eq(0) return image.updateMask(radsat) @@ -102,6 +106,7 @@ def apply_radsat_mask(image): def apply_sat_defect_mask(image): """ Masks saturated and defective pixels in an image according to the SCL band + in Sentinel 2 images Args: image (ee.Image): The earth engine Sentinel image to mask. @@ -111,6 +116,26 @@ def apply_sat_defect_mask(image): """ sat_def = image.select('SCL').neq(1) return image.updateMask(sat_def) + +def add_qa_info_s2(image): + scl = image.select('SCL') + dark = scl.eq(2).rename('dark_pixel') + cloudShad = scl.eq(3).rename('cloud_shadow') + water = scl.eq(6).rename('water') + lowProbCloud = scl.eq(7).rename('low_prob_cloud') + medProbCloud = scl.eq(8).rename('med_prob_cloud') + hiProbCloud = scl.eq(9).rename('hi_prob_cloud') + cirrus = scl.eq(10).rename('cirrus_scl') + snowice = scl.eq(11).rename('snow_ice') + return (image + .addBands(dark) + .addBands(cloudShad) + .addBands(water) + .addBands(lowProbCloud) + .addBands(medProbCloud) + .addBands(hiProbCloud) + .addBands(cirrus) + .addBands(snowice)) # function to add image mission-date to properties of an image @@ -177,29 +202,74 @@ def extract_qa_bits(qa_band, start_bit, end_bit, band_name): # (0 or 1 for single bit, 0-3 or 0-N for multiple bits) .rightShift(start_bit)) +# function to flag high aerosol pixels +def flag_high_aerosol(image): + qa_aero = image.select("SR_QA_AEROSOL") + aero = extract_qa_bits(qa_aero, 6, 8, 'aero_level') + return image.addBands(aero) + +# Bit 1: Dilated Cloud +# Bits 8-9: Cloud Confidence +# 0: None +# 1: Low +# 2: Medium +# 3: High +# Bits 10-11: Cloud Shadow Confidence +# 0: None +# 1: Low +# 2: Medium +# 3: High +# Bits 12-13: Snow/Ice Confidence +# 0: None +# 1: Low +# 2: Medium +# 3: High +# Bits 14-15: Cirrus Confidence +# 0: None +# 1: Low +# 2: Medium +# 3: High # function to flag cirrus pixels -def flag_cirrus_conf(image): +def flag_qa_conf(image): """ Flags pixels in an image where the cirrus confidence is high and provideds - the classified cirurs confidence for Landsat 8 and 9. + the classified cirurs confidence for Landsat images. Args: image (ee.Image): The earth engine image to flag the pixels in. Returns: - ee.Image: The image with the added bands for high cirrus confidence and cirrus confidence. + ee.Image: The image with the added band for qa bit confidence, 1 is low, 3 + is high, except dialated cloud which is 0 none, 1 present """ qa = image.select('QA_PIXEL') # where cirrus confidence is high - cirrus_high = qa.bitwiseAnd(1 << 2).rename('high_conf_cirrus') cirrus_conf = extract_qa_bits(qa, 14, 16, 'cirrus_conf') - return image.addBands(cirrus_high).addBands(cirrus_conf) + snowice_conf = extract_qa_bits(qa, 12, 14, 'snowice_conf') + cloudshad_conf = extract_qa_bits(qa, 10, 12, 'cloudshad_conf') + cloud_conf = extract_qa_bits(qa, 8, 10, 'cloud_conf') + dialated = extract_qa_bits(qa, 1, 2, 'dialated_cloud') + return (image + .addBands(cirrus_conf) + .addBands(snowice_conf) + .addBands(cloudshad_conf) + .addBands(cloud_conf) + .addBands(dialated)) + + +# Bit 10: Opaque clouds +# 0: No opaque clouds +# 1: Opaque clouds present +# Bit 11: Cirrus clouds +# 0: No cirrus clouds +# 1: Cirrus clouds present # function to flag cirrus and opaque cloud pixels in Sentinel 2 def flag_cirrus_opaque(image): """ - Flags pixels in an image where the the QA60 band indicates cirrus or opaque cloud presence. + Flags pixels in an image where the the QA60 band indicates cirrus or opaque + cloud presence in Sentinel 2 images Args: image (ee.Image): The earth engine image to flag the pixels in. @@ -209,6 +279,18 @@ def flag_cirrus_opaque(image): """ qa = image.select('QA60') # where cirrus confidence is high - cirrus_high = qa.bitwiseAnd(1 << 11).rename('cirrus') - cirrus_conf = qa.bitwiseAnd(1 << 10).rename('opaque_cloud') - return image.addBands(cirrus_high).addBands(cirrus_conf) + cirrus = extract_qa_bits(qa, 11, 12, 'cirrus') + opaque = extract_qa_bits(qa, 10, 11, 'opaque') + return image.addBands(cirrus).addBands(opaque) + +## Remove geometries +def remove_geo(image): + """ Funciton to remove the geometry from an ee.Image + + Args: + image: ee.Image of an ee.ImageCollection + + Returns: + ee.Image with the geometry removed + """ + return image.setGeometry(None)