Snow Cover, SWE and Runoff Modeling

Snow Water EquivalentSnow Cover Runoff ModelingBy Almoutaz AbdallaSnow Cover, SWE and Runoff ModelingIntroductionSnow Water Equivalent (SWE)Remote Sensing in Hydrological modeling (snow dominated)Components of Snowmelt modelingSnowmelt Runoff Model (SRM)IntroductionMicrowave radiation emitted from ground, scattered in many directions by the snow grains within the snowpack.Mw emission @ snowpack surface < ground.Factors; snowpack depth & water equivalent, liquid water content, density, grain size and shape, temperature, stratification, snow state, land cover.Introductionsnow extent, snow depthsnow water equivalentsnow state (wet/dry)Mw sensitive to snow layerCan be derivedSnow Water Equivalent (SWE)A common snowpack measurement instead of depth.Indicates the amount of water contained within the snowpack. Thought as the depth of water that would theoretically result if the entire snowpack melted instantaneously. SWE= Snow Depth (SD) x Snow Density Snow Water Equivalent (SWE)Same depth yields different SWE due to density.SD= 120 density 10%SWE=120 * 0.1= 12SD= 120 density 40%SWE=120 * 0.4= 48The density of new snow ranges from about 5% @ Tair 14 F, to about 20% @ Tair 32 F.After the snow falls its density increases due to gravitational settling, wind packing, melting and recrystallization. Typical values of snow density are 10-20% in the winter and 20-40% in the spring. Snow Water Equivalent (SWE)Same depth yields different SWE due to density.

Snow Water Equivalent (SWE)Due to scatterers withinthe snow pack& increases withthickness anddensitySnow pack scatteringDeeper snow packsResult lower TB

TB related to SWE

Snow Water Equivalent (SWE)Where,f1 low scattering channel (commonly 18/19 GHz)f2 high scattering channel (commonly 37 GHz)A, B offset and slope of the regression The coefficients should be determined for different climate and land cover conditions. Thus, no single global algorithm can estimate snow depth and/or SWE under all snowpack and land cover conditions.

TB related to SWE

SWE = A+ B [TB(f1,f2) ]

Snow Water Equivalent (SWE)Water presence, alters the emissivity of snow, and results higher brightness temperaturesFor accurate SWE, snow should be in dry conditions. Thus, prefer early morning passes (local time)Snow Water Equivalent (SWE)Depth hoar formation in bottom of the snowpack (mainly in cold regions), will increase the scattering and reduce surface emission, resulting an overestimation of snow depth and SWE.Snow Water Equivalent (SWE)Snow pack changes in time, seasonal aging or metamorphism changes microwave emission of snow.

To account for seasonal variability of mw emission from snow, they should be compiled for entire season, over several years.

Snow Water Equivalent (SWE)WHY?

SWE provides important information for water resources management and is a major research topic in RS assessment of snow cover and melt.

RS HYDROLOGYRunoff at the outlet of the watershed is an integrated result of the spatially varying sub-parts of the whole basinSimilarity is a serious problem in basins with pronounced topography, because of the high spatial variability of hydrometeorological parameters in these regions. Hard/impossible to handle with classical termsIncrease in satellite platforms and improvements in the data transmission and processing algorithms, remote sensing (RS) enables to handle these spatial variations. RS is gaining importance in distributed watershed modeling by its spatial variation handling capacity.

RS HYDROLOGYThe advances in RS and GIS enable new data to scientific community. New data necessitate improvements in hydrological modeling rather than using the conventional methods. Existing models are designed for a limited number of types of input and may need to be made more flexible to make optimum use of the range of possible inputs. (Hydalp,2000)New models would enable new input from RS & GIS and provide better hydrological outputs, enabling the understanding of the complex world. Thus, there will be mutual developments between RS, GIS and hydrological modeling, leading improvements in the other ones.HYDROLOGIC MODELINGHydrological ModelingProcessingInputsIncoming waterOutputDischargesProcessing vary from black box approaches to physically based models with different degrees of spatial and temporal variabilityHYDROLOGIC MODELINGProcessing may depend to the type of the precipitation i.e. on rainfall (liquid) or snowfall (solid). When precipitation occurs as snowfall, the discharge timing is not only a function of precipitation timing, but also the heat supplied to the snowpack either by temperature or by radiation. HYDROLOGIC MODELINGIn either forms, the total runoff volume is stilltotal precipitation minus losses;however, snowfall is stored in snowpack until warmer weather allows the phase change from snow/ice to liquid (i.e. melting).

SNOWMELT MODELINGSnowmelt runoff modeling has four main components;1. Extrapolation of meteorological data2. Point melt rate calculations3. Integration of melt water over the snow covered areas4. Runoff Routing

SNOWMELT MODELING

Extrapolation of Meteorological DataIn snowmelt dominated basins, very hard if not impossible to find meteorological stations in adequate number and good quality with even distribution. Existing stations mostly located in major valleys rather than the more inaccessible high portions of the basin, where most of the snow exist. Thus, a necessity to use data from a station even though it may be a long distance away and at a much lower elevation from the snowpack.Extrapolation of Meteorological DataAir temperature, mainly used for two purposes in the snowmelt models. Both as threshold temperature, separating precipitation as rainfall or snow and as critical temperature, used for estimating snowmelt rates. May not to be same and both may be other than zero. Air temperature alters with elevation and temperature lapse rates must be used to convert the measured air temperature at the lower station to the air temperature at the snowpack location. Although, most runoff models assume a fixed value for the lapse rate, the actual value may be a varying value depending on the present meteorological conditions.Often the temperature lapse rate, threshold and critical temperature values are treated as calibration parameters (Hydalp, 2000) of the model used.Extrapolation of Meteorological DataDistribution of precipitation from point stations to the rest of the basin has been a problem in the hydrology. Come up with, unrealistic and inaccurate results. Besides, the systematic under catch of snow by most rain gauges especially under high wind speeds has long been reported in literature such as Sevruk (1983).Precipitation amount increases with elevation.

Extrapolation of Meteorological DataExists numerous methods from simple arithmetic averaging, Theissen polygons to inverse distance relations. These methods allow the extrapolation in a horizontal plane (2D), disregarding the topography of the area under study. Some methods such as De-trended Kriging (Garen, 2003) when distributing the meteorological variables takes the topography into consideration. Preliminary study must be performed since some times, distributing the variables in 2D may give better results than distribution in 3D (Weibel et al., 2002).Point Melt Rate CalculationsThe energy flux that a surface absorbs or emits is dependent to the sum of the:Net all wave radiation (sum of net short (net solar) and long wave (net thermal) radiation)Sensible heat transfer to the surface by turbulent exchange from atmosphereLatent heat of condensation or evaporationHeat added by precipitation (if the temperature of precipitation is different than the surface temperature)Heat conducted from ground

Point Melt Rate CalculationsMain discrepancy in applying the energy balance is high variability over time and over the location Highly scientifically based equipped automated stations enable the application of the energy based snowmelt models at a point, there still remains the extrapolation of these measurements over the basin.

Point Melt Rate CalculationsIt is rare for such instrumentation to be available at even a single point in a basin, and even then a problem remains in extrapolating the measurements to other parts of the basin (Hydalp, 2000).

Point Melt Rate CalculationsInstead of measuring all components some approximations are provided, called parametric energy balance methods.

In here, some energy components are derived from available data.

Such as; Incident radiation, F(latitude, time of year, shading effects, cloud cover and snow albedo). Sensible heat= wind speed * air temperature Precipitation heat supply = Rainfall rate * Rainfall temperature

But still, extrapolating over the other parts of the basin ?.

And additional assumptions about the seasonal variations of these terms should be made.Point Melt Rate CalculationsAir temperature, common factor in all energy balance equations except the net radiation.However, there is generally a good correlation between them (Hydalp, 2000).Temperature can be considered as the driving factor for the day to day variations of the heat supply to snowpack.

Integration of melt water over the snow covered areasDepletion of snow cover takes place over a period called melting season during both incident solar radiance and air temperatures increase.SC doesnt disappear at the same time everywhere in the basin. Even uniform melting, differences in initial snow distribution, results variations. (longer SC @ higher elevations)Integration of melt water over the snow covered areasUncertain runoff predictions may occur even correct melt rates are exist.High SC leads over estimation, low underestimation.Dealing with SC : Two main approaches, Modeled snow pack formation Observed snow pack formation

Integration of melt water over the snow covered areasFormation observed;Snow on the surface is monitored.May start with initialization of the meltingRS may be helpfulActually one of the practical uses of RS in hydrology since 1970sBasis of Snowmelt Runoff Model (SRM)Integration of melt water over the snow covered areasFormation modeled;Simulation starts at autumn before the melt season.T and P, used to model the snow pack growth and SWE instead of depth used due to compaction of snowSC is given for areas where SWE>0Ground data useful for cal./val.

Runoff Routing

infiltrationpercolation

Quality Assessment Model AccuracyMainly by comparing observed and simulated dischargesMay also compare SWE and SCA but mostly the hyrographs are compared Quality Assessment Model AccuracyGoodness of fit (R2)Nash & Sutcliffe

Volume Difference

Snowmelt Runoff Model (SRM)Developped by Martinec in 1975 in Swiss Snow and Avalanche Research Institute.Changed & developed with collaboration of Albert Rango (US ARS), Ralph Roberts (US ARS), Michael Baumgartner (University of Bern)Klaus Seidel (University of Zrich)Various versions exist.http: // hydrolab.arsusda.gov/cgibin/srmhome

SnowMelt Runoff ModelSemiDistributedSemi Physically basedDeterministic

Same input same outputSnowMelt Runoff ModelSRM , based on degree day method, can be used to simulate/forecast the snowmelt runoffSimulate daily flowsin snowmelt seasonor year aroundProvide short term andlong term forecastsAnalyze the effect ofclimate changeSRM

Snowmelt Runoff Model (SRM)Basin is divided in to elevation zones

Precp. & Temp extrapolated from base and snowmelt in each zone computedSCA values are provided to determine melting area informationLosses from evap and ground water handledRunoff from all zones summe up before routingTotal amount routed by single storeSnowMelt Runoff ModelBasic snowmelt modelQn+1 = [cSn . an (Tn + Tn) Sn + cRn . Pn] (A.10000/86400) (1-kn+1) + Qn kn+1 Snow meltRainfallFlow RecessionQ : Basin dischargen : Day indicatorT : Air temperatureP : Precipitation falling as rainS : Snow covered areaA : Zonal areakn+1: Recession coefficientan : Degree day factorcsn,crn : correction for losses due to snowmelt and rainfall

SnowMelt Runoff ModelBasic snowmelt modelQn+1 = [cSn . an (Tn + Tn) Sn + cRn . Pn] (A.10000/86400) (1-kn+1) + Qn kn+1 Snow meltRainfallFlow Recessionuses7 Parameters3 VariablesSnowMelt Runoff ModelVariables (Inputs)TemperaturePrecipitationSnow Covered Area %Meteorological Stations Aerial Photos or Satellite Data ForecastedMeasuredSnowMelt Runoff ModelVariables (Inputs)

SnowMelt Runoff ModelVariables (Inputs) T & PT or P; either from single station or from separate sites for each zone.

Single/synthetic station; T and P lapse rates are needed to extrapolate values. LR can be variable seasonally.P type (snow/rain) f(Tcrit)

Snow on no SCA temporary snow pack, becomes Q as sufficient melt conditions

Rain on snow pack, becomes Q if ripe snow exist

Rain on no SCA direct runoff

Melting effect of rain is neglected

SnowMelt Runoff ModelVariables (SCA)Time series of daily SCA, snow depletion curves(SDC) or conventional depletion curves (CDC), is neededInitially ground observations and aerial photos, used. Recently satellite images are utilized.

MODISMODISAQUA & TERRAOr combined productNOAA AVHRRImage ProcessingSnow covered area determinationSCA

NOAA/AVHRRRez1000 mMODISRez 500 mApril1/10/12/26May21/22June12/13April1/10/12/26May22June11/12/13/14/25/302004_0892004_1372004_0972004_1452004_1052004_1532004_1132004_1612004_1212004_1692004_1292004_177MODISMOD10A1 Daily Snow CoverNOAA AVHRRMODISMOD10A28 Daily Snow Cover

Snow Covered Area (SCA) DeterminationThe discrete points can connected by decreasing gradients linearly.

Snow Covered Area (SCA) DeterminationOr by exponential equation.

Snow Covered Area (SCA) Determination

SnowMelt Runoff ModelDisappearing patterns expected to be same year to year.

Although, differences in winter accumulations and melting conditions may vary.SnowMelt Runoff ModelVariables (Inputs)TemperaturePrecipitationSnow Covered Area %SnowMelt Runoff Model7ParametersRunoff Coefficients (cs,cr)Rainfall Contributing AreaRecession CoefficientDegree Day Factor (a)Temperature Lapse Rate ()Critical Temperature (Tcrit)Time Lag (L)SnowMelt Runoff Model

SnowMelt Runoff ModelDegree day factor (a)Converts the number of degree days (temperature values above a certain base temperature) (oC d) into snowmelt depths M(cm)M= a*TComparing the degree day values with the daily decrease of snow water equivalent.

SnowMelt Runoff ModelSnow pillows, snow lysimeters.

SnowMelt Runoff ModelIn case of no data;

can be used.Shows a daily variation, expected as some energy terms are neglected.

SnowMelt Runoff ModelBut, when averaged for a few days, become more stable.

SnowMelt Runoff ModelAs snow ages, snow water content and hence density increases, albedo decreases.All these, favor melting, leading increased ddf.

SnowMelt Runoff ModelDdf will maintain its popularity

since temperature is tentatively, a good measure of energy flux, in addition to easy to measure and forecast (Martinec and Rango, 1986).SnowMelt Runoff ModelCritical Temperature (Tcrit)determine the type of precipitation i.e. either rainfall and contribute to runoff immediately (T > Tcrit) or snowfall (T < Tcrit) and lead to accumulation of snowpack and a delayed runoff Thus, new snowfalls are kept in storage until warm days allow the melting.

SnowMelt Runoff ModelCritical Temperature Tcrit from +3 in April to 0.75 oC in July is reported (WinSRM, 2005) where as +1.5 to 0 oC is reported by US Army Corps of Engineers (1956).Sharp rainfall runoff peaks may be missed by SRM due to the determination of temperature values being less than the Tcrit.

SnowMelt Runoff ModelValue may be changed, but daily values used, and rain can occur during the warmer or colder period of the day.

SnowMelt Runoff ModelTemperature Lapse Rate

Defines a temperature gradient across the watershed, used in extrapolating temperature values from a given station. SRM accepts a single, basin wide temperature lapse rate or zonal temperature lapse rates.

Higher temperature lapse rates for winter and lower values for the summer months are expected (Hydalp, 2000). The depletion of snow cover may represent requirement of the value change of the lapse rate.

High temperatures from extrapolation by a LR value but no change in snow areal extent is , then probably no appreciable snowmelt is taking place (WinSRM, 2005) and the LR should be modified accordingly.SnowMelt Runoff Model

SnowMelt Runoff ModelRunoff CoefficientsExplain, differences between the basin runoff and the available precipitation (either snowfall or rainfall) Account for the volume of water, which does not leave the basin, F(the site characteristics, such as soil type, soil depth, elevation, slope, aspect, vegetation type and vegetation density) (Levick, 1998).SRM uses two runoff coefficients cs and cr related to snow melting and rainfall respectively. The two values are expected to be different from each other due to their characteristics.

SnowMelt Runoff ModelRunoff CoefficientsIn the early melt period, frozen soil early has lower infiltration and storage capacities. Spring will thaw the soil and snow melt will soak in the soil, leading a drop in the runoff coefficients. As soil becomes saturated, the values will increase again.Thus, monthly variations in runoff coefficients are expected and can be explained by an analysis of the seasonal changes in vegetation and climate (Levick, 1998, Kaya 1999). SnowMelt Runoff Model

SnowMelt Runoff ModelTime Lag

Indicates the time delay between the daily rise in temperature and runoff production. Used for time wise matching of the observed and calculated peaks in the simulation mode.

Hydrographs of past years and the daily fluctuating character of the snowmelt enable the predetermination of the time lag value.

Value can be modified by comparing the timing of simulated hydrograph peaks with the observed hydrograph peaks.

SnowMelt Runoff Model

SnowMelt Runoff ModelRecession CoefficientRepresents the daily melt water production that immediately appears in runoff. Analysis of historic discharge data may be a starting point. Recession from a high discharge is relatively steeper than from a low discharge, which is a commonly observed situation (Seidel and Martinec, 2004).

SnowMelt Runoff ModelRainfall Contributing AreaIf the snow is dry and deep, the snow largely retains the rainfall.Thus, the rainfall directly affecting the runoff values are reduced by the ratio of NO SCA/ Total Area of the zone.As snow softens and ripens, it becomes ready to release the same amount of water as entering to the snowpack.In this case, rainfall falling on the whole area directly affects the hydrograph.The user determines the date of change of the snow condition during the model runs.General Concept of determining SCAMODIS Aqua and Terra Snow Cover ProductImage ProcessingSnow Cover Area DeterminationMethodologyDownloading MODIS daily Terra and Aqua snow cover productReprojection using MRT toolcombine MODIS daily Terra and Aqua snow cover product Classify the combined product - using priority principleCompute the statistics of the snow and cloud percentage Stacked in ENVI and resized to basin areaStatistics of stacked imagesPeriod from 03/21/2009 to 7/01/2009Eliminate images that contains more than 20% of cloud coverDerive the snow cover percentage data for the given periodDownloading DEM of the areaDetermining the outletDelineate the watershedDownload the observed Discharge at outlet Download the Snotel data temp, precip.Input the data into snowmelt run off modelRunning and calibrationCompare the simulated discharge with the observedResult images has been stacked in ENVI and resized to the basin area

Images that have more than 20% cloud cover Has been eliminatedCalibration

Cs Coef.

Cr Coef.

ResultsR2 = 0.93QUESTIONS?

almoutaz@gmail.comNoaa17_04_deneme3.8261.196.091002.2141.568999.710.1726.0885.3599.640.079.5272.0693.12267.4220.533.8489.98276.6130.0120.5966.62514.406497.4541.0144.08527.825510.7390.4721.91

Zone BZone CZone DZone EDateSCA (%)

Noaa17_0403.8261.196.0910002.2141.568999.7100.1726.0885.3599.6400.079.5272.0693.12000.533.8489.98000.0120.5966.620001.0144.080000.4721.91

Zone AZone BZone CZone DZone EDateSCA (%)

Noaa_CDC61.196.0910096.0961.13.821003.82380793807910096.0960.23200413223.720920893807938079380803808010096.0960.23200413223.720920893808038080380813808110096.0960.23200413223.720920893808138081380823808210096.0960.23200413223.720920893808238082380833808310096.0960.23200413223.720920893808338083380843808410096.0960.23200413223.720920893808438084380853808510096.0957.78950413223.54237948083808538085380863808610094.025856498951.20521412472.9901236094380863808641.568999.718941.562.2199.712.21380883808899.687415774987.425685851334.54693893581.2842027879380883808826.0885.3599.6485.3526.080.1799.640.17380903809097.540263796882.225950076723.35948020550.15410419743809038090380913809195.2439325278.936348217720.53052886070.137447833809138091380923809293.1275.791922671517.79666364460.12144744973809238092380933809393.1275.458908585716.90418857660.11590166533809338093380943809493.1275.458908585716.90418857660.11590166533809438094380953809593.1275.458908585716.90418857660.11590166533809538095380963809693.1275.312671042516.13404653970.11057771233809638096380973809793.1274.893909543915.18540948930.10487664593809738097380983809893.1274.169513702614.03659111510.09783825323809838098380993809993.1273.041850325812.62364460560.08948947093809938099381003810093.1272.100114507511.3324750680.08144808353810038100381013810193.1272.0610.63184043520.07705106883810138101381023810293.1272.0610.01656089450.073400358138102381029.5272.0693.1272.069.520.0793.120.07381043810493.1271.60871323069.31209161130.06382041173810438104381053810593.1270.61339108689.0149692140.05510719213810538105381063810693.038862775169.07437022428.62868801490.04386192583810638106381073810792.862533336366.99131398728.15319280720.03008302833810738107381083810892.807844938265.60345146817.79169941120.01940818563810838108381093810992.791810705164.6754604357.53537475670.01175658763810938109381103811092.667330391863.12768652817.17741458880.00117523093811038110381113811192.507683152961.37892925566.786496027838111381123811292.396103269559.90488291496.440626124638112381133811392.238517743158.16790858686.051639797838113381143811492.050536683156.25721999325.634166819738114381153811591.611497940252.91170543084.981402935438115381163811691.199202554349.71903248964.353702887638116381173811790.894057315247.13873600023.826423806238117381183811890.430454739943.6528360723.150638732838118381193811990.220972963241.61926820142.713015313438119381203812090.204703105940.68993054612.456469832238120381213812190.204703105940.02688743362.243592841538121381223812290.046175082438.28452661671.853723207638122381233812390.033793025837.37740822791.600821367838123381243812490.033793025836.95776708051.427858812938124381253812590.033793025836.29371400131.214816202138125381263812689.9835.14992675850.923104060338126381273812789.9834.49227013480.7111103767381270.533.8489.9833.840.589.980.0120.5966.6220.590.0166.62381303813065.905957272719.88545356730381303813164.886230214918.9872037947381313813263.674349570617.9671918389381323813362.179362642316.7677835997381333813460.680852898215.5661430539381343813559.471053917814.5474501884381353813658.469741578713.6608692917381363813757.540006450612.8196448083381373813856.500743778211.9090158804381383813955.351953561510.9289825081381393814054.506733985810.1464575439381403814153.65382826669.3590620923381413814252.79307627618.5666946849381423814351.67067515197.6085277713381433814450.15531994346.401357193381443814548.32483285314.9944966342381453814646.63061468123.673985757381463814745.45360991292.6812180897381473814844.79381854812.0161936322381483814944.47157698361.5650647433381491.0744.081.0744.080.4721.910.4721.91381520038152

CDZone EZone DZone CZone BEBDateSCA (%)

All_CT_D96.0998.199.999.78696.0998.199.999.78696.0998.199.7199.618496.0998.199.5299.450896.0998.199.3399.283296.0998.199.1499.115696.0998.198.9598.94898.9598.94896.0998.198.9598.94896.0998.198.9598.94894.025856498993.324521036898.574796796297.32257877548981.69797.661237511493.36494025818981.69787.425685851372.381804748296.209967656787.077880871785.3560.194.29651200678.78858217985.3560.182.225950076758.797673008991.921193314668.498442391778.936348217757.426332154689.4257.66389.4257.66375.791922671556.115511149684.784311176751.667321388675.458908585755.976687109384.293363099551.032341993375.458908585755.976687109384.293363099551.032341993375.458908585755.976687109384.293363099551.032341993375.312671042555.915724863484.077771496550.753501455874.893909543955.741155181283.460409765249.955021948574.169513702655.439175289882.392464712748.573769764873.041850325854.96908470680.7346.42358141180.7372.100114507554.576501999376.923718694244.627913101972.0654.559779409476.761585007844.551424188172.0654.559779409476.761585007844.551424188172.0654.559779409476.761585007844.551424188172.0671.608713230654.322566374374.461688640743.466414781670.613391086853.799388203469.389220450241.073404479369.074370224252.990421855161.545896136837.373202687666.991313987251.89549037150.9332.36550.9332.36565.603451468151.165978444848.927992085531.541820871864.67546043550.678191998647.589354167730.991404069663.127686528149.864624726245.35667220630.07337713461.378929255648.945413155442.834069389329.036141480659.904882914948.170599821640.707740304128.161844376258.167908586847.257581802638.202134522527.131597508556.257219993246.253253133835.445943881225.998315970152.911705430844.494726810930.6224.01430.6224.01449.719032489642.816539703128.818305132922.656731359947.138736000241.460240331727.362187633121.559796104943.65283607239.627922262725.395018391620.077870852241.619268201438.559003696324.247431757519.213360785240.689930546138.070509415623.722986280518.818280901140.026887433637.721989406223.348816613118.53640811338.284526616736.806140049322.36556446117.795695944837.377408227936.329325037721.853657817.41006191236.957767080536.108746113321.61684516217.231664130636.293714001335.75969522821.242105548516.949361985535.149926758535.15847830420.596641499216.46311532534.492270134834.812789632720.225511544816.183532440233.8434.469932299219.857421303315.906239458733.8420.5933.579034108318.900956621615.185707063720.5919.885453567332.350321904617.581816187214.191960577418.987203794730.783795688415.912.92515.912.92517.967191838929.004919123714.50761685311.75780318216.767783599726.913179712312.87034602610.385323700515.566143053924.817547211211.23002795419.010289796814.547450188423.04097110869.83944545187.844602410113.660869291721.49479513418.62920444246.830090378512.819644808320.02771966437.48087790875.867479563311.909015880418.4396044966.23780976134.825449437110.928982508116.7304496294.93.7044.93.70410.146457543915.36574472314.53567147293.45276511989.359062092313.99254580324.16907534083.19996653718.566694684912.61067591083.8001643622.94557167467.608527771310.93965562733.35406033172.63794577046.4013571938.83437888122.79202499882.25037557214.99449663426.38084756362.13701786331.79869356823.6739857574.07790803491.52221347371.37473470792.68121808972.34654486061.061.0561.061.0562.01619363221.18675804090.9720611150.9680611151.56506474330.40.91240650970.90840650970.41.070.160.8469420880.8429420881.070.160.470.0840.73631405820.73231405820.470.08400.0340.5828570810.5788570810.03400.40217581370.39817581370.26648372580.26248372580.130.1260.130.1260.117748022800.10373186160.08865673210.07252263430.0562763430.04041700460.02608258040.010.010

Noaa_Zone_DMOD10A1_Zone_DMOD10A2_UL_ZoneDMOD10A2_LL_ZoneDNoaa_D_MOD10A1_DMOD10A2_ULMOD10A2_LLDateSCA (%)Zone D

All_Zone_D (2)96.0998.199.999.78696.0998.199.999.78696.0998.199.7199.61843807938079380793807996.0998.199.5299.45083808038080380803808096.0998.199.3399.28323808138081380813808196.0998.199.1499.11563808238082380823808296.0998.198.9598.948380833808398.9598.94896.0998.198.9598.9483808438084380843808496.0998.198.9598.9483808538085380853808594.025856498993.324521036898.574796796297.3225787754380863808638086380868981.69797.661237511493.36494025818981.697380873808787.425685851372.381804748296.209967656787.07788087173808838088380883808885.3560.194.29651200678.78858217985.3560.1380893808982.225950076758.797673008991.921193314668.49844239173809038090380903809078.936348217757.426332154689.4257.663380913809189.4257.66375.791922671556.115511149684.784311176751.66732138863809238092380923809275.458908585755.976687109384.293363099551.03234199333809338093380933809375.458908585755.976687109384.293363099551.03234199333809438094380943809475.458908585755.976687109384.293363099551.03234199333809538095380953809575.312671042555.915724863484.077771496550.75350145583809638096380963809674.893909543955.741155181283.460409765249.95502194853809738097380973809774.169513702655.439175289882.392464712748.57376976483809838098380983809873.041850325854.96908470680.7346.423581411380993809980.733809972.100114507554.576501999376.923718694244.62791310193810038100381003810072.0654.559779409476.761585007844.55142418813810138101381013810172.0654.559779409476.761585007844.55142418813810238102381023810272.0654.559779409476.761585007844.551424188172.0638103381033810371.608713230654.322566374374.461688640743.46641478163810438104381043810470.613391086853.799388203469.389220450241.07340447933810538105381053810569.074370224252.990421855161.545896136837.37320268763810638106381063810666.991313987251.89549037150.9332.365381073810750.9332.36565.603451468151.165978444848.927992085531.54182087183810838108381083810864.67546043550.678191998647.589354167730.99140406963810938109381093810963.127686528149.864624726245.35667220630.0733771343811038110381103811061.378929255648.945413155442.834069389329.03614148063811138111381113811159.904882914948.170599821640.707740304128.16184437623811238112381123811258.167908586847.257581802638.202134522527.13159750853811338113381133811356.257219993246.253253133835.445943881225.99831597013811438114381143811452.911705430844.494726810930.6224.014381153811530.6224.01449.719032489642.816539703128.818305132922.65673135993811638116381163811647.138736000241.460240331727.362187633121.55979610493811738117381173811743.65283607239.627922262725.395018391620.07787085223811838118381183811841.619268201438.559003696324.247431757519.21336078523811938119381193811940.689930546138.070509415623.722986280518.81828090113812038120381203812040.026887433637.721989406223.348816613118.5364081133812138121381213812138.284526616736.806140049322.36556446117.79569594483812238122381223812237.377408227936.329325037721.853657817.4100619123812338123381233812336.957767080536.108746113321.61684516217.23166413063812438124381243812436.293714001335.75969522821.242105548516.94936198553812538125381253812535.149926758535.15847830420.596641499216.4631153253812638126381263812634.492270134834.812789632720.225511544816.18353244023812738127381273812733.8434.469932299219.857421303315.906239458733.8438128381283812820.5933.579034108318.900956621615.185707063720.5938129381293812919.885453567332.350321904617.581816187214.19196057743813038130381303813018.987203794730.783795688415.912.925381313813115.912.92517.967191838929.004919123714.50761685311.7578031823813238132381323813216.767783599726.913179712312.87034602610.38532370053813338133381333813315.566143053924.817547211211.23002795419.01028979683813438134381343813414.547450188423.04097110869.83944545187.84460241013813538135381353813513.660869291721.49479513418.62920444246.83009037853813638136381363813612.819644808320.02771966437.48087790875.86747956333813738137381373813711.909015880418.4396044966.23780976134.82544943713813838138381383813810.928982508116.7304496294.93.70438139381394.93.70410.146457543915.36574472314.53567147293.4527651198381403814038140381409.359062092313.99254580324.16907534083.1999665371381413814138141381418.566694684912.61067591083.8001643622.9455716746381423814238142381427.608527771310.93965562733.35406033172.6379457704381433814338143381436.4013571938.83437888122.79202499882.2503755721381443814438144381444.99449663426.38084756362.13701786331.7986935682381453814538145381453.6739857574.07790803491.52221347371.3747347079381463814638146381462.68121808972.34654486061.061.05638147381471.061.0562.01619363221.18675804090.9720611150.968061115381483814838148381481.56506474330.40.91240650970.9084065097381490.438149381491.070.160.8469420880.8429420881.070.1638150381500.470.0840.73631405820.73231405820.470.084381513815100.0340.5828570810.578857081381520.03438152381523815300.40217581370.39817581373815338153381533815338154381540.26648372580.26248372583815438154381543815438155381550.130.12638155381550.130.12638156381560.117748022803815638156381563815638157381570.1037318616381573815738157381573815738158381580.0886567321381583815838158381583815838159381590.0725226343381593815938159381593815938160381600.056276343381603816038160381603816038161381610.0404170046381613816138161381613816138162381620.0260825804381623816238162381623816238163381630.013816338163381630.0138163381643816403816438164381643816438164

Noaa_Zone_DMOD10A1_Zone_DMOD10A2_UL_ZoneDMOD10A2_LL_ZoneDNoaa_D_MOD10A1_DMOD10A2_ULMOD10A2_LLDateSCA (%)Zone D

All_Zone_D (3)99.999.78696.0998.199.999.78696.0998.172.0699.7199.61843807938079380793807996.0998.170.200663946299.5299.45083808038080380803808096.0998.167.325658104899.3399.28323808138081380813808196.0998.163.434353578199.1499.11563808238082380823808296.0998.160.841722804598.9598.948380833808398.9598.94896.0998.159.10816629198.9598.9483808438084380843808496.0998.156.216809109398.9598.9483808538085380853808592.54589.952.9598.574796796297.32257877543808638086380863808690.772585.851.287454773297.661237511493.36494025818981.69738087380878981.69749.328358713496.209967656787.07788087173808838088380883808886.26365.49947.173334062394.29651200678.78858217985.3560.1380893808985.3560.143.491.921193314668.49844239173809038090380903809078.70557.238035483441.930238145489.4257.663380913809189.4257.66375.382554.502374839940.742386641884.784311176751.66732138863809238092380923809275.125245632654.212651481939.137636378484.293363099551.03234199333809338093380933809375.125245632654.212651481938.201473940284.293363099551.03234199333809438094380943809475.125245632654.212651481937.773649023384.293363099551.03234199333809538095380953809575.012276697654.085424334837.468414039184.077771496550.75350145583809638096380963809674.688782253.721100443536.66631012483.460409765249.95502194853809738097380973809774.129184267753.090873661536.248713949982.392464712748.57376976483809838098380983809873.258060970252.109802787536.055530193780.7346.423581411380993809980.733809972.530567262151.290489505335.749830266776.923718694244.62791310193810038100381003810072.499578686351.255589750935.223282483676.761585007844.55142418813810138101381013810172.499578686351.255589750934.920527194676.761585007844.55142418813810238102381023810272.499578686351.255589750934.620251600976.761585007844.551424188172.0638103381033810372.0650.760530271633.8474.461688640743.46641478163810438104381043810469.556074654949.668666526469.389220450241.07340447933810538105381053810565.684370032747.980367824961.545896136837.37320268763810638106381063810660.444039211545.695264857450.9332.365381073810750.9332.36556.95260263644.172786153148.927992085531.54182087183810838108381083810854.618061721543.15478432247.589354167730.99140406963810938109381093810950.724337123441.456883571645.35667220630.0733771343811038110381103811046.32539.538505007642.834069389329.03614148063811138111381113811144.698288231437.921483053240.707740304128.16184437623811238112381123811242.781417300736.016030324238.202134522527.13159750853811338113381133811340.672840700733.920013856835.445943881225.99831597013811438114381143811436.980834716830.2530.6224.014381153811530.6224.01433.457528.633004935328.818305132922.65673135993811638116381163811631.790022550527.326160555727.362187633121.55979610493811738117381173811729.537312621525.560654635125.395018391620.07787085223811838118381183811828.223150245224.530712241624.247431757519.21336078523811938119381193811927.622579888424.060030017123.722986280518.81828090113812038120381203812027.194098338823.724218156523.348816613118.5364081133812138121381213812126.068124101822.841763581922.36556446117.79569594483812238122381223812225.481912608822.382334763321.853657817.4100619123812338123381233812325.210725885522.169798848421.61684516217.23166413063812438124381243812424.781591660321.833475469421.242105548516.94936198553812538125381253812524.04243651221.254180827920.596641499216.4631153253812638126381263812623.617435899120.921097065720.225511544816.18353244023812738127381273812723.195916222820.590741401919.857421303315.906239458733.8438128381283812822.100617740319.732328194318.900956621615.185707063720.5938129381293812920.5918.548418748317.581816187214.19196057743813038130381303813018.947641020817.039013063615.912.925381313813115.912.92517.082652188415.32514.50761685311.7578031823813238132381323813214.889655372314.265583255512.87034602610.38532370053813338133381333813312.69257700913.204194752811.23002795419.01028979683813438134381343813410.8312.30440080119.83944545187.8446024101381353813538135381359.846922970511.52129908758.62920444246.8300903785381363813638136381368.914138980510.77825991667.48087790875.8674795633381373813738137381377.9043965149.97391698926.23780976134.8254494371381383813838138381386.8176955719.10827030534.93.70438139381394.93.7045.958.41707941384.53567147293.4527651198381403814038140381405.56238126437.72158650434.16907534083.1999665371381413814138141381415.17231493617.02170195133.8001643622.9455716746381423814238142381424.70062888966.17536953583.35406033172.6379457704381433814338143381434.1063634135.10909645012.79202499882.2503755721381443814438144381443.41379462823.86644062662.13701786331.7986935682381453814538145381452.76373403212.70005599711.52221347371.3747347079381463814638146381462.27501473961.82316132871.061.05638147381471.061.0561.94763675071.23575662130.9720611150.968061115381483814838148381481.72555519160.83728220430.91240650970.9084065097381490.438149381491.48184490660.40.8469420880.8429420881.070.1638150381501.070.160.73631405820.73231405820.470.08438151381510.470.080.5828570810.578857081381520.034381523815200.030.40217581370.39817581373815338153381533815300.26648372580.262483725838154381543815438154381540.130.12638155381550.130.126381550.1177480228038156381563815638156381560.10373186163815738157381573815738157381570.08865673213815838158381583815838158381580.07252263433815938159381593815938159381590.0562763433816038160381603816038160381600.04041700463816138161381613816138161381610.02608258043816238162381623816238162381620.013816338163381630.0138163381630381643816438164381643816438164

MOD10A2_UL_ZoneDMOD10A2_LL_ZoneDNoaa_D_MOD10A1_DMOD10A2_ULMOD10A2_LLnoaa_d_slopy2MOD10A1_slopy_d2noaa_discussDateSCA (%)Zone D

All_Zone_D96.0998.199.999.78696.0998.199.999.78698.1380783807896.0998.199.7199.61843807938079380793807938079380793807996.0998.199.5299.45083808038080380803808038080380803808096.0998.199.3399.28323808138081380813808138081380813808196.0998.199.1499.11563808238082380823808238082380823808296.0998.198.9598.948380833808398.9598.94838083380833808396.0998.198.9598.9483808438084380843808438084380843808496.0998.198.9598.9483808538085380853808588.99380853808594.025856498993.324521036898.574796796297.32257877543808638086380863808685.838086380868981.69797.661237511493.36494025818981.697380873808781.697380873808787.425685851372.381804748296.209967656787.07788087173808838088380883808872.0614028823380883808885.3560.194.29651200678.78858217985.3560.1380893808960.1380893808982.225950076758.797673008991.921193314668.49844239173809038090380903809057.2380354834380903809078.936348217757.426332154689.4257.663380913809189.4257.66354.5023748399380913809175.791922671556.115511149684.784311176751.66732138863809238092380923809254.2126514819380923809275.458908585755.976687109384.293363099551.03234199333809338093380933809354.2126514819380933809375.458908585755.976687109384.293363099551.03234199333809438094380943809454.2126514819380943809475.458908585755.976687109384.293363099551.03234199333809538095380953809554.0854243348380953809575.312671042555.915724863484.077771496550.75350145583809638096380963809653.7211004435380963809674.893909543955.741155181283.460409765249.95502194853809738097380973809753.0908736615380973809774.169513702655.439175289882.392464712748.57376976483809838098380983809852.1098027875380983809873.041850325854.96908470680.7346.423581411380993809980.733809951.29048950533809980.7372.100114507554.576501999376.923718694244.62791310193810038100381003810051.25558975093810080.40936923672.0654.559779409476.761585007844.55142418813810138101381013810151.25558975093810180.40936923672.0654.559779409476.761585007844.55142418813810238102381023810251.25558975093810280.40936923672.0654.559779409476.761585007844.551424188172.0638103381033810350.76053027163810375.86116247371.608713230654.322566374374.461688640743.46641478163810438104381043810449.66866652643810465.8370.613391086853.799388203469.389220450241.07340447933810538105381053810547.98036782493810555.2769.074370224252.990421855161.545896136837.37320268763810638106381063810645.69526485743810652.665368574266.991313987251.89549037150.9332.365381073810750.9332.36544.17278615313810750.9365.603451468151.165978444848.927992085531.54182087183810838108381083810843.1547843223810848.699274614564.67546043550.678191998647.589354167730.99140406963810938109381093810941.45688357163810944.978701438463.127686528149.864624726245.35667220630.0733771343811038110381103811039.53850500763811040.77561.378929255648.945413155442.834069389329.03614148063811138111381113811137.92148305323811138.445630451959.904882914948.170599821640.707740304128.16184437623811238112381123811236.01603032423811235.69958.167908586847.257581802638.202134522527.13159750853811338113381133811333.92001385683811334.549238240456.257219993246.253253133835.445943881225.99831597013811438114381143811430.253811432.538692696252.911705430844.494726810930.6224.014381153811530.6224.01428.63300493533811530.6249.719032489642.816539703128.818305132922.65673135993811638116381163811627.32616055573811627.48937565947.138736000241.460240331727.362187633121.55979610493811738117381173811725.56065463513811723.2643.65283607239.627922262725.395018391620.07787085223811838118381183811824.53071224163811822.243094764341.619268201438.559003696324.247431757519.21336078523811938119381193811924.06003001713811921.778370502540.689930546138.070509415623.722986280518.81828090113812038120381203812023.72421815653812021.446809396440.026887433637.721989406223.348816613118.5364081133812138121381213812122.84176358193812120.575525057838.284526616736.806140049322.36556446117.79569594483812238122381223812222.38233476333812220.121911754637.377408227936.329325037721.853657817.4100619123812338123381233812322.16979884843812319.912066149736.957767080536.108746113321.61684516217.23166413063812438124381243812421.83347546943812419.5836.293714001335.75969522821.242105548516.94936198553812538125381253812521.25418082793812519.252457199735.149926758535.15847830420.596641499216.4631153253812638126381263812620.92109706573812619.06412611534.492270134834.812789632720.225511544816.18353244023812738127381273812720.59074140193812718.877337542433.8434.469932299219.857421303315.906239458733.8438128381283812819.73232819433812818.391976474620.5933.579034108318.900956621615.185707063720.5938129381293812918.54841874833812917.722574433819.885453567332.350321904617.581816187214.19196057743813038130381303813017.03901306363813016.8691314218.987203794730.783795688415.912.925381313813115.912.92515.3253813115.917.967191838929.004919123714.50761685311.7578031823813238132381323813214.26558325553813213.152556734116.767783599726.913179712312.87034602610.38532370053813338133381333813313.20419475283813310.415.566143053924.817547211211.23002795419.01028979683813438134381343813412.3044008011381348.929657293514.547450188423.04097110869.83944545187.84460241013813538135381353813511.5212990875381357.6513.660869291721.49479513418.62920444246.83009037853813638136381363813610.7782599166381366.991748350712.819644808320.02771966437.48087790875.8674795633381373813738137381379.9739169892381376.279188260611.909015880418.4396044966.23780976134.8254494371381383813838138381389.1082703053381385.512319729810.928982508116.7304496294.93.70438139381394.93.7048.4170794138381394.910.146457543915.36574472314.53567147293.4527651198381403814038140381407.721586504338140381409.359062092313.99254580324.16907534083.1999665371381413814138141381417.021701951338141381418.566694684912.61067591083.8001643622.9455716746381423814238142381426.175369535838142381427.608527771310.93965562733.35406033172.6379457704381433814338143381435.109096450138143381436.4013571938.83437888122.79202499882.2503755721381443814438144381443.866440626638144381444.99449663426.38084756362.13701786331.7986935682381453814538145381452.700055997138145381453.6739857574.07790803491.52221347371.3747347079381463814638146381461.823161328738146381462.68121808972.34654486061.061.05638147381471.061.0561.235756621338147381472.01619363221.18675804090.9720611150.968061115381483814838148381480.837282204338148381481.56506474330.40.91240650970.9084065097381490.438149381490.438149381491.070.160.8469420880.8429420881.070.1638150381500.1638150381500.470.0840.73631405820.73231405820.470.08438151381510.0843815100.0340.5828570810.578857081381520.03438152381520.034381523815300.40217581370.398175813738153381533815338153381533815338154381540.26648372580.262483725838154381543815438154381543815438155381550.130.12638155381550.130.126381553815538156381560.1177480228038156381563815638156381563815638157381570.10373186163815738157381573815738157381573815738158381580.08865673213815838158381583815838158381583815838159381590.07252263433815938159381593815938159381593815938160381600.0562763433816038160381603816038160381603816038161381610.04041700463816138161381613816138161381613816138162381620.02608258043816238162381623816238162381623816238163381630.013816338163381630.01381633816338163381643816403816438164381643816438164381643816438165381653816538165381653816538165381653816538165381663816638166381663816638166381663816638166381663816738167381673816738167381673816738167381673816738168381683816838168381683816838168381683816838168

Noaa_Zone_DMOD10A1_Zone_DMOD10A2_UL_ZoneDMOD10A2_LL_ZoneDNoaa_D_MOD10A1_DMOD10A2_ULMOD10A2_LLMOD10A1_SLOPY_DNoaa_D_slopyMOD10A2_SLOPY_ULDateSCA (%)Zone D

All_Zone_E (3)1001001001001001001003807893.12100100380793807938079380791003807993.12100100380803808038080380801003808092.9754872295100100380813808138081380811003808192.661428476100100380823808238082380821003808292.564023469310010038083100380831001003808392.5354650432100100380843808438084380841003808492.3137542936100100380853808538085380851003808592.0294080539100100380863808638086380861003808691.830674142310010099.7138087380873808799.89030519223808791.5510098.55637122973808838088380883808899.663808891.319153357610095.52546021299.6438089380893808999.463808990.7810090.90837538413809038090380903809099.38882836883809090.594877606910085.859380911003809185.85999.3233809190.457866088399.9983.52067638223809238092380923809299.3233809290.249706547599.9983.52067638223809338093380933809399.3233809390.15564833399.9983.52067638223809438094380943809499.3233809490.148343097599.9983.52067638223809538095380953809599.3233809590.148343097599.9983.52067638223809638096380963809699.3233809690.077163336399.9983.52067638223809738097380973809799.3233809790.071603739999.9983.52067638223809838098380983809899.3233809890.071603739999.9983.52067638223809999.99380993809999.3233809990.071603739999.9983.52067638223810038100381003810099.3233810090.04745044199.9983.52067638223810138101381013810199.3233810190.04745044199.9983.52067638223810238102381023810299.3233810290.04745044199.9983.520676382293.123810399.3233810399.3233810389.9899.9983.52067638223810438104381043810499.3233810499.9983.52067638223810538105381053810598.25646725643810599.857642536882.75625644793810638106381063810695.93865172383810699.5781.0953810799.573810781.09595.2197835673810799.477325240880.24803138743810838108381083810895.00901675073810899.450153688279.99970646683810938109381093810993.37274769753810999.239209805278.07185847883811038110381103811091.27421637643811098.968672178975.59937427613811138111381113811189.80752091913811198.779589317273.87131746233811238112381123811287.7360904013811298.512545461471.43076335593811338113381133811385.26511661613811398.193993445668.51946840073811438114381143811479.49403933683811497.4561.723811597.453811561.7274.07449818753811597.01097224460.57397046623811638116381163811670.06342448463811696.68604202659.72577893143811738117381173811763.96946049553811796.192380429758.4371342813811838118381183811861.2158640513811895.969316292957.85485198763811938119381193811961.0023811995.951991532157.80962776813812038120381203812061.0023812095.951991532157.80962776813812138121381213812159.99104578713812195.783184883257.3689781683812238122381223812259.91208377183812295.7757.33456060483812395.77381233812359.91208377183812395.7757.33456060483812438124381243812459.91208377183812495.7757.33456060483812538125381253812559.56903851793812595.27412629157.18503577773812638126381263812659.56903851793812695.27412629157.18503577773812738127381273812759.56903851793812795.27412629157.185035777789.9838128381283812858.61105121353812893.889350631256.767473125266.6238129381293812956.93594455993812991.467975200856.03733612433813038130381303813054.54371855713813088.0154.99462477483813188.01381313813151.70071035483813185.422085802253.75542876423813238132381323813248.19354971183813282.229611431352.22674535283813338133381333813344.67812472853813379.029614252950.69445972263813438134381343813441.843813476.446145350549.45739229583813538135381353813540.66455648373813574.307889878748.43351072643813638136381363813639.5731376673813672.322484179147.48281969333813738137381373813738.35314414213813770.103187552946.42013240333813838138381383813837.0045759093813867.6545.24544885643813967.65381393813936.01237014933813964.872263262144.38117832683814038140381403814035.0111416033814062.069266717643.50904841073814138141381413814134.00070229553814159.240484120442.6288953713814238142381423814232.68311229633814255.551815605241.48119571763814338143381433814330.90423233523814350.571739475139.93168493213814438144381443814428.7554181263814444.556011272338.05993930223814538145381453814526.76657040323814538.988118391636.32753404463814638146381463814625.38488102463814635.1235.1243814735.123814735.12424.61034999013814733.717136861233.72088885953814838148381483814824.23206966453814833.031979648233.03561052263814938149381493814923.77239628523814932.199399918132.20288360744.083815022.683815022.683815030.220805887330.223939795221.913815110.613815110.613815127.155438936527.15803094138152381528.68381528.683815223.399263008823.4011909869381533815338153381537.08019188743815320.784675301720.7861410664381543815438154381546.63350721263815418.1518.1513815518.153815518.1516.15622927853815516.85767196816.858671968381563815638156381565.593815615.324489901615.3254899016381573815738157381575.22606693793815713.646732895813.6477328958381583815838158381584.83077319593815811.824400950411.8254009504381593815938159381594.432156917381599.98675187649.9877518764381603816038160381604.045381608.20193126678.2029312667381613816138161381613.5658615251381616.62529856996.6262985699381623816238162381623.014192522381624.814.811381634.812.54.8112.5381633.11801994613.1190199461381643816438164381641.997064672381641.46308233611.4640823361381653816538165381651.5053865383816500381663816638166381661.1970534199381663816738167381673816738167381671.0475559839381673816838168381683816838168381680.60902890538168

MOD10A2_UL_ZoneEMOD10A2_LL_ZoneENoaa_EMOD10A2_ULMOD10A1_EMOD10A2_LLMOD10A1_SLOPY_ENOAA_E_SLOPYnoaa_discussDateSCA (%)Zone E

All_Zone_E (2)10010010010010010010010010038078100100100100380793807938079380791003807910010010010038080380803808038080100380801001001001003808138081380813808110038081100100100100380823808238082380821003808210010010010038083100380831001003808310010010010038084380843808438084100380841001001001003808538085380853808510038085100100100100380863808638086380861003808699.7110010010099.7138087380873808799.89030519223808799.687415774999.948045206510098.55637122973808838088380883808899.663808899.6499.838965670910095.52546021299.6438089380893808999.463808997.540263796899.672801284510090.90837538413809038090380903809099.38882836883809095.2439325299.491079182110085.859380911003809185.85999.3233809193.1299.32399.9983.52067638223809238092380923809299.3233809293.1299.32399.9983.52067638223809338093380933809399.3233809393.1299.32399.9983.52067638223809438094380943809499.3233809493.1299.32399.9983.52067638223809538095380953809599.3233809593.1299.32399.9983.52067638223809638096380963809699.3233809693.1299.32399.9983.52067638223809738097380973809799.3233809793.1299.32399.9983.52067638223809838098380983809899.3233809893.1299.32399.9983.52067638223809999.99380993809999.3233809993.1299.32399.9983.52067638223810038100381003810099.3233810093.1299.32399.9983.52067638223810138101381013810199.3233810193.1299.32399.9983.52067638223810238102381023810299.3233810293.1299.32399.9983.520676382293.123810399.3233810399.3233810393.1299.32399.9983.52067638223810438104381043810499.3233810493.1299.32399.9983.52067638223810538105381053810598.25646725643810593.038862775198.786079801599.857642536882.75625644793810638106381063810695.93865172383810692.862533336397.61923144899.5781.0953810799.573810781.09595.2197835673810792.807844938297.257334604599.477325240880.24803138743810838108381083810895.00901675073810892.791810705197.151229131899.450153688279.99970646683810938109381093810993.37274769753810992.667330391896.327488923299.239209805278.07185847883811038110381103811091.27421637643811092.507683152995.271033919698.968672178975.59937427613811138111381113811189.80752091913811192.396103269594.532661449898.779589317273.87131746233811238112381123811287.7360904013811292.238517743193.489849692198.512545461471.43076335593811338113381133811385.26511661613811392.050536683192.245897508898.193993445668.51946840073811438114381143811479.49403933683811491.611497940289.340587777997.4561.723811597.453811561.7274.07449818753811591.199202554386.612250437197.01097224460.57397046623811638116381163811670.06342448463811690.894057315284.592972077896.68604202659.72577893143811738117381173811763.96946049553811790.430454739981.525112816896.192380429758.4371342813811838118381183811861.2158640513811890.220972963280.138881068895.969316292957.85485198763811938119381193811961.0023811990.204703105980.03121636895.951991532157.80962776813812038120381203812061.0023812090.204703105980.03121636895.951991532157.80962776813812138121381213812159.99104578713812190.046175082478.982167697995.783184883257.3689781683812238122381223812259.91208377183812290.033793025878.900230260995.7757.33456060483812395.77381233812359.91208377183812390.033793025878.900230260995.7757.33456060483812438124381243812459.91208377183812490.033793025878.900230260995.7757.33456060483812538125381253812559.56903851793812589.9878.544258484295.27412629157.18503577773812638126381263812659.56903851793812689.9878.544258484295.27412629157.18503577773812738127381273812759.56903851793812789.9878.544258484295.27412629157.185035777789.9838128381283812858.61105121353812866.6277.550172604993.889350631256.767473125266.6238129381293812956.93594455993812965.905957272775.811945111891.467975200856.03733612433813038130381303813054.54371855713813064.886230214973.329576004888.0154.99462477483813188.01381313813151.70071035483813163.674349570670.379438465985.422085802253.75542876423813238132381323813248.19354971183813262.179362642366.740122103982.229611431352.22674535283813338133381333813344.67812472853813360.680852898263.092229987379.029614252950.69445972263813438134381343813441.843813459.471053917860.147159939776.446145350549.45739229583813538135381353813540.66455648373813558.469741578757.709618640874.307889878748.43351072643813638136381363813639.5731376673813657.540006450655.446321082872.322484179147.48281969333813738137381373813738.35314414213813756.500743778252.916395518670.103187552946.42013240333813838138381383813837.0045759093813855.351953561550.119841948267.6545.24544885643813967.65381393813936.01237014933813954.506733985848.062284538864.872263262144.38117832683814038140381403814035.0111416033814053.653828266645.986016392262.069266717643.50904841073814138141381413814134.00070229553814152.793076276143.890647701359.240484120442.6288953713814238142381423814232.68311229633814251.670675151941.158334328855.551815605241.48119571763814338143381433814330.90423233523814350.155319943437.469434513150.571739475139.93168493213814438144381443814428.7554181263814448.324832853133.013394468944.556011272338.05993930223814538145381453814526.76657040323814546.630614681228.889080204338.988118391636.32753404463814638146381463814625.38488102463814645.453609912926.023842635835.1235.1243814735.123814735.12424.61034999013814744.793818548124.417681763333.717136861233.72088885953814838148381483814824.23206966453814844.471576983623.633234102933.031979648233.03561052263814938149381493814923.77239628523814944.0822.6832.199399918132.20288360744.083815022.683815022.683815021.9110.6130.220805887330.223939795221.913815110.613815110.613815108.6827.155438936527.15803094138152381528.68381528.6838152381538.070161108523.399263008823.4011909869381533815338153381537.080191887438153381547.645666276720.784675301720.7861410664381543815438154381546.633507212638154381557.217910096918.1518.1513815518.153815518.1516.156229278538155381566.760857063116.85767196816.858671968381563815638156381565.5938156381576.218622044315.324489901615.3254899016381573815738157381575.226066937938157381585.625255723613.646732895813.6477328958381583815838158381584.830773195938158381594.98075810111.824400950411.8254009504381593815938159381594.43215691738159381604.33084332449.98675187649.9877518764381603816038160381604.04538160381613.69961220178.20193126678.2029312667381613816138161381613.565861525138161381623.14201015386.62529856996.6262985699381623816238162381623.01419252238162381632.54.814.811381634.812.54.8112.538163381641.90160346473.11801994613.1190199461381643816438164381641.99706467238164381651.31630759821.46308233611.4640823361381653816538165381651.50538653838165381660.744112400300381663816638166381661.197053419938166381670.38528674323816738167381673816738167381671.047555983938167381680.21130765193816838168381683816838168381680.609028905381680

Noaa_Zone_EMOD10A1_Zone_EMOD10A2_UL_ZoneEMOD10A2_LL_ZoneENoaa_EMOD10A2_ULMOD10A1_EMOD10A2_LLMOD10A1_SLOPY_ENOAA_E_SLOPYDateSCA (%)Zone E

All_Zone_E10010010010010010010010010010010010038079380793807938079100100100100380803808038080380801001001001003808138081380813808110010010010038082380823808238082100100100100380831003808310010010010010038084380843808438084100100100100380853808538085380851001001001003808638086380863808699.7110010010099.7138087380873808799.687415774999.948045206510098.55637122973808838088380883808899.6499.838965670910095.52546021299.6438089380893808997.540263796899.672801284510090.90837538413809038090380903809095.2439325299.491079182110085.859380911003809185.85993.1299.32399.9983.52067638223809238092380923809293.1299.32399.9983.52067638223809338093380933809393.1299.32399.9983.52067638223809438094380943809493.1299.32399.9983.52067638223809538095380953809593.1299.32399.9983.52067638223809638096380963809693.1299.32399.9983.52067638223809738097380973809793.1299.32399.9983.52067638223809838098380983809893.1299.32399.9983.52067638223809999.99380993809993.1299.32399.9983.52067638223810038100381003810093.1299.32399.9983.52067638223810138101381013810193.1299.32399.9983.52067638223810238102381023810293.1299.32399.9983.520676382293.123810399.3233810393.1299.32399.9983.52067638223810438104381043810493.1299.32399.9983.52067638223810538105381053810593.038862775198.786079801599.857642536882.75625644793810638106381063810692.862533336397.61923144899.5781.0953810799.573810781.09592.807844938297.257334604599.477325240880.24803138743810838108381083810892.791810705197.151229131899.450153688279.99970646683810938109381093810992.667330391896.327488923299.239209805278.07185847883811038110381103811092.507683152995.271033919698.968672178975.59937427613811138111381113811192.396103269594.532661449898.779589317273.87131746233811238112381123811292.238517743193.489849692198.512545461471.43076335593811338113381133811392.050536683192.245897508898.193993445668.51946840073811438114381143811491.611497940289.340587777997.4561.723811597.453811561.7291.199202554386.612250437197.01097224460.57397046623811638116381163811690.894057315284.592972077896.68604202659.72577893143811738117381173811790.430454739981.525112816896.192380429758.4371342813811838118381183811890.220972963280.138881068895.969316292957.85485198763811938119381193811990.204703105980.03121636895.951991532157.80962776813812038120381203812090.204703105980.03121636895.951991532157.80962776813812138121381213812190.046175082478.982167697995.783184883257.3689781683812238122381223812290.033793025878.900230260995.7757.33456060483812395.77381233812390.033793025878.900230260995.7757.33456060483812438124381243812490.033793025878.900230260995.7757.33456060483812538125381253812589.9878.544258484295.27412629157.18503577773812638126381263812689.9878.544258484295.27412629157.18503577773812738127381273812789.9878.544258484295.27412629157.185035777789.9838128381283812866.6277.550172604993.889350631256.767473125266.6238129381293812965.905957272775.811945111891.467975200856.03733612433813038130381303813064.886230214973.329576004888.0154.99462477483813188.01381313813163.674349570670.379438465985.422085802253.75542876423813238132381323813262.179362642366.740122103982.229611431352.22674535283813338133381333813360.680852898263.092229987379.029614252950.69445972263813438134381343813459.471053917860.147159939776.446145350549.45739229583813538135381353813558.469741578757.709618640874.307889878748.43351072643813638136381363813657.540006450655.446321082872.322484179147.48281969333813738137381373813756.500743778252.916395518670.103187552946.42013240333813838138381383813855.351953561550.119841948267.6545.24544885643813967.65381393813954.506733985848.062284538864.872263262144.38117832683814038140381403814053.653828266645.986016392262.069266717643.50904841073814138141381413814152.793076276143.890647701359.240484120442.6288953713814238142381423814251.670675151941.158334328855.551815605241.48119571763814338143381433814350.155319943437.469434513150.571739475139.93168493213814438144381443814448.324832853133.013394468944.556011272338.05993930223814538145381453814546.630614681228.889080204338.988118391636.32753404463814638146381463814645.453609912926.023842635835.1235.1243814735.123814735.12444.793818548124.417681763333.717136861233.72088885953814838148381483814844.471576983623.633234102933.031979648233.03561052263814938149381493814944.0822.6832.199399918132.20288360744.083815022.683815021.9110.6130.220805887330.223939795221.913815110.613815108.6827.155438936527.15803094138152381528.6838152381538.070161108523.399263008823.401190986938153381533815338153381547.645666276720.784675301720.786141066438154381543815438154381557.217910096918.1518.1513815518.153815518.151381566.760857063116.85767196816.85867196838156381563815638156381576.218622044315.324489901615.325489901638157381573815738157381585.625255723613.646732895813.647732895838158381583815838158381594.98075810111.824400950411.825400950438159381593815938159381604.33084332449.98675187649.987751876438160381603816038160381613.69961220178.20193126678.202931266738161381613816138161381623.14201015386.62529856996.626298569938162381623816238162381632.54.814.811381634.812.54.811381641.90160346473.11801994613.119019946138164381643816438164381651.31630759821.46308233611.464082336138165381653816538165381660.74411240030038166381663816638166381670.3852867432381673816738167381673816738167381680.21130765193816838168381683816838168381680

Noaa_Zone_EMOD10A1_Zone_EMOD10A2_UL_ZoneEMOD10A2_LL_ZoneENoaa_EMOD10A2_ULMOD10A1_EMOD10A2_LLDateSCA (%)Zone E

All_Zone_C_slp84.8282.30761.13807884.8282.30761.161.160.4760.4743807938079380793807961.161.160.4760.4743808038080380803808061.161.160.4760.4743808138081380813808161.161.160.4760.4743808238082380823808261.161.160.4760.474380833808360.4760.47461.161.160.4760.4743808438084380843808458.456399674755.220221589860.037676333959.21820966293808538085380853808551.3339.3758.872253859255.83295366763808638086380863808646.4528.557.165046354450.87394990241.5617.638380873808741.5617.63854.916703441944.34308535383808838088380883808829.9515.179559512752.203230935236.461137587826.0838089380893808926.0812.349.024953645627.2290500983809038090380903809017.0810.945740453845.7217.629380913809145.7217.62914.9533409229.63734.316914800115.70693357713809238092380923809214.25908935699.3817123930.594357748215.07947164113809338093380933809314.25908935699.3817123930.594357748215.07947164113809438094380943809414.25908935699.3817123930.594357748215.07947164113809538095380953809513.669.161417474327.382057737614.53801694863809638096380963809613.14736418078.890065036523.425246316713.87106986883809738097380973809712.52655198698.561451826418.63346882813.06338366333809838098380983809811.76300707688.157286208412.7412.07380993809912.7412.0711.06526946117.787954226912.34568469710.70049770333810038100381003810010.68665215027.587541523812.13171515279.95735692213810138101381013810110.35416004357.411544177711.94381253319.30474956153810238102381023810210.08582253677.269505650811.7921658648.77806327779.526.9738103381039.526.9711.47240026737.6674806659381043810438104381048.89226006676.541975726911.01542245486.0803442833381053810538105381058.07615149875.985512360210.42131733534.016949027381063810638106381067.0715576595.30053037139.691.47738107381079.691.4776.30781907054.77977545858.72010321481.3175539833381083810838108381085.76627382524.41052300588.03237707341.2044953614381093810938109381095.013.89485793957.07196003691.0466077663381103811038110381104.6094708133.33171414946.02311471990.8741830192381113811138111381114.25509779272.83346590135.09513619830.7216281482381123811238112381123.85654834332.2731056214.05147511880.5500556629381133811338113381133.42881190611.67170845392.93138356570.3659184029381143811438114381142.760.73135932611.180.07838115381151.180.0782.468315928101.1673273580381163811638116381162.2232961769381161.156682115838117381173811738117381171.9092676171381171.143038684838118381183811838118381181.7059096894381181.134203501638119381193811938119381191.5866963313381191.129024102538120381203812038120381201.4877751544381201.12472632738121381213812138121381211.3066077915381211.116855245438122381223812238122381221.1890875863381221.111749407938123381233812338123381231.10871413381231.108257465338124381243812438124381241.0097159916381241.103956346138125381253812538125381250.8741611424381251.09806696738126381263812638126381260.7756504268381261.093787024638127381273812738127381270.6775501725381271.0895249152381280.53812838128381280.5381281.0818109878381290.013812938129381290.01381291.0719693494381303813038130381303813038130381301.063813138131381311.063813138131381310.9867298007381323813238132381323813238132381320.9026093029381333813338133381333813338133381330.8183537902381343813438134381343813438134381340.7451633724381353813538135381353813538135381350.6799633893381363813638136381363813638136381360.6175066661381373813738137381373813738137381370.550852203381383813838138381383813838138381380.483813938139381390.483813938139381390.4582442663381403814038140381403814038140381400.4363792989381413814138141381413814138141381410.4144028219381423814238142381423814238142381420.388707844381433814338143381433814338143381430.3574282876381443814438144381443814438144381440.321670145381453814538145381453814538145381450.2878486268381463814638146381463814638146381460.2613776337381473814738147381473814738147381470.2422571657381483814838148381483814838148381480.2279338825381493814938149381493814938149381490.2126252192381503815038150381503815038150381500.1896565352381513815138151381513815138151381510.1594238028381523815238152381523815238152381520.1245736662381533815338153381533815338153381530.0973539664381543815438154381543815438154381540.073815538155381550.073815538155381550.0414399103381563815638156381563815638156381560.009372960238157381573815738157381573815738157038158381583815838158381583815838158

MOD10A2_UL_ZoneCMOD10A2_LL_ZoneCNOAA_CMOD10A1_CMOD10A2_ULMOD10A2_LLNOAA_C_slopy2MOD10A1_slpyDateSCA (%)Zone C

All_Zone_C61.119.1558584.8282.30761.13807884.8282.30761.160.232004132219.088424841760.4760.4743807938079380793807961.160.232004132219.088424841760.4760.4743808038080380803808061.160.232004132219.088424841760.4760.4743808138081380813808161.160.232004132219.088424841760.4760.4743808238082380823808261.160.232004132219.088424841760.4760.474380833808360.4760.47461.160.232004132219.088424841760.4760.4743808438084380843808458.456399674757.789504132218.898693582160.037676333959.21820966293808538085380853808551.3351.205214124718.387231704558.872253859255.83295366763808638086380863808646.4541.5617.63857.165046354450.87394990241.5617.638380873808741.5634.546938935816.651283412254.916703441944.34308535383808838088380883808829.9526.0815.460438226652.203230935236.461137587826.0838089380893808926.0823.359480205514.065606991149.024953645627.2290500983809038090380903809017.0820.530528860712.615182073345.7217.629380913809145.7217.62914.95334092217.796663644611.213508538434.316914800115.70693357713809238092380923809214.259089356916.904188576610.755929768330.594357748215.07947164113809338093380933809314.259089356916.904188576610.755929768330.594357748215.07947164113809438094380943809414.259089356916.904188576610.755929768330.594357748215.07947164113809538095380953809513.6616.134046539710.361072075727.382057737614.53801694863809638096380963809613.147364180715.18540948939.87469862923.425246316713.87106986883809738097380973809712.526551986914.03659111519.285690691918.63346882813.06338366333809838098380983809811.763007076812.62364460568.561262246512.7412.07380993809912.7412.0711.065269461111.3324750687.899269782712.34568469710.70049770333810038100381003810010.686652150210.63184043527.54004906612.13171515279.95735692213810138101381013810110.354160043510.01656089457.224590555611.94381253319.30474956153810238102381023810210.08582253679.526.9711.7921658648.77806327779.526.9738103381039.529.31209161136.433164595511.47240026737.6674806659381043810438104381048.89226006679.0149692145.66597177911.01542245486.0803442833381053810538105381058.07615149878.62868801494.668564098510.42131733534.016949027381063810638106381067.0715576598.15319280723.44079900599.691.47738107381079.691.4776.30781907057.79169941122.50739533398.72010321481.3175539833381083810838108381085.76627382527.53537475671.84554541818.03237707341.2044953614381093810938109381095.017.17741458880.9212648127.07196003691.0466077663381103811038110381104.6094708136.786496027806.02311471990.8741830192381113811138111381114.25509779276.4406261246381125.09513619830.7216281482381123811238112381123.85654834336.0516397978381134.05147511880.5500556629381133811338113381133.42881190615.6341668197381142.93138356570.3659184029381143811438114381142.764.9814029354381151.180.07838115381151.180.0782.46831592814.3537028876381161.1673273580381163811638116381162.22329617693.8264238062381171.156682115838117381173811738117381171.90926761713.1506387328381181.143038684838118381183811838118381181.70590968942.7130153134381191.134203501638119381193811938119381191.58669633132.4564698322381201.129024102538120381203812038120381201.48777515442.2435928415381211.12472632738121381213812138121381211.30660779151.8537232076381221.116855245438122381223812238122381221.18908758631.6008213678381231.111749407938123381233812338123381231.108714131.4278588129381241.108257465338124381243812438124381241.00971599161.2148162021381251.103956346138125381253812538125381250.87416114240.9231040603381261.09806696738126381263812638126381260.77565042680.7111103767381271.093787024638127381273812738127381270.67755017250.5381281.0895249152381280.53812838128381280.50.01381291.0818109878381290.013812938129381290.010381301.071969349438130381303813038130381303813038131381311.063813138131381311.06381313813138132381320.986729800738132381323813238132381323813238133381330.902609302938133381333813338133381333813338134381340.818353790238134381343813438134381343813438135381350.745163372438135381353813538135381353813538136381360.679963389338136381363813638136381363813638137381370.617506666138137381373813738137381373813738138381380.55085220338138381383813838138381383813838139381390.483813938139381390.48381393813938140381400.458244266338140381403814038140381403814038141381410.436379298938141381413814138141381413814138142381420.414402821938142381423814238142381423814238143381430.38870784438143381433814338143381433814338144381440.357428287638144381443814438144381443814438145381450.32167014538145381453814538145381453814538146381460.287848626838146381463814638146381463814638147381470.261377633738147381473814738147381473814738148381480.242257165738148381483814838148381483814838149381490.227933882538149381493814938149381493814938150381500.212625219238150381503815038150381503815038151381510.189656535238151381513815138151381513815138152381520.159423802838152381523815238152381523815238153381530.124573666238153381533815338153381533815338154381540.097353966438154381543815438154381543815438155381550.073815538155381550.07381553815538156381560.041439910338156381563815638156381563815638157381570.009372960238157381573815738157381573815738158381580381583815838158381583815838158

Noaa_Zone_CMOD10A1_Zone_CMOD10A2_UL_ZoneCMOD10A2_LL_ZoneCNOAA_CMOD10A1_CMOD10A2_ULMOD10A2_LLNOAA_C_slopy2DateSCA (%)Zone C

All_Zone_B_slp0.11749520.2153.823807820.2153.820.11678758332.3383807938079380793.820.11678758332.3383808038080380803.820.11678758332.3383808138081380813.820.11678758332.3383808238082380823.820.11678758332.33838083380832.3383.820.11678758332.3383808438084380843.62455164360.11551281232.31340721783808538085380853.020.11156975072.23733798313808638086380862.610.1062.12988162272.210.106380872.210.09876344171.99027450733808838088380881.26951539250.09005419811.82225646280.1738089380890.170.07987226921.62582748913809038090380900.120.06920316661.4238091380911.420.10511322090.05895425141.22882961643809238092380920.09995341430.05540194361.16256933293809338093380930.09995341430.05540194361.16256933293809438094380940.09995341430.05540194361.16256933293809538095380950.0950.05199172821.09895946083809638096380960.09195177740.04833995581.03084388943809738097380970.08818851880.04383156990.94675012393809838098380980.08372462640.03848382430.84738099380990.8470.07942509070.03333297810.73532617633810038100381000.0770741130.03051650550.67426314953810138101381010.07512216610.02817807210.62356433373810238102381020.07330407670.0260.57634225970.070.026381030.070.02204171420.49052395183810438104381040.06607304040.01646053130.36952013763810538105381050.06100491320.00925746620.21335282193810638106381060.0547949040.00043150390.02238107381070.0220.0499838608003810838108381080.046535363338109381093810938109381090.041766453438110381103811038110381100.036413391238111381113811138111381110.031799445838112381123811238112381120.02654707538113381133811338113381130.020906935638114381143811438114381140.012140367938115381153811538115381150.003810843238116381163811638116381160

MOD10A1_Zone_BMOD10A2_UL_ZoneBNOAA_BMOD10A1_BMOD10A2_ULNOAA_B_slpDateSCA (%)Zone B

All_Zone_B3.820.11749520.2153.823807820.2153.720920890.11678758332.3383807938079380793.720920890.11678758332.3383808038080380803.720920890.11678758332.3383808138081380813.720920890.11678758332.3383808238082380823.720920890.11678758332.33838083380832.3383.720920890.11678758332.3383808438084380843.54237948080.11551281232.31340721783808538085380852.99012360940.11156975072.23733798313808638086380862.210.1062.12988162272.210.106380871.28420278790.09876344171.99027450733808838088380880.170.09005419811.82225646280.1738089380890.15410419740.07987226921.62582748913809038090380900.137447830.06920316661.4238091380911.420.12144744970.05895425141.22882961643809238092380920.11590166530.05540194361.16256933293809338093380930.11590166530.05540194361.16256933293809438094380940.11590166530.05540194361.16256933293809538095380950.11057771230.05199172821.09895946083809638096380960.10487664590.04833995581.03084388943809738097380970.09783825320.04383156990.94675012393809838098380980.08948947090.03848382430.84738099380990.8470.08144808350.03333297810.73532617633810038100381000.07705106880.03051650550.67426314953810138101381010.07340035810.02817807210.62356433373810238102381020.070.0260.57634225970.070.026381030.06382041170.02204171420.49052395183810438104381040.05510719210.01646053130.36952013763810538105381050.04386192580.00925746620.21335282193810638106381060.03008302830.00043150390.02238107381070.0220.0194081856003810838108381080.011756587638109381093810938109381090.00117523093811038110381103811038110

Noaa_Zone_BMOD10A1_Zone_BMOD10A2_UL_ZoneBNOAA_BMOD10A1_BMOD10A2_ULDateSCA (%)Zone B

All_B_CT 3.820.11749520.2153.823.720920890.11678758332.3383.720920893.720920890.11678758332.3383.720920893.720920890.11678758332.3383.720920893.720920890.11678758332.3383.720920893.720920890.11678758332.3383.720920893.720920890.11678758332.3383.720920893.54237948080.11551281232.31340721783.54237948082.99012360940.11156975072.23733798312.99012360942.210.1062.12988162272.211.28420278790.09876344171.99027450731.28420278790.170.09005419811.82225646280.170.15410419740.07987226921.62582748910.15410419740.137447830.06920316661.420.137447830.12144744970.05895425141.22882961640.12144744970.11590166530.05540194361.16256933290.11590166530.11590166530.05540194361.16256933290.11590166530.11590166530.05540194361.16256933290.11590166530.11057771230.05199172821.09895946080.11057771230.10487664590.04833995581.03084388940.10487664590.09783825320.04383156990.94675012390.09783825320.08948947090.03848382430.8470.08948947090.08144808350.03333297810.73532617630.08144808350.07705106880.03051650550.67426314950.07705106880.07340035810.02817807210.62356433370.07340035810.070.0260.57634225970.070.06382041170.02204171420.49052395180.06382041170.05510719210.01646053130.36952013760.05510719210.04386192580.00925746620.21335282190.04386192580.03008302830.00043150390.0220.03008302830.0194081856000.01940818560.0117565876133.584133.5840.01175658760.0011752309141.08141.080.0011752309

Noaa_Zone_BMOD10A1_Zone_BMOD10A2_UL_ZoneBnoaa_dateDateSCA (%)Zone B

NOAA17Image DateZone AZone BZone CZone DZone ETemperaturePositive TempTemperatureSCA with modified tempSCA with modified temp 17_03_2005discussion runu 21 may icin1-Apr-0403.8261.196.09100Date04_ZONE A04_ZONE B04_ZONE C04_D_Tlr_9804_E_Tlr_98Date04_ZONE A04_ZONE B04_ZONE C04_D_Tlr_9804_E_Tlr_98Date04_ZONE A04_ZONE B04_SCA_B04_ZONE C04_SCA_C04_ZONE D04_SCA_D04_ZONE E04_SCA_EDate04_ZONE A04_ZONE B04_ZONE C04_D_Tlr_9804_E_Tlr_98abcdede10-Apr-0402.2141.568999.711-Apr-040.90.6970.473-1.9525-5.14661-Apr-040.6970.473001-Apr-043.8203.8261.10061.196.09096.09100.0001001-Apr-040.6970.4730096.091003.8261.196.0912-Apr-0400.1726.0885.3599.642-Apr-04-3.619-3.366-3.653-6.0785-9.27262-Apr-0400002-Apr-043.72160.23296.090100.0002-Apr-040.6970.4730096.091003.8261.196.0926-Apr-0400.079.5272.0693.123-Apr-04-8.942-8.512-8.539-10.9645-14.15863-Apr-0400003-Apr-043.72160.23296.090100.0003-Apr-040.6970.4730096.091003.8261.196.0921-May-04000.533.8489.984-Apr-04-14.229-13.855-13.875-16.3005-19.49464-Apr-0400004-Apr-043.72160.23296.090100.0004-Apr-040.6970.4730096.091003.8261.196.0922-May-04000.0120.5966.625-Apr-04-5-4.481-4.536-6.9615-10.15565-Apr-0400005-Apr-043.72160.23296.090100.0005-Apr-040.6970.4730096.091003.8261.196.0912-Jun-040001.0144.086-Apr-04-1.447-0.576-0.703-3.1285-6.32266-Apr-0400006-Apr-043.72160.23296.090100.0006-Apr-040.6970.4730096.091003.8261.196.0913-Jun-030000.4721.917-Apr-040.2811.2561.331-1.0945-4.28867-Apr-041.2561.331007-Apr-043.72160.23296.090100.0007-Apr-041.9531.8040096.091003.624551643658.456399674796.098-Apr-043.6323.8853.5881.1625-2.03168-Apr-043.8853.5881.162508-Apr-043.54257.79096.090100.0008-Apr-045.8385.3921.1625092.5451003.0251.3392.545Image DateCum TZone B9-Apr-045.3875.4885.2562.8305-0.36369-Apr-045.4885.2562.830509-Apr-042.99051.20594.026100.0009-Apr-0411.32610.6483.993090.771002.6146.4590.77251-Apr-040.6973.8210-Apr-047.1337.136.9224.49651.302410-Apr-047.136.9224.49651.302410-Apr-042.2102.2141.56041.5689.0008999.71099.7110-Apr-0418.45617.578.48951.30248999.712.2141.568910-Apr-0418.4562.2111-Apr-048.7528.5818.3545.92852.734411-Apr-048.5818.3545.92852.734411-Apr-041.28434.54787.42699.687415774911-Apr-0427.03725.92414.4184.036887.17599.671.269515392529.9586.26312-Apr-0437.0690.1712-Apr-0410.3710.0329.7857.35954.165412-Apr-0410.0329.7857.35954.165412-Apr-040.1700.1726.08026.0885.35085.3599.6499.6412-Apr-0437.06935.70921.77758.202285.3599.640.1726.0885.3526-Apr-0494.0480.0713-Apr-0410.83210.51210.1757.74954.555413-Apr-0410.51210.1757.74954.555413-Apr-040.15423.35982.22697.540263796813-Apr-0447.58145.88429.52712.757681.277444541195.570.1217.0878.70521-May-04267.42214-Apr-049.9710.0989.8337.40754.213414-Apr-0410.0989.8337.40754.213414-Apr-040.13720.53178.93695.2439325214-Apr-0457.67955.71736.934516.97177.384618608993.120.105113220914.95334092275.382522-May-04276.61315-Apr-043.2173.53.210.7845-2.409615-Apr-043.53.210.7845015-Apr-040.12117.79775.79293.1215-Apr-0461.17958.92737.71916.97176.972344299993.120.099953414314.259089356975.125245632612-Jun-04514.40616-Apr-04-3.187-2.121-2.28-4.7055-7.899616-Apr-04000016-Apr-040.11616.90475.45993.1216-Apr-0461.17958.92737.71916.97176.972344299993.120.099953414314.259089356975.125245632613-Jun-03527.82517-Apr-04-0.267-0.187-0.612-3.0375-6.231617-Apr-04000017-Apr-040.11616.90475.45993.1217-Apr-0461.17958.92737.71916.97176.972344299993.120.099953414314.259089356975.125245632618-Apr-043.833.362.770.3445-2.849618-Apr-043.362.770.3445018-Apr-040.11616.90475.45993.1218-Apr-0464.53961.69738.063516.97176.791300960993.120.09513.6675.0122766976Image DateCum TZone C19-Apr-043.3113.5983.4120.9865-2.207619-Apr-043.5983.4120.9865019-Apr-040.11116.13475.31393.1219-Apr-0468.13765.10939.0516.97176.272870615793.120.091951777413.147364180774.68878221-Apr-040.47361.120-Apr-044.3414.4424.1321.7065-1.487620-Apr-044.4424.1321.7065020-Apr-040.10515.18574.89493.1220-Apr-0472.57969.24140.756516.97175.376062319693.120.088188518812.526551986974.129184267710-Apr-0417.5741.5621-Apr-044.625.2695.0822.6565-0.537621-Apr-045.2695.0822.6565021-Apr-040.09814.03774.17093.1221-Apr-0477.84874.32343.41316.97173.980005338393.120.083724626411.763007076873.258060970212-Apr-0435.70926.0822-Apr-044.825.0754.6442.2185-0.975622-Apr-045.0754.6442.2185022-Apr-040.08912.62473.04293.1222-Apr-0482.92378.96745.631516.97172.814128277193.120.079425090711.065269461172.530567262126-Apr-0489.2529.5223-Apr-042.8732.7752.520.0945-3.099623-Apr-042.7752.520.0945023-Apr-040.08111.33272.10093.1223-Apr-0485.69881.48745.72616.97172.764466171193.120.07707411310.686652150272.499578686321-May-04255.7930.524-Apr-042.1272.3042.213-0.2125-3.406624-Apr-042.3042.2130024-Apr-040.07710.63272.06093.1224-Apr-0488.00283.745.72616.97172.764466171193.120.075122166110.354160043572.499578686322-May-04264.6230.0125-Apr-041.8842.1461.786-0.6395-3.833625-Apr-042.1461.7860025-Apr-040.07310.01772.06093.1225-Apr-0490.14885.48645.72616.97172.764466171193.120.073304076710.085822536772.499578686312-Jun-04497.45426-Apr-044.563.93.7661.3405-1.853626-Apr-043.93.7661.3405026-Apr-040.0700.079.5209.5272.06072.0693.1293.1226-Apr-0494.04889.25247.066516.971abc72.0693.120.079.5272.0672.0693.120.72060.931213-Jun-03510.73927-Apr-045.8135.4995.3822.9565-0.237627-Apr-045.4995.3822.9565027-Apr-040.0649.31271.60993.1227-Apr-0499.54794.63450.02316.97169.556561137393.120.06607304048.892260066769.556074654970.200663946293.120.70200663950.931228-Apr-047.0677.0976.9974.57151.377428-Apr-047.0976.9974.57151.377428-Apr-040.0559.01570.61393.1228-Apr-04106.644101.63154.594518.348465.685608740791.90038585420.06100491328.076151498765.684370032767.325658104892.97548722950.6732565810.9297548723Image DateCum TZone D29-Apr-048.328.6968.6136.18752.993429-Apr-048.6968.6136.18752.993429-Apr-040.0448.62969.07493.038862775129-Apr-04115.34110.24460.78221.341860.446296052589.24989000410.0547949047.07155765960.444039211563.434353578192.6614284760.63434353580.92661428481-Apr-04096.0930-Apr-045.9476.7376.5484.12250.928430-Apr-046.7376.5484.12250.928430-Apr-040.0308.15366.99192.862533336330-Apr-04122.077116.79264.904522.270256.955537821188.42784138140.04998386086.307819070556.95260263660.841722804592.56402346930.6084172280.925640234710-Apr-048.4895891-May-044.2744.8294.6432.75650.27221-May-044.8294.6432.75650.27221-May-040.0197.79265.60392.80784493821-May-04126.906121.43567.66122.542454.621450479788.18682281710.04653536335.766273825254.618061721559.10816629192.53546504320.59108166290.925354650412-Apr-0421.777585.352-May-047.1966.6786.4844.59752.11322-May-046.6786.4844.59752.11322-May-040.0127.53564.67592.79181070512-May-04133.584127.91972.258524.655650.728482385386.31569706370.04176645345.0150.724337123456.216809109392.31375429360.56216809110.923137542926-Apr-0447.066572.063-May-047.4137.4967.0815.19452.71023-May-047.4967.0815.19452.71023-May-040.0017.17763.12892.66733039183-May-04141.0813577.45327.365846.3383.91595969050.03641339124.60947081346.32552.9592.02940805390.52950.920294080521-May-04164.28933.844-May-045.416.4616.2654.37851.89424-May-046.4616.2654.37851.89424-May-046.78661.37992.50768315294-May-04147.541141.26581.831529.2644.702972180982.23874674220.03179944584.255097792744.698288231451.287454773291.83067414230.51287454770.918306741422-May-04171.232520.595-May-047.2137.3557.0465.15952.67525-May-047.3557.0465.15952.67525-May-046.44159.90592.39610326955-May-04154.896148.31186.99131.935242.785728825379.870.0265470753.856548343342.781417300749.328358713491.550.49328358710.915512-Jun-04364.9091.016-May-047.3777.8987.5625.67553.19126-May-047.8987.5625.67553.19126-May-046.05258.16892.23851774316-May-04162.794155.87392.666535.126440.676742554478.67173547350.02090693563.428811906140.672840700747.173334062391.31915335760.47173334060.913191533613-Jun-03376.3460.477-May-0412.33112.27611.8249.93757.45327-May-0412.27611.8249.93757.45327-May-045.63456.25792.05053668317-May-04175.07167.697102.60442.579636.984019258375.87313144710.01214036792.7636.980834716843.490.780.4340.90788-May-0411.72411.66411.379.48356.99928-May-0411.66411.379.48356.99928-May-044.98152.91291.61149794028-May-04186.734179.067112.087549.578833.4673.2450.00381084322.468315928133.457541.930238145490.59487760690.41930238150.9059487761Image DateCum TZone E9-May-0410.2049.7979.5517.66455.18029-May-049.7979.5517.66455.18029-May-044.35449.71991.19920255439-May-04196.531188.618119.75254.75931.792198579872.006357320202.223296176931.790022550540.742386641890.45786608830.40742386640.90457866091-Apr-04010010-May-0412.46512.56512.24110.35457.870210-May-0412.56512.24110.35457.870210-May-043.82647.13990.894057315210-May-04209.096200.859130.106562.629229.539050976470.1245061141.909267617129.537312621539.137636378490.24970654750.39137636380.902497065510-Apr-041.302499.7111-May-048.3288.2977.9276.04053.556211-May-048.2977.9276.04053.556211-May-043.15143.65390.430454739911-May-04217.393208.786136.14766.185428.224633274269.27417965991.705909689428.223150245238.201473940290.1556483330.38201473940.901556483312-Apr-048.202299.6412-May-044.9215.0954.6472.76050.276212-May-045.0954.6472.76050.276212-May-042.71341.61990.220972963212-May-04222.488213.433138.907566.461627.623946233869.20813720821.586696331327.622579888437.773649023390.14834309750.37773649020.90148343126-Apr-0416.97193.1213-May-043.4454.0863.8561.9695-0.514813-May-044.0863.8561.9695013-May-042.45640.69090.204703105913-May-04226.574217.289140.87766.461627.195381435569.20813720821.487775154427.194098338837.468414039190.14834309750.37468414040.90148343121-May-0472.826489.9814-May-047.387.4697.0625.17552.691214-May-047.4697.0625.17552.691214-May-042.24440.02790.204703105914-May-04234.043224.351146.052569.152826.069188435268.56464174861.306607791526.068124101836.66631012490.07716333630.36666310120.900771633422-May-0477.285666.6215-May-044.0244.8394.5812.69450.210215-May-044.8394.5812.69450.210215-May-041.85438.28590.046175082415-May-04238.882228.932148.74769.36325.482863048468.51438062141.189087586325.481912608836.248713949990.07160373990.36248713950.900716037412-Jun-04219.400244.0816-May-043.0983.4733.1331.2465-1.237816-May-043.4733.1331.2465016-May-041.60137.37790.033793025816-May-04242.355232.065149.993569.36325.211623636868.51438062141.1087141325.210725885536.055530193790.07160373990.36055530190.900716037413-Jun-03228.403621.9117-May-043.4754.1153.8591.9725-0.511817-May-044.1153.8591.9725017-May-041.42836.95890.033793025817-May-04246.47235.924151.96669.36324.78240603668.51438062141.009715991624.781591660335.749830266790.07160373990.35749830270.900716037418-May-045.4925.5915.2843.39750.913218-May-045.5915.2843.39750.913218-May-041.21536.29490.033793025818-May-04252.061241.208155.363570.276224.043107278768.29602447770.874161142424.04243651235.223282483690.0474504410.35223282480.900474504419-May-043.6034.0793.841.9535-0.530819-May-044.0793.841.9535019-May-040.92335.15089.9819-May-04256.14245.048157.31770.2762