├── .gitignore ├── README.md ├── Google_Earth_Engine_tutorial ├── README.md └── complete_example_script.js ├── utils.R ├── model_walkthrough.Rmd ├── LICENSE └── data └── LimnoSat_Mendota.csv /.gitignore: -------------------------------------------------------------------------------- 1 | # History files 2 | .Rhistory 3 | .Rapp.history 4 | 5 | # Session Data files 6 | .RData 7 | 8 | # User-specific files 9 | .Ruserdata 10 | 11 | # Example code in package build process 12 | *-Ex.R 13 | 14 | # Output files from R CMD build 15 | /*.tar.gz 16 | 17 | # Output files from R CMD check 18 | /*.Rcheck/ 19 | 20 | # RStudio files 21 | .Rproj.user/ 22 | 23 | # produced vignettes 24 | vignettes/*.html 25 | vignettes/*.pdf 26 | 27 | # OAuth2 token, see https://github.com/hadley/httr/releases/tag/v0.3 28 | .httr-oauth 29 | 30 | # knitr and R markdown default cache directories 31 | *_cache/ 32 | /cache/ 33 | 34 | # Temporary files created by R markdown 35 | *.utf8.md 36 | *.knit.md 37 | 38 | # R Environment Variables 39 | .Renviron 40 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | 3 | # Remote Sensing Workshop 4 | 5 | This repository contains the material for the AEMON-J Remote Sensing workshop. The workshop will walk through some examples of extracting imagery from Google Earth Engine using it's JavaScript API, and then it will do some simple data-driven modelling of water clarity using R. If you're planning on participating in the workshop. Please do the following beforehand. We look forward to seeing you there! 6 | 7 | 1. Sign up for [Google Earth Engine](https://signup.earthengine.google.com/#!/) 8 | 9 | 2. Either fork this repository and clone it locally, or download it in a zip file and unzip it in the directory you plan to use for the workshop (click the green "code" button and hit "Download Zip") 10 | 11 | 3. Download the [AquaSat](https://ndownloader.figshare.com/files/18733733) database 12 | -------------------------------------------------------------------------------- /Google_Earth_Engine_tutorial/README.md: -------------------------------------------------------------------------------- 1 | This folder contains the complete version of the Google Earth Engine (GEE) script that will be used in the live coding session on the remote sensing day. 2 | The script in this folder with the name "complete_example_script.js" or can be accessed directly [here](https://code.earthengine.google.com/14a7819a333a6bb8ccf5a39aa649e597) if you have already registered for GEE. 3 | 4 | # Goal 5 | 6 | High level understanding of how GEE works through a live coding session 7 | 8 | ## will cover 9 | 1. GEE data types common in geospatial/remote sensing studies 10 | 2. example code to illustrate common procedures in optical remote sensing 11 | 3. an example extracting lake water color time series over a point of interest 12 | 13 | ## will not cover 14 | * some other data types 15 | * ui 16 | * non-optical remote sensing 17 | * machine learning 18 | 19 | ## additional resources for GEE 20 | 21 | 1. [Official GEE guide](https://developers.google.com/earth-engine/guides) 22 | 2. Materials from past Earth Engine User Submit or Geo For Good meetings, some sessions recordings can be found at Google Earth [YouTube Channel](https://www.youtube.com/googleearth/playlists) 23 | 3. Subscribe to [GEE announcement google group](https://groups.google.com/g/google-earthengine-announce) for latest workshops and lightning talks 24 | 25 | _Last updated: 7/9/2021_ 26 | -------------------------------------------------------------------------------- /utils.R: -------------------------------------------------------------------------------- 1 | fui.hue <- function(R, G, B) { 2 | 3 | # Convert R,G, and B spectral reflectance to dominant wavelength based 4 | # on CIE chromaticity color space 5 | 6 | # see Wang et al 2015. MODIS-Based Radiometric Color Extraction and 7 | # Classification of Inland Water With the Forel-Ule 8 | # Scale: A Case Study of Lake Taihu 9 | 10 | require(colorscience) 11 | # chromaticity.diagram.color.fill() 12 | Xi <- 2.7689*R + 1.7517*G + 1.1302*B 13 | Yi <- 1.0000*R + 4.5907*G + 0.0601*B 14 | Zi <- 0.0565*G + 5.5943*B 15 | 16 | # calculate coordinates on chromaticity diagram 17 | x <- Xi / (Xi + Yi + Zi) 18 | y <- Yi / (Xi + Yi + Zi) 19 | z <- Zi / (Xi + Yi + Zi) 20 | 21 | # calculate hue angle 22 | alpha <- atan2( (x - 0.33), (y - 0.33)) * 180/pi 23 | 24 | # make look up table for hue angle to wavelength conversion 25 | cie <- cccie31 %>% 26 | mutate(a = atan2( (x - 0.33), (y - 0.33)) * 180/pi) %>% 27 | dplyr::filter(wlnm <= 700) %>% 28 | dplyr::filter(wlnm >=380) 29 | 30 | # find nearest dominant wavelength to hue angle 31 | wl <- cie[as.vector(sapply(alpha,function(x) which.min(abs(x - cie$a)))), 'wlnm'] 32 | 33 | #out <- cbind(as.data.frame(alpha), as.data.frame(wl)) 34 | 35 | return(wl) 36 | } 37 | 38 | 39 | fui.lookup <- tibble(dWL = c(471:583), fui = NA) 40 | 41 | fui.lookup$fui[fui.lookup$dWL <= 583] = 21 42 | fui.lookup$fui[fui.lookup$dWL <= 581] = 20 43 | fui.lookup$fui[fui.lookup$dWL <= 579] = 19 44 | fui.lookup$fui[fui.lookup$dWL <= 577] = 18 45 | fui.lookup$fui[fui.lookup$dWL <= 575] = 17 46 | fui.lookup$fui[fui.lookup$dWL <= 573] = 16 47 | fui.lookup$fui[fui.lookup$dWL <= 571] = 15 48 | fui.lookup$fui[fui.lookup$dWL <= 570] = 14 49 | fui.lookup$fui[fui.lookup$dWL <= 569] = 13 50 | fui.lookup$fui[fui.lookup$dWL <= 568] = 12 51 | fui.lookup$fui[fui.lookup$dWL <= 567] = 11 52 | fui.lookup$fui[fui.lookup$dWL <= 564] = 10 53 | fui.lookup$fui[fui.lookup$dWL <= 559] = 9 54 | fui.lookup$fui[fui.lookup$dWL <= 549] = 8 55 | fui.lookup$fui[fui.lookup$dWL <= 530] = 7 56 | fui.lookup$fui[fui.lookup$dWL <= 509] = 6 57 | fui.lookup$fui[fui.lookup$dWL <= 495] = 5 58 | fui.lookup$fui[fui.lookup$dWL <= 489] = 4 59 | fui.lookup$fui[fui.lookup$dWL <= 485] = 3 60 | fui.lookup$fui[fui.lookup$dWL <= 480] = 2 61 | fui.lookup$fui[fui.lookup$dWL <= 475 & fui.lookup$dWL >470] = 1 62 | fui.lookup$dWL <- as.numeric(fui.lookup$dWL) 63 | 64 | # Actual Forel-Ule Colors 65 | fui.lookup <- fui.lookup %>% left_join(tibble(fui = c(1:21), color.code = c( 66 | "#2158bc", "#316dc5", "#327cbb", "#4b80a0", "#568f96", "#6d9298", "#698c86", 67 | "#759e72", "#7ba654", "#7dae38", "#94b660","#94b660", "#a5bc76", "#aab86d", 68 | "#adb55f", "#a8a965", "#ae9f5c", "#b3a053", "#af8a44", "#a46905", "#9f4d04"))) 69 | -------------------------------------------------------------------------------- /model_walkthrough.Rmd: -------------------------------------------------------------------------------- 1 | --- 2 | title: "Hacking Limnology Workshop" 3 | date: "7/13/2021" 4 | output: html_document 5 | --- 6 | 7 | ```{r setup, include=FALSE} 8 | library(tidyverse) 9 | library(feather) 10 | library(mapview) 11 | library(sf) 12 | library(xgboost) 13 | library(Hmisc) 14 | library(leaflet) 15 | library(leafgl) 16 | library(kableExtra) 17 | library(Metrics) 18 | library(lubridate) 19 | 20 | knitr::opts_chunk$set(echo = TRUE, warning = FALSE, message = FALSE) 21 | ``` 22 | 23 | ### First lets load in AquaSat (available at ). 24 | 25 | It's important to know that AquaSat takes a very *inclusive* approach to data availability. This is in order to give end users more control over the various filtering choices they want to make. However, it also means that we need to be careful and apply some reasonable data quality control measures. That's what we'll do in this first chunk. Future version's of AquaSat will have tiered data, basically a flag that does this step for you. 26 | 27 | Additionally, we'll add some band ratios that we know will be helpful in our modelling efforts. 28 | 29 | ```{r} 30 | ## Bring in some utility functions that we'll use throughout the tutorial. 31 | source('utils.R') 32 | 33 | ## Read in AquaSat 34 | as <- read_csv('data/sr_wq_rs_join.csv') 35 | 36 | ## Do some QC and filter the data to just water clarity in lakes. 37 | as.munged <- as %>% 38 | filter(!is.na(secchi), 39 | type =='Lake', 40 | pwater > 90, 41 | pixelCount > 10, 42 | clouds < 10, 43 | secchi > 0, 44 | secchi < 10, 45 | across(c(blue, green, red, nir, swir1, swir2), ~ .x > 0 & .x < 1000)) %>% 46 | select(blue, green, red, nir, swir1, swir2, sat, date, secchi, lat, long) %>% 47 | mutate(dWL = fui.hue(red, green, blue), 48 | NR = nir/red, 49 | ndvi = (nir-red)/(nir+red), 50 | gndvi = (nir-green)/(nir + green), 51 | ndti = (red-green)/(red + green), 52 | id = row_number()) %>% 53 | left_join(fui.lookup) %>% 54 | filter(!is.na(fui)) 55 | ``` 56 | 57 | ### Build a model to predict water clarity. 58 | 59 | Now we're going to use AquaSat to build a model for predicting water clarity in lakes. Here, we're going to build what I'll refer to as a *naive* model. By naive I am referring to the fact that it's a proof of concept model and there are a number of steps we could take to improve it's performance and generalizability. We'll discuss some of these below. 60 | 61 | ```{r} 62 | 63 | # Define our target and input variables 64 | target <- 'secchi' 65 | feats <- c('blue', 'red', 'green', 'nir', 'NR', 'gndvi', 'ndti', 'ndvi', 'dWL') 66 | 67 | # Set aside training and testing data 68 | set.seed(2423) 69 | train <- as.munged %>% sample_frac(.7) 70 | test <- as.munged %>% filter(!id %in% train$id) 71 | 72 | dtrain <- xgb.DMatrix(data = as.matrix(train[feats]), label = train[target][[1]]) 73 | dtest <- xgb.DMatrix(data = as.matrix(test[feats]), label = test[target][[1]]) 74 | 75 | # Set our parameters, note that we won't be hypertuning our model for this example. 76 | params <- list(booster = "gbtree", objective = "reg:squarederror", eval_metric = 'mae', eta=0.1, gamma=0, max_depth=3, min_child_weight=1, subsample=1, colsample_bytree=1) 77 | 78 | ## Train our model with early stopping rounds on our test data to avoid overfitting. 79 | xgb.naive <- xgb.train(params = params, data = dtrain, nrounds = 1000, watchlist = list(train = dtrain, val = dtest), print_every_n = 25, early_stopping_rounds = 10, maximize = F) 80 | 81 | preds <- test %>% mutate(predicted = predict(xgb.naive, dtest)) 82 | 83 | ggplot(preds, aes(x = secchi, y = predicted)) + 84 | geom_hex() + 85 | scale_fill_viridis_c(trans = 'log10') + 86 | geom_abline(color = 'red') + 87 | ggpmisc::stat_poly_eq(aes(label = paste(stat(adj.rr.label))), 88 | formula = y~x, parse = TRUE, 89 | label.y = Inf, vjust = 1.3) 90 | 91 | preds %>% 92 | summarise(rmse = rmse(secchi, predicted), 93 | mae = mae(secchi, predicted), 94 | mape = mape(secchi, predicted), 95 | bias = bias(secchi, predicted), 96 | p.bias = percent_bias(secchi, predicted), 97 | smape = smape(secchi, predicted)) %>% 98 | kable(digits = 3) %>% kable_styling() 99 | ``` 100 | 101 | #### So, using purely optical inputs, we still get an R\^2 of \~.5 and MAE of `r round(xgb.naive$best_score, 3)` meters. Not bad! 102 | 103 | #### If we wanted to maximize this models predictive capability we could: 104 | 105 | - Add in lake and landscape variables (depth, surface area, land cover, etc) 106 | - Apply some minor standardization procedures across our landsat sensors 107 | - Hypertune our model to optimize performance. 108 | 109 | #### If we wanted to maximize the generalizability of our model we could: 110 | 111 | - Apply leave-location-leave time out cross-validation 112 | - Be more intential in terms of our train/test splits 113 | - Apply model weights to focus on data sparse regions 114 | 115 | ### Now lets actually apply our model to a lake to explore it's clarity dynamics. 116 | 117 | Here, were going to use lake Mendota as an example, but the map below shows all the lakes that are in [LimnoSat-US](https://doi.org/10.5281/zenodo.4139694). 118 | 119 | ```{r} 120 | ## This chunk requires the LimnoSat database available at 121 | # https://doi.org/10.5281/zenodo.4139694. It is not necessary for the workshop itself. 122 | 123 | ## Read in the data 124 | # Lakes 125 | lakes <- st_read('../Walkthroughs/data/LimnoSat/HydroLakes_DP.shp') %>% 126 | st_centroid() 127 | 128 | #LimnoSat 129 | #ls <- read_feather('../Walkthroughs/data/LimnoSat/LimnoSat_20200628.feather') 130 | 131 | #Find your lake of interest, click on the a lake to get it's Hylak_id 132 | leaflet() %>% 133 | addTiles() %>% 134 | addGlPoints(lakes %>% filter(type == 'dp'), popup = 'Hylak_id') 135 | 136 | ``` 137 | 138 | #### First just look at the distribution of observations that we have for it 139 | 140 | ```{r Mendota Explorer} 141 | # Filter to Mendota and add some useful variables 142 | #Mendota <- ls %>% filter(Hylak_id == 9086) 143 | Mendota <- read_csv('data/LimnoSat_Mendota.csv') %>% 144 | mutate(month = month(date, label = T), 145 | doy = yday(date), 146 | period = cut(year, 12, dig.lab = 4)) 147 | 148 | # Yearly observations 149 | ggplot(Mendota, aes(x = year)) + geom_bar() + labs(y = 'Number of Observations', title = 'Yearly Observations') + theme_bw() 150 | 151 | # Monthly observations 152 | Mendota %>% mutate(month = month(date, label = T)) %>% 153 | ggplot(., aes(x = month)) + geom_bar() + labs(y = 'Number of Observations', title = 'Monthly Observations') + theme_bw() 154 | ``` 155 | 156 | ### For Mendota, looks like we have a total of `r nrow(Mendota)` observations. LimnoSat-US contains all the Landsat Reflectance values as well as the dominant wavelength, a metric of color. We'll use dominant wavelength to explore the data because it's an intuitive way to examine lake systems. 157 | 158 | ```{r} 159 | Mendota <- Mendota %>% left_join(fui.lookup) 160 | 161 | # Overall Color Distribution 162 | Mendota %>% group_by(dWL) %>% 163 | summarise(count = n()) %>% 164 | left_join(fui.lookup) %>% 165 | ggplot(., aes(x = dWL, y = count, fill = color.code)) + 166 | geom_col() + 167 | scale_fill_identity() + 168 | labs(x = 'Wavelength (nm)', title = 'Overall Color Distribution') + 169 | theme_bw() + 170 | theme(legend.position = 'none') 171 | 172 | # Monthly Climatology 173 | ggplot(Mendota, aes(x = month, y = dWL)) + 174 | #geom_violin(draw_quantiles = .5) + 175 | geom_boxplot(outlier.colour = 'transparent') + 176 | geom_jitter(aes(color = color.code), size = 2, position = position_jitter(.2)) + 177 | scale_color_identity() + 178 | labs(y = 'Wavelength (nm)', title = 'Monthly Climatology') + 179 | theme_bw() + 180 | theme(legend.position = 'none') 181 | 182 | # Summer color observations over time 183 | Mendota %>% 184 | filter(month %in% c('Jun', 'Jul', 'Aug')) %>% 185 | ggplot(., aes(x = date, y = dWL)) + 186 | geom_point(aes(color = color.code), size = 3) + 187 | geom_smooth(se = T, method = 'lm') + 188 | scale_color_identity() + 189 | labs(y = 'Wavelenght (nm)', x = 'Year', title = 'Summer (JJA) Lake Color Over Time') + 190 | theme_bw() + 191 | theme(legend.position = 'none') 192 | ``` 193 | 194 | ### Now lets apply our model and look at clarity and some of it's key dynamics. Note the points below are still colored by their dominant wavelength allowing us to see how lake color changes with predicted clarity. 195 | 196 | ```{r} 197 | Mendota <- Mendota %>% 198 | rename_at(vars(Blue, Green, Red, Nir, Swir1, Swir2), tolower) %>% 199 | mutate(dWL = fui.hue(red, green, blue), 200 | NR = nir/red, 201 | ndvi = (nir-red)/(nir+red), 202 | gndvi = (nir-green)/(nir + green), 203 | ndti = (red-green)/(red + green)) %>% 204 | left_join(fui.lookup) 205 | 206 | Mendota$sdd <- predict(xgb.naive, as.matrix(Mendota[,feats])) 207 | 208 | # Monthly Climatology 209 | ggplot(Mendota, aes(x = month, y = sdd)) + 210 | #geom_violin(draw_quantiles = .5) + 211 | geom_boxplot(outlier.colour = 'transparent') + 212 | geom_jitter(aes(color = color.code), size = 2, position = position_jitter(.2)) + 213 | scale_color_identity() + 214 | labs(y = 'Predicted Water Clarity (m)', title = 'Monthly Climatology') + 215 | theme_bw() + 216 | theme(legend.position = 'none') 217 | 218 | # Summer color observations over time 219 | Mendota %>% 220 | filter(month %in% c('Jun', 'Jul', 'Aug')) %>% 221 | ggplot(., aes(x = date, y = sdd)) + 222 | geom_point(aes(color = color.code), size = 3) + 223 | geom_smooth(se = T, method = 'lm') + 224 | scale_color_identity() + 225 | labs(y = 'Clarity (m)', x = 'Year', title = 'Summer (JJA) Lake Color Over Time') + 226 | theme_bw() + 227 | theme(legend.position = 'none') 228 | ``` 229 | 230 | # That's the gist of it! Now go do some cool remote sensing work! 231 | 232 | If you have any questions feel free to reach out at [sntopp\@live.unc.edu](mailto:sntopp@live.unc.edu){.email} ![](https://media.giphy.com/media/3oEhn6803hZKJNeMhy/giphy.gif) 233 | 234 | ### Bonus: Model Explainability 235 | 236 | #### Now lets look at some interpretability metrics, specifically SHAP values and feature importance. 237 | 238 | SHAP values show the distribution of feature effects across all observations. A more detailed description can be found at 239 | 240 | ```{r} 241 | import <- xgb.importance(feats, xgb.naive) 242 | xgb.plot.importance(import) 243 | 244 | xgb.plot.shap(data = as.matrix(as.munged[,feats]), top_n = 6, n_col = 3, model = xgb.naive) 245 | ``` 246 | -------------------------------------------------------------------------------- /Google_Earth_Engine_tutorial/complete_example_script.js: -------------------------------------------------------------------------------- 1 | // Google Earth Engine script prepared for AEMON-J Remote Sensing day workshop 2 | // by Xiao Yang (yangxiao@live.unc.edu) 3 | // license: MIT 4 | 5 | // ******************************************************************************** // 6 | // useful resources, 1hr is not enough to learn GEE but we will get a taste 7 | // ******************************************************************************** // 8 | 9 | // ******************************************************************************** // 10 | // tour of the interface 11 | // ******************************************************************************** // 12 | 13 | // use "Feature tour" function from Google Earth Engine 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | // ******************************************************************************** // 25 | // WORKING WITH OPTICAL REMOTE SENISNG DATA 26 | // 1. narrow down to images according to location, time, and cloudiness 27 | // 2. mask unwanted pixels 28 | // 3. mapping images 29 | // ******************************************************************************** // 30 | 31 | 32 | // data import (using the search bar, pick the collection, and import) 33 | var landsat8 = ee.ImageCollection("LANDSAT/LC08/C01/T1_SR"); 34 | var point = ee.Geometry.Point([-112.6674, 41.2205]); 35 | 36 | // a typical image object contains a list of bands and a dictionary of properties 37 | print(landsat8.first()); // ee.Image consists of bands and properties 38 | 39 | // example of how to narrow down to the area of interest and to do a preliminary screen of cloudiness 40 | landsat8 = landsat8 41 | .filterBounds(point) 42 | .filterMetadata('CLOUD_COVER', 'less_than', 30); 43 | 44 | var img = ee.Image(landsat8.first()); 45 | 46 | // let plot the image on the map using its red, green, and blue band 47 | Map.addLayer(img, {bands: ['B4', 'B3', 'B2'], min: 0, max: 10000, gamma: 1.2}, 'rgb example', false); 48 | 49 | // cloud and cloud shadow (make use the example cloud-masking scripts in the "Examples" repo) 50 | // snow/ice (masking snow/ice in addition to clouds) 51 | 52 | // Function to cloud mask from the pixel_qa band of Landsat 8 SR data. 53 | // a mask is often a binary image that's used to remove unwanted pixels from a data layer 54 | function maskL8sr(image) { 55 | // Bits 3 and 5 are cloud shadow and cloud, respectively. 56 | var cloudShadowBitMask = 1 << 3; 57 | var snowIceBitMask = 1 << 4; 58 | var cloudsBitMask = 1 << 5; 59 | 60 | // Get the pixel QA band. 61 | var qa = image.select('pixel_qa'); 62 | 63 | // get bands of cloud/shadow and ice for flagging the results 64 | var cloud = qa.bitwiseAnd(cloudShadowBitMask).neq(0).or(qa.bitwiseAnd(cloudsBitMask).neq(0)).rename('cloud'); 65 | var snowIce = qa.bitwiseAnd(snowIceBitMask).neq(0).rename('snowIce'); 66 | 67 | // Both cloud and snowIce flags should be set to zero, indicating clear conditions. 68 | var mask = cloud.not() 69 | .and(snowIce.not()); 70 | 71 | // Return the masked image, scaled to reflectance, without the QA bands. 72 | return image.updateMask(mask).divide(10000) 73 | .select("B[0-9]*") 74 | .addBands(cloud) 75 | .addBands(snowIce) 76 | .copyProperties(image) 77 | .copyProperties(image, ['system:time_start']); 78 | } 79 | 80 | // water classification example 81 | var Mndwi = function(image) { 82 | return(image.normalizedDifference(['B3', 'B6']).rename('mndwi')); 83 | }; 84 | 85 | var imgMasked = ee.Image(maskL8sr(img)); 86 | print(imgMasked, 'imgMasked'); 87 | var waterMask = Mndwi(img).gte(0); 88 | print(waterMask, 'waterMask'); 89 | 90 | Map.addLayer(waterMask.selfMask(), {palette: ['blue']}, 'water', false); 91 | Map.addLayer(imgMasked.select(['cloud']).selfMask(), {palette: ['grey']}, 'cloud', false); 92 | Map.addLayer(imgMasked.select(['snowIce']).selfMask(), {palette: ['cyan']}, 'snowIce', false); 93 | 94 | // terrain shadow (particularly important for alpine lakes) 95 | 96 | var CalcHillShadowSR = function(image) { 97 | var dem = ee.Image("MERIT/DEM/v1_0_3").select('dem');//.clip(image.geometry().buffer(9000).bounds()); 98 | var SOLAR_AZIMUTH_ANGLE = ee.Number(image.get('SOLAR_AZIMUTH_ANGLE')); 99 | var SOLAR_ZENITH_ANGLE = ee.Number(image.get('SOLAR_ZENITH_ANGLE')); 100 | var hillShadow = ee.Terrain.hillShadow(dem, SOLAR_AZIMUTH_ANGLE, SOLAR_ZENITH_ANGLE, 100, true).rename(['hillshadow']); 101 | return(image.updateMask(hillShadow).addBands(hillShadow)); 102 | }; 103 | 104 | imgMasked = CalcHillShadowSR(imgMasked);// output 1 means surface illuminated. 105 | Map.addLayer(imgMasked, {bands:['hillshadow'], min: 0, max: 1}, 'terrainShadow', false); 106 | 107 | 108 | 109 | 110 | 111 | 112 | 113 | 114 | 115 | 116 | 117 | 118 | 119 | 120 | 121 | // ******************************************************************************** // 122 | // EXAMPLE: color time series over a sample location 123 | // 1. narrow down images according 124 | // 2. remove unwanted pixels for all the images using .map() 125 | // 3. calculate water color using .map() 126 | // 4. map and visualize time series of water color using ui.Chart 127 | // ******************************************************************************** // 128 | 129 | // based on this publication https://www.mdpi.com/2072-4292/10/8/1273 130 | // Lehmann, M. K., Nguyen, U., Allan, M., & Van der Woerd, H. J. (2018). Colour classification of 1486 lakes across a wide range of optical water types. Remote Sensing, 10(8), 1273. 131 | var rgb2wavelengthLehmann = function(img, rgbNames) { 132 | 133 | rgbNames = ee.List(rgbNames); 134 | 135 | var bandMap = { 136 | 'U': img.select(rgbNames.getString(0)), 137 | 'R': img.select(rgbNames.getString(1)), 138 | 'G': img.select(rgbNames.getString(2)), 139 | 'B': img.select(rgbNames.getString(3)) 140 | }; 141 | 142 | var xi = img.expression('34.457*R + 51.135*G + 6.950*B + 11.053*U', bandMap); 143 | var yi = img.expression('18.034*R + 66.023*G + 21.053*B + 1.320*U', bandMap); 144 | var zi = img.expression('0.016*R + 2.606*G + 34.931*B + 58.038*U', bandMap); 145 | var xyzsum = xi.add(yi).add(zi); 146 | var x = xi.divide(xyzsum).subtract(0.3333); 147 | var y = yi.divide(xyzsum).subtract(0.3333); 148 | var z = zi.divide(xyzsum); 149 | 150 | // test .atan function: https://code.earthengine.google.com/5de0fdaec32709ce4c48eb39505d3f7a 151 | var alpha = y.atan2(x).multiply(180).divide(Math.PI).rename('alpha'); //note the difference in input order between atan2 in R and in GEE 152 | 153 | // reverse the alpha so that it increase counterclockwise and start from x-positive 154 | var alphaRotated = alpha.multiply(-1).add(90); 155 | 156 | var alpha100 = alphaRotated.divide(100); 157 | var deltaAlpha = alpha100.expression('-52.16*(a**5) + 373.81*(a**4) - 981.83*(a**3) + 1134.19*(a**2) - 533.61*a + 76.72', {'a': alpha100.select('alpha')}); 158 | var alphaRotatedCorrected = alphaRotated.add(deltaAlpha); 159 | 160 | // converted it back to increase clockwise and starting from y-negative 161 | alpha = alphaRotatedCorrected.multiply(-1).add(90); 162 | 163 | var xRef = [-154.377518550783, -154.374079185343, -154.371310981132, -154.368399454696, -154.365115251439, -154.361447077962, -154.357458377889, -154.35317248265, -154.348182658999, -154.34256905297, -154.33633712409, -154.328919388877, -154.321078124016, -154.313438423011, -154.306700024077, -154.301287233547, -154.296633126868, -154.292117937264, -154.287821123092, -154.28311210129, -154.278064907065, -154.27224522106, -154.265150147062, -154.256277138, -154.245912632646, -154.234411874566, -154.221568326131, -154.207879696225, -154.194188685055, -154.181273844653, -154.169347120844, -154.157064018022, -154.143724679095, -154.128974738246, -154.113311381481, -154.097093006604, -154.080600188505, -154.062422849999, -154.040430178147, -154.013562000451, -153.981531776792, -153.945327702279, -153.90643779259, -153.865356052419, -153.822081845801, -153.77618649188, -153.727522766462, -153.675730674166, -153.62023573598, -153.560322319785, -153.4956992656, -153.425436286933, -153.34980819458, -153.269514264977, -153.184896650184, -153.096151212412, -153.003118934376, -152.904997596748, -152.801421737405, -152.692378801833, -152.577292490058, -152.455940553747, -152.327799442904, -152.19155812278, -152.046546005902, -151.892078476801, -151.72733184776, -151.552192830568, -151.366698191189, -151.170808147938, -150.964777795169, -150.748926947012, -150.523180533515, -150.286294415701, -150.037203969858, -149.774181045867, -149.495584236907, -149.200866799776, -148.89023396176, -148.563725068977, -148.220956720414, -147.861488104698, -147.48217538719, -147.077402171674, -146.64044046865, -146.162116108496, -145.63163176621, -145.042885510952, -144.39190936266, -143.676567427747, -142.897184683129, -142.052478360742, -141.13251317322, -140.127175294255, -139.024552164264, -137.809739298933, -136.468711202927, -134.988903009653, -133.356499285147, -131.556577701595, -129.574799824384, -127.393772236356, -124.993574978312, -122.356122923578, -119.468124981564, -116.324219852632, -112.930378901234, -109.291290774868, -105.412505201446, -101.310758944573, -97.0155498546549, -92.5771777449705, -88.0701019901376, -83.5725721528921, -79.1607324654358, -74.9013659090351, -70.8494434767422, -67.0334847070785, -63.4641089663727, -60.1445504878684, -57.0723296661657, -54.2469054053975, -51.6622774128365, -49.2972443895531, -47.1249887368399, -45.1160060067983, -43.2469814955475, -41.5064414303078, -39.8839012823132, -38.3699626736652, -36.9562400333347, -35.6318522542182, -34.390274812277, -33.2290396542123, -32.144672368948, -31.132876380846, -30.1859738587168, -29.2955930809701, -28.4563721735574, -27.6628096672458, -26.9094192905555, -26.1912119514419, -25.5001355090307, -24.8274325436337, -24.1655666130937, -23.5079678040273, -22.8505302532628, -22.1925838152901, -21.5348240760989, -20.8773037299329, -20.2205852765341, -19.5638112768114, -18.9041602407473, -18.2397532144779, -17.5688036182667, -16.8893860178191, -16.2000120351211, -15.4993514035446, -14.7853476872828, -14.0560552966185, -13.3093189410279, -12.5431137313446, -11.7557451688982, -10.9457859001674, -10.1112084195601, -9.25074433495616, -8.3621370562045, -7.44333003671669, -6.49188345150389, -5.5053183851507, -4.48141320145393, -3.41714395762067, -2.31084559049961, -1.16025968431981, 0.0368738206174777, 1.28265444212602, 2.58043202010527, 3.93215895375249, 5.3396293956838, 6.80407318410594, 8.3278620377684, 9.9129316864974, 11.5592308319806, 13.2677745205127, 15.0386715586981, 16.8719840494074, 18.7670295925627, 20.7213840750234, 22.7326769510584, 24.7972811129161, 26.9117764484611, 29.0714674983749, 31.2702482728973, 33.5014999172376, 35.7581535377841, 38.0323298424252, 40.3157735164535, 42.5998562549555, 44.8756197609734, 47.133984147698, 49.3671492969771, 51.5680789211409, 53.729593604541, 55.8452011206872, 57.908598979884, 59.9147112053308, 61.8585768867874, 63.7378681602241, 65.5506232837678, 67.2962033411433, 68.9740636483888, 70.5852753052773, 72.1278393940881, 73.5973889029212, 74.9913612828952, 76.3073107167814, 77.5451600817744, 78.7113679253691, 79.8141974701489, 80.8612945218091, 81.8590960379573, 82.812150382453, 83.7197405183344, 84.5799285763649, 85.3918135292913, 86.1537575409584, 86.8667228656646, 87.5352988484769, 88.1637370444293, 88.7559910480277, 89.3155834432002, 89.8446186715729, 90.3440799314638, 90.8152031631223, 91.259298776048, 91.6775806245166, 92.0711784238747, 92.4417800069171, 92.7906496876107, 93.1191019955034, 93.4285388569152, 93.7201162619478, 93.9953985483001, 94.2557228762623, 94.502080117381, 94.7352623134217, 94.9560495107269, 95.1654532610661, 95.3646766021536, 95.5550372807154, 95.7377914040296, 95.9136461598127, 96.0826222684015, 96.2444265566319, 96.3990795449417, 96.5465490849891, 96.6874012171133, 96.8218445716112, 96.9499663273297, 97.0720286189983, 97.1882145488163, 97.2990054551434, 97.4044767071213, 97.5044310046874, 97.5988524945024, 97.6873997654724, 97.7696470213888, 97.8461739914784, 97.9175294273907, 97.984475961602, 98.0480873591, 98.1092635533621, 98.1674805814859, 98.2227616488076, 98.2748877023783, 98.3240014108078, 98.3701230276047, 98.4137504655831, 98.4545401856561, 98.4923889268348, 98.5270739830665, 98.5586106870575, 98.5871317149722, 98.6131236062136, 98.6371880008124, 98.6600415258744, 98.6826338546069, 98.7047295874307, 98.7263302427477, 98.7470837283615, 98.7667570180146, 98.7852354678059, 98.8028748467829, 98.8196772474933, 98.8358793855893, 98.8520689968486, 98.8684804519402, 98.884996125723, 98.9016157533379, 98.9178714654897, 98.9337640936549, 98.9494111758912, 98.964813248644, 98.9799708395498, 98.9943021043201, 99.0072267336847, 99.018398321448, 99.0274708205407, 99.0350282137731, 99.0414207858229, 99.0471143305894, 99.0526901682721, 99.0578000384308, 99.0625603771204, 99.0668553559912, 99.0705692159784, 99.0739343278111, 99.0771828837435, 99.0799669556229, 99.0819387805879]; 164 | var yRef = [380, 381, 382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 500, 501, 502, 503, 504, 505, 506, 507, 508, 509, 510, 511, 512, 513, 514, 515, 516, 517, 518, 519, 520, 521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611, 612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699]; 165 | 166 | // add purity 167 | var s = x.multiply(x).add(y.multiply(y)).sqrt(); 168 | var deltaS = alpha100.expression('-0.0099*(a**5) + 0.1199*(a**4) - 0.4594*(a**3) + 0.7515*(a**2) - 0.5095*a + 0.1222', {'a': alpha100.select('alpha')}); 169 | s = s.add(deltaS).rename('dist2wp'); 170 | 171 | return(alpha.interpolate(xRef, yRef, "mask").rename('dwLehmann').addBands(s)); 172 | }; 173 | 174 | // Forel-Ule color scale 175 | // https://www.eyeonwater.org/education/water-colour 176 | var colorVis = { 177 | min: 471, 178 | max: 600, 179 | palette: ['#2158bc', '#2158bc', '#2158bc', '#2158bc', '#2158bc', '#316dc5', '#316dc5', '#316dc5', '#316dc5', '#316dc5', '#327cbb', '#327cbb', '#327cbb', '#327cbb', '#327cbb', '#4b80a0', '#4b80a0', '#4b80a0', '#4b80a0', '#568f96', '#568f96', '#568f96', '#568f96', '#568f96', '#568f96', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#6d9298', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#698c86', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#759e72', '#7ba654', '#7ba654', '#7ba654', '#7ba654', '#7ba654', '#7ba654', '#7ba654', '#7ba654', '#7ba654', '#7ba654', '#7dae38', '#7dae38', '#7dae38', '#7dae38', '#7dae38', '#94b660', '#94b660', '#94b660', '#94b660', '#a5bc76', '#aab86d', '#adb55f', '#a8a965', '#a8a965', '#ae9f5c', '#ae9f5c', '#b3a053', '#b3a053', '#af8a44', '#af8a44', '#a46905', '#a46905', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04', '#9f4d04'] 180 | }; 181 | 182 | var landsat8 = ee.ImageCollection("LANDSAT/LC08/C01/T1_SR"); 183 | 184 | print(landsat8.first()); // ee.Image consists of bands and properties 185 | 186 | var poi = /* color: #ffc82d */ee.Geometry.Point([-112.6664899559139, 41.215474795410564]); 187 | 188 | landsat8 = landsat8 189 | .filterMetadata('CLOUD_COVER', 'less_than', 30) 190 | .filterBounds(poi) 191 | .map(maskL8sr) 192 | .map(CalcHillShadowSR) 193 | .map(function(i) { 194 | return(i.addBands(rgb2wavelengthLehmann(i, ['B1', 'B4', 'B3', 'B2']))); 195 | }); 196 | 197 | // on one image 198 | var img = ee.Image(landsat8.first()); 199 | var waterMask = Mndwi(img).gte(0); 200 | 201 | print(img, 'img', ee.Date(img.get('system:time_start'))); 202 | Map.addLayer(img, {bands: ['B4', 'B3', 'B2'], min: 0, max: 1, gamma: 1.8}, 'rgb example', false); 203 | Map.addLayer(img.select(['dwLehmann']).updateMask(waterMask), colorVis, 'water color', false); 204 | 205 | // get reflectances value via inspector 206 | 207 | // extract reflectance value using reduceRegion 208 | 209 | print(img.reduceRegion(ee.Reducer.first(), poi, 30)); 210 | 211 | // get time series using mapped function 212 | 213 | var ExtractReflectance = function(image) { 214 | var dict = image.reduceRegion(ee.Reducer.first(), poi, 30); 215 | var doy = ee.Date(image.get('system:time_start')).format('D'); 216 | return(ee.Feature(poi, dict).copyProperties(image, ['system:time_start']).set('doy', ee.Number.parse(doy))); 217 | }; 218 | 219 | print(ExtractReflectance(img)); 220 | 221 | var targetBand = 'dwLehmann'; 222 | var refTs = landsat8.map(ExtractReflectance) 223 | .filterMetadata(targetBand, 'not_less_than', 0); 224 | 225 | var tsChart = ui.Chart.feature.byFeature(refTs.sort('system:time_start'), 'system:time_start', [targetBand]); 226 | print(tsChart); 227 | var doyChart = ui.Chart.feature.byFeature(refTs.sort('doy'), 'doy', [targetBand]).setChartType('ScatterChart'); 228 | print(doyChart); 229 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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Such new versions will 567 | be similar in spirit to the present version, but may differ in detail to 568 | address new problems or concerns. 569 | 570 | Each version is given a distinguishing version number. If the 571 | Program specifies that a certain numbered version of the GNU General 572 | Public License "or any later version" applies to it, you have the 573 | option of following the terms and conditions either of that numbered 574 | version or of any later version published by the Free Software 575 | Foundation. If the Program does not specify a version number of the 576 | GNU General Public License, you may choose any version ever published 577 | by the Free Software Foundation. 578 | 579 | If the Program specifies that a proxy can decide which future 580 | versions of the GNU General Public License can be used, that proxy's 581 | public statement of acceptance of a version permanently authorizes you 582 | to choose that version for the Program. 583 | 584 | Later license versions may give you additional or different 585 | permissions. However, no additional obligations are imposed on any 586 | author or copyright holder as a result of your choosing to follow a 587 | later version. 588 | 589 | 15. Disclaimer of Warranty. 590 | 591 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY 592 | APPLICABLE LAW. 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Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | 623 | How to Apply These Terms to Your New Programs 624 | 625 | If you develop a new program, and you want it to be of the greatest 626 | possible use to the public, the best way to achieve this is to make it 627 | free software which everyone can redistribute and change under these terms. 628 | 629 | To do so, attach the following notices to the program. It is safest 630 | to attach them to the start of each source file to most effectively 631 | state the exclusion of warranty; and each file should have at least 632 | the "copyright" line and a pointer to where the full notice is found. 633 | 634 | 635 | Copyright (C) 636 | 637 | This program is free software: you can redistribute it and/or modify 638 | it under the terms of the GNU General Public License as published by 639 | the Free Software Foundation, either version 3 of the License, or 640 | (at your option) any later version. 641 | 642 | This program is distributed in the hope that it will be useful, 643 | but WITHOUT ANY WARRANTY; without even the implied warranty of 644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 645 | GNU General Public License for more details. 646 | 647 | You should have received a copy of the GNU General Public License 648 | along with this program. If not, see . 649 | 650 | Also add information on how to contact you by electronic and paper mail. 651 | 652 | If the program does terminal interaction, make it output a short 653 | notice like this when it starts in an interactive mode: 654 | 655 | Copyright (C) 656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. 657 | This is free software, and you are welcome to redistribute it 658 | under certain conditions; type `show c' for details. 659 | 660 | The hypothetical commands `show w' and `show c' should show the appropriate 661 | parts of the General Public License. Of course, your program's commands 662 | might be different; for a GUI interface, you would use an "about box". 663 | 664 | You should also get your employer (if you work as a programmer) or school, 665 | if any, to sign a "copyright disclaimer" for the program, if necessary. 666 | For more information on this, and how to apply and follow the GNU GPL, see 667 | . 668 | 669 | The GNU General Public License does not permit incorporating your program 670 | into proprietary programs. If your program is a subroutine library, you 671 | may consider it more useful to permit linking proprietary applications with 672 | the library. If this is what you want to do, use the GNU Lesser General 673 | Public License instead of this License. But first, please read 674 | . 675 | -------------------------------------------------------------------------------- /data/LimnoSat_Mendota.csv: -------------------------------------------------------------------------------- 1 | LandsatID,Hylak_id,date,Aerosol,Blue,Red,Green,Nir,Swir1,Swir2,TIR1,TIR2,sat,pCount_dswe1,pCount_dswe3,year,dWL 2 | 1_2_LE07_024030_19990727,9086,1999-07-27,-99,222,152,369,104,26,15,2975,-99,l7,66,0,1999,530 3 | 1_2_LE07_024030_19990929,9086,1999-09-29,-99,356.5,280,429,194,52,41.5,2875,-99,l7,66,0,1999,517 4 | 1_2_LE07_024030_19991015,9086,1999-10-15,-99,427,320,472,236,84,43.5,2859,-99,l7,66,0,1999,506 5 | 1_2_LE07_024030_19991031,9086,1999-10-31,-99,374,244,383,536,69,36,2842,-99,l7,47,0,1999,497 6 | 1_2_LE07_024030_19991116,9086,1999-11-16,-99,303,202,330,124,38,42,2810,-99,l7,66,0,1999,501 7 | 1_2_LE07_024030_19991218,9086,1999-12-18,-99,460,189,388,176,36,-8,2753,-99,l7,66,0,1999,488 8 | 1_2_LE07_024030_20000307,9086,2000-03-07,-99,454,308,426,247,151,127,2753,-99,l7,66,0,2000,491 9 | 1_2_LE07_024030_20000408,9086,2000-04-08,-99,758,456,597,307,94,72,2766,-99,l7,66,0,2000,481 10 | 1_2_LE07_024030_20000424,9086,2000-04-24,-99,276,169.5,276,169,85,44,2801,-99,l7,66,0,2000,495 11 | 1_2_LE07_024030_20000611,9086,2000-06-11,-99,640,543,793,1210,350,150,2950,-99,l7,33,0,2000,529 12 | 1_2_LE07_024030_20000915,9086,2000-09-15,-99,295,245,411,164,75,51,2908,-99,l7,66,0,2000,534 13 | 1_2_LE07_024030_20001102,9086,2000-11-02,-99,260,143,276,111,34,18.5,2853,-99,l7,66,0,2000,498 14 | 1_2_LE07_024030_20010427,9086,2001-04-27,-99,217,128,231,102,66,45,2825,-99,l7,66,0,2001,498 15 | 1_2_LE07_024030_20010513,9086,2001-05-13,-99,356,265,352,312,183,155,2853,-99,l7,66,0,2001,495 16 | 1_2_LE07_024030_20010902,9086,2001-09-02,-99,271,207,401,171,36,46,2929,-99,l7,66,0,2001,530 17 | 1_2_LE07_024030_20011105,9086,2001-11-05,-99,305,180,290,72,35,-1,2819,-99,l7,66,0,2001,492 18 | 1_2_LE07_024030_20011121,9086,2001-11-21,-99,289,174.5,300,88,40,-1,2813,-99,l7,66,0,2001,497 19 | 1_2_LE07_024030_20011207,9086,2001-12-07,-99,369,224,362,99,46,51,2784,-99,l7,66,0,2001,494 20 | 1_2_LE07_024030_20020124,9086,2002-01-24,-99,430,220,349,171,60.5,43,2722,-99,l7,66,0,2002,485 21 | 1_2_LE07_024030_20020703,9086,2002-07-03,-99,406,358,469,389,251,206,2939,-99,l7,66,0,2002,529 22 | 1_2_LE07_024030_20020719,9086,2002-07-19,-99,1102,775,1157,587,178,115,2934,-99,l7,66,0,2002,499 23 | 1_2_LE07_024030_20020820,9086,2002-08-20,-99,397,294,485,187,89,60,2934,-99,l7,66,0,2002,514 24 | 1_2_LE07_024030_20020905,9086,2002-09-05,-99,226,169,316,102,15,-4,2939,-99,l7,66,0,2002,526 25 | 1_2_LE07_024030_20020921,9086,2002-09-21,-99,265,182,307.5,120,46,24,2913,-99,l7,66,0,2002,507 26 | 1_2_LE07_024030_20021007,9086,2002-10-07,-99,239,153,297,91,23,28,2864,-99,l7,66,0,2002,509 27 | 1_2_LE07_024030_20021210,9086,2002-12-10,-99,453,257,420.5,203,44,50,2735,-99,l7,66,0,2002,491 28 | 1_2_LE07_024030_20021226,9086,2002-12-26,-99,329,206,315,105,47,-1,2722,-99,l7,66,0,2002,493 29 | 1_2_LE07_024030_20030111,9086,2003-01-11,-99,337,152,294,97,45,50,2709,-99,l7,66,0,2003,489 30 | 1_2_LE07_024030_20030401,9086,2003-04-01,-99,683,540,655,440.5,270,216,2728,-99,l7,66,0,2003,492 31 | 1_2_LE07_024030_20030503,9086,2003-05-03,-99,294,182,288,174,51,39,2825,-99,l7,66,0,2003,494 32 | 1_2_LE07_024030_20030807,9086,2003-08-07,-99,456,276,548,178,109,85,2918,-99,l7,66,0,2003,506 33 | 1_2_LE07_024030_20030823,9086,2003-08-23,-99,487,303,546,314,61,33,2924,-99,l7,66,0,2003,502 34 | 1_2_LE07_024030_20031010,9086,2003-10-10,-99,364,211,367,144,46,24,2870,-99,l7,66,0,2003,495 35 | 1_2_LE07_024030_20031127,9086,2003-11-27,-99,633,391,533,260,88,33,2772,-99,l7,66,0,2003,485 36 | 1_2_LE07_024030_20031229,9086,2003-12-29,-99,427,283,394,268,136,100,2716,-99,l7,66,0,2003,490 37 | 1_2_LE07_024030_20040521,9086,2004-05-21,-99,590,466,591,518,310,251,2842,-99,l7,66,0,2004,497 38 | 1_2_LE07_024030_20040708,9086,2004-07-08,-99,419,366,540,366.5,204,178,2902,-99,l7,66,0,2004,535 39 | 1_2_LE07_024030_20040809,9086,2004-08-09,-99,320,247,509,188,77,42,2924,-99,l7,66,0,2004,534 40 | 1_2_LE07_024030_20040910,9086,2004-09-10,-99,301,207,389,171,61,45,2908,-99,l7,66,0,2004,515 41 | 1_2_LE07_024030_20040926,9086,2004-09-26,-99,262,161,360,134,52,-1,2918,-99,l7,66,0,2004,514 42 | 1_2_LE07_024030_20041113,9086,2004-11-13,-99,320,167,329,77,37,-1,2807,-99,l7,66,0,2004,496 43 | 1_2_LE07_024030_20041231,9086,2004-12-31,-99,278,113,191,50,48,-1,2709,-99,l7,66,0,2004,481 44 | 1_2_LE07_024030_20050524,9086,2005-05-24,-99,207,105,210,112,32,28.5,2853,-99,l7,66,0,2005,495 45 | 1_2_LE07_024030_20050828,9086,2005-08-28,-99,258,158,363,114.5,39,20.5,2929,-99,l7,66,0,2005,516 46 | 1_2_LE07_024030_20051015,9086,2005-10-15,-99,284,206,315,162,61,48.5,2875,-99,l7,66,0,2005,505 47 | 1_2_LE07_024030_20051031,9086,2005-10-31,-99,813,583,766,498,254,191,2810,-99,l7,66,0,2005,491 48 | 1_2_LE07_024030_20051202,9086,2005-12-02,-99,583,290,477,194,43,-2,2753,-99,l7,66,0,2005,486 49 | 1_2_LE07_024030_20051218,9086,2005-12-18,-99,841,368,601,266,47,25,2703,-99,l7,66,0,2005,481 50 | 1_2_LE07_024030_20060612,9086,2006-06-12,-99,352,312,416,445,243,196,2864,-99,l7,66,0,2006,532 51 | 1_2_LE07_024030_20060815,9086,2006-08-15,-99,203,134,342,118,9,18,2945,-99,l7,66,0,2006,529 52 | 1_2_LE07_024030_20061002,9086,2006-10-02,-99,586,491,643,527,352,282,2830,-99,l7,66,0,2006,513 53 | 1_2_LE07_024030_20061103,9086,2006-11-03,-99,318,206,323,107,33,37,2796,-99,l7,66,0,2006,496 54 | 1_2_LE07_024030_20061119,9086,2006-11-19,-99,366,218,366,175,39,43,2778,-99,l7,66,0,2006,495 55 | 1_2_LE07_024030_20070428,9086,2007-04-28,-99,359,314,397,310,222,186,2796,-99,l7,66,0,2007,521 56 | 1_2_LE07_024030_20070615,9086,2007-06-15,-99,452,274,455,283,65,50,2939,-99,l7,66,0,2007,496 57 | 1_2_LE07_024030_20070701,9086,2007-07-01,-99,354,309,512,307,135,106,2918,-99,l7,66,0,2007,539 58 | 1_2_LE07_024030_20070802,9086,2007-08-02,-99,612.5,428,756,312,122,79,2934,-99,l7,66,0,2007,512 59 | 1_2_LE07_024030_20070903,9086,2007-09-03,-99,311,213,363,191,53,14,2945,-99,l7,66,0,2007,507 60 | 1_2_LE07_024030_20071021,9086,2007-10-21,-99,353,260,383,165,95,68,2870,-99,l7,66,0,2007,503 61 | 1_2_LE07_024030_20071122,9086,2007-11-22,-99,587,326,495,194,52.5,39,2784,-99,l7,66,0,2007,486 62 | 1_2_LE07_024030_20080414,9086,2008-04-14,-99,219,160,234,108,44,22,2747,-99,l7,66,0,2008,502 63 | 1_2_LE07_024030_20080601,9086,2008-06-01,-99,205,105,207,123,23,37,2881,-99,l7,66,0,2008,495 64 | 1_2_LE07_024030_20080617,9086,2008-06-17,-99,455,436,518,420,314,265,2892,-99,l7,66,0,2008,546 65 | 1_2_LE07_024030_20080719,9086,2008-07-19,-99,649,446,679,384,68,27,2924,-99,l7,66,0,2008,499 66 | 1_2_LE07_024030_20080820,9086,2008-08-20,-99,432,331,595,229,38,34,2929,-99,l7,66,0,2008,526 67 | 1_2_LE07_024030_20080921,9086,2008-09-21,-99,579,466,732,418,74,37,2902,-99,l7,66,0,2008,524 68 | 1_2_LE07_024030_20090316,9086,2009-03-16,-99,1772,1663,1849,981,135,84,2728,-99,l7,66,0,2009,536 69 | 1_2_LE07_024030_20090417,9086,2009-04-17,-99,279,152,263,143,43,22,2807,-99,l7,66,0,2009,492 70 | 1_2_LE07_024030_20090503,9086,2009-05-03,-99,301,200,298,194,92.5,65,2813,-99,l7,66,0,2009,495 71 | 1_2_LE07_024030_20090604,9086,2009-06-04,-99,354,255,336,264,155,126,2881,-99,l7,66,0,2009,492 72 | 1_2_LE07_024030_20090620,9086,2009-06-20,-99,337,293,368,285,207,176,2929,-99,l7,66,0,2009,517 73 | 1_2_LE07_024030_20090706,9086,2009-07-06,-99,356,334,485,313,182,154,2908,-99,l7,66,0,2009,544 74 | 1_2_LE07_024030_20090823,9086,2009-08-23,-99,342,238,446,177,25,13,2918,-99,l7,66,0,2009,516 75 | 1_2_LE07_024030_20090908,9086,2009-09-08,-99,484,392,717,270,49,12,2924,-99,l7,66,0,2009,534 76 | 1_2_LE07_024030_20091127,9086,2009-11-27,-99,268,124,276,86,40,-2,2784,-99,l7,66,0,2009,496 77 | 1_2_LE07_024030_20100420,9086,2010-04-20,-99,351,307,375,339,196,137,2813,-99,l7,66,0,2010,514 78 | 1_2_LE07_024030_20100607,9086,2010-06-07,-99,369,295,455,258,175,150,2892,-99,l7,66,0,2010,521 79 | 1_2_LE07_024030_20100709,9086,2010-07-09,-99,340,292,500,231,111,107,2950,-99,l7,66,0,2010,538 80 | 1_2_LE07_024030_20100826,9086,2010-08-26,-99,204,172,351,133,13,-4,2945,-99,l7,66,0,2010,540 81 | 1_2_LE07_024030_20100927,9086,2010-09-27,-99,217,158,286,131,22,-2,2886,-99,l7,66,0,2010,519 82 | 1_2_LE07_024030_20101013,9086,2010-10-13,-99,561,503,645,552,375,293,2819,-99,l7,66,0,2010,532 83 | 1_2_LE07_024030_20101029,9086,2010-10-29,-99,548,505,606,535,423,331,2778,-99,l7,66,0,2010,535 84 | 1_2_LE07_024030_20110626,9086,2011-06-26,-99,458,427,604,419,269,223,2913,-99,l7,66,0,2011,543 85 | 1_2_LE07_024030_20110712,9086,2011-07-12,-99,314,230,426,249.5,87,84,2939,-99,l7,66,0,2011,522 86 | 1_2_LE07_024030_20110829,9086,2011-08-29,-99,256,190,419,159,7,17,2939,-99,l7,66,0,2011,533 87 | 1_2_LE07_024030_20110930,9086,2011-09-30,-99,386,306,428,229,124,109,2870,-99,l7,66,0,2011,509 88 | 1_2_LE07_024030_20111101,9086,2011-11-01,-99,378,269.5,397.5,207,64,34,2830,-99,l7,66,0,2011,500 89 | 1_2_LE07_024030_20111117,9086,2011-11-17,-99,415,276,426,168,79,85,2784,-99,l7,66,0,2011,497 90 | 1_2_LE07_024030_20120104,9086,2012-01-04,-99,353,196,344,158,47,-1,2728,-99,l7,66,0,2012,494 91 | 1_2_LE07_024030_20120308,9086,2012-03-08,-99,376,237,342,175,57,60,2709,-99,l7,66,0,2012,489 92 | 1_2_LE07_024030_20120409,9086,2012-04-09,-99,388,323,424,298,213,171,2807,-99,l7,66,0,2012,511 93 | 1_2_LE07_024030_20120527,9086,2012-05-27,-99,410,298,409,333,175,128,2918,-99,l7,66,0,2012,496 94 | 1_2_LE07_024030_20120628,9086,2012-06-28,-99,737,586,809,538,314,246,2945,-99,l7,66,0,2012,508 95 | 1_2_LE07_024030_20120730,9086,2012-07-30,-99,335,200,405,155,18,12,2950,-99,l7,66,0,2012,506 96 | 1_2_LE07_024030_20120815,9086,2012-08-15,-99,290,190,343,161,44,37,2924,-99,l7,66,0,2012,507 97 | 1_2_LE07_024030_20120831,9086,2012-08-31,-99,386,244,439,242,67,36,2945,-99,l7,66,0,2012,503 98 | 1_2_LE07_024030_20120916,9086,2012-09-16,-99,742,569,728,630,123,63,2908,-99,l7,66,0,2012,494 99 | 1_2_LE07_024030_20121002,9086,2012-10-02,-99,394,276,402,231,81,57,2870,-99,l7,66,0,2012,497 100 | 1_2_LE07_024030_20121221,9086,2012-12-21,-99,749,364,541,210,46,-2,2747,-99,l7,66,0,2012,480 101 | 1_2_LE07_024030_20130514,9086,2013-05-14,-99,205,133,209,97,41,44,2886,-99,l7,66,0,2013,497 102 | 1_2_LE07_024030_20130818,9086,2013-08-18,-99,306,228,493,144,15.5,16,2939,-99,l7,66,0,2013,532 103 | 1_2_LE07_024030_20130903,9086,2013-09-03,-99,227,173,379,125.5,17,22,2939,-99,l7,66,0,2013,535 104 | 1_2_LE07_024030_20131122,9086,2013-11-22,-99,461.5,285,400,176,61,43,2778,-99,l7,66,0,2013,487 105 | 1_2_LE07_024030_20140704,9086,2014-07-04,-99,243.5,186,370,204,71,60,2929,-99,l7,66,0,2014,531 106 | 1_2_LE07_024030_20140906,9086,2014-09-06,-99,195,126,244,138,40,20,2924,-99,l7,66,0,2014,510 107 | 1_2_LE07_024030_20140922,9086,2014-09-22,-99,178,122,235,78,21,25,2886,-99,l7,66,0,2014,516 108 | 1_2_LE07_024030_20141008,9086,2014-10-08,-99,251,159,277,147,86,60,2853,-99,l7,66,0,2014,501 109 | 1_2_LE07_024030_20150317,9086,2015-03-17,-99,699,572,697,399,51,54,2716,-99,l7,66,0,2015,497 110 | 1_2_LE07_024030_20150418,9086,2015-04-18,-99,308,238,326,212,111,93,2796,-99,l7,66,0,2015,503 111 | 1_2_LE07_024030_20150621,9086,2015-06-21,-99,490,479,659,488,311,264,2908,-99,l7,66,0,2015,548 112 | 1_2_LE07_024030_20150723,9086,2015-07-23,-99,304,204,443,144,39,35,2945,-99,l7,66,0,2015,522 113 | 1_2_LE07_024030_20150909,9086,2015-09-09,-99,188,122,266,109,18,22,2934,-99,l7,66,0,2015,518 114 | 1_2_LE07_024030_20151011,9086,2015-10-11,-99,237.5,159,253.5,124,24,29,2881,-99,l7,66,0,2015,500 115 | 1_2_LE07_024030_20151128,9086,2015-11-28,-99,439,337,421,284,178,141,2766,-99,l7,66,0,2015,492 116 | 1_2_LE07_024030_20160506,9086,2016-05-06,-99,402,274,403,267,111,83,2842,-99,l7,66,0,2016,496 117 | 1_2_LE07_024030_20160522,9086,2016-05-22,-99,339,212,365,258,87,36,2892,-99,l7,66,0,2016,500 118 | 1_2_LE07_024030_20160709,9086,2016-07-09,-99,348,320,427,293,209,177,2934,-99,l7,66,0,2016,540 119 | 1_2_LE07_024030_20160725,9086,2016-07-25,-99,319,267,390.5,254,166,134,2950,-99,l7,66,0,2016,526 120 | 1_2_LE07_024030_20160810,9086,2016-08-10,-99,608,379.5,634,324,125,81,2939,-99,l7,66,0,2016,498 121 | 1_2_LE07_024030_20160911,9086,2016-09-11,-99,203,119,242,149,43,23,2913,-99,l7,66,0,2016,505 122 | 1_2_LE07_024030_20161114,9086,2016-11-14,-99,361,263,362,213,78,42,2819,-99,l7,66,0,2016,496 123 | 1_2_LE07_024030_20170101,9086,2017-01-01,-99,540,305,457,204,45,-2,2703,-99,l7,66,0,2017,486 124 | 1_2_LE07_024030_20170322,9086,2017-03-22,-99,200,150,197,82,23,25,2741,-99,l7,66,0,2017,495 125 | 1_2_LE07_024030_20170407,9086,2017-04-07,-99,199,165,221,110,69,48,2759,-99,l7,66,0,2017,513 126 | 1_2_LE07_024030_20170423,9086,2017-04-23,-99,230,164,250,126,60,43,2819,-99,l7,66,0,2017,503 127 | 1_2_LE07_024030_20170610,9086,2017-06-10,-99,459,471,573,423,312,263,2913,-99,l7,66,0,2017,554 128 | 1_2_LE07_024030_20170728,9086,2017-07-28,-99,331,319,489,266,159,135,2945,-99,l7,66,0,2017,547 129 | 1_2_LE07_024030_20170914,9086,2017-09-14,-99,331,237,424,206,58,16,2913,-99,l7,66,0,2017,516 130 | 1_2_LE07_024030_20170930,9086,2017-09-30,-99,225,143,268,136,24,27,2908,-99,l7,66,0,2017,506 131 | 1_2_LE07_024030_20171016,9086,2017-10-16,-99,209,155,232,109,28,31,2870,-99,l7,66,0,2017,506 132 | 1_2_LE07_024030_20171219,9086,2017-12-19,-99,469,392,467,371,249,210,2722,-99,l7,65,0,2017,497 133 | 1_2_LE07_024030_20180613,9086,2018-06-13,-99,531,519,609,501,402,349,2913,-99,l7,66,0,2018,550 134 | 1_2_LE07_024030_20180629,9086,2018-06-29,-99,398,423,616,381,200,177,2955,-99,l7,66,0,2018,552 135 | 1_2_LE07_024030_20180715,9086,2018-07-15,-99,418,334.5,629,156,29,31,2960,-99,l7,66,0,2018,534 136 | 1_2_LE07_024030_20180917,9086,2018-09-17,-99,304,237,448,209,46,25,2955,-99,l7,66,0,2018,531 137 | 1_2_LE07_024030_20181206,9086,2018-12-06,-99,388,257,352,145,44,49,2741,-99,l7,66,0,2018,489 138 | 1_2_LE07_024030_20190515,9086,2019-05-15,-99,300,209,311,185,100,86,2847,-99,l7,66,0,2019,498 139 | 1_2_LE07_024030_20190531,9086,2019-05-31,-99,528,436,558,527,276,194,2875,-99,l7,66,0,2019,506 140 | 1_2_LE07_024030_20190702,9086,2019-07-02,-99,350,320,508,447.5,112,85,2934,-99,l7,66,0,2019,543 141 | 1_2_LE07_024030_20190819,9086,2019-08-19,-99,308,315,615,234,30,16,2934,-99,l7,66,0,2019,548 142 | 1_2_LE07_024030_20191107,9086,2019-11-07,-99,608,401,549,276,34,38,2790,-99,l7,66,0,2019,489 143 | 1_2_LE07_024030_20191225,9086,2019-12-25,-99,357,255,315,172,50,56,2741,-99,l7,66,0,2019,485 144 | 1_1_LT05_024030_19840420,9086,1984-04-20,-99,549.5505048763363,443.7222076532333,549.6676164599485,329.33147474191384,93.65026670320538,48.80501642896887,3944.536728453844,-99,l5,66,0,1984,497 145 | 1_1_LT05_024030_19840506,9086,1984-05-06,-99,334.61504570491684,341.8279502712447,421.7946336876957,331.2626222617901,143.57213706638913,83.59914284850238,4043.681053987825,-99,l5,66,0,1984,554 146 | 1_1_LT05_024030_19840826,9086,1984-08-26,-99,371.94567903180376,275.20346632929875,474.65185198908586,281.1393529692718,76.36048508047234,53.4692598560445,4214.504206581241,-99,l5,66,0,1984,518 147 | 1_1_LT05_024030_19840911,9086,1984-09-11,-99,372.9567368281105,286.02558723228674,379.9983104110482,249.42374678712298,67.31816531119956,23.82149588486024,4214.504206581241,-99,l5,66,0,1984,498 148 | 1_1_LT05_024030_19841029,9086,1984-10-29,-99,357.80259540175797,232.5206202926527,384.96986572393104,167.11169289508706,62.811893002939954,35.80775380759985,4073.6178901409185,-99,l5,66,0,1984,500 149 | 1_1_LT05_024030_19850813,9086,1985-08-13,-99,590.8571549308944,557.9976926614921,882.7693600306668,587.528995356403,228.37709771819289,124.84536933231662,4206.401155658663,-99,l5,66,0,1985,545 150 | 1_1_LT05_024030_19851016,9086,1985-10-16,-99,315.5046703159996,282.9326112076187,416.81468345851954,142.32360751751077,40.42940722540972,32.111199698336065,4083.6166856271184,-99,l5,66,0,1985,539 151 | 1_1_LT05_024030_19851117,9086,1985-11-17,-99,496.1189782782633,408.2800870961513,600.8241355760832,213.95005798135787,76.36048508047234,42.29485004404491,3986.0564580579367,-99,l5,66,0,1985,523 152 | 1_1_LT05_024030_19860410,9086,1986-04-10,-99,284.41112964696606,249.98773177435925,337.2897647397951,201.5079710381017,89.99840261626541,59.08188900730678,3944.536728453844,-99,l5,66,0,1986,531 153 | 1_1_LT05_024030_19860613,9086,1986-06-13,-99,257.417097606329,200.73109204115224,287.73416879979914,225.44504972408666,120.31624680808777,82.65028630495902,4206.401155658663,-99,l5,66,0,1986,509 154 | 1_1_LT05_024030_19860901,9086,1986-09-01,-99,314.49997780102757,217.12854802999692,380.992530717773,205.33510687292141,26.23483299583262,15.569928439278135,4224.641952780292,-99,l5,66,0,1986,510 155 | 1_1_LT05_024030_19861019,9086,1986-10-19,-99,347.7137934011517,204.82844754565488,341.25911323099297,150.8990045203976,59.21402119299312,33.03463199661695,4093.6254061642358,-99,l5,66,0,1986,494 156 | 1_1_LT05_024030_19861104,9086,1986-11-04,-99,243.45224185365458,149.62712594972376,248.17137231444005,123.28648066026952,29.773948504345757,38.58511299279317,4053.650074321272,-99,l5,66,0,1986,496 157 | 1_1_LT05_024030_19870429,9086,1987-04-29,-99,332.6015288256854,290.150726885924,335.30536276175155,275.3674853763062,149.1904719177959,121.93947646274079,4033.721958705297,-99,l5,66,0,1987,502 158 | 1_1_LT05_024030_19870515,9086,1987-05-15,-99,213.60125421262623,137.3933057247631,258.0552647468934,169.97475323154245,30.659719886565824,18.316213546928424,4149.857656113057,-99,l5,66,0,1987,508 159 | 1_1_LT05_024030_19870803,9086,1987-08-03,-99,388.13600436499456,280.8710456271544,501.62812230260676,217.7806564651483,70.0266927205959,48.80501642896887,4359.3903783797705,-99,l5,66,0,1987,517 160 | 1_1_LT05_024030_19870819,9086,1987-08-19,-99,250.43193377573388,177.19728276467856,320.42813361197875,220.65430451672555,83.62292504253399,92.16003861144462,4269.365945661015,-99,l5,66,0,1987,515 161 | 1_1_LT05_024030_19870904,9086,1987-09-04,-99,313.49539695765793,192.540398017564,313.4889207757132,213.95005798135787,55.62250141563372,17.400314358354947,4214.504206581241,-99,l5,66,0,1987,495 162 | 1_1_LT05_024030_19871022,9086,1987-10-22,-99,509.4485511765825,405.15748580403255,523.6332457045781,307.1424227167794,91.82354065566196,33.03463199661695,4028.7461329581265,-99,l5,66,0,1987,500 163 | 1_1_LT05_024030_19880330,9086,1988-03-30,-99,285.41247201386716,233.54742794106596,327.3695699666139,174.74785224703382,69.12345324876041,44.152543485811044,3903.1920767479423,-99,l5,66,0,1988,516 164 | 1_1_LT05_024030_19880415,9086,1988-04-15,-99,353.7657345422871,255.1297203000633,376.02188296340836,182.38827332079063,84.5325165469569,90.2543215952938,3964.286193153297,-99,l5,66,0,1988,501 165 | 1_1_LT05_024030_19880501,9086,1988-05-01,-99,266.40606288674985,122.1179771007905,248.17137231444005,128.99482196250403,55.62250141563372,52.53546953191595,4053.650074321272,-99,l5,66,0,1988,492 166 | 1_1_LT05_024030_19880517,9086,1988-05-17,-99,245.44588118766544,130.2624757920826,251.13606357595398,167.11169289508706,58.3155457455982,52.53546953191595,4101.639528630591,-99,l5,66,0,1988,496 167 | 1_1_LT05_024030_19880704,9086,1988-07-04,-99,310.48232445716314,190.49356138362882,349.19998835383257,195.7692649679705,64.61321092013365,46.01212020500404,4279.557287135021,-99,l5,66,0,1988,502 168 | 1_1_LT05_024030_19880821,9086,1988-08-21,-99,888.2055988170929,687.0816002366339,960.1837916151627,895.506158529549,154.82309884252433,64.7114676554107,4232.759295776192,-99,l5,66,0,1988,505 169 | 1_1_LT05_024030_19880906,9086,1988-09-06,-99,208.63586087099495,101.78016278749303,255.08962054893536,125.18899473673457,15.655598665817772,22.902771780146495,4206.401155658663,-99,l5,66,0,1988,504 170 | 1_1_LT05_024030_19881125,9086,1988-11-25,-99,558.8289229500823,380.20379011864765,554.6777430098546,286.91361778075566,124.02051516387398,42.29485004404491,3944.536728453844,-99,l5,66,0,1988,495 171 | 1_1_LT05_024030_19881211,9086,1988-12-11,-99,432.8068055463886,244.8478354285599,426.7757183650195,179.52261599760723,63.71235346051844,51.602150027144106,3852.2460285945913,-99,l5,66,0,1988,494 172 | 1_1_LT05_024030_19890112,9086,1989-01-12,-99,950.2505897713044,793.8170097332966,875.6522657248347,569.8430223164511,139.8345205395189,127.75549957610286,3654.9723920578845,-99,l5,66,0,1989,484 173 | 1_1_LT05_024030_19890402,9086,1989-04-02,-99,703.2775895242862,599.1267727658586,685.3392246072726,410.66900448162403,172.75403875455072,138.46223022711933,3809.347451078679,-99,l5,66,0,1989,494 174 | 1_1_LT05_024030_19890605,9086,1989-06-05,-99,203.67325931942273,92.6390675256118,205.7223430014651,176.65755797905334,49.35262638366825,47.873580201623874,4196.281274551265,-99,l5,66,0,1989,495 175 | 1_1_LT05_024030_19890621,9086,1989-06-21,-99,540.2811322023817,429.11667709873313,613.8829098228646,413.5826061751705,190.8282964018309,142.3697114081903,4232.759295776192,-99,l5,66,0,1989,512 176 | 1_1_LT05_024030_19890707,9086,1989-07-07,-99,322.5406447256699,196.6350755317886,462.6730169510727,204.37822303011154,44.886054279080064,47.873580201623874,4287.717506350887,-99,l5,66,0,1989,517 177 | 1_1_LT05_024030_19890723,9086,1989-07-23,-99,578.44639908533,404.11678608105206,720.648344567642,350.5887471292757,49.35262638366825,39.511841026571034,4242.914907066894,-99,l5,66,0,1989,513 178 | 1_1_LT05_024030_19890925,9086,1989-09-25,-99,285.41247201386716,206.87762742108333,377.5129581726622,188.1213858810461,71.83436267037703,25.660356552357882,4149.857656113057,-99,l5,66,0,1989,519 179 | 1_1_LT05_024030_19891011,9086,1989-10-11,-99,372.9567368281105,273.658202242209,456.6860498400653,236.9496303408881,87.26367307244594,31.188238219411904,4101.639528630591,-99,l5,66,0,1989,514 180 | 1_1_LT05_024030_19900421,9086,1990-04-21,-99,456.24349458810167,392.6746124832145,522.6325363544482,236.9496303408881,76.36048508047234,51.602150027144106,4033.721958705297,-99,l5,66,0,1990,523 181 | 1_1_LT05_024030_19900507,9086,1990-05-07,-99,347.2096464390776,291.1822210173238,470.65818092960023,240.78662140739357,126.80288495209916,86.44853739527271,4063.629019705636,-99,l5,66,0,1990,533 182 | 1_1_LT05_024030_19900912,9086,1990-09-12,-99,658.8826337403476,436.4173920396766,701.4736391444176,339.9560822766962,62.811893002939954,46.01212020500404,4242.914907066894,-99,l5,66,0,1990,500 183 | 1_1_LT05_024030_19901115,9086,1990-11-15,-99,395.2282612622558,245.87564732332737,373.0400388459005,150.8990045203976,56.071094011021515,44.152543485811044,4023.772788473686,-99,l5,66,0,1990,492 184 | 1_1_LT05_024030_19910424,9086,1991-04-24,-99,219.56341138546176,127.20766112887665,231.37916941326577,132.32579477097042,39.5392688207858,39.04841815726251,4023.772788473686,-99,l5,66,0,1991,498 185 | 1_1_LT05_024030_19910627,9086,1991-06-27,-99,478.7164745929099,424.94668110793873,645.0540115414294,437.8859265792071,199.43980912295802,146.2847256989687,4279.557287135021,-99,l5,66,0,1991,539 186 | 1_1_LT05_024030_19910814,9086,1991-08-14,-99,542.3402110953773,357.37191479498284,607.854830310983,355.4244401838522,61.01216309389311,45.082096435729184,4224.641952780292,-99,l5,66,0,1991,503 187 | 1_1_LT05_024030_19911017,9086,1991-10-17,-99,353.7657345422871,239.71003126266527,426.7757183650195,248.46379983176212,89.99840261626541,80.75398567594246,4083.6166856271184,-99,l5,66,0,1991,509 188 | 1_1_LT05_024030_19911204,9086,1991-12-04,-99,1318.1859647140163,1011.9751637747012,1113.7445887445233,718.8773425335498,188.91899393065094,125.81494192755531,3862.0225029402313,-99,l5,66,0,1991,475 189 | 1_1_LT05_024030_19920613,9086,1992-06-13,-99,775.2563598903297,673.2674652476683,994.9014203612568,678.2609110523205,166.13122891194638,72.24393840352516,4251.046542136117,-99,l5,66,0,1992,534 190 | 1_1_LT05_024030_19920629,9086,1992-06-29,-99,914.9030648648298,830.2976883950796,1059.3697964669313,1057.9803589557446,234.20743165720498,110.35827872654156,4178.090499686262,-99,l5,66,0,1992,535 191 | 1_1_LT05_024030_19920715,9086,1992-07-15,-99,336.62900927055773,294.27720553470033,532.6416718624126,421.35514062503904,88.17485258501571,46.9426147936356,4242.914907066894,-99,l5,66,0,1992,541 192 | 1_1_LT05_024030_19920731,9086,1992-07-31,-99,408.41411280833387,348.0432765264428,526.6356460225231,589.4954352600188,114.77175433550985,46.9426147936356,4214.504206581241,-99,l5,66,0,1992,532 193 | 1_1_LT05_024030_19920816,9086,1992-08-16,-99,383.07345672930745,342.8636287624539,566.7066752780721,503.2240538029404,98.22402935770637,51.602150027144106,4224.641952780292,-99,l5,66,0,1992,541 194 | 1_1_LT05_024030_19920901,9086,1992-09-01,-99,318.5194178905299,307.6975085784021,446.7114015557924,463.20552857378107,134.24000581031504,55.33825296237175,4167.998408721434,-99,l5,66,0,1992,547 195 | 1_1_LT05_024030_19921003,9086,1992-10-03,-99,393.2013437907408,358.4088485941349,428.7684698814304,424.27093976889387,131.44810797320872,66.59176042629903,4178.090499686262,-99,l5,66,0,1992,530 196 | 1_1_LT05_024030_19921222,9086,1992-12-22,-99,796.899324170956,611.8074826184666,703.491257764227,470.0300355714762,98.22402935770637,55.33825296237175,3830.772721213414,-99,l5,66,0,1992,482 197 | 1_1_LT05_024030_19930429,9086,1993-04-29,-99,539.2517602632876,491.8272963773312,612.8781164594029,462.23086536029484,151.06642621789183,87.39927721624292,4015.820598325059,-99,l5,66,0,1993,535 198 | 1_1_LT05_024030_19930904,9086,1993-09-04,-99,296.43460837553545,270.5682389566038,445.71418630595764,281.1393529692718,62.811893002939954,21.066736028789126,4232.759295776192,-99,l5,66,0,1993,543 199 | 1_1_LT05_024030_19931006,9086,1993-10-06,-99,412.4750947339151,326.30281536664893,508.62737013485105,286.91361778075566,102.80771706312525,69.41573072780689,4131.749060669654,-99,l5,66,0,1993,520 200 | 1_1_LT05_024030_19931022,9086,1993-10-22,-99,291.4228713189235,216.10307937672275,329.35324589784284,156.61893237880324,60.11289364242476,33.95853511425454,4053.650074321272,-99,l5,66,0,1993,507 201 | 1_1_LT05_024030_19940331,9086,1994-03-31,-99,330.5884586328634,242.79246270061347,379.0041354822494,180.47776851593173,70.0266927205959,63.7720274990016,3883.56568267987,-99,l5,66,0,1994,508 202 | 1_1_LT05_024030_19940416,9086,1994-04-16,-99,381.04921937624914,347.0071795992527,405.86278621181214,309.0705071241048,213.8637906914451,204.90620426240028,3944.536728453844,-99,l5,66,0,1994,525 203 | 1_1_LT05_024030_19940502,9086,1994-05-02,-99,348.7221710790017,272.6281307931444,345.2291877690055,223.52855187293235,51.14203423976053,49.736923475670565,4033.721958705297,-99,l5,66,0,1994,496 204 | 1_1_LT05_024030_19940603,9086,1994-06-03,-99,199.70518816700746,123.13574653201536,234.34154640055826,196.72554950615083,56.519785856918496,51.602150027144106,4188.192515702007,-99,l5,66,0,1994,505 205 | 1_1_LT05_024030_19940619,9086,1994-06-19,-99,915.9724152375702,761.174011869754,993.879564897653,795.4594978037494,204.23787792820255,141.3921348838875,4214.504206581241,-99,l5,66,0,1994,510 206 | 1_1_LT05_024030_19940822,9086,1994-08-22,-99,1132.0870889931073,862.5668622167586,1202.2466076241558,951.823151049533,174.64984315648238,72.24393840352516,4242.914907066894,-99,l5,66,0,1994,502 207 | 1_1_LT05_024030_19940907,9086,1994-09-07,-99,248.4371777256994,182.30956233573565,382.98110746500015,195.7692649679705,42.21087504076772,24.740690808930708,4201.339974473599,-99,l5,66,0,1994,530 208 | 1_1_LT05_024030_19941110,9086,1994-11-10,-99,317.5143903607508,262.332019098289,297.63621240261637,264.79195423174275,114.77175433550985,104.59310410370442,4005.8892931851005,-99,l5,65,0,1994,488 209 | 1_1_LT05_024030_19950403,9086,1995-04-03,-99,225.52958873598237,165.95763218161756,229.40447831136694,104.27598956434113,45.77857469592427,25.660356552357882,3924.8269639580617,-99,l5,66,0,1995,498 210 | 1_1_LT05_024030_19950505,9086,1995-05-05,-99,381.04921937624914,341.8279502712447,382.98110746500015,307.1424227167794,172.75403875455072,158.0749672295483,3995.9679130960594,-99,l5,66,0,1995,504 211 | 1_1_LT05_024030_19950521,9086,1995-05-21,-99,256.418882044294,200.73109204115224,287.73416879979914,210.12052492801996,104.64397115954979,86.44853739527271,4073.6178901409185,-99,l5,66,0,1995,509 212 | 1_1_LT05_024030_19950606,9086,1995-06-06,-99,476.16000486978317,354.26161552070386,438.73495013903954,451.5139649125635,179.39630169695405,115.17553844454876,4139.793355290799,-99,l5,66,0,1995,488 213 | 1_1_LT05_024030_19950622,9086,1995-06-22,-99,509.9616039489451,345.97116635925875,555.6799044536135,406.7851344752079,78.17371305876746,42.29485004404491,4306.101224205733,-99,l5,66,0,1995,502 214 | 1_1_LT05_024030_19950910,9086,1995-09-10,-99,195.73890376023004,123.13574653201536,272.8896117566814,103.32616419827919,18.295047720825842,25.660356552357882,4206.401155658663,-99,l5,66,0,1995,516 215 | 1_1_LT05_024030_19951012,9086,1995-10-12,-99,353.7657345422871,254.10115522053007,440.7287907256723,150.8990045203976,24.467657253796336,33.03463199661695,4159.931881986233,-99,l5,66,0,1995,514 216 | 1_1_LT05_024030_19960405,9086,1996-04-05,-99,332.6015288256854,271.598143031276,362.11010451533343,213.95005798135787,121.24171839397926,100.75907074228058,3862.0225029402313,-99,l5,66,0,1996,509 217 | 1_1_LT05_024030_19960421,9086,1996-04-21,-99,272.4037316291368,171.06530895688428,273.8789312474079,123.28648066026952,41.319942632070365,40.43903987970561,3995.9679130960594,-99,l5,66,0,1996,496 218 | 1_1_LT05_024030_19960710,9086,1996-07-10,-99,186.82129663371904,121.10029135676183,277.83666298957286,198.63831835072133,33.319416045446324,19.23258355485861,4279.557287135021,-99,l5,66,0,1996,521 219 | 1_1_LT05_024030_19960726,9086,1996-07-26,-99,279.40609288649586,197.6589541283352,379.9983104110482,227.36181393285406,50.24713181069603,16.484885989138185,4251.046542136117,-99,l5,66,0,1996,520 220 | 1_1_LT05_024030_19961014,9086,1996-10-14,-99,386.11065029591265,219.1797363981339,435.74452959353476,240.78662140739357,53.829123539174304,30.265747559844453,4083.6166856271184,-99,l5,66,0,1996,501 221 | 1_1_LT05_024030_19970424,9086,1997-04-24,-99,348.7221710790017,240.7374247214518,355.1575505688504,174.74785224703382,58.3155457455982,53.4692598560445,3954.4064982781115,-99,l5,66,0,1997,497 222 | 1_1_LT05_024030_19970510,9086,1997-05-10,-99,286.41392605237064,210.97699141829452,278.82620936992896,233.1137047048351,133.30897619590954,112.28377015567429,4005.8892931851005,-99,l5,66,0,1997,494 223 | 1_1_LT05_024030_19970627,9086,1997-06-27,-99,203.17715271271874,91.62380871027263,232.366583031104,146.13422918031654,50.24713181069603,48.80501642896887,4269.365945661015,-99,l5,66,0,1997,500 224 | 1_1_LT05_024030_19970729,9086,1997-07-29,-99,217.57557897477378,148.607180651398,306.55193145781715,198.63831835072133,55.62250141563372,51.602150027144106,4269.365945661015,-99,l5,66,0,1997,520 225 | 1_1_LT05_024030_19970915,9086,1997-09-15,-99,757.8705007869347,563.2635382375554,875.6522657248347,611.1438538022597,190.8282964018309,137.48653698024336,4178.090499686262,-99,l5,66,0,1997,509 226 | 1_1_LT05_024030_19971001,9086,1997-10-01,-99,253.4249053878033,215.0776944106447,403.87212207999306,261.42870221003534,73.64362062830502,24.740690808930708,4149.857656113057,-99,l5,66,0,1997,539 227 | 1_1_LT05_024030_19971017,9086,1997-10-17,-99,395.2282612622558,273.658202242209,406.85818634461054,692.1173510389347,81.8049330397983,28.422178698779685,4131.749060669654,-99,l5,22,0,1997,498 228 | 1_1_LT05_024030_19971118,9086,1997-11-18,-99,559.8604166496214,301.5017651271121,475.650383198772,205.33510687292141,73.64362062830502,41.366709552196895,3944.536728453844,-99,l5,66,0,1997,487 229 | 1_1_LT05_024030_19980222,9086,1998-02-22,-99,815.9415967739199,618.1523566533648,709.5452026938773,401.4465528645465,149.1904719177959,129.69794050207727,3821.028007030711,-99,l5,66,0,1998,481 230 | 1_1_LT05_024030_19980310,9086,1998-03-10,-99,727.3872116418387,427.03151172894354,573.7265700666054,253.2642005025991,50.24713181069603,28.422178698779685,3830.772721213414,-99,l5,66,0,1998,481 231 | 1_1_LT05_024030_19980427,9086,1998-04-27,-99,453.18318499980734,396.8342312616815,495.63053675693646,457.35854813391325,351.7751326917104,253.80731872712815,3893.373917188447,-99,l5,62,0,1998,519 232 | 1_1_LT05_024030_19980513,9086,1998-05-13,-99,215.5881932504953,94.66983621787875,240.2675255791429,177.612510729168,70.9303291944681,48.80501642896887,4139.793355290799,-99,l5,66,0,1998,499 233 | 1_1_LT05_024030_19980716,9086,1998-07-16,-99,230.5044741638145,176.1750779120557,379.0041354822494,138.51405128515748,25.351046623796123,15.569928439278135,4297.9267129165455,-99,l5,66,0,1998,534 234 | 1_1_LT05_024030_19980801,9086,1998-08-01,-99,230.5044741638145,145.54784687959787,379.9983104110482,159.47979526495035,32.432453657116106,18.316213546928424,4297.9267129165455,-99,l5,66,0,1998,526 235 | 1_1_LT05_024030_19980902,9086,1998-09-02,-99,365.88167735761317,257.1871015207183,426.2775588471205,202.4646551127017,52.037333670861734,52.53546953191595,4251.046542136117,-99,l5,66,0,1998,508 236 | 1_1_LT05_024030_19981020,9086,1998-10-20,-99,274.4038479160847,193.56394186532583,294.6651228535491,142.32360751751077,88.17485258501571,31.188238219411904,4093.6254061642358,-99,l5,66,0,1998,501 237 | 1_1_LT05_024030_19981207,9086,1998-12-07,-99,539.2517602632876,301.5017651271121,506.62735815029464,247.50391946580456,37.76018301764809,14.198374900781893,3954.4064982781115,-99,l5,66,0,1998,492 238 | 1_1_LT05_024030_19990329,9086,1999-03-29,-99,303.4557304620914,230.4672560574148,308.5337015161579,172.83841287262743,93.65026670320538,99.8017394503164,3914.9869692865477,-99,l5,66,0,1999,498 239 | 1_1_LT05_024030_19990430,9086,1999-04-30,-99,216.58183027683336,130.2624757920826,209.667550436079,131.8498915705656,56.519785856918496,20.149424382145515,4073.6178901409185,-99,l5,66,0,1999,493 240 | 1_1_LT05_024030_19990617,9086,1999-06-17,-99,223.54041626606605,149.62712594972376,264.9766894362023,170.92923985583417,69.12345324876041,78.85956832435274,4196.281274551265,-99,l5,66,0,1999,507 241 | 1_1_LT05_024030_19990804,9086,1999-08-04,-99,271.4038409930664,207.90234288959184,421.7946336876957,195.7692649679705,53.829123539174304,51.602150027144106,4279.557287135021,-99,l5,66,0,1999,532 242 | 1_1_LT05_024030_19990820,9086,1999-08-20,-99,340.65827646106794,210.97699141829452,450.7007163343906,174.74785224703382,43.99393086427257,48.80501642896887,4261.220018518471,-99,l5,66,0,1999,512 243 | 1_1_LT05_024030_19990921,9086,1999-09-21,-99,249.43449991491548,170.04360622743854,376.02188296340836,145.1814738805102,46.6714921148052,25.660356552357882,4159.931881986233,-99,l5,66,0,1999,525 244 | 1_1_LT05_024030_19991108,9086,1999-11-08,-99,419.58611246037333,256.15836906679266,391.9319490348551,185.2545299486036,69.12345324876041,38.58511299279317,4043.681053987825,-99,l5,66,0,1999,491 245 | 1_1_LT05_024030_19991124,9086,1999-11-24,-99,362.85118408714976,192.540398017564,342.2515637986072,152.80538078225305,79.0809225509701,44.152543485811044,3986.0564580579367,-99,l5,66,0,1999,492 246 | 1_1_LT05_024030_19991210,9086,1999-12-10,-99,328.57583512645084,235.60129429948094,331.33710334077546,174.74785224703382,87.26367307244594,49.736923475670565,3944.536728453844,-99,l5,66,0,1999,497 247 | 1_1_LT05_024030_19991226,9086,1999-12-26,-99,570.1814955831428,333.54553508063367,567.709381256942,266.71417877157927,91.82354065566196,131.6422647054785,3852.2460285945913,-99,l5,66,0,1999,495 248 | 1_1_LT05_024030_20000502,9086,2000-05-02,-99,295.4320376210083,200.73109204115224,297.63621240261637,186.21008200334782,96.39333328979583,82.65028630495902,4073.6178901409185,-99,l5,66,0,2000,496 249 | 1_1_LT05_024030_20000603,9086,2000-06-03,-99,449.104335617848,451.0311239394032,606.8503092150768,309.55256984431315,151.06642621789183,108.43467057483566,4121.702624939048,-99,l5,66,0,2000,551 250 | 1_1_LT05_024030_20000619,9086,2000-06-19,-99,301.44913722220645,241.76490186743456,338.2820337957057,275.3674853763062,157.64477183238418,111.32078903142957,4196.281274551265,-99,l5,66,0,2000,511 251 | 1_1_LT05_024030_20000721,9086,2000-07-21,-99,344.6893303972159,327.33723854991536,522.6325363544482,290.7644594431438,141.7025347988806,116.14040284622034,4224.641952780292,-99,l5,66,0,2000,546 252 | 1_1_LT05_024030_20000806,9086,2000-08-06,-99,472.58211980923056,337.68607317836967,644.0478114622646,301.35976764048206,58.3155457455982,44.152543485811044,4251.046542136117,-99,l5,66,0,2000,521 253 | 1_1_LT05_024030_20000907,9086,2000-09-07,-99,538.2224999957956,405.15748580403255,644.0478114622646,286.43233748603575,69.12345324876041,48.80501642896887,4232.759295776192,-99,l5,66,0,2000,513 254 | 1_1_LT05_024030_20001009,9086,2000-10-09,-99,262.40985049053916,208.92714204529653,302.5889358762466,123.28648066026952,51.14203423976053,29.343727719633712,4083.6166856271184,-99,l5,66,0,2000,514 255 | 1_1_LT05_024030_20001212,9086,2000-12-12,-99,848.8214363943524,460.43432749974727,709.5452026938773,319.67973250672895,85.44250505341654,48.80501642896887,3821.028007030711,-99,l5,66,0,2000,486 256 | 1_1_LT05_024030_20010708,9086,2001-07-08,-99,308.47416781484515,218.15410037046732,466.6652359169292,236.9496303408881,43.102204451501784,46.9426147936356,4269.365945661015,-99,l5,66,0,2001,527 257 | 1_1_LT05_024030_20010724,9086,2001-07-24,-99,268.4048391144694,173.1089654773643,454.69075715980347,172.83841287262743,23.584664885833266,15.569928439278135,4324.517099225553,-99,l5,66,0,2001,528 258 | 1_1_LT05_024030_20010809,9086,2001-08-09,-99,483.83150788170764,369.82064373975595,643.0416567610255,301.35976764048206,106.48181326412119,79.80654159046924,4324.517099225553,-99,l5,66,0,2001,524 259 | 1_1_LT05_024030_20010910,9086,2001-09-10,-99,301.44913722220645,216.10307937672275,415.81882954646204,212.03515827588234,93.65026670320538,60.95653194591457,4242.914907066894,-99,l5,66,0,2001,522 260 | 1_1_LT05_024030_20011028,9086,2001-10-28,-99,324.5519281728541,215.0776944106447,325.38607554708864,159.47979526495035,61.01216309389311,34.88290905124884,4033.721958705297,-99,l5,66,0,2001,496 261 | 1_1_LT05_024030_20020217,9086,2002-02-17,-99,260.412414322048,128.22584899608245,229.40447831136694,107.12586519894671,27.119016369905836,35.80775380759985,3840.527360447035,-99,l5,66,0,2002,489 262 | 1_1_LT05_024030_20020609,9086,2002-06-09,-99,409.42919078232563,288.08798968471297,400.8864662167088,368.973237127303,163.29883686709522,140.41502917894138,4188.192515702007,-99,l5,66,0,2002,494 263 | 1_1_LT05_024030_20020828,9086,2002-08-28,-99,548.5201278928207,391.63491700658824,638.0115639237191,293.6532898786694,119.391172224233,85.49826839365922,4251.046542136117,-99,l5,66,0,2002,508 264 | 1_1_LT05_024030_20021015,9086,2002-10-15,-99,308.47416781484515,228.41422657096172,338.2820337957057,182.38827332079063,53.829123539174304,29.343727719633712,4101.639528630591,-99,l5,66,0,2002,504 265 | 1_1_LT05_024030_20021116,9086,2002-11-16,-99,338.6434195226081,229.44069947059018,386.9588054945655,131.8498915705656,29.773948504345757,41.366709552196895,3995.9679130960594,-99,l5,66,0,2002,505 266 | 1_1_LT05_024030_20030409,9086,2003-04-09,-99,473.0931624927506,243.82010722098858,406.85818634461054,158.52610771349802,29.773948504345757,-8.955955690105904,3893.373917188447,-99,l5,66,0,2003,488 267 | 1_1_LT05_024030_20030425,9086,2003-04-25,-99,373.9679062960195,272.6281307931444,389.9425554849616,224.48676750380787,144.50753370319848,120.00456864647377,3964.286193153297,-99,l5,66,0,2003,500 268 | 1_1_LT05_024030_20030527,9086,2003-05-27,-99,297.4372908016649,197.14700436916237,311.50669693811335,221.61232037939124,61.91182954739817,45.082096435729184,4188.192515702007,-99,l5,66,0,2003,499 269 | 1_1_LT05_024030_20030714,9086,2003-07-14,-99,345.6973730602588,245.87564732332737,426.7757183650195,297.50599604434944,130.51826936491338,112.28377015567429,4251.046542136117,-99,l5,66,0,2003,513 270 | 1_1_LT05_024030_20030815,9086,2003-08-15,-99,721.0920497507567,475.59819144190783,791.4333483660994,438.85892505761115,108.32124337683945,69.41573072780689,4261.220018518471,-99,l5,66,0,2003,502 271 | 1_1_LT05_024030_20030916,9086,2003-09-16,-99,226.52434247834407,144.52823633005684,295.6554406586456,91.93345377899169,42.21087504076772,23.82149588486024,4232.759295776192,-99,l5,66,0,2003,512 272 | 1_1_LT05_024030_20031002,9086,2003-10-02,-99,191.7744060990904,103.81243784929138,216.5734104968009,109.02611523570013,19.175658076568627,26.58049311514177,4101.639528630591,-99,l5,66,0,2003,501 273 | 1_1_LT05_024030_20031018,9086,2003-10-18,-99,252.4271365121778,141.46990680461099,229.40447831136694,92.88248007221426,24.467657253796336,32.111199698336065,4101.639528630591,-99,l5,66,0,2003,490 274 | 1_1_LT05_024030_20031119,9086,2003-11-19,-99,259.41386374520596,120.08268929992937,247.18323264978724,79.60217160279691,32.432453657116106,43.22346135524962,3986.0564580579367,-99,l5,66,0,2003,493 275 | 1_1_LT05_024030_20031205,9086,2003-12-05,-99,662.531067335693,445.81005101330084,602.8326786107107,399.990925656006,186.05801773915636,201.8859022891433,3873.767373222211,-99,l5,66,0,2003,489 276 | 1_1_LT05_024030_20031221,9086,2003-12-21,-99,420.6024188219911,258.21591766184,374.0339415071439,109.9763401381818,41.319942632070365,53.4692598560445,3862.0225029402313,-99,l5,66,0,2003,488 277 | 1_1_LT05_024030_20040106,9086,2004-01-06,-99,736.8374923116214,410.3622397268781,581.7520296433407,249.42374678712298,86.35289056191287,49.736923475670565,3821.028007030711,-99,l5,66,0,2004,483 278 | 1_1_LT05_024030_20040122,9086,2004-01-22,-99,826.5362711332307,695.5896361081694,810.6847878620375,500.292073434088,79.0809225509701,44.152543485811044,3548.4216344991355,-99,l5,66,0,2004,495 279 | 1_1_LT05_024030_20040427,9086,2004-04-27,-99,314.49997780102757,225.33530999525337,333.3211422954117,230.2374596665298,144.50753370319848,118.07154410763363,3995.9679130960594,-99,l5,66,0,2004,501 280 | 1_1_LT05_024030_20040614,9086,2004-06-14,-99,317.01191847271207,306.66467545186333,416.81468345851954,317.7501831325314,116.61833048488897,80.75398567594246,4206.401155658663,-99,l5,66,0,2004,547 281 | 1_1_LT05_024030_20040630,9086,2004-06-30,-99,360.831413598186,301.5017651271121,453.6931788865613,321.60954823853973,137.96809428830412,108.43467057483566,4224.641952780292,-99,l5,66,0,2004,528 282 | 1_1_LT05_024030_20040902,9086,2004-09-02,-99,313.49539695765793,183.3322693115356,421.7946336876957,169.02033319665406,54.72561397638565,17.400314358354947,4251.046542136117,-99,l5,66,0,2004,512 283 | 1_1_LT05_024030_20040918,9086,2004-09-18,-99,423.6520079364586,323.20004794002693,469.65987660954363,402.9023298992443,198.48138636801926,140.41502917894138,4139.793355290799,-99,l5,66,0,2004,507 284 | 1_1_LT05_024030_20041004,9086,2004-10-04,-99,259.41386374520596,194.5875694002839,329.35324589784284,115.67908793054063,48.458517958677184,27.501100497282373,4149.857656113057,-99,l5,66,0,2004,518 285 | 1_1_LT05_024030_20041223,9086,2004-12-23,-99,385.09814076877524,245.87564732332737,358.1369442783591,173.79309926512897,87.26367307244594,125.81494192755531,3840.527360447035,-99,l5,66,0,2004,491 286 | 1_1_LT05_024030_20050414,9086,2005-04-14,-99,228.51418497787458,151.66726760796385,242.24321499541173,110.92663163006675,38.64952741819859,21.98451849478945,3995.9679130960594,-99,l5,66,0,2005,499 287 | 1_1_LT05_024030_20050719,9086,2005-07-19,-99,321.53517050948136,238.68272149107494,522.6325363544482,169.97475323154245,24.467657253796336,15.569928439278135,4340.913762048333,-99,l5,66,0,2005,532 288 | 1_1_LT05_024030_20050905,9086,2005-09-05,-99,509.4485511765825,338.7214169207941,532.6416718624126,334.1598429621293,65.51446538178558,46.9426147936356,4232.759295776192,-99,l5,66,0,2005,498 289 | 1_1_LT05_024030_20050921,9086,2005-09-21,-99,519.714911024946,431.20217721730745,554.6777430098546,420.383340755894,233.23471682894453,185.8491896406597,4167.998408721434,-99,l5,66,0,2005,508 290 | 1_1_LT05_024030_20051124,9086,2005-11-24,-99,768.4037557649458,692.3984950023722,797.5109805730747,527.6805298345256,435.6780230116499,381.89277061967016,3903.1920767479423,-99,l5,66,0,2005,514 291 | 1_1_LT05_024030_20060417,9086,2006-04-17,-99,277.40485988352435,196.6350755317886,292.68462337713385,172.83841287262743,126.80288495209916,86.44853739527271,3974.1758130794005,-99,l5,66,0,2006,500 292 | 1_1_LT05_024030_20060604,9086,2006-06-04,-99,227.51920789230815,84.51934024439153,223.48149407589236,147.08705106952618,19.175658076568627,13.741425797628171,4251.046542136117,-99,l5,66,0,2006,494 293 | 1_1_LT05_024030_20060706,9086,2006-07-06,-99,736.8374923116214,653.1030165560524,805.617031346226,1047.8385187124038,152.00499887099488,67.53261304077827,4287.717506350887,-99,l5,66,0,2006,522 294 | 1_1_LT05_024030_20060807,9086,2006-08-07,-99,258.41542483996625,178.21957130449758,423.78693142484747,176.65755797905334,25.351046623796123,15.569928439278135,4297.9267129165455,-99,l5,66,0,2006,529 295 | 1_1_LT05_024030_20060908,9086,2006-09-08,-99,364.87140126252297,213.53977387502053,382.98110746500015,260.94830422490895,70.0266927205959,48.80501642896887,4214.504206581241,-99,l5,66,0,2006,498 296 | 1_1_LT05_024030_20060924,9086,2006-09-24,-99,346.7055273949041,258.21591766184,395.91128066975324,255.18482689675687,122.16758698190745,102.67514578427907,4159.931881986233,-99,l5,66,0,2006,508 297 | 1_1_LT05_024030_20061213,9086,2006-12-13,-99,439.9334572971776,298.4050231786156,411.83586767749114,171.8837930695292,85.44250505341654,48.80501642896887,3873.767373222211,-99,l5,66,0,2006,491 298 | 1_1_LT05_024030_20070420,9086,2007-04-20,-99,257.417097606329,159.83118172877172,285.7543046143466,166.15747262840847,79.0809225509701,52.53546953191595,4053.650074321272,-99,l5,66,0,2007,501 299 | 1_1_LT05_024030_20070725,9086,2007-07-25,-99,532.049283494494,397.8743451742887,740.8499424042465,347.68813036936916,50.24713181069603,40.43903987970561,4251.046542136117,-99,l5,66,0,2007,525 300 | 1_1_LT05_024030_20070810,9086,2007-08-10,-99,267.40539516480845,180.26439944572425,389.9425554849616,179.52261599760723,47.56480653572284,49.736923475670565,4314.282087527508,-99,l5,66,0,2007,522 301 | 1_1_LT05_024030_20070826,9086,2007-08-26,-99,200.69703844770774,131.28091472087698,299.61716565829073,175.70267181834194,12.14189128765434,20.149424382145515,4251.046542136117,-99,l5,66,0,2007,522 302 | 1_1_LT05_024030_20070927,9086,2007-09-27,-99,290.42085892240823,210.97699141829452,387.9533434467716,167.11169289508706,66.4161168454742,21.98451849478945,4167.998408721434,-99,l5,66,0,2007,520 303 | 1_1_LT05_024030_20080508,9086,2008-05-08,-99,290.42085892240823,232.5206202926527,329.35324589784284,218.73847255960408,128.19540972808565,80.75398567594246,4043.681053987825,-99,l5,66,0,2008,512 304 | 1_1_LT05_024030_20081031,9086,2008-10-31,-99,362.85118408714976,217.12854802999692,333.3211422954117,163.29521136479244,61.91182954739817,34.88290905124884,4063.629019705636,-99,l5,66,0,2008,490 305 | 1_1_LT05_024030_20090409,9086,2009-04-09,-99,284.41112964696606,166.97900016227854,308.5337015161579,117.58053657655316,63.71235346051844,22.902771780146495,3924.8269639580617,-99,l5,52,0,2009,499 306 | 1_1_LT05_024030_20090612,9086,2009-06-12,-99,259.41386374520596,128.22584899608245,242.24321499541173,173.79309926512897,57.41746730023999,43.22346135524962,4178.090499686262,-99,l5,66,0,2009,492 307 | 1_1_LT05_024030_20090628,9086,2009-06-28,-99,398.26947500654603,355.2982982582673,474.65185198908586,404.8435990084195,292.30030012955666,243.53013086920112,4269.365945661015,-99,l5,66,0,2009,534 308 | 1_1_LT05_024030_20090815,9086,2009-08-15,-99,512.5272865792667,407.23913631158223,683.323239592796,296.5427196188245,82.71373054014778,78.85956832435274,4279.557287135021,-99,l5,66,0,2009,527 309 | 1_1_LT05_024030_20091103,9086,2009-11-03,-99,261.41107657049236,179.24194353151282,286.7442140181099,109.02611523570013,61.91182954739817,35.80775380759985,4015.820598325059,-99,l5,66,0,2009,502 310 | 1_1_LT05_024030_20091205,9086,2009-12-05,-99,506.37082081831954,333.54553508063367,462.6730169510727,213.95005798135787,76.36048508047234,43.22346135524962,3934.676883680494,-99,l5,66,0,2009,489 311 | 1_1_LT05_024030_20100428,9086,2010-04-28,-99,345.6973730602588,293.2454603417119,414.82302101233046,315.8209001159469,184.15268528834358,147.2646563200551,3995.9679130960594,-99,l5,66,0,2010,526 312 | 1_1_LT05_024030_20100514,9086,2010-05-14,-99,381.04921937624914,349.0794571408292,466.6652359169292,313.8918834569756,226.43682908814924,209.9494572716295,4053.650074321272,-99,l5,66,0,2010,540 313 | 1_1_LT05_024030_20100530,9086,2010-05-30,-99,377.0020847293609,255.1297203000633,392.9267138766908,264.3114397151606,80.89653254148551,76.0214734421435,4269.365945661015,-99,l5,66,0,2010,498 314 | 1_1_LT05_024030_20100701,9086,2010-07-01,-99,320.52980796489516,284.99451153686783,497.629550427123,233.1137047048351,66.4161168454742,78.85956832435274,4242.914907066894,-99,l5,66,0,2010,542 315 | 1_1_LT05_024030_20100717,9086,2010-07-17,-99,197.72182262041403,168.0004518301357,326.3778000678883,169.02033319665406,23.584664885833266,14.655441708774797,4332.71225462065,-99,l5,66,0,2010,540 316 | 1_1_LT05_024030_20100818,9086,2010-08-18,-99,199.70518816700746,146.56754111633506,337.2897647397951,154.71202340172155,27.119016369905836,17.400314358354947,4251.046542136117,-99,l5,66,0,2010,533 317 | 1_1_LT05_024030_20101005,9086,2010-10-05,-99,237.47400397007877,182.30956233573565,311.50669693811335,133.75360425628975,47.56480653572284,26.58049311514177,4139.793355290799,-99,l5,66,0,2010,523 318 | 1_1_LT05_024030_20101106,9086,2010-11-06,-99,244.44900568485883,187.42393408669747,306.55193145781715,171.8837930695292,140.76832916818142,93.11360334855509,3995.9679130960594,-99,l5,66,0,2010,519 319 | 1_1_LT05_024030_20101208,9086,2010-12-08,-99,685.4954023908986,323.20004794002693,546.6620850651157,205.33510687292141,27.119016369905836,42.29485004404491,3862.0225029402313,-99,l5,66,0,2010,485 320 | 1_1_LT05_024030_20110517,9086,2011-05-17,-99,285.41247201386716,265.41997389118563,330.34515193034616,250.38376033188706,160.47001784057449,111.32078903142957,4063.629019705636,-99,l5,66,0,2011,540 321 | 1_1_LT05_024030_20110704,9086,2011-07-04,-99,247.43996720808573,186.40089236211273,381.9867964024236,161.38737013606482,22.70206951990691,14.655441708774797,4287.717506350887,-99,l5,66,0,2011,531 322 | 1_1_LT05_024030_20110720,9086,2011-07-20,-99,459.3048092208173,414.527549234686,591.7879381275919,551.1979013939775,325.3955705702312,256.89965606196216,4232.759295776192,-99,l5,66,0,2011,539 323 | 1_1_LT05_024030_20110805,9086,2011-08-05,-99,574.3130539614175,461.479546331322,753.990714563147,506.1566334764223,221.5931050486826,185.8491896406597,4214.504206581241,-99,l5,66,0,2011,527 324 | 1_1_LT05_024030_20110821,9086,2011-08-21,-99,461.34624400063944,377.0879674894201,720.648344567642,271.5209054357281,100.97305097484755,87.39927721624292,4251.046542136117,-99,l5,66,0,2011,536 325 | 1_1_LT05_024030_20110906,9086,2011-09-06,-99,282.4087799279709,154.7281077492954,342.2515637986072,205.33510687292141,53.829123539174304,53.4692598560445,4224.641952780292,-99,l5,66,0,2011,505 326 | 1_1_LT05_024030_20111008,9086,2011-10-08,-99,294.4295785380836,224.3091718444097,364.09695690137613,206.2920573051346,47.56480653572284,26.58049311514177,4178.090499686262,-99,l5,66,0,2011,517 327 | 1_1_LT05_024030_20111024,9086,2011-10-24,-99,256.418882044294,195.61128062243816,298.6266663414906,144.22878517010707,57.41746730023999,32.111199698336065,4083.6166856271184,-99,l5,66,0,2011,512 328 | 2_LC08_024030_20130420,9086,2013-04-20,181.5,284.0202139765827,242.3156580183165,312.5611249027652,233.5606647442459,155.98234456652168,121.88727551175002,265.0058865682972,2743,l8,50,0,2013,515 329 | 2_LC08_024030_20130810,9086,2013-08-10,235,350.91552276218755,270.05211766309196,462.9920354891656,158.8320042051053,48.03193337736197,32.23057569754487,63.35429219835942,2912,l8,50,0,2013,524 330 | 2_LC08_024030_20131013,9086,2013-10-13,144,230.02972939306002,157.718943375988,229.09343682294343,146.9568987691415,51.02669619619385,29.923609428914443,117.1518155366357,2875,l8,50,0,2013,495 331 | 2_LC08_024030_20140525,9086,2014-05-25,178,261.22953177216755,221.28817038319102,314.53856025093654,182.49502125036025,67.10975274515748,41.42646576071281,88.1295306654306,2895,l8,50,0,2014,526 332 | 2_LC08_024030_20140626,9086,2014-06-26,432.5,568.4826286568634,436.5141197249969,697.9507900219077,360.2383974220235,210.0033555422034,158.4421836326952,69.28599652697949,2903,l8,50,0,2014,517 333 | 2_LC08_024030_20140728,9086,2014-07-28,280,451.03230639388556,420.3103200262162,599.7399841066484,513.0921688921478,233.08427420318634,180.55857589274075,82.26350239068324,2897,l8,50,0,2014,543 334 | 2_LC08_024030_20140813,9086,2014-08-13,252,392.77226184526415,322.51406018927,503.1969366470827,273.6699383750458,140.7526662425698,99.95272572850585,78.73403401775386,2898,l8,50,0,2014,528 335 | 2_LC08_024030_20140829,9086,2014-08-29,272,401.9252497798005,302.31778027580975,482.39261786511236,304.8184957794859,141.31939649240476,94.97338646475394,76.96652912276659,2888,l8,50,0,2014,513 336 | 2_LC08_024030_20140914,9086,2014-09-14,164.5,260.191798860697,180.0512269533832,278.8743400094737,176.5901662173806,61.17051033624021,33.382859768934324,109.07729566512307,2874,l8,50,0,2014,501 337 | 2_LC08_024030_20141016,9086,2014-10-16,82,177.71826549688885,102.03500619286254,196.08053932618796,120.72935938672533,37.81136034935161,16.014664293288835,154.67558177217234,2839,l8,50,0,2014,500 338 | 2_LC08_024030_20141101,9086,2014-11-01,126,223.77293208096498,138.50579677404284,228.09488609361372,122.52206939187069,33.585649138382145,11.352769238997254,190.20847548204074,2808,l8,50,0,2014,496 339 | 2_LC08_024030_20150426,9086,2015-04-26,127,215.42180545343712,142.78106382232974,234.0844653721807,138.6270315216768,48.03193337736197,26.45716471133995,200.05063643869653,2807,l8,50,0,2015,501 340 | 2_LC08_024030_20150528,9086,2015-05-28,91,216.46624192009068,125.66052506510908,266.9531447253572,165.94311645441593,54.0163280733169,42.5723548298315,72.83516771607083,2912,l8,50,0,2015,507 341 | 2_LC08_024030_20150629,9086,2015-06-29,186,328.347772741765,203.35101951415749,535.0257272807688,125.50846617000173,15.361551328291432,17.178139618652118,82.26350239068324,2888,l8,50,0,2015,525 342 | 2_LC08_024030_20150715,9086,2015-07-15,238,362.17110253366127,296.6074498702181,526.3575687183971,228.88793442951007,45.63242884426613,18.340815568731553,52.62550451441848,2915,l8,50,0,2015,534 343 | 2_LC08_024030_20150731,9086,2015-07-31,354,489.7531088110737,466.75629948093547,615.955786115088,457.3830678194703,310.6282914920892,246.7798218269153,43.03297970512358,2935,l8,50,0,2015,546 344 | 2_LC08_024030_20150816,9086,2015-08-16,400,523.2572242512779,420.81747468800916,594.008824420284,614.2801126947901,285.80510645472043,215.10975764295415,76.37695034910075,2904,l8,50,0,2015,513 345 | 2_LC08_024030_20150901,9086,2015-09-01,197,324.2364388404521,227.60493504551062,412.82379453968576,255.1115517326449,68.29513837492068,39.13228949662389,46.636333638659835,2932,l8,50,0,2015,515 346 | 2_LC08_024030_20151003,9086,2015-10-03,187.5,269.5257827851742,168.89626552764943,254.01982794560928,146.3623805513599,51.02669619619385,33.382859768934324,121.74776597697064,2866,l8,50,0,2015,492 347 | 2_LC08_024030_20160311,9086,2016-03-11,328,427.7901405632475,333.87281069125214,422.58906439681556,297.914904837656,142.45224127906965,108.21565261365265,281.53762361041936,2734,l8,50,0,2016,495 348 | 2_LC08_024030_20160412,9086,2016-04-12,195,278.3296172351633,181.1124380263639,278.8743400094737,154.67902340177932,49.23045421789978,26.45716471133995,231.31192236687139,2780,l8,50,0,2016,495 349 | 2_LC08_024030_20160530,9086,2016-05-30,289,402.94146895603257,341.60334278142153,428.44270599937744,403.1824991814266,268.80976466019047,212.56228703593348,79.91134442607063,2905,l8,50,0,2016,509 350 | 2_LC08_024030_20160615,9086,2016-06-15,115,223.77293208096498,124.05281256543778,249.53838221806896,138.6270315216768,38.41421242881668,19.502692143527145,57.402064102904205,2924,l8,50,0,2016,500 351 | 2_LC08_024030_20160717,9086,2016-07-17,300,446.49141531998754,387.2365056556712,543.6845703171199,436.78927840184735,263.09498321293904,202.8363343380758,74.01658287775399,2893.5,l8,50,0,2016,531 352 | 2_LC08_024030_20160818,9086,2016-08-18,200,305.189073560311,190.65421085628083,374.6293533917842,183.08510711528598,90.07669354782351,64.75741654278734,29.75746874697097,2942,l8,50,0,2016,508 353 | 2_LC08_024030_20160919,9086,2016-09-19,220,308.7967214404454,193.83115106882275,304.15189250823846,186.03444651708116,73.02847138723943,46.00522578548449,75.19717708876442,2905,l8,50,0,2016,494 354 | 2_LC08_024030_20161106,9086,2016-11-06,178,294.35467151744353,221.28817038319102,348.0845771954714,264.97995898050436,99.99023102397781,55.124375821403284,144.5304900170272,2858,l8,50,0,2016,512 355 | 2_LC08_024030_20170602,9086,2017-06-02,215,318.0647610895178,226.55264798106342,328.8612088733243,296.76328908603983,151.48544534814556,108.76491565542808,76.37695034910075,2908,l8,50,0,2017,498 356 | 2_LC08_024030_20170704,9086,2017-07-04,334,478.7136017717774,466.75629948093547,664.8772704138473,418.8982151795807,241.57565082781036,186.81279571190512,57.402064102904205,2910,l8,50,0,2017,548 357 | 2_LC08_024030_20170720,9086,2017-07-20,172,322.17983651000264,284.1272512376542,483.36143941572186,257.4354191081897,129.3749613355166,96.63496481372657,43.03297970512358,2927,l8,50,0,2017,541 358 | 2_LC08_024030_20170922,9086,2017-09-22,187,305.70456875137575,223.39456987746726,373.64770861708456,183.6751203186895,60.575457288172544,33.382859768934324,50.23229901613513,2932,l8,50,0,2017,513 359 | 2_LC08_024030_20171008,9086,2017-10-08,153.5,259.15391005259426,178.98981306202677,284.8287273008516,150.52248218386418,48.03193337736197,26.45716471133995,96.30749032179256,2895,l8,50,0,2017,503 360 | 2_LC08_024030_20171125,9086,2017-11-25,155,249.28619103108932,138.50579677404284,205.09647752666396,148.14571722013798,51.62503304695517,21.824047167266798,233.44242364966294,2778,l8,50,0,2017,485 361 | 2_LC08_024030_20180504,9086,2018-05-04,82,185.06533288549332,145.98538451559943,222.1011665812598,163.57390828900137,90.66148471247352,66.4513695907557,190.20847548204074,2820,l8,50,0,2018,517 362 | 2_LC08_024030_20180605,9086,2018-06-05,250,363.19340167854773,293.49013826014993,484.8144561044596,325.46648904977127,83.63044505056202,51.14104276104909,91.63929622219757,2893,l8,50,0,2018,529 363 | 2_LC08_024030_20180707,9086,2018-07-07,391,521.2618892972683,484.3132746178074,619.2902077294386,497.72232173979495,318.6270977126661,251.7338731471789,35.804106169868646,2941,l8,50,0,2018,541 364 | 2_LC08_024030_20180723,9086,2018-07-23,216,397.8588141085504,412.1889496127527,577.2692937913752,407.67851667410594,254.73824249875454,207.96424978257573,53.82087583754992,2922,l8,50,0,2018,552 365 | 2_LC08_024030_20180808,9086,2018-08-08,270.5,387.68181216617387,266.39697511189695,500.29719987515807,178.9529801688392,43.22964050847663,20.0833306651935,57.402064102904205,2918,l8,50,0,2018,515 366 | 2_LC08_024030_20180909,9086,2018-09-09,158,270.5621126269553,206.52065826517205,333.3012522629951,181.3146315359421,58.78906671795942,33.382859768934324,77.55590265876435,2908,l8,50,0,2018,517 367 | 2_LC08_024030_20190421,9086,2019-04-21,97,188.73600197917955,139.5749177636782,216.10330683511893,128.49304641007706,61.76535814663953,44.28968960485231,201.1401051249577,2801,l8,50,0,2019,508 368 | 2_LC08_024030_20190608,9086,2019-06-08,351,449.5190268033419,388.7677049230866,434.29220736815245,450.7149002096564,329.53966692058776,263.5420600368593,74.01658287775399,2913,l8,50,0,2019,492 369 | 2_LC08_024030_20190710,9086,2019-07-10,280,407.5125260282541,378.03972688292373,587.317238657378,368.7474496262194,205.12443997551,150.99171410152985,44.23491863364234,2929,l8,50,0,2019,544 370 | 2_LC08_024030_20190827,9086,2019-08-27,246.5,401.9252497798005,361.6493342784429,605.9440682947212,285.80844347200195,97.08064183751243,59.66476583255039,66.91577764755175,2914,l8,50,0,2019,542 371 | 2_LC08_024030_20191014,9086,2019-10-14,140,256.0393082484931,202.2940676270678,319.97413544946727,178.9529801688392,46.83259158615076,19.502692143527145,158.6029369365251,2837,l8,50,0,2019,521 372 | 2_LC08_024030_20200407,9086,2020-04-07,281,368.8132603231233,271.0959877649451,350.05373207606885,251.6235708236608,145.84584993502372,107.66618972805627,218.45995481355612,2800,l8,50,0,2020,491 373 | 2_LC08_024030_20200509,9086,2020-05-09,243,337.58915406673754,266.39697511189695,350.05373207606885,264.40004572869043,141.31939649240476,103.26329226573053,194.59097874728832,2808,l8,50,0,2020,501 374 | --------------------------------------------------------------------------------