Downloading NEX-GDDP data from google Earth Engine
https://code.earthengine.google.com/139432f76ae3f6a81b1459762325ef7f
UCASleon
// 指定开始和结束日期
var startDate = ee.Date('2018-01-01');
var endDate = ee.Date('2019-01-01');
// get the dataset between date range and extract band on interest
var dataset = ee.ImageCollection('NASA/NEX-GDDP')
.filter(ee.Filter.date(startDate,endDate));
// 获取投影和波段信息
var firstImage = dataset.first();
var bandNames = firstImage.bandNames();
var proj = firstImage.projection();
var point = ee.Geometry.Point([-71.689166667, -13.921388889]) //[经度 , 纬度]
// calculate number of days to map and extract data for
var n = endDate.difference(startDate,'day').subtract(1);
// 对每个日期进行映射并提取所有气候模型(包括2种rcp情景）值
var timeseries = ee.FeatureCollection(
ee.List.sequence(0,n).map(function(i){
var t1 = startDate.advance(i,'day');
var t2 = t1.advance(1,'day');
var dailyColl = dataset.filterDate(t1, t2);
var dailyImg = dailyColl.toBands();
// rename bands to handle different names by date
var bands = dailyImg.bandNames();
var renamed = bands.map(function(b){
var split = ee.String(b).split('_');
return split.slice(0,2).cat(split.slice(-1)).join('_');
});
// 提取当天的数据并添加时间信息
var dict = dailyImg.rename(renamed).reduceRegion({
reducer: ee.Reducer.mean(),
geometry: point,
scale: proj.nominalScale()
}).combine(
ee.Dictionary({'system:time_start':t1.millis(),'isodate':t1.format('YYYY-MM-dd')})
);
return ee.Feature(point,dict);
})
);
print(timeseries);
// 绘制属性图(所有GCM模型)
var props = timeseries.first().propertyNames().removeAll(['system:time_start','system:index','isodate']);
// 把结果制成图表
var chart = ui.Chart.feature.byFeature(timeseries, 'system:time_start', props.getInfo());
print(chart);
Map.addLayer(point);
Map.centerObject(point,6);
// export feature collection to CSV
Export.table.toDrive({
collection: timeseries,
description: 'NEX-GDDP-timeseries',
fileFormat: 'CSV',
});第二种方法：非常占用电脑内存！
//Dataset
var dataset = ee.ImageCollection('NASA/NEX-GDDP')
.filter(ee.Filter.date('2018-01-01', '2018-01-03'))
.filterMetadata('scenario','equals','rcp45')
.filterMetadata('model','equals','MPI-ESM-LR');
//Points of interest
//var Acomayo = ee.Geometry.Point([-71.689166667, -13.921388889]);
//var Machupicchu = ee.Geometry.Point([-72.545555556, -13.166666667]);
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ee.Feature(P885), ee.Feature(P886), ee.Feature(P887), ee.Feature(P888), ee.Feature(P889), ee.Feature(P890), ee.Feature(P891), ee.Feature(P892), ee.Feature(P893), ee.Feature(P894), ee.Feature(P895), ee.Feature(P896), ee.Feature(P897), ee.Feature(P898), ee.Feature(P899), ee.Feature(P900), ee.Feature(P901), ee.Feature(P902), ee.Feature(P903), ee.Feature(P904), ee.Feature(P905), ee.Feature(P906), ee.Feature(P907), ee.Feature(P908), ee.Feature(P909), ee.Feature(P910), ee.Feature(P911), ee.Feature(P912), ee.Feature(P913), ee.Feature(P914), ee.Feature(P915), ee.Feature(P916), ee.Feature(P917), ee.Feature(P918), ee.Feature(P919), ee.Feature(P920), ee.Feature(P921), ee.Feature(P922), ee.Feature(P923), ee.Feature(P924), ee.Feature(P925), ee.Feature(P926), ee.Feature(P927), ee.Feature(P928), ee.Feature(P929), ee.Feature(P930), ee.Feature(P931), ee.Feature(P932), ee.Feature(P933), ee.Feature(P934), ee.Feature(P935), ee.Feature(P936), ee.Feature(P937), ee.Feature(P938), ee.Feature(P939), ee.Feature(P940), ee.Feature(P941), ee.Feature(P942), ee.Feature(P943), ee.Feature(P944), ee.Feature(P945), ee.Feature(P946), ee.Feature(P947), ee.Feature(P948), ee.Feature(P949), ee.Feature(P950), ee.Feature(P951), ee.Feature(P952), ee.Feature(P953), ee.Feature(P954), ee.Feature(P955), ee.Feature(P956), ee.Feature(P957), ee.Feature(P958), ee.Feature(P959), ee.Feature(P960), ee.Feature(P961), ee.Feature(P962), ee.Feature(P963), ee.Feature(P964), ee.Feature(P965), ee.Feature(P966), ee.Feature(P967), ee.Feature(P968), ee.Feature(P969), ee.Feature(P970), ee.Feature(P971), ee.Feature(P972), ee.Feature(P973), ee.Feature(P974), ee.Feature(P975), ee.Feature(P976), ee.Feature(P977), ee.Feature(P978), ee.Feature(P979), ee.Feature(P980), ee.Feature(P981), ee.Feature(P982), ee.Feature(P983), ee.Feature(P984), ee.Feature(P985), ee.Feature(P986), ee.Feature(P987), ee.Feature(P988), ee.Feature(P989), ee.Feature(P990), ee.Feature(P991), ee.Feature(P992), ee.Feature(P993), ee.Feature(P994)
]));
//Export to table .CSV
// Empty Collection to fill
var ft = ee.FeatureCollection(ee.List([]));
//Without removal of null values ----------------------------------
//Function to extract values from image collection based on point file and export as a table
var fill = function(img, ini) {
// type cast
var inift = ee.FeatureCollection(ini);
// gets the values for the points in the current img
var ft2 = img.reduceRegions(pts, ee.Reducer.first(),30);
// gets the date of the img
var date = img.date().format("yyyy/MM/dd");
var scenario = img.get("scenario");
var model = img.get("model");
// writes the date in each feature
var ft3 = ft2.map(function(f){return f.set("date", date, "scenario", scenario, "model", model)});
// merges the FeatureCollections
return inift.merge(ft3);
};
// Iterates over the ImageCollection
var newft = ee.FeatureCollection(dataset.iterate(fill, ft));
print(newft);
// Export
Export.table.toDrive({
collection: newft,
description: 'MPI-ESM-LR',
folder: 'Downscalling_Diario',
fileFormat: 'csv'
});结果：