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2016-2023 年美国农业部作物序列边界数据集

此星光明发表于 2024/06/14 13:00:17 2024/06/14

【摘要】简介2016-2023 年美国农业部作物序列边界作物序列边界（CSB）是与美国农业部经济研究局合作开发的，它提供了美国毗连地区的田间边界、作物种植面积和作物轮作的估计数据。该数据集利用卫星图像和其他公共数据，并且是开放源码的，使用户能够对美国种植的商品进行面积和统计分析。它为农民的种植决策和实践提供了宝贵的见解。NASS 需要一个有代表性的田间数据集来预测玉米-大豆等常见轮作的作物种植情...

简介

2016-2023 年美国农业部作物序列边界

作物序列边界（CSB）是与美国农业部经济研究局合作开发的，它提供了美国毗连地区的田间边界、作物种植面积和作物轮作的估计数据。该数据集利用卫星图像和其他公共数据，并且是开放源码的，使用户能够对美国种植的商品进行面积和统计分析。它为农民的种植决策和实践提供了宝贵的见解。

NASS 需要一个有代表性的田间数据集来预测玉米-大豆等常见轮作的作物种植情况，而经济研究局 (ERS) 则利用 CSB 来研究耕作和覆盖种植等农场管理方法随时间推移而发生的变化。CSB 数据集代表特定时间范围内的非机密单一作物田边界。它不包括个人身份信息、所有权边界或地块。数据来源于卫星图像和公开信息，不包括生产者或农业服务局等机构提供的信息。如需访问和了解更多信息，请访问CSB 网站。访问 CSB GitHub 代码库，查看与数据集相关的元数据。

https://github.com/USDA-REE-NASS/crop-sequence-boundaries/tree/main/csb-project

数据集说明

作物序列边界（CSB）是通过地理空间算法生成的田间多边形，源自 NASS 耕地数据层（CDL）。这些多边形实体满足了依赖网格数据集的应用需求，需要分析单位来简化数据汇总。CSB 的主要目标是提供横跨美国 48 个毗连区的全面覆盖范围，确保多年数据的精确性和可复制性。这些结构是通过合并指定时间范围内的历史 CDL 而形成的，同时还整合了公路和铁路网络，以准确描绘这些模拟田地内的作物序列。该数据集适用于 2016 年至 2023 年的生长季节。

数据集结构与预处理

数据集作为地球引擎中的特征集提供给每个州，1623 个特征集代表 2016-2023 年的生长季节。州名是特征集合名称的一部分。虽然可能没有必要，但可以将它们合并为一个集合，我创建了这个集合，供那些希望在合并的特征集合上运行一些分析的人使用。

单一代码

///////////////////////////////////////////////////////////////////////////////////
/////$$$$$$$/////////  Create menus for states and counties ////////$$$$$$/////////
////////////////////---------- Author: Dr. Zhe Li -------------////////////////////
///////////////===================  USDA NASS SARS ===================/////////////
///////////////////////////////////////////////////////////////////////////////////

///////////////////////////////////////////////////////////////////////////////////
//////////////$$$$$$$/////////  Host and Query CSBs ////////$$$$$$/////////////////
////////////////////---------- Author: Arthur Rosales -------------////////////////
///////////////===================  USDA NASS SARS ===================/////////////
///////////////////////////////////////////////////////////////////////////////////


/*Global Variable*/

var csb23;
var empty1;
var fills1;
var filledOutlines1;
var empty2;
var fills2;
var image1;







/*---------------------LOAD State and County features ----------------------------*/
var us_states = ee.FeatureCollection("TIGER/2018/States"),
    counties = ee.FeatureCollection("TIGER/2018/Counties");


/*-----------------------LOAD CSB FILES FROM ASSETS ------------------------------*/

var styling = {
    color: 'red',
    fillColor: '00000000',
    width: 2
};
var styling_co = {
    color: 'white',
    fillColor: '00000000',
    width: 0.5
};


var csbal23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBAL1623");

var csbar23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBAR1623");

var csbaz23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBAZ1623");

var csbca23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBCA1623");

var csbco23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBCO1623");

var csbct23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBCT1623");

var csbde23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBDE1623");

var csbga23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBGA1623");

var csbfl23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBFL1623");

var csbia23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBIA1623");

var csbid23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBID1623");

var csbil23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBIL1623");

var csbin23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBIN1623");

var csbks23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBKS1623");

var csbky23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBKY1623");

var csbla23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBLA1623");

var csbma23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBMA1623");

var csbmd23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBMD1623");

var csbme23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBME1623");

var csbmi23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBMI1623");

var csbmn23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBMN1623");

var csbmo23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBMO1623");

var csbms23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBMS1623");

var csbmt23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBMT1623");

var csbne23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBNE1623");

var csbnh23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBNH1623");

var csbnj23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBNJ1623");

var csbnm23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBNM1623");

var csbnv23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBNV1623");

var csbny23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBNY1623");

var csbnc23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBNC1623");

var csbnd23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBND1623");

var csboh23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBOH1623");

var csbok23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBOK1623");

var csbor23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBOR1623");

var csbpa23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBPA1623");

var csbri23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBRI1623");

var csbsc23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBSC1623");

var csbsd23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBSD1623");

var csbtn23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBTN1623");

var csbtx23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBTX1623");

var csbut23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBUT1623");

var csbvt23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBVT1623");

var csbva23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBVA1623");

var csbwa23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBWA1623");

var csbwv23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBWV1623");

var csbwi23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBWI1623");

var csbwy23 = ee.FeatureCollection("projects/nass-csb/assets/csb1623/CSBWY1623");


var istate = {
    Alabama: [csbal23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "01", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Arkansas: [csbar23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "05", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Arizona: [csbaz23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "04", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    California: [csbca23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "06", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Colorado: [csbco23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "08", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Connecticut: [csbct23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "09", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Delaware: [csbde23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "10", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Florida: [csbfl23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "12", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Georgia: [csbga23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "13", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Iowa: [csbia23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "19", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Idaho: [csbid23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "16", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Illinois: [csbil23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "17", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Indiana: [csbin23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "18", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Kansas: [csbks23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "20", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Kentucky: [csbky23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "21", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Louisiana: [csbla23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "22", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Massachusetts: [csbma23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "25", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Maryland: [csbmd23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "24", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Maine: [csbme23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "23", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Michigan: [csbmi23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "26", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Minnesota: [csbmn23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "27", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Missouri: [csbmo23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "29", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Mississippi: [csbms23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "28", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Montana: [csbmt23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "30", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Nebraska: [csbne23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "31", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'New Hampshire': [csbnh23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "33", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'New Jersey': [csbnj23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "34", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'New Mexico': [csbnm23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "35", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Nevada: [csbnv23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "32", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'New York': [csbny23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "36", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'North Carolina': [csbnc23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "37", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'North Dakota': [csbnd23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "38", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Ohio: [csboh23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "39", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Oklahoma: [csbok23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "40", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Oregon: [csbor23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "41", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Pennsylvania: [csbpa23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "42", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'Rhode Island': [csbri23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "44", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'South Carolina': [csbsc23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "45", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'South Dakota': [csbsd23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "46", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Tennessee: [csbtn23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "47", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Texas: [csbtx23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "48", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Utah: [csbut23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "49", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Vermont: [csbvt23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "50", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Virginia: [csbva23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "51", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Washington: [csbwa23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "53", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    'West Virginia': [csbwv23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "54", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Wisconsin: [csbwi23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "55", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16'],
    Wyoming: [csbwy23, 'CDL2023', 'CDL2022', 'CDL2021', 'CDL2020', 'CDL2019', 'CDL2018', 'CDL2017', 'CDL2016', 2023, "56", 'ACRES', 'CROP23', 'CROP22', 'CROP21', 'CROP20', 'CROP19', 'CROP18', 'CROP17', 'CROP16']


};

var keys = Object.keys(istate);







/*----------------------Define variables for dropdown----------------------------*/

var state_name = '';
var state_FP_selected = '';
var state_selected = us_states.first();

var county_name = 'Not selected';
var county_selected = counties.first();

var shp_us_counties = ee.FeatureCollection(counties);


var AOI = state_selected;
var empty = ee.Image().byte();

var state_outline_lyr = ui.Map.Layer();
var county_outline_lyr = ui.Map.Layer();
var inset_county_outline_lyr = ui.Map.Layer();
var csblayer = ui.Map.Layer();




/*--------------------------Define Component Panels--------------------------------*/
var mapPanel = ui.Map().setOptions('SATELLITE'); //// Set map layer as setellite images
mapPanel.setCenter(-98.36, 39.89, 5); //// CONUS
mapPanel.style().set('cursor', 'crosshair');
mapPanel.setControlVisibility(false);
mapPanel.setControlVisibility({
    zoomControl: true
});

var layers = mapPanel.layers();

var insetmap = ui.Map().setCenter(-94.625, 42, 5);

var insetlayers = insetmap.layers();
/*new*/
//var bounds = ee.Geometry.Rectangle(mapPanel.getBounds());
//insetmap.centerObject(bounds);
/*end new*/

insetmap.setControlVisibility(false);
insetmap.setControlVisibility({
    zoomControl: true
});
insetmap.setControlVisibility(false);

ui.Map.Linker([mapPanel, insetmap], "change-center");




var Panel = ui.Panel({
    style: {
        width: '30%',
    }
});






var selectorLabel = ui.Label("1. Set State and County to Load Data...", {
    fontWeight: 'bold',
    fontSize: '1em'
});

Panel.add(selectorLabel);


var Label_selectState = ui.Label({
    value: 'Select a state:',
    style: {
        fontSize: '12px',
    }
});

var dropdown_menu_states = ui.Select({
    placeholder: ' ',
    style: {
        width: '100px'
    },
    items: keys
});

/*var statesNames = us_states.aggregate_array('NAME').sort();*/

var statesNames = ee.List(keys);
statesNames = statesNames.insert(0, ' ');

/*statesNames = statesNames.insert(0, ' ');*/

statesNames.evaluate(function(states) {
    dropdown_menu_states.items().reset(states);
    dropdown_menu_states.style().set({
        width: '200px',
    });
});

var Panel_selectState = ui.Panel({
    widgets: [Label_selectState, dropdown_menu_states],
    layout: ui.Panel.Layout.Flow('horizontal'),
    style: {
        stretch: 'horizontal'
    }
});
Panel.add(Panel_selectState);

var Label_selectCounty = ui.Label({
    value: 'Select a county:',
    style: {
        fontSize: '12px',
    }
});

var dropdown_menu_counties = ui.Select({
    placeholder: ' ',
});
dropdown_menu_counties.style().set({
    width: '100px',
});

var Panel_selectCounty = ui.Panel({
    widgets: [Label_selectCounty, dropdown_menu_counties],
    layout: ui.Panel.Layout.Flow('horizontal'), //// Default is 'vertical'
    style: {
        stretch: 'horizontal'
    }
});
Panel.add(Panel_selectCounty);


var analysisLabel = ui.Label("2. Click Map for Analysis", {
    fontWeight: 'bold',
    fontSize: '1em'
});

Panel.add(analysisLabel);

var analysisLabel2 = ui.Label('Please be patient after each click.');

Panel.add(analysisLabel2);



var header = ui.Label('Summary:');
//var analysisPanel=ui.Panel([header],"flow");
var analysisPanel = ui.Panel();

analysisPanel.style().set('backgroundColor', 'lightgray');

Panel.add(analysisPanel);





var infoLabel = ui.Label("3. More Info and Downloads", {
    fontWeight: 'bold',
    fontSize: '1em'
});
var infoLink = ui.Label('USDA NASS/ERS Crop Sequence Boundaries', {
    color: 'blue'
}, 'https://www.nass.usda.gov/Research_and_Science/Crop-Sequence-Boundaries/');

Panel.add(infoLabel);
Panel.add(infoLink);



// set position of panel
var legend = ui.Panel({
    style: {
        position: 'bottom-left',
        padding: '8px 15px'
    }
});

// Create legend title
var legendTitle = ui.Label({
    value: 'Legend for Select Crops',
    style: {
        fontWeight: 'bold',
        fontSize: '.75em',
        margin: '0 0 4px 0',
        padding: '0'
    }
});

// Add the title to the panel
legend.add(legendTitle);

// Creates and styles 1 row of the legend.
var makeRow = function(color, name) {

    // Create the label that is actually the colored box.
    var colorBox = ui.Label({
        style: {
            backgroundColor: '#' + color,
            // Use padding to give the box height and width.
            padding: '8px',
            margin: '0 0 4px 0'
        }
    });

    // Create the label filled with the description text.
    var description = ui.Label({
        value: name,
        style: {
            margin: '0 0 4px 6px'
        }
    });

    // return the panel
    return ui.Panel({
        widgets: [colorBox, description],
        layout: ui.Panel.Layout.Flow('horizontal')
    });
};


//  Palette with the colors


// name of the legend



var names = ['Corn', 'Cotton', 'Rice', 'Sorghum', 'Soybeans', 'Sunflower', 'Peanuts', 'Durum Wheat', 'Winter Wheat', 'Rye', 'Oats', 'Alfalfa', 'Sugarbeets', 'Dry Beans', 'Potatoes', 'Sugarcane', 'Misc Vegs & Fruits', 'Peas', 'Apples', 'Citrus', 'Almonds', 'Oranges'];
var palette = ['FFD300', 'FF2626', '00A8E2', 'FF9E0A', '267000', 'FFFF00', '70A500', '896054', 'A57000', 'AA007C', 'A05989', 'FFA5E2', 'A800E2', 'A50000', '702600', 'AF7CFF', 'FF6666', '54FF00', 'BA004F', 'FFFF7C', '00A582', 'E27026'];


// Add color and and names
for (var i = 0; i < 22; i++) {
    legend.add(makeRow(palette[i], names[i]));
}


Panel.add(legend)
//ui.root.insert(0, titlePanel);




// MAP LAYER MANAGER
//print(istate[key][10]);

var img1check = ui.Checkbox({
    label: 'Toggle CSB layer',
    value: true,
    style: {
        backgroundColor: "00000000"
    }
})
img1check.onChange(function(checked) {
    // Shows or hides the first map layer based on the checkbox's value.
    mapPanel.layers().get(1).setShown(checked);

});


var image1Label = ui.Label({
    value: "2023 CSB Polygons",
    style: {
        fontSize: '1.5em',
        fontWeight: 'bold',
        backgroundColor: "00000000"
    }
});

var query1Panel = ui.Panel({
    widgets: [img1check],
    style: {
        backgroundColor: "00000000"
    }
})


var image1Panel = ui.Panel({
    widgets: [image1Label, query1Panel],
    style: {
        position: 'top-left'
    }
})


var insetPanel = ui.Panel({
    widgets: [insetmap],
    style: {
        position: 'top-right'
    }
})



mapPanel.widgets().reset([image1Panel, insetPanel])



/*---Introduction Popup ---*/

var introlabel1 = ui.Label({
    value: 'The Crop Sequence Boundaries are a geospatial data product representing non-confidential single crop field boundaries. The field polygons contain information on crop boundaries, crop rotation history, and area metrics like acreage and location in an eight-year time frame. Data derived from CSBs are from satellite imagery and publicly available data.',
    style: {
        maxWidth: '400px'
    }
});


var introlabel2 = ui.Label({
    value: 'To use this application:',
    style: {
        maxWidth: '400px'
    }
});

var introlabel3 = ui.Label({
    value: '1.	Select a state and county of interest.',
    style: {
        maxWidth: '350px',
        position: 'top-right'
    }
});

var introlabel4 = ui.Label({
    value: '2.	Click on a CSB polygon to summarize the CDL-derived crop history and size of that polygon.',
    style: {
        maxWidth: '350px',
        position: 'top-right'
    }
});

var introlabel5 = ui.Label({
    value: 'For more details about this data or to download, please visit:',
    style: {
        maxWidth: '400px'
    }
});


var link = ui.Label('USDA NASS/ERS Crop Sequence Boundaries', {
    color: 'blue'
}, 'https://www.nass.usda.gov/Research_and_Science/Crop-Sequence-Boundaries/');


// Create a button to unhide the panel.
var intropanel = ui.Panel({
    style: {
        position: 'middle-left',
        width: '450px',
        height: '400px'
    },
    widgets: [
        introlabel1, introlabel2, introlabel3, introlabel4, introlabel5, link
    ]
});
var closebutton = ui.Button({
    label: 'Close',
    onClick: function() {

        // Display the panel.
        intropanel.style().set('shown', false);

        // Temporarily make a map click hide the panel
        // and show the button.
        var listenerId = mapPanel.onClick(function() {
            intropanel.style().set('shown', false);
            // Once the panel is hidden, the map should not
            // try to close it by listening for clicks.
            mapPanel.unlisten(listenerId);
        });
    }

});

mapPanel.add(intropanel); //
intropanel.add(closebutton)

/*---------------------------Define CSB Styling ---------------------------------*/



var styling_csb = {
    color: '101010',
    fillColor: '00000000',
    width: 1
};
var cdlpalette = ['ffd300', 'ff2626', '00a8e2', 'ff9e0a', '267000', 'ffff00', 'ffffff', 'ffffff', 'ffffff', '70a500', '00af49', 'dda50a', 'dda50a', '7cd3ff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'e2007c', '896054', 'd8b56b', 'a57000', 'd69ebc', '707000', 'aa007c', 'a05989', '700049', 'd69ebc', 'd1ff00', '7c99ff', 'd6d600', 'd1ff00', '00af49', 'ffa5e2', 'a5f28c', '00af49', 'd69ebc', 'ffffff', 'a800e2', 'a50000', '702600', '00af49', 'af7cff', '702600', 'ff6666', 'ff6666', 'ffcc66', 'ff6666', '00af49', '00ddaf', '54ff00', 'f2a377', 'ff6666', '00af49', '7cd3ff', 'e8bfff', 'afffdd', '00af49', 'bfbf77', 'ffffff', '93cc93', 'c6d69e', 'ccbfa3', 'ff00ff', 'ff8eaa', 'ba004f', '704489', '7777', 'af9970', 'ffff7c', 'ffffff', 'b5705b', '00a582', 'e8d6af', 'af9970', 'ffffff', 'ffffff', 'ffffff', 'f2f2f2', '999999', '4970a3', 'ffffff', 'ffffff', 'ffffff', '7cafaf', 'e8ffbf', 'ffffff', 'ffffff', 'ffffff', '00ffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', '4970a3', 'd3e2f9', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', '999999', '999999', '999999', '999999', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ccbfa3', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', '93cc93', '93cc93', '93cc93', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'c6d69e', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'e8ffbf', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', '7cafaf', 'ffffff', 'ffffff', 'ffffff', 'ffffff', '7cafaf', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', 'ffffff', '00ff8c', 'd69ebc', 'ff6666', 'ff6666', 'ff6666', 'ff6666', 'ff8eaa', '334933', 'e27026', 'ff6666', 'ff6666', '739755', 'ff6666', 'af9970', 'ff8eaa', 'ff6666', 'ff8eaa', 'ff6666', 'ff6666', 'ff8eaa', '00af49', 'ffd300', 'ffd300', 'ff6666', 'f8d248', 'ff6666', '896054', 'ff6666', 'ff2626', 'e2007c', 'ff9e0a', 'ff9e0a', 'a57000', 'ffd300', 'a57000', '267000', '267000', 'ffd300', '000099', 'ff6666', 'ff6666', 'ff6666', 'ff6666', 'ff6666', 'ff6666', 'ff6666', 'ff6666', 'ffffff', 'ffffff', 'ffffff', '267000']






/*----------------------------Define dropdown functionality-------------------------*/

dropdown_menu_states.onChange(function(key) {
    state_name = dropdown_menu_states.getValue();
    print('State name', state_name);
    layers.remove(state_outline_lyr);
    layers.remove(county_outline_lyr);
    insetlayers.remove(inset_county_outline_lyr);
    layers.remove(csblayer);
    //layers.remove(click_point);
    analysisPanel.clear();




    if (state_name === ' ') {} else {



        /*state_selected = us_states.filterMetadata('NAME', 'equals', state_name);*/
        state_selected = us_states.filterMetadata('STATEFP', 'equals', istate[key][10]);


        var polygonCentroid = state_selected.geometry().centroid({
            'maxError': 1
        });
        mapPanel.setCenter(polygonCentroid.coordinates().get(0).getInfo(),
            polygonCentroid.coordinates().get(1).getInfo(), 7);

        var state_outline = empty.paint({
                featureCollection: state_selected,
                color: 1,
                width: 3
            })
            .visualize({
                palette: 'cyan'
            });
        state_outline_lyr = ui.Map.Layer(state_outline).setName(state_name);
        //layers.add(state_outline_lyr);
        layers.set(0, state_outline_lyr);

        /*try to add CSB file here*/





        /*var csb23 = istate[key][0];*/
        csb23 = istate[key][0]

        image1 = csb23;

        empty1 = ee.Image().byte();
        fills1 = empty1.paint({
            featureCollection: csb23,
            color: istate[key][3]
        });

        filledOutlines1 = empty1.paint(csb23, istate[key][1]).paint(csb23, 0, 1);

        empty2 = ee.Image().byte();
        fills2 = empty2.paint({
            featureCollection: csb23,
            color: istate[key][2]
        });




        var statefp_list = state_selected.reduceColumns(ee.Reducer.toList(), ['STATEFP']).get('list');
        print('statefp_list', statefp_list);
        state_FP_selected = ee.List(statefp_list).get(0);
        print('STATEFP', state_FP_selected);


        shp_us_counties = counties.filter(ee.Filter.eq('STATEFP', state_FP_selected));
        var countyNames = shp_us_counties.reduceColumns(ee.Reducer.toList(), ['NAME']).get('list');
        countyNames = ee.List(countyNames).sort();
        countyNames = countyNames.insert(0, ' ');
        print('Counties in this state', countyNames);

        countyNames.evaluate(function(county) {
            dropdown_menu_counties.items().reset(county);
        });








        //mapPanel.widgets().reset([image1Panel, insetPanel]);



        /*On click Functionality*/

        mapPanel.onClick(function(coords) {
            // Create or update the location label (the second widget in the panel)
            /*var istatenum = dropdown_menu_states.getValue([0]);*/
            var location = 'lon: ' + coords.lon.toFixed(4) + ' ' +
                'lat: ' + coords.lat.toFixed(4);
            var click_point = ee.Geometry.Point(coords.lon, coords.lat);
            // var currentvalue = image1.reduceColumns(click_point);
            //var currentyr = 'Crop Type: ' +  currentvalue.get(istate[key][1]);
            var ROI = image1.filterBounds(click_point);



            var csbacres = "CSB Acres: " + ROI.aggregate_array(istate[key][11]).getInfo();
            var currentyr = istate[key][9] + ": " + ROI.aggregate_array(istate[key][12]).getInfo();
            var prevyr1 = istate[key][9] - 1 + ": " + ROI.aggregate_array(istate[key][13]).getInfo();
            var prevyr2 = istate[key][9] - 2 + ": " + ROI.aggregate_array(istate[key][14]).getInfo();
            var prevyr3 = istate[key][9] - 3 + ": " + ROI.aggregate_array(istate[key][15]).getInfo();
            var prevyr4 = istate[key][9] - 4 + ": " + ROI.aggregate_array(istate[key][16]).getInfo();
            var prevyr5 = istate[key][9] - 5 + ": " + ROI.aggregate_array(istate[key][17]).getInfo();
            var prevyr6 = istate[key][9] - 6 + ": " + ROI.aggregate_array(istate[key][18]).getInfo();
            var prevyr7 = istate[key][9] - 7 + ": " + ROI.aggregate_array(istate[key][19]).getInfo();




            /*var info = ui.Label({value: 'Click on a feature', style: {whiteSpace: 'pre'}});*/
            /*analysisPanel.widgets().set(0, ui.Label(istatenum));*/
            analysisPanel.widgets().set(0, ui.Label(location));
            analysisPanel.widgets().set(1, ui.Label(csbacres));
            analysisPanel.widgets().set(2, ui.Label(currentyr));
            analysisPanel.widgets().set(3, ui.Label(prevyr1));
            analysisPanel.widgets().set(4, ui.Label(prevyr2));
            analysisPanel.widgets().set(5, ui.Label(prevyr3));
            analysisPanel.widgets().set(6, ui.Label(prevyr4));
            analysisPanel.widgets().set(7, ui.Label(prevyr5));
            analysisPanel.widgets().set(8, ui.Label(prevyr6));
            analysisPanel.widgets().set(9, ui.Label(prevyr7));

            //Add a blue dot to the map where the user clicked.
            mapPanel.layers().set(3, ui.Map.Layer(click_point, {
                color: 'blue'
            }));
            //layers.add(click_point);


        });


        /*

         var createInset = function() {
          var bounds = ee.Geometry.Rectangle(mapPanel.getBounds());
          //var reticleMarker = ee.Geometry.Point(coords.lon, coords.lat);
          insetmap.centerObject(bounds);
          insetmap.clear();
          //insetmap.addLayer(bounds);
          //insetmap.addLayer(cnty.style(styling_co), {}, 'County Boundaries');
          var rectangleCentroid = bounds.centroid({'maxError': 1});
          insetmap.addLayer(rectangleCentroid,
                     {'color': 'red'},
                     'Result [red]: rectangle.centroid');
          

        };

        // Run it once to initialize.
        createInset();

        // Get a new inset map whenever you click on the big map.
        mapPanel.onClick(createInset);

         */


        if (state_selected !== null) {}

    }

});



dropdown_menu_counties.onChange(function(key) {
    county_name = dropdown_menu_counties.getValue();
    print('County name', county_name);

    layers.remove(county_outline_lyr);
    layers.remove(csblayer);
    insetlayers.remove(inset_county_outline_lyr)
    //layers.remove(click_point);
    analysisPanel.clear();

    if (county_name === ' ') {
        AOI = state_selected;
    } else {

        county_selected = counties.filterMetadata('STATEFP', 'equals', state_FP_selected)
            .filterMetadata('NAME', 'equals', county_name);

        AOI = county_selected;

        var polygonCentroid = county_selected.geometry().centroid({
            'maxError': 1
        });
        mapPanel.setCenter(polygonCentroid.coordinates().get(0).getInfo(),
            polygonCentroid.coordinates().get(1).getInfo(), 12);

        var county_outline = empty.paint({
                featureCollection: county_selected,
                color: 1,
                width: 3
            })
            .visualize({
                palette: 'cyan'
            });
        county_outline_lyr = ui.Map.Layer(county_outline).setName(county_name);
        inset_county_outline_lyr = ui.Map.Layer(county_outline).setName(county_name);




        /*TRY Adding CSB here*/

        var finalcsb = csb23;

        var finalempty1 = empty1;
        var finalfills1 = fills1;

        var finalfilledOutlines1 = filledOutlines1;

        var finalempty2 = empty2;
        var finalfills2 = fills2;


        /*var image1 = csb23;*/

        csblayer = ui.Map.Layer(finalfilledOutlines1, {
            palette: ['000000'].concat(cdlpalette),
            min: 0,
            max: 254
        }, '2023 CSB')

        //layers.add(csblayer);
        //layers.add(county_outline_lyr);

        insetlayers.set(1, inset_county_outline_lyr);
        layers.set(1, csblayer);
        layers.set(2, county_outline_lyr);






        if (county_selected !== null) {}

    }

});











ui.root.clear();
ui.root.add(ui.SplitPanel(Panel, mapPanel));

合并影像集合

var combined_csb= ee.FeatureCollection('projects/sat-io/open-datasets/USDA/CSB_1623');

代码链接

https://code.earthengine.google.com/?scriptPath=users/sat-io/awesome-gee-catalog-examples:agriculture-vegetation-forestry/USDA-CSB-APP

APP应用链接

USDA - National Agricultural Statistics Service - Data Visualization - Crop Sequence Boundaries (CSB) Viewer

结果

引用

Hunt, Kevin A., Jonathon Abernethy, Peter Beeson, Maria Bowman, Steven Wallander, and Ryan Williams. "Crop Sequence Boundaries (CSB): Delineated
Fields Using Remotely Sensed Crop Rotations."

Abernethy, Jonathon, Peter Beeson, Claire Boryan, Kevin Hunt, and Luca Sartore. "Preseason crop type prediction using crop sequence boundaries." Computers and Electronics in Agriculture 208 (2023): 107768.

许可

美国农业部 NASS 作物序列边界和 https://www.nass.usda.gov/Research_and_Science/Crop-Sequence-Boundaries 上提供的数据按原样向公众提供，被视为公共领域，可自由再分发。作物序列边界 (CSB) 的用户对这些产品的解释负全部责任。作物序列边界按 "原样 "提供，美国农业部 NASS 不保证您使用这些数据可能获得的结果。如有技术问题，请联系我们的工作人员 (SM.NASS.RDD.GIB@usda.gov)。

创建者美国农业部纳斯、美国农业部用户

在 GEE 中的编辑：：美国农业部 NASS、美国农业部 ERS、Samapriya Roy

关键词：农业用地、美国农业部、作物层、CDL、作物序列边界

最近更新于 GEE： 2024-05-25

来自 Source¶ 的更新日志说明
2016-2023 CSB 于 2024 年 4 月 5 日发布。
在 2023 年发布的同时，重新发布了所有 CSB 历史数据，以反映方法的更新。新版本为 2.3 修订版（rev23）。
这些数据集的当前存档时间跨度为 8 年，涵盖 2008 年至今的所有年份。可使用 Github 代码创建自定义时间框架。

网址推荐

0代码在线构建地图应用

https://invite.mapmost.com/#/login?source_inviter=nClSZANO

机器学习

https://www.cbedai.net/xg

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2016-2023 年美国农业部作物序列边界数据集

简介

数据集说明

数据集结构与预处理

单一代码

合并影像集合

代码链接

APP应用链接

结果

引用

许可

网址推荐

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2016-2023 年美国农业部作物序列边界数据集

简介

数据集说明

数据集结构与预处理

单一代码

合并影像集合

代码链接

APP应用链接

结果

引用

许可

网址推荐

0代码在线构建地图应用

机器学习

全部回复

设置昵称

关于作者

目录

加入云驻计划，成为创作者

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