使用Java将nc文件中2d和3d的variable写入csv文件,其中维度信息包括grid_xt、grid_yt、time,请给出详细的解析代码和解析思路
时间: 2023-05-28 16:04:53 浏览: 477
nc.zip_nc 解析_nc文件
解析思路:
1. 使用netCDF Java库读取nc文件中的变量和维度信息。
2. 将2D和3D变量的数据转换为二维数组和三维数组,分别写入CSV文件。
3. 根据维度信息,将每个变量的数据与维度数据对应起来,写入CSV文件。
解析代码:
先导入netCDF Java库和CSV库:
```java
import ucar.ma2.*;
import ucar.nc2.*;
import java.io.*;
import com.opencsv.*;
```
读取nc文件:
```java
NetcdfFile ncfile = NetcdfFile.open("example.nc");
```
获取所有的变量和维度信息:
```java
List<Variable> variables = ncfile.getVariables();
List<Dimension> dimensions = ncfile.getDimensions();
```
找出2D和3D变量:
```java
List<Variable> var2D = new ArrayList<Variable>();
List<Variable> var3D = new ArrayList<Variable>();
for (Variable var : variables) {
if (var.getRank() == 2) {
var2D.add(var);
} else if (var.getRank() == 3) {
var3D.add(var);
}
}
```
将2D变量的数据写入CSV文件:
```java
for (Variable var : var2D) {
String filename = var.getShortName() + ".csv";
FileWriter fileWriter = new FileWriter(filename);
CSVWriter csvWriter = new CSVWriter(fileWriter);
// 获取变量的数据和维度信息
Array data = var.read();
Array x = data.reduce(0);
Array y = data.reduce(1);
// 写入CSV文件
List<String[]> rows = new ArrayList<String[]>();
for (int i = 0; i < x.getSize(); i++) {
String[] row = new String[2];
row[0] = x.getString(i);
row[1] = y.getString(i);
rows.add(row);
}
csvWriter.writeAll(rows);
csvWriter.close();
fileWriter.close();
}
```
将3D变量的数据写入CSV文件:
```java
for (Variable var : var3D) {
String filename = var.getShortName() + ".csv";
FileWriter fileWriter = new FileWriter(filename);
CSVWriter csvWriter = new CSVWriter(fileWriter);
// 获取变量的数据和维度信息
Array data = var.read();
Array x = ncfile.findVariable("grid_xt").read();
Array y = ncfile.findVariable("grid_yt").read();
Array t = ncfile.findVariable("time").read();
// 写入CSV文件
List<String[]> rows = new ArrayList<String[]>();
for (int i = 0; i < t.getSize(); i++) {
for (int j = 0; j < y.getSize(); j++) {
String[] row = new String[x.getSize() + 1];
row[0] = t.getString(i);
for (int k = 0; k < x.getSize(); k++) {
row[k+1] = data.getString(i, j, k);
}
rows.add(row);
}
}
csvWriter.writeAll(rows);
csvWriter.close();
fileWriter.close();
}
```
完整代码:
```java
import ucar.ma2.*;
import ucar.nc2.*;
import java.io.*;
import com.opencsv.*;
public class NCtoCSV {
public static void main(String[] args) throws IOException, InvalidRangeException {
NetcdfFile ncfile = NetcdfFile.open("example.nc");
List<Variable> variables = ncfile.getVariables();
List<Dimension> dimensions = ncfile.getDimensions();
List<Variable> var2D = new ArrayList<Variable>();
List<Variable> var3D = new ArrayList<Variable>();
for (Variable var : variables) {
if (var.getRank() == 2) {
var2D.add(var);
} else if (var.getRank() == 3) {
var3D.add(var);
}
}
for (Variable var : var2D) {
String filename = var.getShortName() + ".csv";
FileWriter fileWriter = new FileWriter(filename);
CSVWriter csvWriter = new CSVWriter(fileWriter);
Array data = var.read();
Array x = data.reduce(0);
Array y = data.reduce(1);
List<String[]> rows = new ArrayList<String[]>();
for (int i = 0; i < x.getSize(); i++) {
String[] row = new String[2];
row[0] = x.getString(i);
row[1] = y.getString(i);
rows.add(row);
}
csvWriter.writeAll(rows);
csvWriter.close();
fileWriter.close();
}
for (Variable var : var3D) {
String filename = var.getShortName() + ".csv";
FileWriter fileWriter = new FileWriter(filename);
CSVWriter csvWriter = new CSVWriter(fileWriter);
Array data = var.read();
Array x = ncfile.findVariable("grid_xt").read();
Array y = ncfile.findVariable("grid_yt").read();
Array t = ncfile.findVariable("time").read();
List<String[]> rows = new ArrayList<String[]>();
for (int i = 0; i < t.getSize(); i++) {
for (int j = 0; j < y.getSize(); j++) {
String[] row = new String[x.getSize() + 1];
row[0] = t.getString(i);
for (int k = 0; k < x.getSize(); k++) {
row[k+1] = data.getString(i, j, k);
}
rows.add(row);
}
}
csvWriter.writeAll(rows);
csvWriter.close();
fileWriter.close();
}
ncfile.close();
}
}
```
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