补充程序入口部分

pom.xml

@@ -5,7 +5,7 @@
     <modelVersion>4.0.0</modelVersion>
 
     <groupId>io.lroyia</groupId>
-    <artifactId>market-ent-classift-demo</artifactId>
+    <artifactId>market-ent-classify-demo</artifactId>
     <version>1.0.0-SNAPSHOT</version>
     <packaging>jar</packaging>
     <name>${project.artifactId}</name>

src/main/java/io/lroyia/KnnRun.java

@@ -1,5 +1,11 @@
 package io.lroyia;
 
+import io.lroyia.bean.EntCalInfo;
+import io.lroyia.model.knn.KNNModel;
+import io.lroyia.util.DataUtil;
+
+import java.util.List;
+
 /**
  * 程序入口
  *
@@ -9,6 +15,33 @@ package io.lroyia;
 public class KnnRun {
 
     public static void main(String[] args) {
+        List<EntCalInfo> allCalInfo = DataUtil.getAllCalInfo();
+        int endIndex = allCalInfo.size() / 3 * 2;
+        double[][] trainData = new double[endIndex][];
+        String[] trainResult = new String[endIndex];
 
+        double[][] testData = new double[allCalInfo.size() - endIndex][];
+        String[] testResult = new String[allCalInfo.size() - endIndex];
+
+        for (int i = 0; i < allCalInfo.size(); i++) {
+            EntCalInfo each = allCalInfo.get(i);
+            double[] data = new double[]{
+                    each.getEstDate(),
+                    each.getEntType(),
+                    each.getRegCap(),
+                    each.getIndustryCo(),
+                    each.getRegState()
+            };
+            if (i < endIndex) {
+                trainData[i] = data;
+                trainResult[i] = each.getRiskLevel();
+            } else {
+                testData[i - endIndex] = data;
+                testResult[i - endIndex] = each.getRiskLevel();
+            }
+        }
+
+        KNNModel<String> knnModel = new KNNModel<>(5, trainData, trainResult, true);
+        System.out.println(knnModel.test(testData, testResult));
     }
 }

src/main/java/io/lroyia/bean/EntInfo.java

@@ -77,6 +77,7 @@ public class EntInfo implements Serializable {
         result.setPripid(pripid);
         result.setEntName(entName);
         result.setIndustryPhy(industryPhy);
+        result.setRiskLevel(riskLevel);
         if (estDate != null) {
             LocalDate now = LocalDate.now();
             result.setEstDate(now.getYear() - estDate.getYear());
@@ -87,8 +88,10 @@ public class EntInfo implements Serializable {
         if (regCap != null) {
             result.setRegCap(regCap.doubleValue());
         }
-        if (StringUtils.isNotBlank(industryCo)) {
+        if (StringUtils.isNotBlank(industryCo) && StringUtils.isNumeric(industryCo)) {
             result.setIndustryCo(Double.parseDouble(industryCo));
+        } else {
+            result.setIndustryCo(0);
         }
         if (StringUtils.isNotBlank(regState)) {
             result.setRegState(Double.parseDouble(regState));

src/main/java/io/lroyia/model/knn/KDTreeNode.java

@@ -2,7 +2,8 @@ package io.lroyia.model.knn;
 
 import io.lroyia.bean.ClassifyModelData;
 import lombok.AllArgsConstructor;
-import lombok.Data;
+import lombok.Getter;
+import lombok.Setter;
 
 /**
  * kd树节点
@@ -10,7 +11,8 @@ import lombok.Data;
  * @author lroyia
  * @since 2023/10/28 17:29
  **/
-@Data
+@Getter
+@Setter
 @AllArgsConstructor
 public class KDTreeNode<ResultT> {
 

src/main/java/io/lroyia/model/knn/KNNModel.java

@@ -55,13 +55,13 @@ public class KNNModel<ResultT> implements ClassifyModel<ResultT> {
         this.trainResult = trainResult;
         double[][] nTrainData = new double[trainData.length][];
         this.maxArray = new double[trainData.length];
+        this.minArray = new double[trainData.length];
         for (int i = 0; i < trainData.length; i++) {
             DataUtil.MaxMin maxMin = DataUtil.getMaxMin(trainData[i]);
             this.maxArray[i] = maxMin.getMax();
             this.minArray[i] = maxMin.getMin();
             DataUtil.ToOneResult toOneResult = DataUtil.columnToOne(DataUtil.standardData(trainData[i]));
             nTrainData[i] = toOneResult.getResult();
-
         }
         this.trainData = nTrainData;
         setUseKdTree(useKdTree);

src/main/java/io/lroyia/util/DataUtil.java

@@ -51,10 +51,7 @@ public abstract class DataUtil {
                     String[] dateArr = estDateStr.split(" ")[0].split("-");
                     atom.setEstDate(LocalDate.of(Integer.parseInt(dateArr[0]), Integer.parseInt(dateArr[1]), Integer.parseInt(dateArr[2])));
                 }
-                String entType = each.get("SUBENTTYPE");
-                if (StringUtils.isBlank(entType)) {
-                    entType = each.get("ENTTYPE");
-                }
+                String entType = each.get("ENTTYPE");
                 atom.setEntType(entType);
                 String regCap = each.get("REGCAP");
                 if (StringUtils.isNotBlank(regCap)) {
@@ -63,6 +60,7 @@ public abstract class DataUtil {
                 atom.setIndustryPhy(each.get("INDUSTRYPHY"));
                 atom.setIndustryCo(each.get("INDUSTRYCO"));
                 atom.setRegState(each.get("ENTSTATE"));
+                atom.setRiskLevel(each.get("RISKLEVEL"));
             }
             return result;
         } catch (IOException e) {