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+package io.renren.modules.snoop.service.impl;
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+
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+import afu.org.checkerframework.checker.igj.qual.I;
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+import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
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+import com.baomidou.mybatisplus.core.metadata.IPage;
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+import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
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+import io.renren.common.utils.PageUtils;
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+import io.renren.common.utils.Query;
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+import io.renren.common.utils.ToEnglish;
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+import io.renren.modules.dataSet.service.DynamicSystemService;
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+import io.renren.modules.levelManage.entity.LevelEntity;
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+import io.renren.modules.snoop.dao.SnoopDao;
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+import io.renren.modules.snoop.entity.ColumnRuleEntity;
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+import io.renren.modules.snoop.entity.SnoopAndSnoopValueEntity;
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+import io.renren.modules.snoop.entity.SnoopEntity;
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+import io.renren.modules.snoop.entity.SnoopValueEntity;
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+import io.renren.modules.snoop.service.SnoopService;
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+import io.renren.modules.snoop.service.SnoopValueService;
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+import org.springframework.beans.factory.annotation.Autowired;
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+import org.springframework.stereotype.Service;
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+
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+import javax.annotation.Resource;
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+import java.util.*;
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+
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+@Service("snoopService")
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+public class SnoopServiceImpl extends ServiceImpl<SnoopDao, SnoopEntity> implements SnoopService {
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+
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+ @Resource
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+ private SnoopDao snoopDao;
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+ @Autowired
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+ private DynamicSystemService dynamicSystemService;
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+ @Autowired
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+ private SnoopValueService snoopValueService;
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+
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+ @Override
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+ public List<SnoopEntity> selectByName(Integer page, Integer size, String name) {
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+ if(page != null && size != null){
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+ page = (page - 1) * size;
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+ }
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+
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+ return snoopDao.selectByName(page, size, name);
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+ }
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+
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+ @Override
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+ public Integer getCountByName(String name) {
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+ return snoopDao.getCountByName(name);
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+ }
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+
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+ @Override
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+ public PageUtils queryPage(Map<String, Object> params) {
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+ IPage<SnoopEntity> page = this.page(
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+ new Query<SnoopEntity>().getPage(params),
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+ new QueryWrapper<SnoopEntity>()
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+ );
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+
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+ return new PageUtils(page);
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+ }
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+
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+ @Override
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+ public void deleteBatch(Integer snoopIds) {
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+ // 删除snoop表中的部分
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+ this.removeByIds(Arrays.asList(snoopIds));
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+
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+ // 删除snoop_value表中与snoop对应的部分
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+ QueryWrapper<SnoopValueEntity> queryWrapper = new QueryWrapper<>();
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+ queryWrapper.eq("snoop_id", snoopIds);
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+ snoopValueService.remove(queryWrapper);
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+
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+ }
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+
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+ @Override
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+ public void saveMeasure(SnoopAndSnoopValueEntity snoopAndSnoopValueEntity) {
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+
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+ // 保存snoopEntity
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+ SnoopEntity snoopEntity = new SnoopEntity();
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+ snoopEntity.setHbaseName(snoopAndSnoopValueEntity.getHbaseName());
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+ snoopEntity.setRemark(snoopAndSnoopValueEntity.getRemark());
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+ snoopEntity.setSnoopName(snoopAndSnoopValueEntity.getSnoopName());
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+ this.save(snoopEntity);
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+
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+ // 得到Hbase表中数据 List<Map<String, String>>
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+ List<Map<String, String>> equmentAll = dynamicSystemService.getEqumentLimit(snoopEntity.getHbaseName(),100);
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+
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+ // 根据每一个snoopValueEntity 计算出 每列的值
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+ for(ColumnRuleEntity columnRuleEntity : snoopAndSnoopValueEntity.getSnoopValueEntityList()){
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+ String measureType = columnRuleEntity.getMeasureType();
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+ String measureColumn = columnRuleEntity.getMeasureColumn();
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+
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+ List<String> allVaules = new ArrayList<>();
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+ // 列名 ——> 拼音+after
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+ String pinYinmeasureColumn = ToEnglish.getPinYin(measureColumn);
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+ pinYinmeasureColumn += "_after";
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+ for(Map<String, String> item : equmentAll){
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+ allVaules.add(item.get(pinYinmeasureColumn));
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+ }
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+
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+ // 进行计算
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+ String res = computerValues(allVaules, measureType);
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+
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+ // 保存每一个snoopValueEntity
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+ SnoopValueEntity snoopValueEntity = new SnoopValueEntity();
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+ snoopValueEntity.setMeasureType(measureType);
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+ snoopValueEntity.setMeasureColumn(measureColumn);
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+ snoopValueEntity.setMeasureValue(res);
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+ snoopValueEntity.setSnoopId(snoopEntity.getId());
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+ snoopValueService.save(snoopValueEntity);
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+ }
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+
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+ }
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+
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+ private String computerValues(List<String> allVaules, String measureType) {
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+
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+ String res = "";
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+
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+ if(measureType.equals("Null Count")){
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+ res = getNull(allVaules);
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+ }else if(measureType.equals("Total Count")){
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+ res = getTotal(allVaules);
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+ }else if(measureType.equals("Maximum")){
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+ res = getMax(allVaules);
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+ }else if(measureType.equals("Minimum")){
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+ res = getMin(allVaules);
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+ }else if(measureType.equals("Average")){
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+ res = getAverage(allVaules);
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+ }else if(measureType.equals("Mode")){
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+ res = getMode(allVaules);
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+ }
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+ return res;
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+ }
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+
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+ /**
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+ * 得到最大值
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+ * @param allVaules
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+ * @return
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+ */
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+ private String getMax(List<String> allVaules){
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+ Double max = Double.MIN_VALUE;
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+ List<Double> list = new ArrayList<>();
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+ for(String str : allVaules){
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+ try{
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+ if(str == "NULL"){
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+ continue;
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+ }else{
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+ double num = Double.parseDouble(str);
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+ list.add(num);
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+ }
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+
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+ }catch (Exception e){
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+ return "数据存在异常值,无法统计";
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+ }
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+ }
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+ for(Double item : list){
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+ if(item > max){
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+ max = item;
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+ }
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+ }
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+ return String.valueOf(max);
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+ }
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+
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+ /**
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+ * 得到最小值
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+ * @param allVaules
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+ * @return
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+ */
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+ private String getMin(List<String> allVaules){
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+ Double min = Double.MAX_VALUE;
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+ List<Double> list = new ArrayList<>();
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+ for(String str : allVaules){
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+ try{
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+ if(str == "NULL"){
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+ continue;
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+ }else{
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+ double num = Double.parseDouble(str);
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+ list.add(num);
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+ }
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+
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+ }catch (Exception e){
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+ return "数据存在异常值,无法统计";
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+ }
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+ }
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+ for(Double item : list){
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+ if(item < min){
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+ min = item;
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+ }
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+ }
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+ return String.valueOf(min);
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+ }
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+
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+ /**
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+ * 得到平均值
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+ * @param allVaules
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+ * @return
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+ */
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+ private String getAverage(List<String> allVaules){
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+ double sum = 0;
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+ List<Double> list = new ArrayList<>();
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+ for(String str : allVaules){
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+ try{
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+ if(str == "NULL"){
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+ continue;
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+ }else {
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+ double num = Double.parseDouble(str);
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+ list.add(num);
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+ }
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+ }catch (Exception e){
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+ return "数据存在异常值,无法统计";
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+ }
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+ }
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+ for(Double item : list){
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+ sum += item;
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+ }
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+ sum = sum / (double) list.size();
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+ return String.valueOf(sum);
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+
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+ }
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+
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+ /**
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+ * 得到数据总数
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+ * @param allVaules
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+ * @return
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+ */
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+ private String getTotal(List<String> allVaules) {
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+ int size = allVaules.size();
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+ return String.valueOf(size);
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+ }
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+
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+ /**
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+ * 得到空值数量
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+ * @param allVaules
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+ * @return
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+ */
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+ private String getNull(List<String> allVaules) {
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+ int countNull = 0;
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+ for(String str : allVaules){
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+ if(str.equals("NULL")){
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+ countNull++;
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+ }
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+ }
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+ return String.valueOf(countNull);
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+ }
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+
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+ /**
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+ * 众数
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+ * @param allVaules
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+ * @return
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+ */
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+ private String getMode(List<String> allVaules){
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+ Map<String, Integer> countMap = new HashMap<>();
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+
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+ // 计算每个字符串的出现次数
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+ for (String value : allVaules) {
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+ countMap.put(value, countMap.getOrDefault(value, 0) + 1);
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+ }
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+
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+ // 找到出现次数最多的字符串
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+ String mode = null;
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+ int maxCount = 0;
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+ for (Map.Entry<String, Integer> entry : countMap.entrySet()) {
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+ if (entry.getValue() > maxCount) {
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+ mode = entry.getKey();
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+ maxCount = entry.getValue();
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+ }
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+ }
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+
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+ return mode;
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+ }
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+}
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