diff --git a/pom.xml b/pom.xml
index 831caff..9f1a4c7 100644
--- a/pom.xml
+++ b/pom.xml
@@ -4,7 +4,7 @@
     <modelVersion>4.0.0</modelVersion>
     <groupId>com.alibaba</groupId>
     <artifactId>easyexcel</artifactId>
-    <version>2.2.6</version>
+    <version>2.2.10</version>
     <packaging>jar</packaging>
     <name>easyexcel</name>
 
diff --git a/src/main/java/com/alibaba/excel/analysis/v03/handlers/AbstractXlsRecordHandler.java b/src/main/java/com/alibaba/excel/analysis/v03/handlers/AbstractXlsRecordHandler.java
index 93b3d1a..6bab1cd 100644
--- a/src/main/java/com/alibaba/excel/analysis/v03/handlers/AbstractXlsRecordHandler.java
+++ b/src/main/java/com/alibaba/excel/analysis/v03/handlers/AbstractXlsRecordHandler.java
@@ -14,6 +14,6 @@ public abstract class AbstractXlsRecordHandler implements XlsRecordHandler {
 
     @Override
     public boolean support(XlsReadContext xlsReadContext, Record record) {
-        return true;
+        return xlsReadContext.readWorkbookHolder().getParseCell();
     }
 }
diff --git a/src/main/java/com/alibaba/excel/analysis/v07/handlers/AbstractCellValueTagHandler.java b/src/main/java/com/alibaba/excel/analysis/v07/handlers/AbstractCellValueTagHandler.java
index 3521e46..580e670 100644
--- a/src/main/java/com/alibaba/excel/analysis/v07/handlers/AbstractCellValueTagHandler.java
+++ b/src/main/java/com/alibaba/excel/analysis/v07/handlers/AbstractCellValueTagHandler.java
@@ -7,6 +7,7 @@ import com.alibaba.excel.enums.CellDataTypeEnum;
 import com.alibaba.excel.metadata.CellData;
 import com.alibaba.excel.read.metadata.holder.xlsx.XlsxReadSheetHolder;
 import com.alibaba.excel.util.BooleanUtils;
+import com.alibaba.excel.util.StringUtils;
 
 /**
  * Cell Value Handler
@@ -20,6 +21,7 @@ public abstract class AbstractCellValueTagHandler extends AbstractXlsxTagHandler
         XlsxReadSheetHolder xlsxReadSheetHolder = xlsxReadContext.xlsxReadSheetHolder();
         CellData tempCellData = xlsxReadSheetHolder.getTempCellData();
         StringBuilder tempData = xlsxReadSheetHolder.getTempData();
+        String tempDataString = tempData.toString();
         CellDataTypeEnum oldType = tempCellData.getType();
         switch (oldType) {
             case DIRECT_STRING:
@@ -28,12 +30,20 @@ public abstract class AbstractCellValueTagHandler extends AbstractXlsxTagHandler
                 tempCellData.setStringValue(tempData.toString());
                 break;
             case BOOLEAN:
+                if(StringUtils.isEmpty(tempDataString)){
+                    tempCellData.setType(CellDataTypeEnum.EMPTY);
+                    break;
+                }
                 tempCellData.setBooleanValue(BooleanUtils.valueOf(tempData.toString()));
                 break;
             case NUMBER:
             case EMPTY:
+                if(StringUtils.isEmpty(tempDataString)){
+                    tempCellData.setType(CellDataTypeEnum.EMPTY);
+                    break;
+                }
                 tempCellData.setType(CellDataTypeEnum.NUMBER);
-                tempCellData.setNumberValue(new BigDecimal(tempData.toString()));
+                tempCellData.setNumberValue(BigDecimal.valueOf(Double.parseDouble(tempDataString)));
                 break;
             default:
                 throw new IllegalStateException("Cannot set values now");
diff --git a/src/main/java/com/alibaba/excel/analysis/v07/handlers/CellValueTagHandler.java b/src/main/java/com/alibaba/excel/analysis/v07/handlers/CellValueTagHandler.java
index 09c9264..7e685c9 100644
--- a/src/main/java/com/alibaba/excel/analysis/v07/handlers/CellValueTagHandler.java
+++ b/src/main/java/com/alibaba/excel/analysis/v07/handlers/CellValueTagHandler.java
@@ -3,6 +3,7 @@ package com.alibaba.excel.analysis.v07.handlers;
 import com.alibaba.excel.context.xlsx.XlsxReadContext;
 import com.alibaba.excel.enums.CellDataTypeEnum;
 import com.alibaba.excel.metadata.CellData;
+import com.alibaba.excel.util.StringUtils;
 
 /**
  * Cell Value Handler
@@ -17,6 +18,10 @@ public class CellValueTagHandler extends AbstractCellValueTagHandler {
         CellData tempCellData = xlsxReadContext.xlsxReadSheetHolder().getTempCellData();
         switch (tempCellData.getType()) {
             case STRING:
+                // In some cases, although cell type is a string, it may be an empty tag
+                if(StringUtils.isEmpty(tempCellData.getStringValue())){
+                    break;
+                }
                 String stringValue = xlsxReadContext.readWorkbookHolder().getReadCache()
                     .get(Integer.valueOf(tempCellData.getStringValue()));
                 if (stringValue != null && xlsxReadContext.currentReadHolder().globalConfiguration().getAutoTrim()) {
diff --git a/src/main/java/com/alibaba/excel/converters/string/StringNumberConverter.java b/src/main/java/com/alibaba/excel/converters/string/StringNumberConverter.java
index b31bc70..693c112 100644
--- a/src/main/java/com/alibaba/excel/converters/string/StringNumberConverter.java
+++ b/src/main/java/com/alibaba/excel/converters/string/StringNumberConverter.java
@@ -47,7 +47,7 @@ public class StringNumberConverter implements Converter<String> {
         }
         // Excel defines formatting
         if (cellData.getDataFormat() != null && !StringUtils.isEmpty(cellData.getDataFormatString())) {
-            return NumberDataFormatterUtils.format(cellData.getNumberValue().doubleValue(), cellData.getDataFormat(),
+            return NumberDataFormatterUtils.format(cellData.getNumberValue(), cellData.getDataFormat(),
                 cellData.getDataFormatString(), globalConfiguration);
         }
         // Default conversion number
diff --git a/src/main/java/com/alibaba/excel/metadata/format/DataFormatter.java b/src/main/java/com/alibaba/excel/metadata/format/DataFormatter.java
index 0bc70d1..2c955ed 100644
--- a/src/main/java/com/alibaba/excel/metadata/format/DataFormatter.java
+++ b/src/main/java/com/alibaba/excel/metadata/format/DataFormatter.java
@@ -34,6 +34,8 @@ import java.util.Map;
 import java.util.regex.Matcher;
 import java.util.regex.Pattern;
 
+import org.apache.poi.ss.format.CellFormat;
+import org.apache.poi.ss.format.CellFormatResult;
 import org.apache.poi.ss.usermodel.DateUtil;
 import org.apache.poi.ss.usermodel.ExcelStyleDateFormatter;
 import org.apache.poi.ss.usermodel.FractionFormat;
@@ -168,22 +170,58 @@ public class DataFormatter {
         this.decimalSymbols = DecimalFormatSymbols.getInstance(this.locale);
     }
 
-    private Format getFormat(Integer dataFormat, String dataFormatString) {
+    private Format getFormat(Double data,Integer dataFormat, String dataFormatString) {
+
+        // Might be better to separate out the n p and z formats, falling back to p when n and z are not set.
+        // That however would require other code to be re factored.
+        // String[] formatBits = formatStrIn.split(";");
+        // int i = cellValue > 0.0 ? 0 : cellValue < 0.0 ? 1 : 2;
+        // String formatStr = (i < formatBits.length) ? formatBits[i] : formatBits[0];
+        String formatStr = dataFormatString;
+
+        // Excel supports 2+ part conditional data formats, eg positive/negative/zero,
+        //  or (>1000),(>0),(0),(negative). As Java doesn't handle these kinds
+        //  of different formats for different ranges, just +ve/-ve, we need to
+        //  handle these ourselves in a special way.
+        // For now, if we detect 2+ parts, we call out to CellFormat to handle it
+        // TODO Going forward, we should really merge the logic between the two classes
+        if (formatStr.contains(";") &&
+            (formatStr.indexOf(';') != formatStr.lastIndexOf(';')
+                || rangeConditionalPattern.matcher(formatStr).matches()
+            ) ) {
+            try {
+                // Ask CellFormat to get a formatter for it
+                CellFormat cfmt = CellFormat.getInstance(locale, formatStr);
+                // CellFormat requires callers to identify date vs not, so do so
+                Object cellValueO = data;
+                if (DateUtil.isADateFormat(dataFormat, formatStr) &&
+                    // don't try to handle Date value 0, let a 3 or 4-part format take care of it
+                    data.doubleValue() != 0.0) {
+                    cellValueO = DateUtil.getJavaDate(data, use1904windowing);
+                }
+                // Wrap and return (non-cachable - CellFormat does that)
+                return new CellFormatResultWrapper( cfmt.apply(cellValueO) );
+            } catch (Exception e) {
+                LOGGER.warn("Formatting failed for format {}, falling back",formatStr, e);
+            }
+        }
+
         // See if we already have it cached
-        Format format = formats.get(dataFormatString);
+        Format format = formats.get(formatStr);
         if (format != null) {
             return format;
         }
+
         // Is it one of the special built in types, General or @?
-        if ("General".equalsIgnoreCase(dataFormatString) || "@".equals(dataFormatString)) {
+        if ("General".equalsIgnoreCase(formatStr) || "@".equals(formatStr)) {
             format = getDefaultFormat();
-            addFormat(dataFormatString, format);
+            addFormat(formatStr, format);
             return format;
         }
 
         // Build a formatter, and cache it
-        format = createFormat(dataFormat, dataFormatString);
-        addFormat(dataFormatString, format);
+        format = createFormat(dataFormat, formatStr);
+        addFormat(formatStr, format);
         return format;
     }
 
@@ -530,7 +568,7 @@ public class DataFormatter {
         try {
             return new InternalDecimalFormatWithScale(format, symbols);
         } catch (IllegalArgumentException iae) {
-            LOGGER.debug("Formatting failed for format {}, falling back", formatStr, iae);
+            LOGGER.error("Formatting failed for format {}, falling back", formatStr, iae);
             // the pattern could not be parsed correctly,
             // so fall back to the default number format
             return getDefaultFormat();
@@ -570,7 +608,7 @@ public class DataFormatter {
      * @return Formatted value
      */
     private String getFormattedDateString(Double data, Integer dataFormat, String dataFormatString) {
-        Format dateFormat = getFormat(dataFormat, dataFormatString);
+        Format dateFormat = getFormat(data, dataFormat, dataFormatString);
         if (dateFormat instanceof ExcelStyleDateFormatter) {
             // Hint about the raw excel value
             ((ExcelStyleDateFormatter)dateFormat).setDateToBeFormatted(data);
@@ -592,8 +630,8 @@ public class DataFormatter {
      * @param dataFormatString
      * @return a formatted number string
      */
-    private String getFormattedNumberString(Double data, Integer dataFormat, String dataFormatString) {
-        Format numberFormat = getFormat(dataFormat, dataFormatString);
+    private String getFormattedNumberString(BigDecimal data, Integer dataFormat, String dataFormatString) {
+        Format numberFormat = getFormat(data.doubleValue(), dataFormat, dataFormatString);
         String formatted = numberFormat.format(data);
         return formatted.replaceFirst("E(\\d)", "E+$1"); // to match Excel's E-notation
     }
@@ -606,9 +644,9 @@ public class DataFormatter {
      * @param dataFormatString
      * @return
      */
-    public String format(Double data, Integer dataFormat, String dataFormatString) {
+    public String format(BigDecimal data, Integer dataFormat, String dataFormatString) {
         if (DateUtils.isADateFormat(dataFormat, dataFormatString)) {
-            return getFormattedDateString(data, dataFormat, dataFormatString);
+            return getFormattedDateString(data.doubleValue(), dataFormat, dataFormatString);
         }
         return getFormattedNumberString(data, dataFormat, dataFormatString);
     }
@@ -794,4 +832,26 @@ public class DataFormatter {
         }
     }
 
+    /**
+     * Workaround until we merge {@link org.apache.poi.ss.usermodel.DataFormatter} with {@link CellFormat}. Constant, non-cachable wrapper around a
+     * {@link CellFormatResult}
+     */
+    private final class CellFormatResultWrapper extends Format {
+        private final CellFormatResult result;
+
+        private CellFormatResultWrapper(CellFormatResult result) {
+            this.result = result;
+        }
+
+        @Override
+        public StringBuffer format(Object obj, StringBuffer toAppendTo, FieldPosition pos) {
+            return toAppendTo.append(result.text.trim());
+        }
+
+        @Override
+        public Object parseObject(String source, ParsePosition pos) {
+            return null; // Not supported
+        }
+    }
+
 }
diff --git a/src/main/java/com/alibaba/excel/util/NumberDataFormatterUtils.java b/src/main/java/com/alibaba/excel/util/NumberDataFormatterUtils.java
index 09d149b..b4ba5b0 100644
--- a/src/main/java/com/alibaba/excel/util/NumberDataFormatterUtils.java
+++ b/src/main/java/com/alibaba/excel/util/NumberDataFormatterUtils.java
@@ -1,5 +1,7 @@
 package com.alibaba.excel.util;
 
+import java.math.BigDecimal;
+
 import com.alibaba.excel.metadata.format.DataFormatter;
 import com.alibaba.excel.metadata.GlobalConfiguration;
 
@@ -24,7 +26,7 @@ public class NumberDataFormatterUtils {
      * @param globalConfiguration
      * @return
      */
-    public static String format(Double data, Integer dataFormat, String dataFormatString,
+    public static String format(BigDecimal data, Integer dataFormat, String dataFormatString,
         GlobalConfiguration globalConfiguration) {
         DataFormatter dataFormatter = DATA_FORMATTER_THREAD_LOCAL.get();
         if (dataFormatter == null) {
diff --git a/src/test/java/com/alibaba/easyexcel/test/core/dataformat/DateFormatTest.java b/src/test/java/com/alibaba/easyexcel/test/core/dataformat/DateFormatTest.java
index f1de542..d0c308a 100644
--- a/src/test/java/com/alibaba/easyexcel/test/core/dataformat/DateFormatTest.java
+++ b/src/test/java/com/alibaba/easyexcel/test/core/dataformat/DateFormatTest.java
@@ -4,17 +4,16 @@ import java.io.File;
 import java.util.List;
 import java.util.Locale;
 
+import com.alibaba.easyexcel.test.util.TestFileUtil;
+import com.alibaba.excel.EasyExcel;
+
 import org.junit.Assert;
 import org.junit.BeforeClass;
 import org.junit.Test;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
-import com.alibaba.easyexcel.test.util.TestFileUtil;
-import com.alibaba.excel.EasyExcel;
-
 /**
- *
  * @author Jiaju Zhuang
  */
 public class DateFormatTest {
@@ -44,6 +43,14 @@ public class DateFormatTest {
     private void readCn(File file) {
         List<DateFormatData> list =
             EasyExcel.read(file, DateFormatData.class, null).locale(Locale.CHINA).sheet().doReadSync();
+        for (DateFormatData data : list) {
+            if (data.getDateStringCn() != null && !data.getDateStringCn().equals(data.getDate())) {
+                LOGGER.info("date:cn:{},{}", data.getDateStringCn(), data.getDate());
+            }
+            if (data.getNumberStringCn() != null && !data.getNumberStringCn().equals(data.getNumber())) {
+                LOGGER.info("number:cn{},{}", data.getNumberStringCn(), data.getNumber());
+            }
+        }
         for (DateFormatData data : list) {
             Assert.assertEquals(data.getDateStringCn(), data.getDate());
             Assert.assertEquals(data.getNumberStringCn(), data.getNumber());
@@ -53,6 +60,14 @@ public class DateFormatTest {
     private void readUs(File file) {
         List<DateFormatData> list =
             EasyExcel.read(file, DateFormatData.class, null).locale(Locale.US).sheet().doReadSync();
+        for (DateFormatData data : list) {
+            if (data.getDateStringUs() != null && !data.getDateStringUs().equals(data.getDate())) {
+                LOGGER.info("date:us:{},{}", data.getDateStringUs(), data.getDate());
+            }
+            if (data.getNumberStringUs() != null && !data.getNumberStringUs().equals(data.getNumber())) {
+                LOGGER.info("number:us{},{}", data.getNumberStringUs(), data.getNumber());
+            }
+        }
         for (DateFormatData data : list) {
             Assert.assertEquals(data.getDateStringUs(), data.getDate());
             Assert.assertEquals(data.getNumberStringUs(), data.getNumber());
diff --git a/src/test/java/com/alibaba/easyexcel/test/core/encrypt/EncryptDataTest.java b/src/test/java/com/alibaba/easyexcel/test/core/encrypt/EncryptDataTest.java
index 375f9be..b7f63cf 100644
--- a/src/test/java/com/alibaba/easyexcel/test/core/encrypt/EncryptDataTest.java
+++ b/src/test/java/com/alibaba/easyexcel/test/core/encrypt/EncryptDataTest.java
@@ -3,21 +3,23 @@ package com.alibaba.easyexcel.test.core.encrypt;
 import java.io.File;
 import java.io.FileInputStream;
 import java.io.FileOutputStream;
+import java.math.BigDecimal;
+import java.math.RoundingMode;
+import java.text.DecimalFormat;
 import java.util.ArrayList;
 import java.util.List;
 
-import org.junit.BeforeClass;
-import org.junit.FixMethodOrder;
-import org.junit.Test;
-import org.junit.runners.MethodSorters;
-
 import com.alibaba.easyexcel.test.core.simple.SimpleData;
 import com.alibaba.easyexcel.test.util.TestFileUtil;
 import com.alibaba.excel.EasyExcel;
 import com.alibaba.excel.support.ExcelTypeEnum;
 
+import org.junit.BeforeClass;
+import org.junit.FixMethodOrder;
+import org.junit.Test;
+import org.junit.runners.MethodSorters;
+
 /**
- *
  * @author Jiaju Zhuang
  */
 @FixMethodOrder(MethodSorters.NAME_ASCENDING)
@@ -28,6 +30,15 @@ public class EncryptDataTest {
     private static File file07OutputStream;
     private static File file03OutputStream;
 
+    @Test
+    public void testformat() {
+        DecimalFormat decimalFormat = new DecimalFormat("0.00");
+        decimalFormat.setRoundingMode(RoundingMode.HALF_UP);
+        BigDecimal bigDecimal = new BigDecimal("0.105");
+
+        System.out.println(decimalFormat.format(bigDecimal));
+    }
+
     @BeforeClass
     public static void init() {
         file07 = TestFileUtil.createNewFile("encrypt07.xlsx");
diff --git a/src/test/java/com/alibaba/easyexcel/test/temp/Lock2Test.java b/src/test/java/com/alibaba/easyexcel/test/temp/Lock2Test.java
index 0dcef53..9220264 100644
--- a/src/test/java/com/alibaba/easyexcel/test/temp/Lock2Test.java
+++ b/src/test/java/com/alibaba/easyexcel/test/temp/Lock2Test.java
@@ -33,9 +33,10 @@ public class Lock2Test {
 
     @Test
     public void test() throws Exception {
-        File file = TestFileUtil.readUserHomeFile("test/test6.xls");
+//        File file = TestFileUtil.readUserHomeFile("test/test6.xls");
+        File file = new File("/Users/zhuangjiaju/test/签到金模板-0507-v5.xlsx");
 
-        List<Object> list = EasyExcel.read(file).sheet(1).headRowNumber(0).doReadSync();
+        List<Object> list = EasyExcel.read(file).sheet(0).headRowNumber(0).doReadSync();
         LOGGER.info("数据：{}", list.size());
         for (Object data : list) {
             LOGGER.info("返回数据：{}", JSON.toJSONString(data));
diff --git a/src/test/java/com/alibaba/easyexcel/test/temp/LockTest.java b/src/test/java/com/alibaba/easyexcel/test/temp/LockTest.java
index 27f820b..ad09717 100644
--- a/src/test/java/com/alibaba/easyexcel/test/temp/LockTest.java
+++ b/src/test/java/com/alibaba/easyexcel/test/temp/LockTest.java
@@ -26,11 +26,7 @@ public class LockTest {
     public void test() throws Exception {
 
         List<Object> list =
-            EasyExcel.read(new FileInputStream("D:\\test\\testbug嘉惠.xlsx")).sheet().headRowNumber(0).doReadSync();
-        for (Object data : list) {
-            LOGGER.info("返回数据：{}", JSON.toJSONString(data));
-        }
-        list = EasyExcel.read(new File("D:\\test\\t222.xlsx")).sheet().headRowNumber(0).doReadSync();
+            EasyExcel.read(new FileInputStream("/Users/zhuangjiaju/Downloads/点位配置表 (1).xlsx")).doReadAllSync();
         for (Object data : list) {
             LOGGER.info("返回数据：{}", JSON.toJSONString(data));
         }
diff --git a/src/test/resources/dataformat/dataformat.xls b/src/test/resources/dataformat/dataformat.xls
index 632cb1e..c8afd64 100644
Binary files a/src/test/resources/dataformat/dataformat.xls and b/src/test/resources/dataformat/dataformat.xls differ
diff --git a/src/test/resources/dataformat/dataformat.xlsx b/src/test/resources/dataformat/dataformat.xlsx
index 9f41f27..f77dd9f 100644
Binary files a/src/test/resources/dataformat/dataformat.xlsx and b/src/test/resources/dataformat/dataformat.xlsx differ
diff --git a/update.md b/update.md
index 0e377b7..f2d889a 100644
--- a/update.md
+++ b/update.md
@@ -1,3 +1,15 @@
+# 2.2.10
+* 修复读取的时候用string接收数字 可能四舍五入不一致的bug
+
+# 2.2.9
+* 修复读取的时候用string接收数字 可能四舍五入不一致的bug
+
+# 2.2.8
+* 兼容07在特殊的excel的情况下，读取数据异常
+
+# 2.2.7
+* 修改07在特殊情况下用`String`接收数字会丢小数位的bug
+
 # 2.2.6
 * 修改跳着读取03版本空指针bug