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[](https://www.dotnetfoundation.org/)
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### [🎥影片教學](https://www.udemy.com/course/miniexcel-tutorial/?referralCode=732E11323F1E8064F96C)
---
### 簡介
MiniExcel 簡單、高效避免OOM的.NET處理Excel查、寫、填充工具。
目前主流框架大多需要將資料全載入到記憶體方便操作,但這會導致記憶體消耗問題,MiniExcel 嘗試以 Stream 角度寫底層算法邏輯,能讓原本1000多MB占用降低到幾MB,避免記憶體不夠情況。
![image](https://user-images.githubusercontent.com/12729184/113084691-1804d000-9211-11eb-9b08-cbb89d9ecdc2.png)
### 特點
- 低記憶體耗用,避免OOM、頻繁 Full GC 情況
- 支持`即時`操作每行資料
- 兼具搭配 LINQ 延遲查詢特性,能辦到低消耗、快速分頁等複雜查詢
- 輕量,不需要安裝 Microsoft Office、COM+,DLL小於150KB
- 簡便操作的 API 風格
### 快速開始
- [導入、讀取 Excel](#getstart1)
- [導出 、創建 Excel](#getstart2)
- [模板填充、創建 Excel](#getstart3)
- [Excel Column Name/Index/Ignore Attribute](#getstart4)
- [例子](#getstart5)
### 安裝
請查看 [NuGet](https://www.nuget.org/packages/MiniExcel)
### 更新日誌
請查看 [Release Notes](docs)
### TODO
請查看 [TODO](https://github.com/shps951023/MiniExcel/projects/1?fullscreen=true)
### 性能比較、測試
Benchmarks 邏輯可以在 [MiniExcel.Benchmarks](benchmarks/MiniExcel.Benchmarks/Program.cs) 查看或是提交 PR,運行指令
```bash
dotnet run -p .\benchmarks\MiniExcel.Benchmarks\ -c Release -f netcoreapp3.1 -- -f * --join
```
最後一次運行規格、結果 :
```bash
BenchmarkDotNet=v0.12.1, OS=Windows 10.0.19042
Intel Core i7-7700 CPU 3.60GHz (Kaby Lake), 1 CPU, 8 logical and 4 physical cores
[Host] : .NET Framework 4.8 (4.8.4341.0), X64 RyuJIT
Job-ZYYABG : .NET Framework 4.8 (4.8.4341.0), X64 RyuJIT
IterationCount=3 LaunchCount=3 WarmupCount=3
```
Benchmark History : [Link](https://github.com/shps951023/MiniExcel/issues/276)
#### 導入、查詢 Excel 比較
邏輯 : 以 [**Test1,000,000x10.xlsx**](benchmarks/MiniExcel.Benchmarks/Test1%2C000%2C000x10.xlsx) 做基準與主流框架做性能測試,總共 1,000,000 行 * 10 列筆 "HelloWorld",文件大小 23 MB
| Library | Method | 最大記憶體耗用 | 平均時間 |
| ---------------------------- | -------------: | ---------------: | ---------------: |
| MiniExcel | 'MiniExcel QueryFirst' | 0.109 MB | 0.0007264 sec |
| ExcelDataReader | 'ExcelDataReader QueryFirst' | 15.24 MB | 10.66421 sec |
| MiniExcel | 'MiniExcel Query' | 17.3 MB | 14.17933 sec |
| ExcelDataReader | 'ExcelDataReader Query' | 17.3 MB | 22.56508 sec |
| Epplus | 'Epplus QueryFirst' | 1,452 MB | 18.19801 sec |
| Epplus | 'Epplus Query' | 1,451 MB | 23.64747 sec |
| OpenXmlSDK | 'OpenXmlSDK Query' | 1,412 MB | 52.00327 sec |
| OpenXmlSDK | 'OpenXmlSDK QueryFirst' | 1,413 MB | 52.34865 sec |
| ClosedXml | 'ClosedXml QueryFirst' | 2,158 MB | 66.18897 sec |
| ClosedXml | 'ClosedXml Query' | 2,184 MB | 191.43412 sec |
#### 導出、創建 Excel 比較
邏輯 : 創建1千萬筆 "HelloWorld"
| Library | Method | 最大記憶體耗用 | 平均時間 |
| ------------------------ | -------------: | ---------------: | -----------: |
| MiniExcel | 'MiniExcel Create Xlsx' | 15 MB | 11.53181 sec |
| Epplus | 'Epplus Create Xlsx' | 1,204 MB | 22.50971 sec |
| OpenXmlSdk | 'OpenXmlSdk Create Xlsx' | 2,621 MB | 42.47399 sec |
| ClosedXml | 'ClosedXml Create Xlsx' | 7,141 MB | 140.93992 sec |
### 讀/導入 Excel
- 支持任何 stream 类型 : FileStream,MemoryStream
#### 1. Query 查詢 Excel 返回`強型別` IEnumerable 資料 [[Try it]](https://dotnetfiddle.net/w5WD1J)
```csharp
public class UserAccount
{
public Guid ID { get; set; }
public string Name { get; set; }
public DateTime BoD { get; set; }
public int Age { get; set; }
public bool VIP { get; set; }
public decimal Points { get; set; }
}
var rows = MiniExcel.Query(path);
// or
using (var stream = File.OpenRead(path))
var rows = stream.Query();
```
![image](https://user-images.githubusercontent.com/12729184/111107423-c8c46b80-8591-11eb-982f-c97a2dafb379.png)
#### 2. Query 查詢 Excel 返回`Dynamic` IEnumerable 資料 [[Try it]](https://dotnetfiddle.net/w5WD1J)
* Key 系統預設為 `A,B,C,D...Z`
| MiniExcel | 1 |
| -------- | -------- |
| Github | 2 |
```csharp
var rows = MiniExcel.Query(path).ToList();
// or
using (var stream = File.OpenRead(path))
{
var rows = stream.Query().ToList();
Assert.Equal("MiniExcel", rows[0].A);
Assert.Equal(1, rows[0].B);
Assert.Equal("Github", rows[1].A);
Assert.Equal(2, rows[1].B);
}
```
#### 3. 查詢資料以第一行數據當Key [[Try it]](https://dotnetfiddle.net/w5WD1J)
注意 : 同名以右邊數據為準
Input Excel :
| Column1 | Column2 |
| -------- | -------- |
| MiniExcel | 1 |
| Github | 2 |
```csharp
var rows = MiniExcel.Query(useHeaderRow:true).ToList();
// or
using (var stream = File.OpenRead(path))
{
var rows = stream.Query(useHeaderRow:true).ToList();
Assert.Equal("MiniExcel", rows[0].Column1);
Assert.Equal(1, rows[0].Column2);
Assert.Equal("Github", rows[1].Column1);
Assert.Equal(2, rows[1].Column2);
}
```
#### 4. Query 查詢支援延遲加載(Deferred Execution),能配合LINQ First/Take/Skip辦到低消耗、高效率複雜查詢
舉例 : 查詢第一筆資料
```csharp
var row = MiniExcel.Query(path).First();
Assert.Equal("HelloWorld", row.A);
// or
using (var stream = File.OpenRead(path))
{
var row = stream.Query().First();
Assert.Equal("HelloWorld", row.A);
}
```
與其他框架效率比較 :
![queryfirst](https://user-images.githubusercontent.com/12729184/111072392-6037a900-8515-11eb-9693-5ce2dad1e460.gif)
#### 5. 查詢指定 Sheet 名稱
```csharp
MiniExcel.Query(path, sheetName: "SheetName");
//or
stream.Query(sheetName: "SheetName");
```
#### 6. 查詢所有 Sheet 名稱跟資料
```csharp
var sheetNames = MiniExcel.GetSheetNames(path);
foreach (var sheetName in sheetNames)
{
var rows = MiniExcel.Query(path, sheetName: sheetName);
}
```
#### 7. 查詢所有欄(列)
```csharp
var columns = MiniExcel.GetColumns(path); // e.g result : ["A","B"...]
var cnt = columns.Count; // get column count
```
#### 8. Dynamic Query 轉成 `IDictionary` 資料
```csharp
foreach(IDictionary row in MiniExcel.Query(path))
{
//..
}
// or
var rows = MiniExcel.Query(path).Cast>();
```
#### 9. Query 讀 Excel 返回 DataTable
提醒 : 不建議使用,因為DataTable會將數據`全載入內存`,失去MiniExcel低記憶體消耗功能。
```C#
var table = MiniExcel.QueryAsDataTable(path, useHeaderRow: true);
```
![image](https://user-images.githubusercontent.com/12729184/116673475-07917200-a9d6-11eb-947e-a6f68cce58df.png)
#### 10. 指定單元格開始讀取資料
```csharp
MiniExcel.Query(path,useHeaderRow:true,startCell:"B3")
```
![image](https://user-images.githubusercontent.com/12729184/117260316-8593c400-ae81-11eb-9877-c087b7ac2b01.png)
#### 11. 合併的單元格填充
注意 : 效率相對於`沒有使用合併填充`來說差
底層原因 : OpenXml 標准將 mergeCells 放在文件最下方,導致需要遍歷兩次 sheetxml
```csharp
var config = new OpenXmlConfiguration()
{
FsillMergedCells = true
};
var rows = MiniExcel.Query(path, configuration: config);
```
![image](https://user-images.githubusercontent.com/12729184/117973630-3527d500-b35f-11eb-95c3-bde255f8114e.png)
支持不固定長寬多行列填充
![image](https://user-images.githubusercontent.com/12729184/117973820-6d2f1800-b35f-11eb-88d8-555063938108.png)
#### 12. 讀取大文件硬碟緩存 (Disk-Base Cache - SharedString)
概念 : MiniExcel 當判斷文件 SharedString 大小超過 5MB,預設會使用本地緩存,如 [10x100000.xlsx](https://github.com/MiniExcel/MiniExcel/files/8403819/NotDuplicateSharedStrings_10x100000.xlsx)(一百萬筆數據),讀取不開啟本地緩存需要最高記憶體使用約195MB,開啟後降為65MB。但要特別注意,此優化是以`時間換取記憶體減少`,所以讀取效率會變慢,此例子讀取時間從 7.4 秒提高到 27.2 秒,假如不需要能用以下代碼關閉硬碟緩存
```csharp
var config = new OpenXmlConfiguration { EnableSharedStringCache = false };
MiniExcel.Query(path,configuration: config)
```
也能使用 SharedStringCacheSize 調整 sharedString 文件大小超過指定大小才做硬碟緩存
```csharp
var config = new OpenXmlConfiguration { SharedStringCacheSize=500*1024*1024 };
MiniExcel.Query(path, configuration: config);
```
![image](https://user-images.githubusercontent.com/12729184/161411851-1c3f72a7-33b3-4944-84dc-ffc1d16747dd.png)
![image](https://user-images.githubusercontent.com/12729184/161411825-17f53ec7-bef4-4b16-b234-e24799ea41b0.png)
### 寫/導出 Excel
1. 必須是非abstract 類別有公開無參數構造函數
2. MiniExcel SaveAs 支援 `IEnumerable參數延遲查詢`,除非必要請不要使用 ToList 等方法讀取全部資料到記憶體
圖片 : 是否呼叫 ToList 的記憶體差別
#### ![image](https://user-images.githubusercontent.com/12729184/112587389-752b0b00-8e38-11eb-8a52-cfb76c57e5eb.png)
#### 1. 支持集合<匿名類別>或是<強型別> [[Try it]](https://dotnetfiddle.net/w5WD1J)
```csharp
var path = Path.Combine(Path.GetTempPath(), $"{Guid.NewGuid()}.xlsx");
MiniExcel.SaveAs(path, new[] {
new { Column1 = "MiniExcel", Column2 = 1 },
new { Column1 = "Github", Column2 = 2}
});
```
#### 2. `IEnumerable>`
```csharp
var values = new List>()
{
new Dictionary{{ "Column1", "MiniExcel" }, { "Column2", 1 } },
new Dictionary{{ "Column1", "Github" }, { "Column2", 2 } }
};
MiniExcel.SaveAs(path, values);
```
output :
| Column1 | Column2 |
| --------- | ------- |
| MiniExcel | 1 |
| Github | 2 |
#### 3. IDataReader
- 推薦使用,可以避免載入全部數據到記憶體
```csharp
MiniExcel.SaveAs(path, reader);
```
![image](https://user-images.githubusercontent.com/12729184/121275378-149a5e80-c8bc-11eb-85fe-5453552134f0.png)
推薦 DataReader 多表格導出方式(建議使用 Dapper ExecuteReader )
```csharp
using (var cnn = Connection)
{
cnn.Open();
var sheets = new Dictionary();
sheets.Add("sheet1", cnn.ExecuteReader("select 1 id"));
sheets.Add("sheet2", cnn.ExecuteReader("select 2 id"));
MiniExcel.SaveAs("Demo.xlsx", sheets);
}
```
#### 4. Datatable
- `不推薦使用`,會將數據全載入記憶體
- 優先使用 Caption 當欄位名稱
```csharp
var path = Path.Combine(Path.GetTempPath(), $"{Guid.NewGuid()}.xlsx");
var table = new DataTable();
{
table.Columns.Add("Column1", typeof(string));
table.Columns.Add("Column2", typeof(decimal));
table.Rows.Add("MiniExcel", 1);
table.Rows.Add("Github", 2);
}
MiniExcel.SaveAs(path, table);
```
#### 5. Dapper Query
感謝 @shaofing #552 更正,低內存請使用 `CommandDefinition + CommandFlags.NoCache`,如下
```csharp
using (var connection = GetConnection(connectionString))
{
var rows = connection.Query(
new CommandDefinition(
@"select 'MiniExcel' as Column1,1 as Column2 union all select 'Github',2"
, flags: CommandFlags.NoCache)
);
MiniExcel.SaveAs(path, rows);
}
```
上面的方法已知的問題:不能使用異步QueryAsync的方法,會報連接已經關閉的異常
以下寫法會將數據全載入內存
```csharp
using (var connection = GetConnection(connectionString))
{
var rows = connection.Query(@"select 'MiniExcel' as Column1,1 as Column2 union all select 'Github',2");
MiniExcel.SaveAs(path, rows);
}
```
#### 6. SaveAs 支持 Stream,生成文件不落地 [[Try it]](https://dotnetfiddle.net/JOen0e)
```csharp
using (var stream = new MemoryStream()) //支持 FileStream,MemoryStream..等
{
stream.SaveAs(values);
}
```
像是 API 導出 Excel
```csharp
public IActionResult DownloadExcel()
{
var values = new[] {
new { Column1 = "MiniExcel", Column2 = 1 },
new { Column1 = "Github", Column2 = 2}
};
var memoryStream = new MemoryStream();
memoryStream.SaveAs(values);
memoryStream.Seek(0, SeekOrigin.Begin);
return new FileStreamResult(memoryStream, "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet")
{
FileDownloadName = "demo.xlsx"
};
}
```
#### 7. 創建多個工作表(Sheet)
```csharp
// 1. Dictionary
var users = new[] { new { Name = "Jack", Age = 25 }, new { Name = "Mike", Age = 44 } };
var department = new[] { new { ID = "01", Name = "HR" }, new { ID = "02", Name = "IT" } };
var sheets = new Dictionary
{
["users"] = users,
["department"] = department
};
MiniExcel.SaveAs(path, sheets);
// 2. DataSet
var sheets = new DataSet();
sheets.Add(UsersDataTable);
sheets.Add(DepartmentDataTable);
//..
MiniExcel.SaveAs(path, sheets);
```
![image](https://user-images.githubusercontent.com/12729184/118130875-6e7c4580-b430-11eb-9b82-22f02716bd63.png)
#### 8. 表格樣式選擇
預設樣式
![image](https://user-images.githubusercontent.com/12729184/138234373-cfa97109-b71f-4711-b7f5-0eaaa4a0a3a6.png)
不需要樣式
```csharp
var config = new OpenXmlConfiguration()
{
TableStyles = TableStyles.None
};
MiniExcel.SaveAs(path, value,configuration:config);
```
![image](https://user-images.githubusercontent.com/12729184/118784917-f3e57700-b8c2-11eb-8718-8d955b1bc197.png)
#### 9. AutoFilter 篩選
從 0.19.0 支持,可藉由 OpenXmlConfiguration.AutoFilter 設定,預設為True。關閉 AutoFilter 方式 :
```csharp
MiniExcel.SaveAs(path, value, configuration: new OpenXmlConfiguration() { AutoFilter = false });
```
#### 10. 圖片生成
```csharp
var value = new[] {
new { Name="github",Image=File.ReadAllBytes(PathHelper.GetFile("images/github_logo.png"))},
new { Name="google",Image=File.ReadAllBytes(PathHelper.GetFile("images/google_logo.png"))},
new { Name="microsoft",Image=File.ReadAllBytes(PathHelper.GetFile("images/microsoft_logo.png"))},
new { Name="reddit",Image=File.ReadAllBytes(PathHelper.GetFile("images/reddit_logo.png"))},
new { Name="statck_overflow",Image=File.ReadAllBytes(PathHelper.GetFile("images/statck_overflow_logo.png"))},
};
MiniExcel.SaveAs(path, value);
```
![image](https://user-images.githubusercontent.com/12729184/150462383-ad9931b3-ed8d-4221-a1d6-66f799743433.png)
#### 11. Byte Array 文件導出
從 1.22.0 開始,當值類型為 `byte[]` 系統預設會轉成保存文件路徑以便導入時轉回 `byte[]`,如不想轉換可以將 `OpenXmlConfiguration.EnableConvertByteArray` 改為 `false`,能提升系統效率。
![image](https://user-images.githubusercontent.com/12729184/153702334-c3b834f4-6ae4-4ddf-bd4e-e5005d5d8c6a.png)
#### 12. 垂直合併相同的單元格
只支持 `xlsx` 格式合併單元格
```csharp
var mergedFilePath = Path.Combine(Path.GetTempPath(), $"{Guid.NewGuid().ToString()}.xlsx");
var path = @"../../../../../samples/xlsx/TestMergeSameCells.xlsx";
MiniExcel.MergeSameCells(mergedFilePath, path);
```
```csharp
var memoryStream = new MemoryStream();
var path = @"../../../../../samples/xlsx/TestMergeSameCells.xlsx";
memoryStream.MergeSameCells(path);
```
合併前後對比
![before_merge_cells](https://user-images.githubusercontent.com/38832863/219970175-913b3d04-d714-4279-a7a4-6cefb7aa6ce8.PNG)
![after_merge_cells](https://user-images.githubusercontent.com/38832863/219970176-e78c491a-2f90-45a7-a4a2-425c5708d38c.PNG)
#### 13. 是否寫入 null values cell
預設:
```csharp
DataTable dt = new DataTable();
/* ... */
DataRow dr = dt.NewRow();
dr["Name1"] = "Somebody once";
dr["Name2"] = null;
dr["Name3"] = "told me.";
dt.Rows.Add(dr);
MiniExcel.SaveAs(@"C:\temp\Book1.xlsx", dt);
```
![image](https://user-images.githubusercontent.com/31481586/241419441-c4f27e8f-3f87-46db-a10f-08665864c874.png)
```xml
Somebody once
told me.
```
設定不寫入:
```csharp
OpenXmlConfiguration configuration = new OpenXmlConfiguration()
{
EnableWriteNullValueCell = false // Default value is true.
};
MiniExcel.SaveAs(@"C:\temp\Book1.xlsx", dt, configuration: configuration);
```
![image](https://user-images.githubusercontent.com/31481586/241419455-3c0aec8a-4e5f-4d83-b7ec-6572124c165d.png)
```xml
Somebody once
told me.
```
### 模板填充 Excel
- 宣告方式類似 Vue 模板 `{{變量名稱}}`, 或是集合渲染 `{{集合名稱.欄位名稱}}`
- 集合渲染支持 IEnumerable/DataTable/DapperRow
#### 1. 基本填充
模板:
![image](https://user-images.githubusercontent.com/12729184/114537556-ed8d2b00-9c84-11eb-8303-a69f62c41e5b.png)
最終效果:
![image](https://user-images.githubusercontent.com/12729184/114537490-d8180100-9c84-11eb-8c69-db58692f3a85.png)
代碼:
```csharp
// 1. By POCO
var value = new
{
Name = "Jack",
CreateDate = new DateTime(2021, 01, 01),
VIP = true,
Points = 123
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
// 2. By Dictionary
var value = new Dictionary()
{
["Name"] = "Jack",
["CreateDate"] = new DateTime(2021, 01, 01),
["VIP"] = true,
["Points"] = 123
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
```
#### 2. IEnumerable/DataTable 數據填充
> Note1: 同行從左往右以第一個 IEnumerableUse 當列表來源 (不支持同列多集合)
模板:
![image](https://user-images.githubusercontent.com/12729184/114564652-14f2f080-9ca3-11eb-831f-09e3fedbc5fc.png)
最終效果:
![image](https://user-images.githubusercontent.com/12729184/114564204-b2015980-9ca2-11eb-900d-e21249f93f7c.png)
代碼:
```csharp
//1. By POCO
var value = new
{
employees = new[] {
new {name="Jack",department="HR"},
new {name="Lisa",department="HR"},
new {name="John",department="HR"},
new {name="Mike",department="IT"},
new {name="Neo",department="IT"},
new {name="Loan",department="IT"}
}
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
//2. By Dictionary
var value = new Dictionary()
{
["employees"] = new[] {
new {name="Jack",department="HR"},
new {name="Lisa",department="HR"},
new {name="John",department="HR"},
new {name="Mike",department="IT"},
new {name="Neo",department="IT"},
new {name="Loan",department="IT"}
}
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
```
#### 3. 複雜數據填充
> Note: 支持多 sheet 填充,並共用同一組參數
模板:
![image](https://user-images.githubusercontent.com/12729184/114565255-acf0da00-9ca3-11eb-8a7f-8131b2265ae8.png)
最終效果:
![image](https://user-images.githubusercontent.com/12729184/114565329-bf6b1380-9ca3-11eb-85e3-3969e8bf6378.png)
代碼:
```csharp
// 1. By POCO
var value = new
{
title = "FooCompany",
managers = new[] {
new {name="Jack",department="HR"},
new {name="Loan",department="IT"}
},
employees = new[] {
new {name="Wade",department="HR"},
new {name="Felix",department="HR"},
new {name="Eric",department="IT"},
new {name="Keaton",department="IT"}
}
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
// 2. By Dictionary
var value = new Dictionary()
{
["title"] = "FooCompany",
["managers"] = new[] {
new {name="Jack",department="HR"},
new {name="Loan",department="IT"}
},
["employees"] = new[] {
new {name="Wade",department="HR"},
new {name="Felix",department="HR"},
new {name="Eric",department="IT"},
new {name="Keaton",department="IT"}
}
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
```
#### 4. 大數據填充效率比較
> NOTE: 在 MiniExcel 使用 IEnumerable 延遲 ( 不ToList ) 可以節省記憶體使用
![image](https://user-images.githubusercontent.com/12729184/114577091-5046ec80-9cae-11eb-924b-087c7becf8da.png)
#### 5. Cell 值自動類別對應
模板
![image](https://user-images.githubusercontent.com/12729184/114802504-64830a80-9dd0-11eb-8d56-8e8c401b3ace.png)
最終效果
![image](https://user-images.githubusercontent.com/12729184/114802419-43221e80-9dd0-11eb-9ffe-a2ce34fe7076.png)
類別
```csharp
public class Poco
{
public string @string { get; set; }
public int? @int { get; set; }
public decimal? @decimal { get; set; }
public double? @double { get; set; }
public DateTime? datetime { get; set; }
public bool? @bool { get; set; }
public Guid? Guid { get; set; }
}
```
代碼
```csharp
var poco = new TestIEnumerableTypePoco { @string = "string", @int = 123, @decimal = decimal.Parse("123.45"), @double = (double)123.33, @datetime = new DateTime(2021, 4, 1), @bool = true, @Guid = Guid.NewGuid() };
var value = new
{
Ts = new[] {
poco,
new TestIEnumerableTypePoco{},
null,
poco
}
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
```
#### 6. Example : 列出 Github 專案
模板
![image](https://user-images.githubusercontent.com/12729184/115068665-221f1200-9f25-11eb-9820-3d7d9638cb03.png)
最終效果
![image](https://user-images.githubusercontent.com/12729184/115068685-2814f300-9f25-11eb-96b5-0e7f21297f4d.png)
代碼
```csharp
var projects = new[]
{
new {Name = "MiniExcel",Link="https://github.com/shps951023/MiniExcel",Star=146, CreateTime=new DateTime(2021,03,01)},
new {Name = "HtmlTableHelper",Link="https://github.com/shps951023/HtmlTableHelper",Star=16, CreateTime=new DateTime(2020,02,01)},
new {Name = "PocoClassGenerator",Link="https://github.com/shps951023/PocoClassGenerator",Star=16, CreateTime=new DateTime(2019,03,17)}
};
var value = new
{
User = "ITWeiHan",
Projects = projects,
TotalStar = projects.Sum(s => s.Star)
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
```
#### 7. 分組數據填充
```csharp
var value = new Dictionary()
{
["employees"] = new[] {
new {name="Jack",department="HR"},
new {name="Jack",department="HR"},
new {name="John",department="HR"},
new {name="John",department="IT"},
new {name="Neo",department="IT"},
new {name="Loan",department="IT"}
}
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
```
##### 1. 使用`@group` tag 和 @header` tag
Before
![before_with_header](https://user-images.githubusercontent.com/38832863/218646717-21b9d57a-2be2-4e9a-801b-ae212231d2b4.PNG)
After
![after_with_header](https://user-images.githubusercontent.com/38832863/218646721-58a7a340-7004-4bc2-af24-cffcb2c20737.PNG)
##### 2. 使用 @group tag 沒有 @header tag
Before
![before_without_header](https://user-images.githubusercontent.com/38832863/218646873-b12417fa-801b-4890-8e96-669ed3b43902.PNG)
After
![after_without_header](https://user-images.githubusercontent.com/38832863/218646872-622461ba-342e-49ee-834f-b91ad9c2dac3.PNG)
##### 3. 沒有 @group tag
Before
![without_group](https://user-images.githubusercontent.com/38832863/218646975-f52a68eb-e031-43b5-abaa-03b67c052d1a.PNG)
After
![without_group_after](https://user-images.githubusercontent.com/38832863/218646974-4a3c0e07-7c66-4088-ad07-b4ad3695b7e1.PNG)
#### 8. DataTable 當參數
```csharp
var managers = new DataTable();
{
managers.Columns.Add("name");
managers.Columns.Add("department");
managers.Rows.Add("Jack", "HR");
managers.Rows.Add("Loan", "IT");
}
var value = new Dictionary()
{
["title"] = "FooCompany",
["managers"] = managers,
};
MiniExcel.SaveAsByTemplate(path, templatePath, value);
```
#### 9. 其他
##### 1. 檢查模版參數
從 V1.24.0 版本開始,預設忽略模版不存在的參數Key,IgnoreTemplateParameterMissing 可以決定是否拋出錯誤
```csharp
var config = new OpenXmlConfiguration()
{
IgnoreTemplateParameterMissing = false,
};
MiniExcel.SaveAsByTemplate(path, templatePath, value, config)
```
![image](https://user-images.githubusercontent.com/12729184/157464332-e316f829-54aa-4c84-a5aa-9aef337b668d.png)
### Excel 列屬性 (Excel Column Attribute)
#### 1. 指定列名稱、指定第幾列、是否忽略該列
Excel例子
![image](https://user-images.githubusercontent.com/12729184/114230869-3e163700-99ac-11eb-9a90-2039d4b4b313.png)
代碼
```csharp
public class ExcelAttributeDemo
{
[ExcelColumnName("Column1")]
public string Test1 { get; set; }
[ExcelColumnName("Column2")]
public string Test2 { get; set; }
[ExcelIgnore]
public string Test3 { get; set; }
[ExcelColumnIndex("I")] // 系統會自動轉換"I"為第8列
public string Test4 { get; set; }
public string Test5 { get; } //系統會忽略此列
public string Test6 { get; private set; } //set非公開,系統會忽略
[ExcelColumnIndex(3)] // 從0開始索引
public string Test7 { get; set; }
}
var rows = MiniExcel.Query(path).ToList();
Assert.Equal("Column1", rows[0].Test1);
Assert.Equal("Column2", rows[0].Test2);
Assert.Null(rows[0].Test3);
Assert.Equal("Test7", rows[0].Test4);
Assert.Null(rows[0].Test5);
Assert.Null(rows[0].Test6);
Assert.Equal("Test4", rows[0].Test7);
```
#### 2. 自定義Format格式 (ExcelFormatAttribute)
從 V0.21.0 開始支持有 `ToString(string content)` 的類別 format
類別
```csharp
public class Dto
{
public string Name { get; set; }
[ExcelFormat("MMMM dd, yyyy")]
public DateTime InDate { get; set; }
}
```
代碼
```csharp
var value = new Dto[] {
new Issue241Dto{ Name="Jack",InDate=new DateTime(2021,01,04)},
new Issue241Dto{ Name="Henry",InDate=new DateTime(2020,04,05)},
};
MiniExcel.SaveAs(path, value);
```
效果
![image](https://user-images.githubusercontent.com/12729184/118910788-ab2bcd80-b957-11eb-8d42-bfce36621b1b.png)
Query 支持自定義格式轉換
![image](https://user-images.githubusercontent.com/12729184/118911286-87b55280-b958-11eb-9a88-c8ff403d240a.png)
#### 3. 指定列寬(ExcelColumnWidthAttribute)
```csharp
public class Dto
{
[ExcelColumnWidth(20)]
public int ID { get; set; }
[ExcelColumnWidth(15.50)]
public string Name { get; set; }
}
```
#### 4. 多列名對應同一屬性
```csharp
public class Dto
{
[ExcelColumnName(excelColumnName:"EmployeeNo",aliases:new[] { "EmpNo","No" })]
public string Empno { get; set; }
public string Name { get; set; }
}
```
#### 5. System.ComponentModel.DisplayNameAttribute = ExcelColumnName.excelColumnNameAttribute
從 1.24.0 開始支持 System.ComponentModel.DisplayNameAttribute 等同於 ExcelColumnName.excelColumnNameAttribute 效果
```C#
public class TestIssueI4TXGTDto
{
public int ID { get; set; }
public string Name { get; set; }
[DisplayName("Specification")]
public string Spc { get; set; }
[DisplayName("Unit Price")]
public decimal Up { get; set; }
}
```
#### 6. ExcelColumnAttribute
從 1.26.0 版本開始,可以簡化多Attribute寫法
```csharp
public class TestIssueI4ZYUUDto
{
[ExcelColumn(Name = "ID",Index =0)]
public string MyProperty { get; set; }
[ExcelColumn(Name = "CreateDate", Index = 1,Format ="yyyy-MM",Width =100)]
public DateTime MyProperty2 { get; set; }
}
```
#### 7. DynamicColumnAttribute 動態設定 Column
從 1.26.0 版本開始,可以動態設定 Column 的屬性
```csharp
var config = new OpenXmlConfiguration
{
DynamicColumns = new DynamicExcelColumn[] {
new DynamicExcelColumn("id"){Ignore=true},
new DynamicExcelColumn("name"){Index=1,Width=10},
new DynamicExcelColumn("createdate"){Index=0,Format="yyyy-MM-dd",Width=15},
new DynamicExcelColumn("point"){Index=2,Name="Account Point"},
}
};
var path = PathHelper.GetTempPath();
var value = new[] { new { id = 1, name = "Jack", createdate = new DateTime(2022, 04, 12) ,point = 123.456} };
MiniExcel.SaveAs(path, value, configuration: config);
```
![image](https://user-images.githubusercontent.com/12729184/164510353-5aecbc4e-c3ce-41e8-b6cf-afd55eb23b68.png)
### 新增、刪除、修改
#### 新增
v1.28.0 開始支持 CSV 插入新增,在最後一行新增N筆數據
```csharp
// 原始數據
{
var value = new[] {
new { ID=1,Name ="Jack",InDate=new DateTime(2021,01,03)},
new { ID=2,Name ="Henry",InDate=new DateTime(2020,05,03)},
};
MiniExcel.SaveAs(path, value);
}
// 最後一行新增一行數據
{
var value = new { ID=3,Name = "Mike", InDate = new DateTime(2021, 04, 23) };
MiniExcel.Insert(path, value);
}
// 最後一行新增N行數據
{
var value = new[] {
new { ID=4,Name ="Frank",InDate=new DateTime(2021,06,07)},
new { ID=5,Name ="Gloria",InDate=new DateTime(2022,05,03)},
};
MiniExcel.Insert(path, value);
}
```
![image](https://user-images.githubusercontent.com/12729184/191023733-1e2fa732-db5c-4a3a-9722-b891fe5aa069.png)
#### 刪除(未完成)
#### 修改(未完成)
### Excel 類別自動判斷
- MiniExcel 預設會根據`文件擴展名`判斷是 xlsx 還是 csv,但會有失準時候,請自行指定。
- Stream 類別無法判斷來源於哪種 excel 請自行指定
```csharp
stream.SaveAs(excelType:ExcelType.CSV);
//or
stream.SaveAs(excelType:ExcelType.XLSX);
//or
stream.Query(excelType:ExcelType.CSV);
//or
stream.Query(excelType:ExcelType.XLSX);
```
### CSV
#### 概念
- 預設全以字串類型返回,預設不會轉換為數字或者日期,除非有強型別定義泛型
#### 自定分隔符
預設以 `,` 作為分隔符,自定義請修改 `Seperator` 屬性
```csharp
var config = new MiniExcelLibs.Csv.CsvConfiguration()
{
Seperator=';'
};
MiniExcel.SaveAs(path, values,configuration: config);
```
#### 自定義換行符
預設以 `\r\n` 作為換行符,自定義請修改 `NewLine` 屬性
```csharp
var config = new MiniExcelLibs.Csv.CsvConfiguration()
{
NewLine='\n'
};
MiniExcel.SaveAs(path, values,configuration: config);
```
在 V1.30.1 版本開始支持動態更換換行符 (thanks @hyzx86)
```csharp
var config = new CsvConfiguration()
{
SplitFn = (row) => Regex.Split(row, $"[\t,](?=(?:[^\"]|\"[^\"]*\")*$)")
.Select(s => Regex.Replace(s.Replace("\"\"", "\""), "^\"|\"$", "")).ToArray()
};
var rows = MiniExcel.Query(path, configuration: config).ToList();
```
#### 自定義編碼
- 預設編碼為「從Byte順序標記檢測編碼」(detectEncodingFromByteOrderMarks: true)
- 有自定義編碼需求,請修改 StreamReaderFunc / StreamWriterFunc 屬性
```csharp
// Read
var config = new MiniExcelLibs.Csv.CsvConfiguration()
{
StreamReaderFunc = (stream) => new StreamReader(stream,Encoding.GetEncoding("gb2312"))
};
var rows = MiniExcel.Query(path, true,excelType:ExcelType.CSV,configuration: config);
// Write
var config = new MiniExcelLibs.Csv.CsvConfiguration()
{
StreamWriterFunc = (stream) => new StreamWriter(stream, Encoding.GetEncoding("gb2312"))
};
MiniExcel.SaveAs(path, value,excelType:ExcelType.CSV, configuration: config);
```
### DataReader
#### 1. GetReader
从 1.23.0 版本开始能获取 DataReader
```csharp
using (var reader = MiniExcel.GetReader(path,true))
{
while (reader.Read())
{
for (int i = 0; i < reader.FieldCount; i++)
{
var value = reader.GetValue(i);
}
}
}
```
### 異步 Async
- 從 v0.17.0 版本開始支持異步 (感謝[isdaniel ( SHIH,BING-SIOU)](https://github.com/isdaniel))
```csharp
public static Task SaveAsAsync(string path, object value, bool printHeader = true, string sheetName = "Sheet1", ExcelType excelType = ExcelType.UNKNOWN, IConfiguration configuration = null)
public static Task SaveAsAsync(this Stream stream, object value, bool printHeader = true, string sheetName = "Sheet1", ExcelType excelType = ExcelType.XLSX, IConfiguration configuration = null)
public static Task> QueryAsync(string path, bool useHeaderRow = false, string sheetName = null, ExcelType excelType = ExcelType.UNKNOWN, string startCell = "A1", IConfiguration configuration = null)
public static Task> QueryAsync(this Stream stream, string sheetName = null, ExcelType excelType = ExcelType.UNKNOWN, string startCell = "A1", IConfiguration configuration = null) where T : class, new()
public static Task> QueryAsync(string path, string sheetName = null, ExcelType excelType = ExcelType.UNKNOWN, string startCell = "A1", IConfiguration configuration = null) where T : class, new()
public static Task>> QueryAsync(this Stream stream, bool useHeaderRow = false, string sheetName = null, ExcelType excelType = ExcelType.UNKNOWN, string startCell = "A1", IConfiguration configuration = null)
public static Task SaveAsByTemplateAsync(this Stream stream, string templatePath, object value)
public static Task SaveAsByTemplateAsync(this Stream stream, byte[] templateBytes, object value)
public static Task SaveAsByTemplateAsync(string path, string templatePath, object value)
public static Task SaveAsByTemplateAsync(string path, byte[] templateBytes, object value)
public static Task QueryAsDataTableAsync(string path, bool useHeaderRow = true, string sheetName = null, ExcelType excelType = ExcelType.UNKNOWN, string startCell = "A1", IConfiguration configuration = null)
```
- 從 v1.25.0 開始支持 `cancellationToken`。
### 其他
#### 1. 映射枚舉(enum)
系統會自動映射(注意:大小寫不敏感)
![image](https://user-images.githubusercontent.com/12729184/116210595-9784b100-a775-11eb-936f-8e7a8b435961.png)
從V0.18.0版本開始支持Enum Description
```csharp
public class Dto
{
public string Name { get; set; }
public I49RYZUserType UserType { get; set; }
}
public enum Type
{
[Description("General User")]
V1,
[Description("General Administrator")]
V2,
[Description("Super Administrator")]
V3
}
```
![image](https://user-images.githubusercontent.com/12729184/133116630-27cc7161-099a-48b8-9784-cd1e443af3d1.png)
從 1.30.0 版本開始支持由 Description 轉回 Enum 功能,感謝 @KaneLeung
#### 2. CSV 轉 XLSX 或是 XLSX 轉 CSV
```csharp
MiniExcel.ConvertXlsxToCsv(xlsxPath, csvPath);
MiniExcel.ConvertXlsxToCsv(xlsxStream, csvStream);
MiniExcel.ConvertCsvToXlsx(csvPath, xlsxPath);
MiniExcel.ConvertCsvToXlsx(csvStream, xlsxStream);
```
```csharp
using (var excelStream = new FileStream(path: filePath, FileMode.Open, FileAccess.Read))
using (var csvStream = new MemoryStream())
{
MiniExcel.ConvertXlsxToCsv(excelStream, csvStream);
}
```
#### 3. 自定義 CultureInfo
從 1.22.0 版本開始,可以使用以下代碼自定義文化資訊,系統預設 `CultureInfo.InvariantCulture`。
```csharp
var config = new CsvConfiguration()
{
Culture = new CultureInfo("fr-FR"),
};
MiniExcel.SaveAs(path, value, configuration: config);
// or
MiniExcel.Query(path,configuration: config);
```
#### 4. 導出自定義 Buffer Size
```csharp
public abstract class Configuration : IConfiguration
{
public int BufferSize { get; set; } = 1024 * 512;
}
```
#### 5. FastMode
系統不會限制記憶體,達到更快的效率
```csharp
var config = new OpenXmlConfiguration() { FastMode = true };
MiniExcel.SaveAs(path, reader,configuration:config);
```
### 範例
#### 1. SQLite & Dapper 讀取大數據新增到資料庫
Note : 請不要呼叫 call ToList/ToArray 等方法,這會將所有資料讀到記憶體內
```csharp
using (var connection = new SQLiteConnection(connectionString))
{
connection.Open();
using (var transaction = connection.BeginTransaction())
using (var stream = File.OpenRead(path))
{
var rows = stream.Query();
foreach (var row in rows)
connection.Execute("insert into T (A,B) values (@A,@B)", new { row.A, row.B }, transaction: transaction);
transaction.Commit();
}
}
```
效能:
![image](https://user-images.githubusercontent.com/12729184/111072579-2dda7b80-8516-11eb-9843-c01a1edc88ec.png)
#### 2. ASP.NET Core 3.1 or MVC 5 下載/上傳 Excel Xlsx API Demo [Try it](tests/MiniExcel.Tests.AspNetCore)
```csharp
public class ApiController : Controller
{
public IActionResult Index()
{
return new ContentResult
{
ContentType = "text/html",
StatusCode = (int)HttpStatusCode.OK,
Content = @"
DownloadExcel
DownloadExcelFromTemplatePath
DownloadExcelFromTemplateBytes
Upload Excel
"
};
}
public IActionResult DownloadExcel()
{
var values = new[] {
new { Column1 = "MiniExcel", Column2 = 1 },
new { Column1 = "Github", Column2 = 2}
};
var memoryStream = new MemoryStream();
memoryStream.SaveAs(values);
memoryStream.Seek(0, SeekOrigin.Begin);
return new FileStreamResult(memoryStream, "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet")
{
FileDownloadName = "demo.xlsx"
};
}
public IActionResult DownloadExcelFromTemplatePath()
{
string templatePath = "TestTemplateComplex.xlsx";
Dictionary value = new Dictionary()
{
["title"] = "FooCompany",
["managers"] = new[] {
new {name="Jack",department="HR"},
new {name="Loan",department="IT"}
},
["employees"] = new[] {
new {name="Wade",department="HR"},
new {name="Felix",department="HR"},
new {name="Eric",department="IT"},
new {name="Keaton",department="IT"}
}
};
MemoryStream memoryStream = new MemoryStream();
memoryStream.SaveAsByTemplate(templatePath, value);
memoryStream.Seek(0, SeekOrigin.Begin);
return new FileStreamResult(memoryStream, "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet")
{
FileDownloadName = "demo.xlsx"
};
}
private static Dictionary TemplateBytesCache = new Dictionary();
static ApiController()
{
string templatePath = "TestTemplateComplex.xlsx";
byte[] bytes = System.IO.File.ReadAllBytes(templatePath);
TemplateBytesCache.Add(templatePath, bytes);
}
public IActionResult DownloadExcelFromTemplateBytes()
{
byte[] bytes = TemplateBytesCache["TestTemplateComplex.xlsx"];
Dictionary value = new Dictionary()
{
["title"] = "FooCompany",
["managers"] = new[] {
new {name="Jack",department="HR"},
new {name="Loan",department="IT"}
},
["employees"] = new[] {
new {name="Wade",department="HR"},
new {name="Felix",department="HR"},
new {name="Eric",department="IT"},
new {name="Keaton",department="IT"}
}
};
MemoryStream memoryStream = new MemoryStream();
memoryStream.SaveAsByTemplate(bytes, value);
memoryStream.Seek(0, SeekOrigin.Begin);
return new FileStreamResult(memoryStream, "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet")
{
FileDownloadName = "demo.xlsx"
};
}
public IActionResult UploadExcel(IFormFile excel)
{
var stream = new MemoryStream();
excel.CopyTo(stream);
foreach (var item in stream.Query(true))
{
// do your logic etc.
}
return Ok("File uploaded successfully");
}
}
```
#### 3. 分頁查詢
```csharp
void Main()
{
var rows = MiniExcel.Query(path);
Console.WriteLine("==== No.1 Page ====");
Console.WriteLine(Page(rows,pageSize:3,page:1));
Console.WriteLine("==== No.50 Page ====");
Console.WriteLine(Page(rows,pageSize:3,page:50));
Console.WriteLine("==== No.5000 Page ====");
Console.WriteLine(Page(rows,pageSize:3,page:5000));
}
public static IEnumerable Page(IEnumerable en, int pageSize, int page)
{
return en.Skip(page * pageSize).Take(pageSize);
}
```
![20210419](https://user-images.githubusercontent.com/12729184/114679083-6ef4c400-9d3e-11eb-9f78-a86daa45fe46.gif)
#### 4. WebForm不落地導出Excel
```csharp
var fileName = "Demo.xlsx";
var sheetName = "Sheet1";
HttpResponse response = HttpContext.Current.Response;
response.Clear();
response.ContentType = "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet";
response.AddHeader("Content-Disposition", $"attachment;filename=\"{fileName}\"");
var values = new[] {
new { Column1 = "MiniExcel", Column2 = 1 },
new { Column1 = "Github", Column2 = 2}
};
var memoryStream = new MemoryStream();
memoryStream.SaveAs(values, sheetName: sheetName);
memoryStream.Seek(0, SeekOrigin.Begin);
memoryStream.CopyTo(Response.OutputStream);
response.End();
```
#### 5. 動態 i18n 多國語言跟權限管理
像例子一樣,建立一個方法處理 i18n 跟權限管理,並搭配 `yield return 返回 IEnumerable>`,即可達到動態、低記憶體處理效果
```csharp
void Main()
{
var value = new Order[] {
new Order(){OrderNo = "SO01",CustomerID="C001",ProductID="P001",Qty=100,Amt=500},
new Order(){OrderNo = "SO02",CustomerID="C002",ProductID="P002",Qty=300,Amt=400},
};
Console.WriteLine("en-Us and Sales role");
{
var path = Path.GetTempPath() + Guid.NewGuid() + ".xlsx";
var lang = "en-US";
var role = "Sales";
MiniExcel.SaveAs(path, GetOrders(lang, role, value));
MiniExcel.Query(path, true).Dump();
}
Console.WriteLine("zh-CN and PMC role");
{
var path = Path.GetTempPath() + Guid.NewGuid() + ".xlsx";
var lang = "zh-CN";
var role = "PMC";
MiniExcel.SaveAs(path, GetOrders(lang, role, value));
MiniExcel.Query(path, true).Dump();
}
}
private IEnumerable> GetOrders(string lang, string role, Order[] orders)
{
foreach (var order in orders)
{
var newOrder = new Dictionary();
if (lang == "zh-CN")
{
newOrder.Add("客戶編號", order.CustomerID);
newOrder.Add("訂單編號", order.OrderNo);
newOrder.Add("產品編號", order.ProductID);
newOrder.Add("數量", order.Qty);
if (role == "Sales")
newOrder.Add("價格", order.Amt);
yield return newOrder;
}
else if (lang == "en-US")
{
newOrder.Add("Customer ID", order.CustomerID);
newOrder.Add("Order No", order.OrderNo);
newOrder.Add("Product ID", order.ProductID);
newOrder.Add("Quantity", order.Qty);
if (role == "Sales")
newOrder.Add("Amount", order.Amt);
yield return newOrder;
}
else
{
throw new InvalidDataException($"lang {lang} wrong");
}
}
}
public class Order
{
public string OrderNo { get; set; }
public string CustomerID { get; set; }
public decimal Qty { get; set; }
public string ProductID { get; set; }
public decimal Amt { get; set; }
}
```
![image](https://user-images.githubusercontent.com/12729184/118939964-d24bc480-b982-11eb-88dd-f06655f6121a.png)
### FAQ 常見問題
#### Q: Excel 表頭標題名稱跟 class 屬性名稱不一致,如何對應?
A. 請使用 ExcelColumnName 作 mapping
![image](https://user-images.githubusercontent.com/12729184/116020475-eac50980-a678-11eb-8804-129e87200e5e.png)
#### Q. 多工作表(sheet)如何導出/查詢資料?
A. 使用 `GetSheetNames `方法搭配 Query 的 sheetName 參數
```csharp
var sheets = MiniExcel.GetSheetNames(path);
foreach (var sheet in sheets)
{
Console.WriteLine($"sheet name : {sheet} ");
var rows = MiniExcel.Query(path,useHeaderRow:true,sheetName:sheet);
Console.WriteLine(rows);
}
```
![image](https://user-images.githubusercontent.com/12729184/116199841-2a1f5300-a76a-11eb-90a3-6710561cf6db.png)
#### Q. 是否使用 Count 會載入全部數據到記憶體
不會,圖片測試一百萬行*十列資料,簡單測試,內存最大使用 < 60MB,花費13.65秒
![image](https://user-images.githubusercontent.com/12729184/117118518-70586000-adc3-11eb-9ce3-2ba76cf8b5e5.png)
#### Q. Query如何使用整數索引取值?
Query 預設索引為字串Key : A,B,C....,想要改為數字索引,請建立以下方法自行轉換
```csharp
void Main()
{
var path = @"D:\git\MiniExcel\samples\xlsx\TestTypeMapping.xlsx";
var rows = MiniExcel.Query(path,true);
foreach (var r in ConvertToIntIndexRows(rows))
{
Console.Write($"column 0 : {r[0]} ,column 1 : {r[1]}");
Console.WriteLine();
}
}
private IEnumerable> ConvertToIntIndexRows(IEnumerable