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+---
+sidebar_label: Superset
+title: Integration With Superset
+toc_max_heading_level: 4
+---
+Apache Superset is a modern enterprise level business intelligence (BI) web application primarily used for data exploration and visualization.
+It is supported by the Apache Software Foundation and is an open source project with an active community and rich ecosystem.
+Apache Superset provides an intuitive user interface that makes creating, sharing, and visualizing data simple, while supporting multiple data sources and rich visualization options.
+
+Through the Python connector of TDengine, Superset can support TDengine data sources and provide functions such as data presentation and analysis
+
+## Install Apache Superset
+
+Ensure that Apache Superset v2.1.0 or above is installed. If not, please visit [official website](https://superset.apache.org/) to install
+
+## Install TDengine
+
+Both TDengine Enterprise Edition and Community Edition are supported, with version requirements of 3.0 or higher
+
+## Install TDengine Python Connector
+
+The Python connector of TDengine comes with a connection driver that supports Superset in versions 2.1.18 and later, which will be automatically installed in the Superset directory and provide data source services.
+The connection uses the WebSocket protocol, so it is necessary to install the `taos-ws-py` component of TDengine separately. The complete installation script is as follows:
+```bash
+pip3 install taospy
+pip3 install taos-ws-py
+```
+
+## Configure TDengine Connection In Superset
+
+**Step 1**, enter the new database connection page, "Superset" → "Setting" → "Database Connections" → "+DATABASE"
+**Step 2**, select TDengine database connection, select the "TDengine" option from the drop-down list of "SUPPORTED DATABASES".
+:::tip
+If there is no TDengine option in the drop-down list, please confirm that the steps of installing, `Superset` is first and `Python Connector` is second.
+:::
+**Step 3**, write a name of connection in "DISPLAY NAME"
+**Step 4**, The "SQLALCHEMY URL" field is a key connection information string, and it must be filled in correctly
+```bash
+taosws://user:password@host:port
+```
+| Parameter |
Parameter Description |
+|:---------- |:--------------------------------------------------------- |
+|user | Username for logging into TDengine database |
+|password | Password for logging into TDengine database |
+|host | Name of the host where the TDengine database is located |
+|port | The port that provides WebSocket services, default is 6041 |
+
+Example:
+The TDengine database installed on this machine provides WebSocket service port 6041, using the default username and password, "SQLALCHEMY URL" is:
+```bash
+taosws://root:taosdata@localhost:6041
+```
+**Step 5**, configure the connection string, click "TEST CONNECTION" to test if the connection can be successful. After passing the test, click the "CONNECT" button to complete the connection
+
+
+## Start
+
+There is no difference in the use of TDengine data source compared to other data sources. Here is a brief introduction to basic data queries:
+1. Click the "+" button in the upper right corner of the Superset interface, select "SQL query", and enter the query interface
+2. Select the "TDengine" data source that has been created earlier from the dropdown list of "DATABASES" in the upper left corner
+3. Select the name of the database to be operated on from the drop-down list of "SCHEMA" (system libraries are not displayed)
+4. "SEE TABLE SCHEMA" select the name of the super table or regular table to be operated on (sub tables are not displayed)
+5. Subsequently, the schema information of the selected table will be displayed in the following area
+6. In the SQL editor area, any SQL statement that conforms to TDengine syntax can be entered for execution
+
+## Example
+
+We chose two popular templates from the Superset Chart template to showcase their effects, using smart meter data as an example:
+
+1. "Aggregate" Type, which displays the maximum voltage value collected per minute during the specified time period in Group 4
+
+ 
+
+2. "RAW RECORDS" Type, which displays the collected values of current and voltage during the specified time period in Group 4
+
+ 
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配置JDBC数据源的步骤如下。
-第1步,在打开的永洪BI中点击“添加数据源”按钮,选择SQL数据源中的“GENERIC”类型。
-第2步,点击“选择自定义驱动”按钮,在“驱动管理”对话框中点击“驱动列表”旁边的“+”,输入名称“MyTDengine”。然后点击“上传文件”按钮,上传刚刚下载的TDengine JDBC连接器文件“taos-jdbcdriver-3.2.7-dist.jar”,并选择“com.taosdata.jdbc.
-rs.RestfulDriver”驱动,最后点击“确定”按钮,完成驱动添加步骤。
-第3步,复制下面的内容到“URL”字段。
+第1步,在打开的永洪BI中点击“添加数据源”按钮,选择SQL数据源中的“GENERIC”类型。
+第2步,点击“选择自定义驱动”按钮,在“驱动管理”对话框中点击“驱动列表”旁边的“+”,输入名称“MyTDengine”。然后点击“上传文件”按钮,上传刚刚下载的TDengine JDBC连接器文件“taos-jdbcdriver-3.2.7-dist.jar”,并选择“com.taosdata.jdbc.
+rs.RestfulDriver”驱动,最后点击“确定”按钮,完成驱动添加步骤。
+第3步,复制下面的内容到“URL”字段。
```text
jdbc:TAOS-RS://127.0.0.1:6041?user=root&password=taosdata
```
-第4步,在“认证方式”中点击“无身份认证”单选按钮。
-第5步,在数据源的高级设置中修改“Quote 符号”的值为反引号(`)。
-第6步,点击“测试连接”按钮,弹出“测试成功”对话框。点击“保存”按钮,输入“MyTDengine”来保存TDengine数据源。
+第4步,在“认证方式”中点击“无身份认证”单选按钮。
+第5步,在数据源的高级设置中修改“Quote 符号”的值为反引号(`)。
+第6步,点击“测试连接”按钮,弹出“测试成功”对话框。点击“保存”按钮,输入“MyTDengine”来保存TDengine数据源。
## 创建TDengine数据集
创建TDengine数据集的步骤如下。
-第1步,在永洪BI中点击“添加数据源”按钮,展开刚刚创建的数据源,并浏览TDengine中的超级表。
-第2步,可以将超级表的数据全部加载到永洪BI中,也可以通过自定义SQL导入部分数据。
-第3步,当勾选“数据库内计算”复选框时,永洪BI将不再缓存TDengine的时序数据,并在处理查询时将SQL请求发送给TDengine直接处理。
+第1步,在永洪BI中点击“添加数据源”按钮,展开刚刚创建的数据源,并浏览TDengine中的超级表。
+第2步,可以将超级表的数据全部加载到永洪BI中,也可以通过自定义SQL导入部分数据。
+第3步,当勾选“数据库内计算”复选框时,永洪BI将不再缓存TDengine的时序数据,并在处理查询时将SQL请求发送给TDengine直接处理。
当导入数据后,永洪BI会自动将数值类型设置为“度量”列,将文本类型设置为“维度”列。而在TDengine的超级表中,由于将普通列作为数据的度量,将标签列作为数据的维度,因此用户可能需要在创建数据集时更改部分列的属性。TDengine在支持标准SQL的基础之上还提供了一系列满足时序业务场景需求的特色查询语法,例如数据切分查询、窗口切分查询等,具体操作步骤请参阅TDengine的官方文档。通过使用这些特色查询,当永洪BI将SQL查询发送到TDengine时,可以大大提高数据访问速度,减少网络传输带宽。
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+---
+sidebar_label: Superset
+title: 与 Superset 集成
+---
+Apache Superset 是一个现代的企业级商业智能(BI)Web 应用程序,主要用于数据探索和可视化。它由 Apache 软件基金会支持,是一个开源项目,它拥有活跃的社区和丰富的生态系统。Apache Superset 提供了直观的用户界面,使得创建、分享和可视化数据变得简单,同时支持多种数据源和丰富的可视化选项。
+
+通过 TDengine 的 Python 连接器, Superset 可支持 TDengine 数据源并提供数据展现、分析等功能
+
+## 安装 Apache Superset
+
+确保已安装 Apache Superset v2.1.0 及以上版本, 如未安装,请到其 [官网](https://superset.apache.org/) 安装
+
+## 安装 TDengine
+
+TDengine 企业版及社区版均可支持,版本要求在 3.0 及以上
+
+## 安装 TDengine Python 连接器
+
+TDengine Python 连接器从 `v2.1.18` 开始自带 Superset 连接驱动,安装程序会把连接驱动安装到 Superset 相应目录下并向 Superset 提供数据源服务
+Superset 与 TDengine 之间使用 WebSocket 协议连接,所以需另安装支持 WebSocket 连接协议的组件 `taos-ws-py` , 全部安装脚本如下:
+```bash
+pip3 install taospy
+pip3 install taos-ws-py
+```
+
+## Superset 中配置 TDengine 连接
+
+**第 1 步**,进入新建数据库连接页面 "Superset" → "Setting" → "Database Connections" → "+DATABASE"
+**第 2 步**,选择 TDengine 数据库连接。"SUPPORTED DATABASES" 下拉列表中选择 "TDengine" 项。
+:::tip
+注意:若下拉列表中无 "TDengine" 项,请检查安装顺序,确保 `TDengine Python 连接器` 在 `Superset` 安装之后再安装。
+:::
+**第 3 步**,"DISPLAY NAME" 中填写连接名称,任意填写即可。
+**第 4 步**,"SQLALCHEMY URL" 项为关键连接信息串,务必填写正确。
+```bash
+taosws://用户名:密码@主机名:端口号
+```
+| 参数名称 | 参数说明 |
+|:------- |:-------------------------------- |
+| 用户名 | 登录 TDengine 数据库用户名 |
+| 密码 | 登录 TDengine 数据库密码 |
+| 主机名 | TDengine 数据库所在主机名称 |
+| 端口号 | 提供 WebSocket 服务的端口,默认:6041 |
+
+示例:
+本机安装 TDengine 数据库,WebSocket 服务端口 6041,使用默认用户名密码,"SQLALCHEMY URL" 应为:
+```bash
+taosws://root:taosdata@localhost:6041
+```
+第5步,配置好连接串,点击 “TEST CONNECTION” 测试连接是否成功,测试通过后点击 “CONNECT” 按钮,完成连接。
+
+
+## 开始使用
+
+TDengine 数据源与其它数据源使用上无差别,这里简单介绍下数据查询:
+1. Superset 界面点击右上角 “+” 号按钮,选择 “SQL query”, 进入查询界面
+2. 左上角 “DATABASE” 下拉列表中选择前面已创建好的 “TDengine” 数据源
+3. “SCHEMA” 下拉列表,选择要操作的数据库名(系统库不显示)
+4. “SEE TABLE SCHEMA” 选择要操作的超级表名或普通表名(子表不显示)
+5. 随后会在下方显示选定表的 SCHEMA 信息
+6. 在 SQL 编辑器区域可输入符合 TDengine 语法的任意 SQL 语句执行
+
+## 示例效果
+
+我们选择 Superset Chart 模板中较流行的两个模板做了效果展示,以智能电表数据为例:
+
+1. "Aggregate" 类型,展示在第 4 组中指定时间段内每分钟采集电压值(voltage)最大值
+
+ 
+
+2. "RAW RECORDS" 类型,展示在第 4 组中指定时间段内 current, voltage 的采集值
+
+ 
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