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Table of Contents
安裝和啟用 SQL 擴(kuò)展
連接實(shí)際數(shù)據(jù)庫的幾種方式
在 Notebook 中混合使用 SQL 和 Python
注意事項(xiàng)和常見問題
Home Database SQL How to use SQL with Jupyter Notebook

How to use SQL with Jupyter Notebook

Jul 31, 2025 am 10:13 AM

可以在 Jupyter Notebook 中使用 SQL,1. 安裝 ipython-sql 擴(kuò)展并啟用;2. 使用 %sql 或 %%sql 運(yùn)行 SQL 語句;3. 通過正確連接字符串連接不同數(shù)據(jù)庫;4. 將 SQL 查詢結(jié)果賦值給 Python 變量或插入變量到 SQL 中;5. 注意重啟 Kernel 后需重載擴(kuò)展、限制輸出行數(shù)、安裝數(shù)據(jù)庫依賴包及排查連接問題。

How to use SQL with Jupyter Notebook

你可以在 Jupyter Notebook 中輕松使用 SQL,主要通過 IPython 的擴(kuò)展功能或結(jié)合 Python 的數(shù)據(jù)庫連接庫來實(shí)現(xiàn)。關(guān)鍵在于選擇合適的方法,并正確配置環(huán)境。

How to use SQL with Jupyter Notebook

安裝和啟用 SQL 擴(kuò)展

要在 Jupyter Notebook 中直接運(yùn)行 SQL 語句,最簡(jiǎn)單的方式是安裝 ipython-sql 這個(gè)擴(kuò)展。它支持多種數(shù)據(jù)庫連接,比如 SQLite、PostgreSQL、MySQL 等。

How to use SQL with Jupyter Notebook

安裝方法:

pip install ipython-sql

在 Notebook 中啟用:

How to use SQL with Jupyter Notebook
%load_ext sql

然后就可以用 %sql%%sql 來執(zhí)行單條或多行 SQL 命令了。例如:

%sql sqlite://

這會(huì)連接到一個(gè)內(nèi)存中的 SQLite 數(shù)據(jù)庫,適合測(cè)試使用。


連接實(shí)際數(shù)據(jù)庫的幾種方式

要連接到真實(shí)數(shù)據(jù)庫,需要提供對(duì)應(yīng)的連接字符串。常見格式如下:

  • SQLitesqlite:///mydatabase.db
  • PostgreSQLpostgresql://username:password@localhost:5432/mydb
  • MySQLmysql://username:password@localhost:3306/mydb

連接命令示例:

%sql mysql://root:password@localhost:3306/sales_data

如果連接失敗,先檢查用戶名、密碼、端口和數(shù)據(jù)庫名是否正確,還要確保數(shù)據(jù)庫服務(wù)正在運(yùn)行,并且允許本地訪問。


在 Notebook 中混合使用 SQL 和 Python

你可以將 SQL 查詢結(jié)果賦值給 Python 變量,或者反過來傳入變量到 SQL 語句中。例如:

result = %sql SELECT * FROM customers WHERE country='USA'

這樣 result 就是一個(gè)可操作的結(jié)果集對(duì)象。還可以用 {{variable_name}} 把 Python 變量插入到 SQL 中:

country = 'Canada'
%sql SELECT * FROM customers WHERE country={{country}}

這種交互方式非常適合做數(shù)據(jù)探索和分析。


注意事項(xiàng)和常見問題

  • 每次重啟 Kernel 后都需要重新加載 %load_ext sql。
  • 如果查詢結(jié)果很多,建議限制輸出行數(shù),避免卡頓。
  • 不同數(shù)據(jù)庫驅(qū)動(dòng)可能需要額外安裝依賴包,比如 PostgreSQL 需要 psycopg2,MySQL 需要 pymysqlmysqlclient
  • 如果遇到連接超時(shí)或拒絕連接的問題,優(yōu)先排查數(shù)據(jù)庫權(quán)限設(shè)置和防火墻配置。

基本上就這些。整個(gè)過程不復(fù)雜,但有些細(xì)節(jié)容易忽略,比如連接字符串格式、依賴庫缺失等。只要注意這些點(diǎn),就能順利在 Jupyter Notebook 中使用 SQL。

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