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。
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。

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。

安裝方法:
pip install ipython-sql
在 Notebook 中啟用:

%load_ext sql
然后就可以用 %sql
或 %%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:
- SQLite:
sqlite:///mydatabase.db
- PostgreSQL:
postgresql://username:password@localhost:5432/mydb
- MySQL:
mysql://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pymysql
或mysqlclient
。 - 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。
The above is the detailed content of How to use SQL with Jupyter Notebook. For more information, please follow other related articles on the PHP Chinese website!

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