df-drills pandas · Polars · DuckDB SQL · DuckDB Relational 题目列表 登录

买过某类商品的客户

简单 11-join 连接 joinsemiexistsduplicates

找出买过 Electronics 品类商品的客户。

  • 客户 → 订单 → 订单行 → 商品,只要有任意一个订单行的商品品类是 'Electronics' 就算买过;不区分订单状态。
  • 每个客户只输出一行,不管买了多少次。
  • 只输出客户表里存在的客户。

输入

  • customers(customer_id, name, email, city, signup_date, tier)
  • orders(order_id, customer_id, order_ts, status, channel)
  • order_items(order_id, product_id, qty, unit_price, discount)
  • products(product_id, name, category, price, cost, launched_on)

输出

列为 customer_id, name,行顺序不限。

输入表 (case base,共 2 个 case:base、small)

customers shop/customers
#customer_idint64namestringemailstringcitystringsignup_datedatetierstring
1 1 Fang Wang fang.wang@shop.io Beijing 2025-03-13 silver
2 2 Dana Xu dana.xu@mail.cn null 2025-02-17 silver
3 3 Li Zhou li.zhou@example.com Guangzhou 2025-10-07 bronze
4 4 Ping Wang ping.wang@example.com null 2025-05-23 gold
5 5 Tom Zhang tom.zhang@example.com Shenzhen 2025-06-26 gold
6 6 王芳 user06@shop.io Hangzhou 2025-02-10 gold
7 7 Victor Xu victor.xu@example.com Shanghai 2025-12-05 bronze
8 8 Dana Chen dana.chen@example.com Hangzhou 2025-11-22 bronze
9 9 Uma Chen uma.chen@shop.io Guangzhou 2025-11-28 null
10 10 Ivy Zhou ivy.zhou@shop.io Hangzhou 2025-07-14 gold
11 11 Mia Smith mia.smith@mail.cn Shanghai 2025-04-28 gold
12 12 Xin Yang xin.yang@example.com Chengdu 2026-01-03 silver
13 13 Xin Smith xin.smith@mail.cn Beijing 2025-05-07 silver
14 14 Zoe Xu zoe.xu@mail.cn Beijing 2025-09-18 silver
15 15 Fang Liu fang.liu@shop.io Guangzhou 2025-08-05 bronze
16 16 杨磊 user16@mail.cn Shanghai 2025-12-15 silver
17 17 Ping Smith ping.smith@mail.cn null 2025-08-11 bronze
18 18 Oscar Zhou oscar.zhou@example.com Shanghai 2025-11-17 null
19 19 Kevin Liu kevin.liu@mail.cn Chengdu 2026-02-03 gold
20 20 Sara Wu sara.wu@example.com null 2025-07-05 gold
显示前 20 行,共 50 行
orders shop/orders
#order_idint64customer_idint64order_tsdatetimestatusstringchannelstring
1 1001 39 2026-01-01 19:38:00 paid app
2 1002 16 2026-01-17 14:07:00 paid app
3 1003 4 2026-01-08 15:40:20 cancelled web
4 1004 2 2026-05-23 10:48:58 paid null
5 1005 12 2026-06-22 11:07:22 paid store
6 1006 17 2026-08-15 05:15:25 paid web
7 1007 9 2026-06-11 01:00:32 refunded store
8 1008 45 2026-09-19 20:47:10 paid web
9 1009 2 2025-10-05 04:53:38 paid app
10 1010 4 2026-02-19 01:39:54 paid app
11 1011 28 2026-03-05 03:04:45 refunded store
12 1012 2 2026-08-01 07:09:17 paid web
13 1013 26 2026-01-22 03:48:14 refunded store
14 1014 2 2026-02-09 01:41:41 paid app
15 1015 5 2026-08-03 19:49:04 refunded web
16 1016 26 2026-02-16 00:43:43 refunded app
17 1017 9 2025-12-06 04:48:57 pending app
18 1018 999 2026-05-19 12:13:43 paid store
19 1019 26 2026-02-05 15:02:26 paid store
20 1020 44 2025-11-24 11:19:00 cancelled web
显示前 20 行,共 200 行
order_items shop/order_items
#order_idint64product_idint64qtyint64unit_pricefloat64discountfloat64
1 1001 22 3 298.8 null
2 1001 26 1 190.0 0.1
3 1002 6 2 254.2 0.0
4 1002 9 3 79.0 null
5 1002 19 5 305.1 0.2
6 1003 9 2 79.0 0.1
7 1003 28 2 47.4 0.0
8 1004 5 1 500.0 0.1
9 1005 3 1 89.0 0.0
10 1005 12 4 45.0 null
11 1006 13 1 19.9 0.1
12 1006 25 2 39.9 null
13 1007 27 1 12.5 null
14 1008 3 1 89.0 null
15 1008 16 1 29.9 null
16 1008 17 1 129.0 null
17 1009 2 1 49.9 0.0
18 1009 10 2 42.5 null
19 1009 20 1 84.5 0.05
20 1010 1 1 23.8 0.1
显示前 20 行,共 500 行
products shop/products
#product_idint64namestringcategorystringpricefloat64costfloat64launched_ondate
1 1 Wireless Mouse Electronics 25.0 16.77 2025-05-07
2 2 USB-C Hub Electronics 49.9 34.17 2025-07-27
3 3 Bluetooth Speaker Electronics 89.0 61.47 2025-02-10
4 4 Mechanical Keyboard Electronics 199.0 105.48 2024-09-19
5 5 4K Monitor Electronics 500.0 282.38 2024-07-10
6 6 Noise-cancel Headphones Electronics 299.0 211.57 2025-01-14
7 7 Python Cookbook Books 59.0 30.08 2025-09-15
8 8 SQL Pocket Guide Books 39.9 22.14 2025-01-20
9 9 数据分析实战 Books 79.0 40.83 2024-12-15
10 10 Clean Code Books 50.0 28.48 2025-03-13
11 11 统计学习方法 Books 99.0 70.22 2025-03-13
12 12 Desk Lamp Home 45.0 24.99 2025-11-04
13 13 Ceramic Mug Home 19.9 11.34 2025-12-02
14 14 Throw Pillow Home 35.0 19.23 2024-06-29
15 15 Wall Clock Home 99.0 47.98 2025-02-23
16 16 Storage Box Home 29.9 15.06 2025-02-27
17 17 Puzzle 1000pc Toys 129.0 59.53 2025-08-19
18 18 Building Blocks Toys 199.0 110.19 2025-04-18
19 19 RC Car Toys 359.0 208.55 2025-11-06
20 20 Plush Panda Toys 89.0 43.14 2026-01-12
显示前 20 行,共 30 行

期望输出 (case base,行顺序不限)

#customer_idInt64nameString
1 2 Dana Xu
2 3 Li Zhou
3 4 Ping Wang
4 5 Tom Zhang
5 6 王芳
6 9 Uma Chen
7 11 Mia Smith
8 12 Xin Yang
9 16 杨磊
10 17 Ping Smith
11 18 Oscar Zhou
12 20 Sara Wu
13 21 Rui Chen
14 22 刘洋
15 24 Kevin Lee
16 25 张伟
17 26 Mia Xu
18 27 Amy Huang
19 28 Nina Wu
20 29 Bob Smith
21 31 Nina Zhang
22 34 Qing Zhao
23 36 陈静
24 38 Dana Zhao
25 40 Chen Wang
26 42 Ivy Wu
27 44 Eric Lee
28 45 Oscar Wang
29 47 Fang Zhang
30 49 Lin Smith
31 50 Hao Chen
共 31 行