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pandas 3 的 pd.col

简单 22-pandas-only pandas 专属 assignpd-colexpression

给商品表加三列派生列。

本题的考点是 pandas 3 新增的列表达式写法:在 assign 里引用列时,不用 lambda,也不重复写表名。判题只看结果,但请用这种写法完成。

  • margin = price - cost
  • margin_rate = margin / price(用上一步算出的 margin),不做舍入
  • is_premium:price >= 100 时为 true,否则为 false

null 的处理:price 或 cost 为 null 时,margin 和 margin_rate 为 null;price 为 null 时 is_premium 为 false。

输入

  • products(product_id, name, category, price, cost, launched_on)

输出

列为 product_id, name, margin, margin_rate, is_premium,每个商品一行,行顺序不限。

输入表 (case base,共 2 个 case:base、nulls)

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)

#product_idInt64nameStringmarginFloat64margin_rateFloat64is_premiumBoolean
1 1 Wireless Mouse 8.23 0.3292 False
2 2 USB-C Hub 15.73 0.3152304609 False
3 3 Bluetooth Speaker 27.53 0.3093258427 False
4 4 Mechanical Keyboard 93.52 0.4699497487 True
5 5 4K Monitor 217.62 0.43524 True
6 6 Noise-cancel Headphones 87.43 0.2924080268 True
7 7 Python Cookbook 28.92 0.4901694915 False
8 8 SQL Pocket Guide 17.76 0.445112782 False
9 9 数据分析实战 38.17 0.483164557 False
10 10 Clean Code 21.52 0.4304 False
11 11 统计学习方法 28.78 0.2907070707 False
12 12 Desk Lamp 20.01 0.4446666667 False
13 13 Ceramic Mug 8.56 0.4301507538 False
14 14 Throw Pillow 15.77 0.4505714286 False
15 15 Wall Clock 51.02 0.5153535354 False
16 16 Storage Box 14.84 0.4963210702 False
17 17 Puzzle 1000pc 69.47 0.5385271318 True
18 18 Building Blocks 88.81 0.446281407 True
19 19 RC Car 150.45 0.4190807799 True
20 20 Plush Panda 45.86 0.5152808989 False
21 21 Yoga Mat 49.3 0.493 True
22 22 Dumbbell Set 84.0 0.3373493976 True
23 23 Running Shoes 275.42 0.3940200286 True
24 24 Jump Rope 5.16 0.344 False
25 25 Water Bottle 17.59 0.4408521303 False
26 26 Face Cream 53.07 0.26535 True
27 27 Lip Balm 4.54 0.3632 False
28 28 Shampoo 16.67 0.3340681363 False
29 29 Sunscreen 63.26 0.3978616352 True
30 30 Hand Lotion 9.95 0.4522727273 False
共 30 行