Vending Machines Problem¶
You own a collection of vending machines, and you want to evaluate your inventory. Given a DataFrame of
(machine, product, stock)
, determine the number of machines carrying each product and how many of them are out of
stock.
import numpy as np
import pandas as pd
machine_products = pd.DataFrame({
'machine': ['abc', 'abc', 'def', 'def', 'def', 'ghi'],
'product': ['skittles', 'soap', 'soap', 'm&ms', 'skittles', 'm&ms'],
'stock': [10, 0, 15, 2, 0, 3]
})
print(machine_products)
# machine product stock
# 0 abc skittles 10
# 1 abc soap 0
# 2 def soap 15
# 3 def m&ms 2
# 4 def skittles 0
# 5 ghi m&ms 3
Build a new DataFrame with product
as the row index, and calculated columns n_machines
and n_machines_empty
.