library(tidyverse)
library(readxl)
path = "files/Excel Challenge October 27th.xlsx"
input = read_excel(path, range = "C3:E21")
test = read_excel(path, range = "G3:H7") %>% na.omit() %>% mutate(Date = as.Date(Date))
threshold = 800
result = input %>%
group_by(Staff) %>%
filter(cumsum(Sales) >= threshold) %>%
slice(1) %>%
mutate(Date = as.Date(Date)) %>%
select(Staff, Date) %>%
arrange(Date)
all.equal(result, test, check.attributes = FALSE)Crispo - Excel Challenge 43 2024
excel-challenges
weekly-exercises
Easy Sunday Excel Challenge

Challenge Description
Easy Sunday Excel Challenge
⭐ Date Staff Sales Besakoa Rick Jo
Solutions
Logic:
Reads the workbook range needed for the challenge
Aggregates or ranks values at the correct grouping level
Builds the intermediate helper columns that drive the final answer
Strengths:
- The R solution stays compact and mirrors the workbook logic closely.
Areas for Improvement:
- The code assumes the workbook layout and named ranges remain stable.
Gem:
- The best part of the solution is choosing a tidy intermediate shape before producing the final answer.
import pandas as pd
path = "files/Excel Challenge October 27th.xlsx"
input = pd.read_excel(path, usecols="C:E", skiprows=2, nrows=19)
test = pd.read_excel(path, usecols="G:H", skiprows=2, nrows=5).dropna().rename(columns=lambda x: x.replace('.1', ''))
test['Date'] = pd.to_datetime(test['Date'])
threshold = 800
result = (input[input.groupby('Staff')['Sales'].cumsum() >= threshold]
.drop_duplicates('Staff')
.assign(Date=lambda df: pd.to_datetime(df['Date']))
.loc[:, ['Staff', 'Date']]
.sort_values(by='Date')
.reset_index(drop=True))
print(result.equals(test)) # TrueLogic:
Reads the workbook range needed for the challenge
Aggregates or ranks values at the correct grouping level
Builds the intermediate helper columns that drive the final answer
Strengths:
- The Python version keeps the same rule in a direct pandas-oriented workflow.
Areas for Improvement:
- As with the R version, any workbook layout change would require small adjustments.
Gem:
- The implementation stays close to the stated challenge instead of adding unnecessary complexity.
Difficulty Level
This task is moderate:
It combines familiar Excel-style logic with at least one non-trivial reshape, grouping, or parsing step.
The answer depends on getting the output layout exactly right.