library(tidyverse)
library(readxl)
path = "files/CH-132 Merge.xlsx"
input = read_excel(path, range = "B2:C7")
input2 = read_excel(path, range = "H2:H8")
test = read_excel(path, range = "I2:I8") %>% arrange(desc(Value))
result = input %>%
cross_join(input2) %>%
filter(str_detect(Code, `Sub code`)) %>%
select(Value) %>%
arrange(desc(Value))
all.equal(result, test, check.attributes = FALSE)
#> [1] TRUEOmid - Challenge 132
data-challenges
advanced-exercises
🔰 highlighted

Challenge Description
🔰 highlighted
Solutions
Logic:
Reads the workbook ranges needed for the challenge
Parses the text patterns directly instead of relying on manual cleanup
Strengths:
- The R solution stays close to the workbook rule and keeps the transformation compact.
Areas for Improvement:
- The code assumes the sheet structure and source ranges remain stable.
Gem:
- The strongest part of the solution is choosing the right intermediate representation before shaping the final output.
import pandas as pd
import re
path = "CH-132 Merge.xlsx"
input = pd.read_excel(path, usecols="B:C", skiprows=1, nrows=5)
input2 = pd.read_excel(path, usecols="H:H", skiprows=1, nrows=7)
test = pd.read_excel(path, usecols="I:I", skiprows=1, nrows=7).rename(columns=lambda x: x.replace('.1', '')).sort_values(by='Value', ascending=False).reset_index(drop=True)
result = input.merge(input2, how='cross')
result['Match'] = result.apply(lambda x: bool(re.search(x['Sub code'], x['Code'])), axis=1)
result = result[result['Match']].sort_values(by='Value', ascending=False).reset_index(drop=True)[['Value']]
print(result.equals(test)) # TrueLogic:
Reads the workbook ranges needed for the challenge
Parses the text patterns directly instead of relying on manual cleanup
Strengths:
- The Python version follows the same rule in a direct dataframe-oriented implementation.
Areas for Improvement:
- The code assumes the workbook layout remains stable, so any sheet redesign would require small adjustments.
Gem:
- The implementation stays close to the original workbook rule instead of adding unnecessary abstraction.
Difficulty Level
This task is moderate:
The core logic is clear, but the correct transformation pattern is not obvious from the raw input.
The challenge combines multiple reshaping, grouping, or parsing steps.