Dataford
Interview QuestionsInterview GuidesExperiencesCoaching
New
Pricing
Get started
Dataford
Popular roles
Software EngineerData AnalystData ScientistData EngineerBusiness AnalystAI EngineerMachine Learning EngineerProduct Manager
Browse
Browse All RolesEvery role hub, from analyst to MLBrowse All CompaniesCompany-specific interview loopsAll Interview GuidesThe full guide library
Top questions by role
Software EngineerData AnalystData ScientistData EngineerBusiness AnalystAI EngineerMachine Learning EngineerProduct Manager
Top questions by skill
SQLPythonStatisticsMachine LearningA/B TestingSystem DesignGenerative AIProduct SenseMetricsBehavioral
Browse all questions →Try a mock interview
Experiences
Practice
Mock InterviewsTimed interview simulations with feedbackCoaching1:1 coaching with people at your target companiesSuccess PathYour 6-week structured planModulesCurated lessons by topicWebinarsTalks from ex-Big Tech data leadsPlaygroundA free-form scratch editor
Learn
BlogInterview strategy and career adviceTech Job Market ReportHiring trends across data and AI rolesFor UniversitiesDataford for career centersAbout DatafordWho we are and how we build
Pricing
Build my plan
Parse Apache Logs for Top IPs
00:00
5 left

Parse Apache Logs for Top IPs

MediumPython

Problem

Write a Python script to parse an Apache access log and return the top 10 IP addresses with the most requests.

Implement def top_ips(log_lines):, where log_lines is a list of Apache combined-log-format strings. Return a list of [ip, request_count] pairs ordered by decreasing request count, then lexicographically by IP for ties. Ignore blank or malformed lines that contain no first-field IP. If fewer than 10 distinct IP addresses exist, return all of them.

Constraints

  • 0 <= len(log_lines) <= 500
  • Each valid line contains an IPv4 or IPv6 address as its first whitespace-separated field
  • Return at most 10 distinct IP addresses
  • Ordering is count descending, then IP lexicographically ascending

Function Signature

def top_ips(log_lines):
Interviewer

Your question is Parse Apache Logs for Top IPs. Start with the requirements in the Question tab.

Run and submit as often as you like. When you're ready, talk me through your approach or go straight to the code.

You need to log in / sign up to run or submit.
CodePython 3
Sign up free to run your codeLog inLn 2
Run your code to see test output here.