Primary competition visual

EY Biodiversity Challenge

$3 500 USD
25 days left
Classification
Feature Engineering
Geospatial Data
Geospatial Analysis
989 joined
353 active
Starti
Mar 27, 26
Closei
May 24, 26
Reveali
May 24, 26
User avatar
meganomaly
Zindi
Action Required - Data Rules & Submission Compliance
24 Apr 2026, 12:12 · 10

Hello participants,

Following a recent investigation, we have identified that some submissions may be benefiting from unintended signals related to geospatial information. Specifically, it is possible to significantly improve leaderboard scores by leveraging latitude/longitude data in combination with external occurrence datasets. We want to remind you that, as per the competition info and rules:

  • Only the datasets provided for the competition may be used
  • Latitude/longitude features are not permitted for model development or inference

These rules are in place to ensure a fair and consistent evaluation based on the intended TerraClimate features.

If your approach may have used restricted data or signals (including indirect use of latitude/longitude or external datasets), please take one of the following actions by 23:59 GMT on Saturday 25 April:

  1. Request removal of the affected submissions from the leaderboard by emailing me (megan[@]zindi.africa)
  2. Submit your code for review so we can verify compliance with the competition rules (zindi[@]zindi.africa)

As per Zindi’s competition rules, we reserve the right to request code from any participant at any time. Failure to comply or submission of non-compliant solutions may result in disqualification from this challenge.

This is about ensuring fairness and maintaining the integrity of the challenge for everyone. Thank you!

Discussion 10 answers
User avatar
marching_learning
Nostalgic Mathematics

Hello @meganomaly I didn't send my leaked submissions to you because I was busy. Can I still proceed ?

27 Apr 2026, 08:48
Upvotes 0
User avatar
meganomaly
Zindi
User avatar
abdelrhman012018
Alexandria university

i send the code to you

User avatar
CelestineC
Mt. Kenya University

Hello @meganomaly, I did send my code to (zindi[@]zindi.africa) on Sunday evening. But I will for sure forward it to you as well. Thank you.

27 Apr 2026, 16:29
Upvotes 1
User avatar
Freelance

Hi @meganomaly,

I'd like to ask for confirmation. Does using distance based features computed from the lat and lon features violate the rule of not using latitude and longitude features?

28 Apr 2026, 11:27
Upvotes 1
User avatar
CodeJoe

Yes it violates. That is why I dropped my best sub.

User avatar
meganomaly
Zindi

Yes, using distance-based features computed from latitude and longitude would still be considered a violation of the challenge rules. Even if you’re not including the raw Latitude and Longitude columns directly in your model, any features derived from them (e.g. distances between points, nearest neighbours, clustering, grid cells, etc.) are effectively reintroducing spatial information. This goes against the intent of the rule, which is to ensure models rely on the provided environmental/climate data rather than geographic location. A good rule of thumb:

  • Using lat/lon to extract TerraClimate values = allowed
  • Using lat/lon to create features for the model (including distances) = not allowed

So in this case, distance-based features would fall into the second category and should be avoided.

See Data section:

User avatar
Freelance

Ok. Thank you.

User avatar
MICADEE
LAHASCOM

@meganomaly I see.. Thank you for this further clarification.

Hi @meganomaly, apologies for missing the deadline on Sunday. I'm formally requesting that all my submissions on this competition be removed from the leaderboard. My approach used external occurrence data (Atlas of Living Australia / GBIF) and distance-based features computed from lat/lon -- both violations of the rules clarified in this thread. I'll start over using only the provided TerraClimate features. Please let me know if you need anything else from me. Thanks for your patience. -- Mutombwa

29 Apr 2026, 10:48
Upvotes 0