TASK DEFINITION: In this task, you are given a public comment from online platforms. You are expected to classify the comment into two classes: identity-attack and non-identity-attack. Identity attack refers to anything rude or disrespectful about someone's identity, including appearance, race, gender, and sexual orientation.
PROBLEM: Comment: "thieving orcas?"  The ocean is the orcas' home. The real thief of fish are humans. We do not need to take fish from the sea to survive. We can get food from the land. The orcas have only the ocean as their place to find food. If the fish belong to anyone, it is the orcas, not humans,

SOLUTION: Non-identity-attack

PROBLEM: Comment: Nope. Converting the rail guideway to a dedicated bus lane would be the equivalent of getting a job at Starbucks after you spend six figures getting a law degree at Harvard.  Our rail system will have a maximum capacity of over 32,000 people per hour per direction, approximately 3x the capacity of the H-1 freeway. It can operate with as little as 90 second headways (40 trains per hour) with each train carrying up to 800 people. Additionally, since it will be driverless, the operating costs will be 20-30% cheaper than an at-grade rail system and 50-65% cheaper than a bus system. BRT systems, like at-grade light rail can carry 5,000-8,000 people per hour per direction and the biggest single operating cost item is the drivers.  Grade-separated high capacity rail systems are hands down the most efficient way to move large numbers of people, but they are very expensive to build (capital costs). If we've already built the guideway, we'd be idiots to run buses on it.

SOLUTION: Non-identity-attack

PROBLEM: Comment: I hate the FACT that it's mostly black and Samoan criminals that's waging havoc in the community.  Prove me wrong, please.

SOLUTION:
Identity-attack