TASK DEFINITION: Given a text passage as input comprising of dialogue of negotiations between a seller and a buyer about the sale of an item, your task is to classify the item being sold into exactly one of these categories: 'housing', 'furniture', 'bike', 'phone', 'car', 'electronics'. The output should be the name of the category from the stated options and there should be exactly one category for the given text passage.
PROBLEM: Seller: HI how are you
Buyer: Good, so I want to buy the bike, but it's a bit ugly. What's wrong with it?
Seller: Absolutely nothing is wrong with it the bike is fully comprised of high end components that are clearly listed in the description i am firm on 700.
Buyer: Honestly bikes don't cost 700 dollars. I need you to come down to about $200, and that's a lot for a used bike. If you haven't noticed, the bike market isn't exactly booming,
Seller: I wouldn't go near that low the low end bike market may not be booming but this is a high end bike.
Seller: 


SOLUTION: bike

PROBLEM: Seller: Hello, are you interested in the item for sale
Buyer: Yes I am interested but could you tell me what condition is it in?
Seller: Are you interested in purchasing this item
Buyer: Yes. What condition is it in though?
Seller: it is in great condition.
Buyer: Why are you selling it?
Seller: We've had some financial troubles this year. Just trying to make ends meet. 
Buyer: Okay would you take $2,000 for it? sounds like you really need the money
Seller: Unfortunately I can't go that low, I'm think more in the $3500 range. As you can see from the ad, this bike has a great deal of upgrades and customization. It's really a steal at this price
Buyer: Upgrades and customization don't really add value to something if you're selling it to someone else. I'll give you $2,100
Buyer: 
Seller: 


SOLUTION: bike

PROBLEM: Buyer: Hello
Seller: Hello, How are you today? 
Buyer: I'm good. I really like the location of the room, are you willing to work some on the price? 
Seller: I would be willing to be a little flexible. There has been good interest so far, but for the right student, I would make a deal
Buyer: Don't have to worry about late nights or problems from me. I'm going to school full time and working 20 hours a week, so won't even be there much. Would you be willing to go down to $1,100?
Seller: Oh, that sounds like a very busy schedule. With $1100, I don't think I would be able to cover the cost of utilities. Did you see that they were fully included? If you are able to sign a lease today, I could do $1275
Buyer: I'd be willing to work a few hours of maintenance each week if you could go $1,150. That's as high as I can go.
Seller: Can you talk about your maintenance experience? With a full time class load and 20 hours of week elsewhere, what type of time do you think you would have to dedicate to work here? 
Buyer: I've worked for a landscaping company every summer for 4 years. My father is a contractor,  and I've also worked with him.  My job is all weekdays, so my weekends would be open.
Seller: How about 1250. You are responsible for 6 hours of work a month assigned by the property manager. That works out to a rate of about $25.00 discount, but you would be responsible for paying the full balance if you are not able to complete the work. If you are a good employee, I think we could consider additional hours,and further reduction after a trial period. 
Buyer: I just don't think I can afford that. 
Buyer: 
Seller: 


SOLUTION:
housing