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: Buyer: I am interested in your cubicles, do you know who the manufacturer is?
Seller: Hello, are you interested in the cubicles I have for sale?
Buyer: I am interested in your cubicles, do you know who the manufacturer is?
Seller: No I am not sure exactly, but I know they are very well built .
Buyer: I've seen them sell around $50 individually would you be willing to take $200 for the set?
Seller: That is way too low for me to go. These are very sturdy and well made . originally cost far more than I am asking. I am willing to go to 380 on the price drop ..
Buyer: That is pretty similar to the cost of new would you be willing to take $225?
Seller: I think you forget that those cheaper new ones are not the same quality here, also you would be getting the chairs and cabinets as well.
Buyer: I don't want the chairs and cabinets I just want to cubicles.
Seller: well I am willing to come down , but only to 360 as I can get a better offer for everything as a set.
Buyer: I really do need the cubicles but I already have the chairs and cabinets, so you could probably sell them and get the rest of your money how about I offer $235?
Seller: No I am sorry, I know I could much better with what I have to offer. either 360 or nothing..
Buyer: 


SOLUTION: furniture

PROBLEM: Buyer: I am interested in your iphone 6S. Please tell me a little more about the scuff near the charging port.
Seller: Thanks for contacting me! It is actually just a little scuff, it is really nothing major and does not affect the charging port in any way. I did not mention in the ad, but the phone comes with the case and its charger. 
Buyer: When did he buy the phone?
Seller: He bought it a year ago. Still like new. You can come down and check it out before you make any obligations, of course. Also, I am willing to negotiate the right price for you. 
Buyer: I'm willing to pay cash tonight but your price is too high for me. How about $375.
Seller: That's a little low. I'm willing to let it go for $395 though. Come on, it's a great phone and worth it. 
Buyer: I'll pay $395
Buyer: 
Seller: Great! I'll send you my address via email and you can pop in anytime. 
Seller: 


SOLUTION: phone

PROBLEM: Seller: Hey there! Do you have any questions about the apartment?
Buyer: how we doing today partner
Buyer: yes I do  , how big is it and is there a park nearby and does it allow pets ?
Seller: Its 2300 square feet. There's a nice park named Linkin Park nearby, and the apartment allows cats and small dogs.
Buyer: beautiful, ok and hows the neighborhood
Seller: The neighborhood is great! Only 15 recorded bear attack in the past 3 months
Buyer: cool my kind of place, eventhough I was looking for 20 attacks, but fifteen will do, how about I give you 1500 , fair enough, since it's only 15 recorded
Seller: I totally feel you. I do think that this year has the potential to be a record high for bear attacks, maybe even approaching 40 or 50. Would you consider doing 1550?
Buyer: ok I think I could that, thanks for your help
Seller: No problem!
Seller: 
Buyer: 


SOLUTION:
housing