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Show HN: New way to search for used cars (my weekend project)

olegkikin.com

61–70 of 71 posts

Re: Show HN: New way to search for used cars (my weekend project)

#61
Very nice! Really easy to visualize the data and find what you're looking for without combing through hundreds of search results.

Couple of thoughts:

The colors are a bit confusing. I understand the year, but a legend might help.

Would be cool to add search terms to limit models.

Would be nice to easily change location.

Other than that, really excellent idea and nice implementation!

Re: Show HN: New way to search for used cars (my weekend project)

#62
post #23

There's a 2005 Bentley Continental GT for $29,800. Seems like a good buy. I think someone forgot a zero? http://www.cars.com/go/search/detail.jsp?tracktype=usedcc&#3... Your app made it easy enough to find an exception like this.

There's also several cars for $299, but in the description are $2990 down...

Google Refine is a great tool for finding and fixing anomalies like this in your data sets:

http://code.google.com/p/google-refine/

Re: Show HN: New way to search for used cars (my weekend project)

#63

Amazing work. I can only say I wish I had this a month ago when I was searching for a used car. (ended up with a 2005 A4 Special Edition w/ 95k miles for 9k USD) EDIT: Would be great if we can add another dimension or at least switch one of the axises to a different dataset - in particular, the year. EDIT2: I now realize the colors are the year. This addresses my previous concern, but you need a legend for that. EDIT…

The OP said higher up that:

> The size of a dot = year (newer = larger), plus I colored 2007 .. 2011 in different colors to find "fresh" cars quicker.

Re: Show HN: New way to search for used cars (my weekend project)

#65

You have an algorithm that can classify cars from best to worse depending on a lot of input. That is the money, not the visualization (although very cool). The best to display ranking is a numbered list. Although not super cool, that is very valuable.

There are cheap cars with low mileage, expensive cars with low mileage, expensive cars with high mileage, and cheap cars with high mileage, and everything in between. Unless the cheapest car also has the lowest mileage, and the most expensive car also has the highest mileage, there is no "best" or "worst" in this classification.

There is only a tradeoff between inputs, the two primary ones shown here are mileage and price, with age overlaid by color/dot size.

2D data requires visualization and human interpretation - There is no algorithm in place here. A list only works on 1 dimensional data (and can be parsed trivially with a simple sort algorithm). 3D and higher dimension data requires more complex visualization and more effort to parse.

A visualization allowing the user to make good decisions based on several inputs is a great place to find 'the money'.

Re: Show HN: New way to search for used cars (my weekend project)

#66

Earlier quoted context omitted.

Downloaded 20 search results pages from cars.com. I wish I had direct access to their DB. Craigslist has a ton of car postings, but it's not structured in any way, will be very hard to parse.

Heh. My company provides cars.com with most of its data, so I have direct access to their db. ;) However, because our business model is predicated on aggregating and then reselling automotive data, it's unlikely you could get access for free. Still, if you think you'll ever want to go commercial, you might contact us: (DMI) Digital Motorworks Inc.

Listings are valuable. I know AutoTrader.com works hard to protect its listings from mass downloading.

Re: Show HN: New way to search for used cars (my weekend project)

#67

I like the visualization. This could be a great way to visualize if you're getting a good deal or getting ripped off. Four things: 1. I don't see a way to change my location. Without that, the tool is essentially useless to anyone but you. 2. It's not obvious what the colors or sizes of the dots represent. 3. Have you considered superimposing Kelly Blue Book info? That could add some interesting trend lines. 4. A blo…

Each dot on the chart is a car. Horizontal scale = mileage. Vertical scale = price. The size of a dot = year (newer = larger), plus I colored 2007 .. 2011 in different colors to find "fresh" cars quicker. This is just some sample data from the last 24 hours, relatively cheap cars under $32,000 within 500 mile radius of NYC.

Very cool, with lots of potential, but definitely not done. The biggest annoyance is not being able to pick (or even differentiate) between different models of a particular brand. For instance, there are 117 BMWs, but no way to view just the 335i models, either with an actual filter, or even visually. Mousing over 117 dots = not fun.

Also, a legend that explains dot size and color would be super easy to implement and tremendously helpful.

Re: Show HN: New way to search for used cars (my weekend project)

#69

It would also be nice to have the option of using age instead of mileage, or possibly miles / year. Sometimes an old car that's hardly ever driven, with a low mileage, isn't as good a bet as a newer car with lots of miles that's been well maintained.

That's true, but age is so strongly correlated with mileage that it's an insignificant factor in sell-price once you control for mileage (Based on my own research using proprietary data).
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