Blog Archives

Learn How Google’s Search Algorithm Learns From You [Google]

There’s a whole lot of mystique, paranoia, and guessing as to how Google comes up with its generally best-in-class search results. Steven Levy at Wired digs in to discover what really makes Google’s search engine different, and how it learns from us.

PageRank, the generally accepted metric of, among other things, how often a page is linked to, is only a small part of the larger story at Google. Talking to Google’s engineers and tracing the history of publicly announced search features, Levy discovers that a good deal of what Google has learned about search comes from the searchers themselves.

Take, for instance, the way Google’s engine learns which words are synonyms. “We discovered a nifty thing very early on,” Singhal says. “People change words in their queries. So someone would say, ‘pictures of dogs,’ and then they’d say, ‘pictures of puppies.’ So that told us that maybe ‘dogs’ and ‘puppies’ were interchangeable. We also learned that when you boil water, it’s hot water. We were relearning semantics from humans, and that was a great advance.”

If you’re at all intrigued by what Google gets right or wrong, Levy’s piece is well worth the read. It’s a lot of straight talk from inside Google about search, written up in plain English.






SeatGeek Indexes Stadium and Venue Seats to Bring You Best Values [Tickets]

If you’re looking to buy tickets to a sporting or music event, pay a visit to SeatGeek before you hit Buy at your regular vendor.

At SeatGeek you can search by your favorite team, performing artist, or venue/city if you're open to taking in anything. SeatGeek renders a map of the venue, charts out where the seats are located, and dishes the dirt on the overall state of pricing at the venue as well as individual tickets. The price forecast tells you if you should buy now or wait based on prior data for the team/artist and the venue in question. In our example above—purchasing Houston Rockets tickets—SeatGeek suggested that we buy now because it projected a moderate price increase between now and the event.

In addition to simply searching for events and comparing immediate prices, SeatGeek publishes TicketPulse. TicketPulse massages the data across the board at SeatGeek and highlights interesting facts based on ticket prices, number of tickets purchased, and other factors. For example if you consider part of the value of a ticket to be seeing the team win, the New Orleans Hornets provide the best value—the win average compared to their average ticket price makes for the cheapest "they're gonna win!" ticket purchase in the NBA.

For other tools to help you find great seats, check out previously covered SeatQuest and SeatKarma.






Save CPU Cycles by Disabling the Windows 7 Search Feature [Windows Tip]

If you can’t get used to the new search feature in Windows 7, or you just prefer using Everything, Google Desktop, or Launchy, you might be interested to know you can disable it.

While we’re not recommending to average users to disable the built-in search functionality, if you really don’t use it, you could save yourself some CPU cycles by getting rid of it. Over at How-To Geek (my home away from Lifehacker), we’ve got a guide to the quick steps to disabling the built-in Windows Search feature, but you can do it easily by simply heading into the Control Panel, searching for “Turn Windows features on or off”, and then unchecking Windows Search from the list.

Once you’ve restarted your PC, you’ll notice that the search box is gone from the start menu, and there will no longer be a search box in Windows Explorer when you’re browsing through the file system. You should also note that Microsoft Outlook’s “Instant Search” feature depends on Windows Search, so that will use the slower Outlook search instead.

It's definitely not a setting for everybody—and frankly this writer loves the Windows 7 search box, but if you never use it, at least now you know how to disable it. If you prefer your instructions in step-by-step format, click the link for the full guide.






Best Apartment Search Tool: MyApartmentMap [Hive Five Followup]

Looking for a new pad? Last week’s Hive Five offered a variety of tools to help you find a new apartment. The winner of the Best Apartment Search Tool vote was MyApartmentMap, an apartment search tool that also includes neighborhood data and comparison tools.

Following MyApartmentMap was the old-school "Pounding the Pavement"—sometimes the best apartments are the ones that never end up in a listing. Rounding out the top three, Craigslist with the excellent PadMapper front end that mashes up Craigslist listings and Google Maps.

For more information about the above tools and the other contenders, check out the full Hive Five.





Voyij Finds Best Deals for Travelers with an Open Calendar [Travel]

Sometimes your vacations are elaborate, months-long planned excursions. Other times, you just want to get out of Dodge as cheap and quick as possible. Voyij can help with the latter.

Tell Yoyij where you want to leave from and give it a rough time frame to work with. You can also search destinations and departure dates in a truly wide-open style if you’re adventurous, or narrow it with parameters like “next weekend” or “June”. Once Voyij has the basics, it searches for the best prices for airfare, hotel accommodations, and vacation package deals and brings them back. From there, you can refine the deal search and your whimsical mini-vacation with various filters, as seen in the screenshot above.

If you need more control than Voyij offers, make sure to check out the Hive Five on best travel search engines. Would you use an open-ended search (and a bit of luck) to plan your next vacation? Sound off in the comments below with your desires for adventure or horror at the lack of structured planning.

[via Mashable]





Six Ways You Should Be Using Twitter (that Don’t Involve Breakfast) [Twitter]

Twitter has become a nationwide phenomenon, and like any phenom, all the Twitter talk grows quickly tiresome. But despite what you may think, Twitter isn’t just for narcissists; it’s actually insanely useful.

So let's assume that you already know about the navel-gazing uses of Twitter—the aspects of Twitter that most people criticize when they complain about the site. Discounting Twitter altogether because you think it’s ridiculous that people tweet about what they had for breakfast is like claiming that email is useless because of forward chains. It’s a mistake, and you’d be missing out on a great tool if you let that put you off Twitter completely.

Twitter is as useful as you make it. In fact, Twitter does several very worthwhile things better than any other tool.

1. Instant, Real-Time Search Results

Search is hands down the most useful feature of Twitter—whether or not you actually participate by posting anything to the site. Consider, for example, a very trivial example: I live on the West coast, so when the American Idol results show ends every Wednesday on the East coast, it's only 7pm here. I could wait two hours, then suffer through another hour of the Wednesday night, up-with-people variety show, but I really just want to know who was voted off. News sites move too slowly, and at one point blogs had aimed to fill this instant-answers void, but guess what: When you want to find out who was voted off Idol as soon as the results are available, Twitter is the quickest and easiest way to get this answer. Try it sometime. Within seconds of the announcement on Idol, Twitter fills with hundreds of posts answering this question for me.

The real-time search applies to so much more. If the signal on my cell phone goes out, I check Twitter to see if there's some sort of AT&T outage in my area. If I want to know what people are saying about something important to me, I hit up Twitter. What you get is like a centralized, searchable, real-time comment-thread for everything. Yes, like all comment threads, you'll find a good amount of crap. But that doesn't render the entire thread worthless. Bookmark Twitter Search now and use it next time Google or your favorite blog search engine fails you.

2. Monitoring Something You Care About

Virtually every company has a Twitter account these days, which means if there’s a product you really care about, following them on Twitter is often the easiest way to stay up to date with the latest developments. But more often than not (in the context of Twitter, at least), the thing we care about most is ourselves. We’ve already shown you how to create an ego search to monitor what’s being said about you on the web, but now Twitter is another must-use tool for getting your ego fix.

Still, even if you’re not an ego-maniac, surely there’s something that you care about that you could monitor on Twitter. Do yourself a favor and download one of the free desktop Twitter clients to help you create persistent Twitter searches so you can keep track of whatever your want without always hitting up the main Twitter search page. We’d recommend checking out TweetDeck or Seesmic Desktop.

3. News Updates

We've been using newsreaders to subscribe to RSS feeds for years now, but newsreaders still haven't completely caught on with the world at large. It seems less manageable to us, but many people are perfectly happy using Twitter as a tool to keep up with the latest news—which is partly why CNN has over 1 million followers. Likewise, re-tweeting (the process of copying and re-posting someone else's tweet) spreads news like wildfire—so breaking news can reach you on Twitter a million times faster than through any of the old methods. (For what it's worth, here at Lifehacker we have our own Twitter feed that pushes out all of our top stories.)

4. Instant Communication with Friends

This is closer to what people think about when they think Twitter. But, as I said above, Twitter communication doesn't have to be a cesspool of "what I ate this morning" and "just flushed the toilet." You can choose whose updates you want to be notified of and how you get those updates. Upshot: If you and your pals use Twitter well, it can be a fantastic communication tool. If not, of course it's useless—but that's not really Twitter's fault. Also, if privacy is a concern, you can always protect your updates.

5. Twitter as a Productivity Command Line

Whether you want to add a new event to Google Calendar, a new to-do to Remember the Milk, or a new note to Evernote, you can do it all via Twitter. It took us a while to warm up to Twitter from a productivity angle, but this kind of integration made us admit that Twitter may yet boost your productivity, too.

6. Ask Questions, Get Answers

Provided you have enough followers (with enough knowledge), Twitter is also a powerful place to ask questions and get answers. Before I started writing this post, for example, I asked my followers what they think Twitter’s best uses are—the answers to which helped inform this entire post.


We certainly haven’t exhausted all the options, but hopefully this gives you a more balanced look at how Twitter can be useful to you. Of all of these options, Twitter search is far and away the most powerful feature, and one we’d recommend you start using. If you’ve got something worthwhile you use Twitter for that we didn’t cover, let’s hear about it in the comments.



Recipe Puppy Chooses Meals Based on the Ingredients You Have [Recipes]

Recipe search engine Recipe Puppy finds meals by a list of ingredients or keywords, searching through more than 500,000 recipes across dozens of web sites.

Once you've searched using the list of ingredients you want to use, Recipe Puppy will suggest other similar ingredients that you might want to add to your search, a very nice feature to help pick an interesting meal. Since the search engine is powered by Google APIs, you can use some regular search operators to help—for instance, you can add a "-" in front of an ingredient you don't want to see. The popular web site AllRecipes provides a similar find-by-what-you-have feature, but Recipe Puppy’s ability to search many sites at once makes it worth a look for anybody trying to figure out what to make for dinner.

Recipe Puppy is a free website, works anywhere. For more, check out how to find recipes to satisfy your cravings, or make the most of what’s in your pantry with RecipeMatcher. Thanks, Kris!





FatWallet Adds Coupon Search to Save You Money with Ease [Saving Money]

Deal-finding web site FatWallet has always had an excellent forum for saving cash, and while that made it very popular among Lifehacker readers, the site’s new coupon search helps you avoid digging through forum posts.

Using it is simple: Just head over to the FatWallet homepage or the coupons search page, enter the name of a store you’d like to save some cash at, and see what results you can find. Sites like previously mentioned RetailMeNot have covered this territory before, but it’s great to see a site with as rich of a database of coupons as FatWallet offer this kind of simplified coupon search.





CraigsList Reader Searches the Depths of Craigslist [Downloads]

Windows only: You can get amazing deals on Craigslist, but you won’t save any cash if you can’t find the bargains. CraigsList Reader lets you deep-search multiple Craigslist location to find the loot.

We’ve shown you ways to go beyond the basic Craigslist search, including searching all of Craigslist at one time. CraigsList Reader (their unnecessary capitalization, not ours) is, by far, the most thorough Craigslist tool for searching we've ever reviewed. You can search every listing in every city, fine-tuned by region, state, and city. You can drill down to search just for jobs, jobs by type, items for sale, items with pictures, price ranges—in other words, your OCD tendencies are amply rewarded. You can set up desktop notifications based on specific search variables. So if you're looking for freelance graphic design jobs or aquariums for sale in your region, here's the place to save time on doing so.

A bit of advice for searching: be specific and make sure to narrow your categories and location if applicable. CraigsList Reader is a very thorough program, and if you search for a generic term with the filter wide open, it’ll take a chunk of time to return all 94,294 results for “garage sale”.

CraigsList Reader is freeware, Windows only and requires the Microsoft .NET Framework. For strategies on getting the upper hand using this app, or just the website, check our in-depth guide to taking advantage of Craigslist during a recession.





Stream and Download Music with MP3 Search [Music]

MP3 Search is a web music finder with a simple interface. If you’re in need of some quick tunes to listen to, or you’re hunting down pieces of an obscure mix, take a peek.

Similar to previously reviewed Mix Turtle, MP3 Search sports a spartan, grab-it-and-go interface. Unlike Mix Turtle, though, you can download the tracks to your computer. The music you select loads in a small pop-up flash player for preview or quick listen, though you can’t queue up multiple tracks as on Seeqpod.

For more methods to scour the web for musical bounty, make sure to check out our guide to finding free music. If you have a favorite site for streaming music or finding tunes, sound off in the comments below.






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