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kevon added a comment on a blog entry Day 114 - Journey Complete :)Pretty quickly to be honest. I had a bad initial breakout in the first couple of weeks that I started taking the medicine, and after that cleared a little bit when I upped the dose after the first four weeks.
After that it's been fine. However, my understanding is that I'm lucky for that and most people don't see improvements into the third or fourth month.
kevon added a blog entry in kevon's BlogDay 114 - Journey Complete :)I came off the medication for a week due to my chest infection, but came back on once it cleared up to finish the course. I have my final appointment tomorrow to get my post-treatment check up.
All in all, it's been pretty smooth sailing for me. I still don't know if the medicine was behind taking a long time to recover from my chest infection, but aside from that it's been fine.
Skin and lips have been dry, but not overly so. Nothing some lipsalve and a bit of moisturiser can't fix. I have been a bit tired at times, moreso than usual. I find I'm fine when I wake up, but by the time I'm leaving work I'm pretty exhausted. I'm a bit of a night owl who naturally wakes up at around 8pm but now I find I'm always in bed by like 10pm.
I think I've had like 2-3 spots since my initial breakout at the start, and I haven't had anything at all for weeks. Skin's completely clear now and has been for a while now, for the first time since I was about 12
I really hope that this continues after I am finished the treatment!
Everyone reacts differently of course, but I would recommend accutane for anyone considering. You read horror stories, but I can only speak for myself in saying it's been fine.
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kevon added a blog entry in kevon's BlogDay 94 - Accutane - Chest InfectionWith three weeks to go, the end seemed in sight. So from the title I'm not saying my chest infection was caused by accutane. However I'm unsure if it's contributing to me being so unwell.
I got a cold about 2 weeks ago, and from that got a bacterial chest infection and infection in my trachea (tracheitis) from coughing so much. I'm on antibiotics which has stopped the symptoms such as coughing up blood (still coughing a lot though) but what has never happened to me before is the other ill effects I'm getting from this infection which I can't shake.
I feel nauseous and exhausted, ALL the time. I can't stay awake for more than a couple of hours at a time, and I have no appetite. I haven't wanted to eat anything in days. Even though I have been on antibiotics for 4 days now I'm not showing any signs of feeling better.
I raised with my regular doctor that I'm on accutane and he did seem concerned about all the side effects, and sent me off to get some bloodwork done. I'm wondering if it's possible the meds are making me feel this way in conjunction with the infection and are contributing to my inability to bounce back.
For now I'm not sure if I should come off them until I recover. With only 3 weeks to go its frustrating since its been relatively smooth sailing but hopefully I'll still get the benefits of the medication having been on it for 3 months and 1 week. (
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kevon added a comment on a blog entry Accutane - Day 74 - Dry Nose!Thanks for the advice - I will try that. I tried putting moisturiser up there but someone at work asked why I had all this white stuff around my nostrils - I think she thought I'd been snorting something haha.
kevon added a blog entry in kevon's BlogAccutane - Day 74 - Dry Nose!So I've been on the Accutane for a good while now. Think I have about 6 weeks left to go, so there is light at the end of the tunnel.
All in all it's been good at treating my acne. I had a couple of zits come up recently which was odd because I haven't had any new ones for weeks. Hoping that it's a one off! They aren't big ones at all, but they seem to take longer to come to a head, I guess it's because there's no oil or moisture on my skin.
Skin is very dry, there was one point where I was starting to look like I'd had a botched chemical peel, but it's all calmed down now. My main issue is my friggin nose. It's SO dry in my nostrils. I never thought that would be a problem but it's quite uncomfortable and can be quite painful. TMI central but basically your snot dries out and sticks to your nostrils. There's often blood when I blow my nose as well. I've not had an outright nosebleed though, thankfully.
To combat it I had a nasal irrigation kit (Neilmed) that helps to at least moisten things long enough for you to blow your nose properly. And failing that I have been known to on occasion put moisturiser up there… lovely.
Apart from that everything's been fine side effects wise. No stomach problems. Not much joint aches (and I lift weights), maybe a bit in my wrists. Still feeling a little tired but I can't work out if that's the medicine or just burning the candle at both ends which I have been doing lately.
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kevon added a comment on a blog entry Accutane - Day 22 - Good Improvements, Some Side EffectsHey - I'm on day 61 now, just over halfway! Feeling great - only real side effect is if I don't moisturise and put lip balm on constantly I look like I've had a botched chemical peel! My lips can look horrible sometimes.
The first two weeks were toughest, so just hang in there and ride it out. I found the tiredness faded, I think as my body got used to the medicine in my system. It still comes back periodically, if I don't sleep well (I find many nights I keep waking up every couple of hours in the night - don't know if it's related). Also, the dry eyes side effect can make you feel like you're tired too.
Acne-wise, I haven't had a single zit in weeks, so for all the little side effects are annoying it has been worth it! Keep going
Oh and to answer your other question 'IB' is "Initial Breakout" - many people experience an increase in acne when they first start taking the medicine. I definitely got it, about a week or so in, my skin was worse than it had even been. But thankfully it disappeared as quickly as it came.
kevon added a blog entry in kevon's BlogDay 44 – Accutane – UpdateSo I'm now on Day 44 of my course, been on the full dose for nearly a couple of weeks now. So far, my skin is still really good. I have one spot at the moment and the rest is completely clear. Even the red marks that are left after you have a bout of acne have cleared which is great. Was concerned that I'd get another IB when I upped my dose but so far so good.
On the side effects front, my main complaint is my stomach. I've always had light IBS, but assumingly the medicine is really not agreeing with it! It's only been a few days of having problems so I'm hoping it'll pass because it's pretty annoying. Stomach pains normally followed by an urgent trip to the toilet… not very pleasant! But I have suffered from this before the medicine just not as bad. It's very easy to just blame everything on Accutane!
I've had trouble sleeping a few times as well. More falling asleep easily but waking up in the middle of the night and not being able to get back to sleep. Again, could be unrelated as I'm a light sleeper anyway but it's quite unusual for me to not be able to get back to sleep.
Skin is getting drier, and starting to spread to my hands and on my neck, I can feel little dry rough patches.
Oh well, I am nearing the halfway mark and it has gone quickly, so hopefully it'll be over in no time J I miss not being able to get drunk!
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kevon added a blog entry in kevon's BlogDay 32 – Accutane – Full Dose Time!So yesterday I started my full dose of 70mg. I spoke to my dermatologist about how I've had some great effects from the lower dose and mentioned the possibility of staying on the 40mg dose if it was working. He said he'd be inclined to stick to the plan, which I was expecting. He said it was good that I'm not getting too many side effects and that's normally a good indicator that I'm not going to suffer too much on the full dose, but when I have my review in another 4 weeks if that changes they could discuss lowering it again.
Skin is still clear, which is great. Side effects wise, nothing to report. My skin is starting to get a bit flakey as well as feeling dry, but not problematic. I am still managing to exercise (weightlifting) with no problems such as sore joints. I really hope that this continues on the higher dose as I am really getting into it at the moment and would hate to have to stop.
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kevon added a comment on a blog entry Day 29 On AccutaneGlad to hear yours is looking good - I'm at the same stage as you and don't have any spots, it's great!
What dose are you on?
kevon added a comment on a blog entry Accutane - Initial Breakout! - Day 8 (Pic Included)Hopefully it'll pass for you as quickly as it did for me! Mine only lasted about 5-6 days.
I'm on day 25 now or something and my skin is completely clear already. I am hoping I don't get another IB when my dose is doubled at the end of the month!
kevon added a blog entry in kevon's BlogAccutane - Day 22 - Good Improvements, Some Side EffectsSo I'm into my 4th week of Accutane. It's been pretty smooth sailing despite the bumpy start with my initial breakout.
Start off the the positive, my skin is great! I'm surprised it's cleared so quickly that I'm thinking "this can't be it already". I still expect to get more breakouts particularly when I go to my full dose in a week or so's time (70mg, as opposed to the 40 I've been on now).
In terms of side effects, I'm still pretty tired a lot of the time though it is passing and not as bad as it was at first. I guess this is my body adjusting and getting used to the medicine.
Past couple of days I've felt like my nose is really dry/itchy. No nosebleeds, though. My skin is dry, and starting to flake a little but this can be kept at bay by moisturiser.
I've noticed on my hands I have little red marks, which is weird. I can't work out if it's a rash or little cuts. I seem to cut myself really easily and end up with scratches which I don't remember getting (pics attached). Like my skin is really thin or something. Is that normal? I was told to contact the doctor if I develop a rash, so I'll see how if it develops.
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kevon added a comment on a blog entry This Thing On My Face Is Going To End Up Eating Me Alive! Help!So you've had this for over a year? Maybe everyone is different but I've never had a zit for that long... not even for a month. I would maybe speak to a dermatologist, that seems like an awful long time to have one! It would be driving me crazy as well!
kevon added a comment on a blog entry Accutane - Day 16 - Tired...I know, I hope it gets better and not worse - I can get by at work but come 6pm when I get home I am absolutely exhausted! I'm naturally nocturnal and normally have to force myself to bed at night, but this past week I've been in bed by 9pm!
kevon added a blog entry in kevon's BlogAccutane - Day 16 - Tired...Skin looking a lot better today, I'm surprised it's cleared up so fast considering how bad it was just a few days ago. I hope it's not the calm before another breaktout...
Skin isn't too dry at the moment which is good. Little bit of moisturiser in the morning and before bed seems to be enough. Lips are a bit dry but nothing lipsalve can't fix.
Things have definitely settled since last week, I wonder if my body is getting used to the 40mg dose. I have another couple of weeks or so of that dose before I up to my final dose of 70mg which I'll be on for another 3 months.
One thing that I have noticed about 'tane is the tiredness, which is one of the things I was dreading. I feel like I am getting 8-9 hours sleep per night but by the time I get to work in the morning I feel like I hardly got any sleep at all. I'm normally completely shattered by the time I get home.
I've read some people saying that this gets better as your body gets used to the medicine in your system, and others saying it gets worse. I'd be curious to hear other's experiences.
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kevon added a blog entry in kevon's BlogAccutane - Day 13 - Ib FadingSo this is me where I'm at today. As you can see my 'initial breakout' has calmed as quickly as it came (praying this continues, though I expect another one in a fortnight when I up my dose). I only have a couple of 'active' ones at the moment, all the other ones are dead.
Other than that, no side effects. My skin doesn't even feel too dry today which is odd, though was a bit dry yesterday. I also don't know if it's the medication or over-analysing but I do feel quite tired despite getting a full nights sleep. Yesterday I felt like I'd been up all night. Today a bit better but I slept from about 10pm to 9am. I hope it's nothing as I am very busy with work so can't really deal with being tired all the time. Looking at the picture I do look very tired though haha.
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Nov 09, 2012
Commentary by Stephen Downes
Nice little video (starts off as a white blank screen but stay with it) describing the different between a hierarchical company and a connected, or 'holarchic' company. In the former, tasks are divided, and each person has a designated area of responsibility. In the latter, "every part is authorized to represent the whole," and does this by linking to and communicating with other parts of the company. Hierarchies are good for stable processes like manufacturing, while holarchies are more suited to more chaotic processes such as customer service. It's interesting, from my perspective, to think of systems of educational management (such as top-down curricular initiatives) that are hierarchical, as compared to more holarchic teacher-driven models.


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Rockfax Description(Fresh breeze) Steep climbing on amazing holds, first right then left to the ramp. Finish above and right. © ROCKFAX
Paul Figg - 2nd - 12/Jul/15 with Rachel Antill
flip they are good jugs. would probably get three stars if it was at reiff!tomdude - Lead O/S - Jul/15 with marie
Hidden - Lead O/S - 02/Jul/14
cameron_hall - 2nd O/S - 14/Jul/13 with Will Benfold
will_benfold - Lead O/S - 14/Jul/13 with Cameron
mes32 - Lead O/S - 14/Jul/13 with Chris Bull
RAK - Lead - 04/Jul/13 with Lauri
Hidden - Lead - 05/Aug/12
Bruce Kerr - 2nd - 17/Jul/12 with Simon Tiplady
mtempest - 2nd - 12/Jul/12 with Dan Lane
Really enjoyed this route, superb climbing on amazing holds!Dan Lane - Lead O/S - 12/Jul/12 with Mike Tempest
cymjt - Jul/12
Nice, although the jugs sound a bit worrying in places.victim of mathematics - 2nd O/S - 26/Jun/12 with Andy
Hidden - Lead O/S - 26/Jun/12
Andrew1 - 2nd - 20/Jul/10 with Hulda
Hidden - Lead O/S - 20/Jul/10


text: My wife and I really enjoyed this place. We had a small problem with our room but Orlando at the desk took care of it. He also unlocked my safe for me...long story! My only complaint is that the pool bar needs more help...or another bar can be set up for the beach. Thanks for the great week!


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We stayed here one night on a weekend. Didn't make a reservation but rooms were available. I was a little skeptical about staying at a Super 8 but this place was great. Rooms were very clean and included a huge recliner and new flat screen tv. The pool was also a big plus. The beds were ok...pillows a little uncomfortable but that's minor. Breakfast in the morning was standard. The whole place is nonsmoking and smells like fresh laundry. I would definitely stay here again if traveling through the area.
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Location: United States > Iowa > Mason City
Business Center with Internet Access Free High Speed Internet ( WiFi ) Free Parking Swimming Pool Wheelchair access
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Price Range (Based on Average Rates): $
Hotel Class:2 star — Super 8 Mason City 2*
Number of rooms: 50
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The average person has about 48.6 thoughts per minute, according to the Laboratory of Neuro Imaging at the University of Southern California. That adds up to a total of 70,000 thoughts per day.Know More
The average human brain weighs about 3 pounds and continues to grow from conception until the person is about 18 years old. Human brains contain around 100 billion cells, which can live for an entire human lifetime, making them frequently the oldest living cells in the human body. The left side of the human brain has considerably more neurons than the right side, and the forebrain, which controls intellectual function, is far larger in humans than in other animal species.
The thoughts in a human brain are powered by neurotransmitters, which in turn are powered by copious quantities of blood flowing through the brain every minute. The brain can only survive without oxygenated blood for 4 to 6 minutes. After that time, brain cells begin to die off. A person will lose consciousness after only about 10 seconds without oxygenated blood, however. Although the brain continues to process thoughts while its owner is asleep, different neurotransmitters control sleeping brain thoughts, which is why dreams can seem so different from waking thoughts.Learn more about Psychology
The psychodynamic approach to psychology does not use the usual scientific routes of explanation, instead it focuses on the individual's thoughts on experiences, how they see the world and their relationships. Psychologist Sigmund Freud is considered to be the founder of the psychodynamic approach.Full Answer >
A person may watch his thoughts by becoming more aware of what happens to him emotionally when he is thinking. Many people find meditation helpful for doing this. Sitting quietly for a little while each day and focusing on the thoughts that pop up can be helpful for recognizing unhealthy thought patterns. Once these patterns are recognized, it becomes easier to change any negative effects they cause.Full Answer >
Voluntary behavior refers to thoughts and actions aimed at or resulting from choice in nature by individuals. The opposite behavior is called reflexive or involuntary behavior. As of 2014, the existence and nature of voluntary behavior is a matter of some debate amongst neuroscientists, psychiatrists and psychologists.Full Answer >
For the average person, 41 words per minute is a normal typing speed. People who type professionally should aim to type at speeds of 50 to 80 words per minute.Full Answer >


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Behind the Scenes on Jessica Chastain's Disney Dream Portrait Shoot with Annie Leibovitz
Earlier this week famed photographer of the stars Annie Leibovitz added Jessica Chastain to the list of celebrities she has featured in her Disney Dream Portraits series. The famous redhead portrayed Pixar's first princess, also a redhead, Merida from the hit animated feature Brave. Today we get two exciting videos…
Five New Disney Pins to Debut at January Disneyana Show and Sale


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is cramping in early pregnancy normal?
i think i am about 4 wks prego and i am worring myself sick my stomach is always crampd and my back hurts not too much nausea but i went for an ultrasound last week they couldnt see ne thing in my uterus they checked my hormone levels definitly pregnant but i am so worried about a tubal pregnancy that my stomach is in knots i go for another ultrasound in two days but i cant seem to calm down about this i have a very pysical job and at work the cramping is worse no bleeding though. i know i need to just relax but it is so hard i want this baby so bad this ever happend to ne one eles please help
Posted: 01/22/2008 by logan112306
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I am 6weeks pregnant today and I am worried as well. Couldn't decide if I should go to hospital for cramping or not but I was told its normalposted 03/22/2012 by cubanchica7
Omg thanks to everyone now I feel so much better....knowing that I'm not the only one out their. It's my first pregnancy so I still don't know whats normal and whats not!posted 03/15/2012 by labarbie17
I have just found out I'm pregnant this is with baby number 7 I was sent to hospital last week from work with cramping they took bloods and they said my hgc was 1300 and too low but I had a scan and found a yolk sac cramping is better now but still there I go back tomoz for a 2nd scan to see if anything has grown I'm worried but I have hopeposted 03/12/2012 by a BabyCenter Member
i ovulated on a day i had sex...like five days ago. now i'm cramping like crazy. i did use protection but i dont know. it's too soon to get a test. my breasts even hurt. but in five days? i found out with my son in three days because they did a test before an MRI and my HCG was 50. like a week preg. is this even possible??posted 02/22/2012 by a BabyCenter Member
I am 4 weeks and 4 days and it is soothing to see that the cramping is normal because I was getting a bit worried.posted 02/18/2012 by StarJones11
I am five weeks and two days pregnant and I have been experiencing cramping on and off since yesterday. It's scary for me because I worry it may result in a miscarriage but I'm hopeful that it is only part of baby's growing process. Thank you ladies for your reassurance that I'm not in this alone.posted 02/13/2012 by a BabyCenter Member
I am now 20 weeks pregnant and I am still cramping. As well as your uterus stretching to adjust for the baby, as your belly grows the tenants and ligaments that support your weight under your tummy are also stretching to adjust to your baby. Most women experience cramping through out the pregnancy. It isn't uncommon as long as it isn't an unbearable pain, and your not bleeding. HOWEVER, always let your doctor know whats going on so he can make sure everything is 100%. :)posted 01/29/2012 by swalden3590
I feel alot better I was just going to say the same thing about the cramping.. Im 5 weeks n the last 2-3 days ive been cramping.. Not to the point it hurts but I can feel it.. But now I feel alot better and hopefully its nothibg bad..posted 01/24/2012 by Mrs. Laguna 3
It is normal for the cramping I am 9 weeks and 7 days tomorrow I will be 10 weeks I've been having cramping since the begining of my pregnancy which is normal my doctor said cause my last pregnancy was a miscarriage and did not feel the cramping I get now.. and the cramping is from the stretching and I also think its from the gas passing by and from being consapated is normal during pregnancyposted 01/22/2012 by sacosta88
i am on my fourth pregancy and i never cramped for my other three so this new for me im really glad to hear its normalposted 12/12/2011 by Baby_Gurl_86880207
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A World Trade Organisation ruling against China's restrictions on raw material exports could force changes to some of its rare earth policies but is unlikely to yield the boost in exports of the metals that consumers want to see
Coca-Cola Ltd. has a history of using fluffy white polar bears in its ads, but this year the soft drink giant will use its marketing to highlight efforts to protect the iconic animal's habitat. Coca-Cola Canada is changing the colour of its can to white from red over the holidays to honour the animal as […]
With the possibility of default hanging over Europe and the United States, here's 22 equities from JPMorgan that are safer bets than U.S. debt
A consultant at Pricing Solutions recently presented some learnings he took away from an IBM conference on the topic of analytics. An important topic was the emerging frontier of using real time data to make real time decisions. From a pricing perspective, how could this level of data analytics move companies forward in their ability […]
The Cola wars are heating up again this summer with Pepsi taking aim at one of rival Coca-Cola's longstanding advertising icons: Santa Claus.
French electronica duo Daft Punk have struck a deal with Coca-Cola Ltd. for a set of limited edition Coke bottles. The bottles, which resemble the artists' metallic helmets, are marketed under the name Daft Punk x Coca-Cola Club Coke and will be available for a limited time at selected night clubs and in a box […]
On the hunt for true love? Forget about finding someone with the same values, hobbies or height. Turns out matching credit scores is a better predictor of relationship bliss and longevity, a report says
For all the back-and-forth over American Apparel — spanning Charney's alleged sexual antics, management's wrath and the duelling lawsuits that have followed — neither side is in control. Instead, the bondholders are
Volkswagen's CEO says the company will delay or cancel non-essential projects and the Chinese yuan overtook the Japanese yen to become the fourth most-used currency for global payments in August
Joe Chidley: Buffett once said when others are fearful, be greedy. With so much anxiety in the markets right now, contrarians with a strong stomach can score big
The airline's human resources chief had his shirt ripped off and his tie hanging from his neck as he battled through crowds of workers, seeking to escape


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I'm like fuck critics, you can kiss my whole asshole
Lyric Meaning
The whole asshole?
In French, they have different words for licking inside the ass vs. around the ass (as opposed to America's uniform "toss my salad")
Jay's protege Kanye West would later quote this line in Power.
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Football stars Quan Cosby, Kasey Studdard, Fozzy Whittaker, Ricky Williams and Vince Young weren't often backups at the University of Texas.
Turing Pharmaceuticals CEO Martin Shkreli recently raised the price of the drug Daraprim from $13.50 per pill to $750. The drug is primarily used by patients with HIV and other infectious diseases who have compromised immune systems. Shkreli said the price increase would fund more research. What do you think about the price hike?
Retail chains and car dealerships in abundance along Rockwall's Interstate 30 corridor are proof of prosperous times in the city.
The eastbound and westbound lanes of Interstate 30 have been shut down near Fate, in Rockwall County, because of a major accident, Rockwall police said.
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White Pines Forest State Park
Enjoy recreation on 385 acres, much of it forest, with a state park lodge and provisions for tent and trailer camping. It is also noted for its vine-covered limestone bluffs.
CITY:Mount Morris
White Pines Inn Cabins
Located in Northwestern Illinois, near Oregon and Rockford, White Pines Inn resembles a pioneer village with 25 authentic one-room log cabins with gas fireplaces. Set among the towering pines, the cabins have beautiful hardwood floors the color of maple syrup. Each cabin has a queen, hand-hewn log bed with a double bed trundle underneath, and a private bath. There are 13 one-room cabins with open-beamed ceilings. There are 12 additional cabins built in groups of four under one roof.
CITY:Mount Morris
Black Hawk Statue at Lowden State Park
At Eagle's Nest Bluff in Lowden State Park, proudly stands a 48-foot statue of a Native American quietly revering the beauty of the River Rock Valley below. Commonly called Black Hawk, after the legendary Chieftain, the statue was created as a tribute to all the Native Americans who once called the area their home.
Jonamac Orchard and Corn Maze
Bring your family out to our 65 acre site for a day of fall fun this harvest season! Open from mid-August through November, enjoy the horse drawn hay rides, 10 acre corn maze (Beginning Labor Day Weekend), kid's activity area with a barn, bale pile, tractor cab and more. Pick your own apples from any of our nearly 5,000 trees (Begins late August). Stop in our store and visit the bakery for apple donuts, pies, caramel apples and fresh baked bread, and fudge. Pony rides and a petting zoo will be available in the beginning of September. Jonamac Orchard is your family's fall tradition.
Kilbuck Creek
Located in the heart of the mid-west in Monroe Center, Illinois, just a 20 minute drive south from Rockford, a quiet, majestic dwelling sits among the trees that seclude Kilbuck Creek from sight of even its closest neighbors. This secluded sanctuary in the wilderness could be the location of your upcoming wedding, family reunion, church or business retreat or romantic getaway.
CITY:Monroe Center
Ronald Reagan Boyhood Home and Visitors Center
Tour the restored home that the Reagan family resided in from 1920-1923, and meander through the Visitor Center and Gift Shop which features books and gifts highlighting the Reagan legacy. The tour includes the four-room Presidential Timeline exhibit and the viewing of a Reagan biographical video.
On Holden Pond
Four-bedroom home on 15 acres overlooking a stream and a pond. Over 4,000 square feet with a fully exposed, walkout basement. Fireplace, huge two-level cedar deck, big-screen home theater center, and many antiques. Perfect for corporate and private retreats, holiday parties, wedding parties and as a vacation home.
Castle Rock State Park
Castle Rock State Park is located three miles south of Oregon on Highway 2. The 2,000-acre park includes rock formations, ravines, and unique northern plant associations. In one valley, 27 different types of ferns have been identified. A sandstone bluff, adjacent to the river, has given the park its name. Picnic area amenities include tables, shelters, grills, toilets, drinking water and playground equipment. Six miles of marked hiking trails have been developed, and a public boat ramp/parking facility is located across from the park's main entrance.
Maxson Riverboat & Restaurant
An authentic, elegant paddlewheel boat is docked at Maxson Restaurant on the Rock River. Dining and sightseeing cruises are offered.
Hailey's Winery
Hailey's Winery, established in 2009, specializes in handcrafted wines from grape varieties native to Illinois, as well as other varietals, and seasonal fruits. Owned and operated by two women, Hailey's is a fully functioning winery, producing and bottling award-winning wines in Byron, Illinois location. We strive to offer a variety of wines and an enjoyable experience for each guest, and want our visitors to feel completely at ease with wine tasting and selection. The winery is open year round, with tastings available any time during business hours, monthly live music, and tasting room rental for private celebrations. We carry specialty cheeses, sausage, chocolates, craft beer selections, and gift items. Guests may gather, relax and enjoy our wines in the pleasant tasting room, or on our patio during warm weather.
Lowden State Park
One of the most picturesque sites along the Rock River is just north of Oregon in Ogle County. The bluffs are graced with a majestic image of an American Indian gazing over the Rock River Valley. This is no ordinary statue. It is a 50 foot, concrete-reinforced wonder that is awe-inspiring. A tribute to all Native Americans, but more commonly associated with Chief Black Hawk, the statue was designed by sculptor Lorado Taft. You can enjoy many wonderful views of the Rock River from the park, but the best view of the statue is from IL Rt. 2.
Blackhawk Chocolate Trail
A delicious mixture of cocoa is found every which way along the Blackhawk Chocolate Trail in the four-county area of Northwest Illinois. Enjoy visiting candy stores, bed and breakfasts with special chocolate-themed packages, gift shops and old-fashioned soda fountains.
Blackhawk Trail Lodge
Hospitality abounds! Nestled along the beautiful Rock River, this cozy six-guestroom lodge offers a wonderful all-season porch with fireplace. Perfect for your next group retreat. Offering breakfast buffet for groups. Close to many attractions. Guest are welcome to use our private boat ramp. Or just relax and fish from our quiet river bank, or in a hammock at the river's edge. At Becky & Don's small but quaint lodge, it's all about relaxation and "Old Time Hospitality". Visit us on our FUN Web site for more information. Pets welcomed. Open year round.
Amish Ways Country Store
Quilts, crafts, florals, pottery, jams, jellies, popcorn, seasonal items and more. Christmas walk 1st weekend Nov.
CITY:Paw Paw
Rochelle Railroad Park
View trains from the Union Pacific and BNSF railroads as they rush by the park pavilion and browse the railroad-themed gift shop.
Byron Dragway
See NHRA championship drag racing.
H.I. Lincoln Store
Two-story stone building built in 1860 by Abe Lincoln's cousin. Restored dry goods store houses a consignment shop featuring local artisans. Also national headquarters for the Lincoln Highway Assn.
CITY:Franklin Grove
On Any Sunday Motorcycle Museum
See 40 motorcycles on display, including European bikes built from 1942-1978.
Trail of Terror
Tucked among the charming small towns, lush scenery and hassle-free motoring in Northern Illinois is the Trail of Terror, a self-guided tour of the area's finest haunted houses, cemetery walks, pumpkin patches, wineries, festivals and other spook-tacular seasonal sensations. The fun begins in September and continues through all of October across Carroll, DeKalb, Henry, Jo Daviess, Lee, McHenry, Ogle, Stephenson & Whiteside counties. For all the details & more information on all of the cool creepiness, visit www.illinoistrailofterror.com
Tj's Canoe Rentals
Enjoy a day on the beautiful Rock River. Take a 5 mile or 12 mile trip or canoe camp on the river. TJ's is 'Doin Canoein' on the Rock!. Check website for hours and months of operation.
Shabbona Lake State Park Campground
Shabbona Lake State Park Campground is a semi-wooded area with 150 Class A sites with electricity, showers, vehicular access, boat launch, playground, kid's fishing area, and The Camp Store. Bring your own poles or use The Camp Store's loaner fishing poles! We also have paddle boats that you may rent to enjoy a scenic view of Shabbona Lake. Each campsite has a gravel parking space, picnic table, and a campfire ring. Shabbona Lake State Park has two cabins available for rent. The cabin consists of two rooms that total approx. 200 square feet. Cabins are located near the shore of the lake and are fairly secluded.
First Christian Church
First Christian Church served as the Reagan family church while they lived in Dixon and helped form Ronald Reagan's Christian-based work ethic, which included a short term as a Sunday School teacher.
Harmony Hills Bed & Breakfast
A relaxing country getaway for all seasons. Enjoy country hospitality and charm at this 5 acre retreat in Northern Illinois designed especially for couples seeking time away or small groups wanting to share time together. Also available for meetings, bridal or baby showers, or teas. In addition it can host small weddings, receptions, or reunions on wooded acreage.
Lincoln Highway Seedling Mile and Interpretive Gazebo
Malta is home to the "first seedling mile" on the Lincoln Highway. As one of the 16 Interpretive Gazebos located along the Lincoln Highway, the Malta gazebo offers a unique way for visitors to enjoy stories of the early Lincoln Highway and its Illinois communities.


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(1) Any type of metal or plastic plate designed to fit over a device or computer component to enhance the device's functionality or its looks. Cellphones, iPods and even handheld game devices are types consumer electronics that consumers can purchase faceplates for. These faceplates, usually snap on plates, can change the way the device looks, enabling consumers to change the design to better suit their own tastes and personalities.
See also "The Difference Between a Cell Phone, Smartphone and PDA" in the "Did You Know..." section of Webopedia.
(2) A motherboard plate, also called a faceplate, is a metal plate that fits over a motherboard's ports to supply a secure casing around the ports. A motherboard's faceplate helps keep the motherboard enclosed within a PC and helps prevent dust from accumulating on the motherboard. Some manufacturers provide faceplates with motherboards and others do not. Faceplates typically are installed into the back of a computer's case.
The term also is spelled as two words -- face plate.
Stay up to date on the latest developments in Internet terminology with a free weekly newsletter from Webopedia. Join to subscribe now.
From wacky alarm clocks to lecture hall tools and after class entertainment, these Android apps are a good fit for a student's life and budget. Read More »Sharing Threat Intelligence
A growing number of startups make the sharing of threat intelligence a key part of their solutions. Read More »Smiley Faces and Symbols
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Kaspersky Polishes Mail Gateway
Russian security specialist Kaspersky has reworked its anti-spam product for Linux and Unix servers.
In the new 5.6 Version the Kaspersky Mail Gateway sports a new anti-spam engine, which promises an improved detection rate, more speed and more stability than its predecessor according to the vendor.
Fighting spam is not the only task the program handles; the software also acts as a virus scanner and router on the Linux and FreeBSD operating systems.
The new features include analysis of subject lines and graphical attachments. On top of this, it has a new urgent detection system based on a centralized server with information on known spam mass mailing activities, which feeds information to the local database as needed. Kapersky has also added support for the Sender Policy Framework (SPF) and Spam URL Realtime Block-Lists (SURBL) services. For more information refer to the Kaspersyky product website. Pricing for this solution is based on the number of nodes used. A 15 node version costs around 30 Euros per year and node. The term node includes gateways and servers.
Issue 180/2015
Buy this issue as a PDF
Bugzilla Bug
Bug database has a bug of its own that could allow an intruder to create an unauthorized account.
US Launches New Strategy for Broadband Access
Report focuses federal resources on achieving universal Internet access.
RC4 Finally Gets the Fork
Leading browser makers say "no" to porous encryption algorithm
IBM Says TOR Network a Vehicle for Ransomware
Report from the X-Force group says attackers are using TOR to hide their crimes
Mozilla Announces new Firefox API
Future Firefox extensions will be compatible with Chrome.
Weird Security Flaw Affected Intel Chips for 16 Years
Better read this if you bought your computer before 2011
OpenSSH 7.0 Secure Shell Arrives
Users should upgrade to the new version as soon as possible
Qemu Flaw Lets the Guest Escape
Xen project announces a privilege escalation problem for Qemu host systems
Android Bug Threatens Millions of Users
Attackers can compromise an Android phone just by sending a text message
Lenovo and Canonical Announce Laptop Deal
PC vendor will pre-install Ubuntu on portables in India.


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When summer approaches and words like "beach" and "pool" are bandied about, shopping for a swimsuit can cause a swell of self-doubt that's powerful enough to pull you far from shore. This swimsuit season, designers throw us a life preserver by embracing a variety of styles and patterns that make shopping for our unique body... Read more »
Get a head start on spring weather with 20 of the best things on sale right now
It may have been a late (late!) start to spring, but there's nothing like discount shopping to fix those blues, especially when a change of season always calls for new pieces in the wardrobe department. If you're looking for the perfect spring dress, Club Monaco and Nasty Gal are your sites. While the former is... Read more »
Kendall Jenner is the face of Calvin Klein Jeans' latest #mycalvins campaign
Kendall Jenner strikes again. After a stellar line-up of Fall 2015 shows, a new Estée Lauder campaign and the super hot Vogue spread of Hollywood's New Brat Pack, Jenner is making fashion headlines again this week as the face of the new Calvin Klein Jeans #mycalvins Denim Series. It was only a matter of time... Read more »
4 Spring trends, 38 picks to inspire your next shopping trip
Jump to trend: SEVENTIES | MINIMALIST | SAFARI | SPORT CHIC With the promise of warmer weather coming up, there's no better time than now to start prepping your spring wardrobe. While every single one of the top 10 trends may not be for everyone, we've narrowed down our four favourites that can easily work... Read more »
Spring Fashion 2015: 189 photos of the top 10 trends of the season
The nostalgic nineties may have transfixed us for the past seasons, but come Spring 2015, fashion's got an all-new decade of choice. Let's hear it for bellbottoms, sexy silks and peasant blouses because the seventies are back. And while disco may be the first image that comes to mind when thinking '70s style, this season's... Read more »
Joe Fresh Spring 2015: See the complete lookbook
See the Joe Fresh Spring 2015 lookbook » Joe Mimran may not have shown his namesake collection at this season's Toronto Fashion Week, but thanks to Monday night's epic opening party (Solange was there!) and the most recent soft launch of the Joe Fresh Spring 2015 lookbook, we got our Joe Fresh fix. With New... Read more »
Top Spring 2015 Trends: 186 runway and street style photos of fashion month's 10 biggest moments
See the top Spring 2015 trends » Jump to: 1970s | CULOTTES | FEATHERS & FRINGE | THE TROPICS | RAVE | EASY SPORT | SHEER | LEATHER & SUEDE | WAIST DETAIL | NEW NEUTRALS Just like we've become accustomed to that fact that we're likely to be knee-deep in snow for the next... Read more »
Editors' Picks: 6 of the best Spring 2015 looks, as voted by us
Our editors picks from Spring 2015 » As another fashion week comes to a close, we're starting reflect, digest and make shopping lists. And while choosing Spring 2015 favourites may seem impossible, we attempted to do just that by crowning just six of this season's many looks the best of Spring 2015.


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So, what now?
Back on July 23, it was written here that the Red Sox were presented with a make-or-break stretch, one that would either see their entrenched top-of-the-rotation pitchers carry them through a pennant race or put them in late-summer discomfort.
Jon Lester had just hit his low point, having given up 11 runs to the Blue Jays. The Red Sox were licking their wounds after being swept by Toronto. And the team as a whole was still covered in mediocrity, standing at .500.
Well, late-summer discomfort has won out.
In the 16 games that have passed by, the Red Sox are 7-9 and now find themselves in a deeper hole than ever, six games back in the loss column in the wild card chase.
And as for that make-or-break designation thrown the way of Jon Lester and Josh Beckett, the duo that was going to have to help carry this team ...
Lester seemingly has fixed many of his lingering issues, holding opponents to a .212 batting average in innings 1-5 over his last three outings, a dramatic improvement over the .439 clip he had totaled during the same innings in his previous three starts.
Still, at the end of the day, the improvement hasn't translated into what the Red Sox need the most -- domination and wins. In his last three starts Lester is 0-2 with a 4.79 ERA.
And then there is Beckett.
After his five-inning, eight-run outing Wednesday against the Rangers, the righty has allowed 65 runs this season over 19 starts. It is the exact total he gave up in 30 outings last season. In fact, through his first 19 appearances in '11, Beckett was 9-3 with a 2.07 ERA, having allowed a total of 29 runs.
But of all the numbers, these continue to be the most important when diagnosing the situation: 15-27. That is the record with Lester and Beckett pitching.
This was not how the Red Sox plan was supposed to take shape.
The blueprint was one some of the more financially robust teams have attempted to execute: invest heavily in the starting rotation so there won't be a reliance on free agency or rookie growing pains for a healthy stretch of seasons. The Phillies have done it, as have the Angels.
For the Red Sox that meant committing to Lester, Beckett and John Lackey through the '14 season (technically, through 2013 with a club option for 2014 on Lester), while eventually throwing Clay Buchholz into the long-term mix with a contract that could keep him under team control through '17.
It was a plan hatched to kick off the '10 season, when Beckett signed a four-year, $68 million extension. That piggy-backed Lackey's five-year, $82.5 million deal, signed after the '09 campaign, and a five-year, $30 million extension given to Lester. Add in Daisuke Matsuzaka's contract and the Red Sox had committed to paying $137.125 million for the rotation's foundation (excluding Buchholz) from 2010-12. That's an annual average of just more than $45.7 million per season.
It hasn't exactly worked out.
During the past three seasons, Red Sox starters have totaled a 4.47 ERA, which is 23rd in the major leagues. Lester, Beckett, Lackey and Matsuzaka have combined to go 101-84 with an ERA identical to all Sox starters during the past three seasons (4.47) -- worse than the major league average ERA for starters from '10-12 of 4.13 (and 4.28 ERA in the American League).
So, we'll ask again … What now?
Lester? His health seems good, the production appears to be coming back to some degree and his luxury tax hit for 2013 is just $6 million. Unless the Red Sox get blown away by an offer, the lefty appears to be staying put for the time being.
The issue with Beckett -- both in terms of extracting the kind of results seen for most of '11 and for a stretch earlier this season, along with potential trade value down the road -- is health. Teams would be more likely to view the 32-year-old in a favorable light, even with the downturn in results, if not for issues involving Beckett's shoulder, back and thumb. The first step in regards to dealing with the future of the pitcher is to identify the status of all of these health concerns. The question is if that sort of identification can be made prior to this coming offseason.
If the Red Sox do want to partake in some rotation turnover, perhaps it will come down to which pitcher -- Beckett or Lackey -- the team wants to sell low on. It is an interesting question to ponder whether teams would value the prospect of two more years of Beckett, or a pitcher in Lackey who will be entering '13 with ample recovery time from Tommy John surgery (and carrying an attractive club option for a major league minimum for the '15 season).
Matsuzaka figures to be gone after this season, while Buchholz appears to be an affordable anchor going forward. (The emerging staff ace makes $5.5 million in '13, $7.7 million in '14 and $12 million in '15 before heading into a pair of club options for $13 million and $13.5 million).
Felix Doubront and Franklin Morales have offered at least middle-of-the-rotation promise.
The challenge for the Red Sox would seem to be identifying, and securing, baseball's most prized commodity -- a top-of-the-rotation, controllable starter in some sort of deal. Going the high-priced free agent starter route doesn't figure to be an option for the foreseeable future (don't hold your breath for Zack Greinke), and perhaps the closest thing the farm system has to elite starting promise resides in Single-A in the form of Matt Barnes (now with High-A Salem) and Henry Owens (in Single-A Greenville).
It is a dilemma the Red Sox weren't banking on facing when diving into '10, just like the Phillies couldn't have possibly believed their dream rotation -- which will have three pitchers make a combined $64.5 million next season -- would be 24th in wins and 19th in ERA.
Judging by its current lot in life, an uncomfortable audible might be on the horizon for this Red Sox starting staff.
Head Coach Bill Belichick with Dale and Holley
Dale, Michael and Jerry sit down with DE Chandler Jones on a Patriots Monday for a candid interview about this season, his new teammates, and the Dallas game this weekend.
We talk all things Patriots and the NFL with Tedy Bruschi.
Sam Packard is joined by his brother Nick, as he breaks down his favorite moments from Celtics Media Day. Sam then tries to compare each member of the Celtics roster to a character on The Wire, with varied results.
Sam Packard is joined by Jared Weiss of CLNSRadio.Com to talk about trading Bradley and the upcoming Celtics Media Day.
Jay King of Masslive.com joins the show to break down the performance of the Celtics during the NBA Summer League. Then Ben and Sam discuss the exciting possibility of a Space Jam sequel.
Dave O'Brien has called Red Sox baseball games with Joe Castiglione since 2007. Dave is going to the NESN booth next season to take over for Don Orsillo as the Red Sox TV play-by-play man. Dave talks about his time with Joe and the Red Sox Radio broadcast and closes out a very meaningful chapter of a tremendous career. Joe Castiglione offers his thoughts and well-wishes to Dave and closes out, as is tradition, with the Bart Giamatti poem.
We check in for a final time this season with Red Sox interim manager Torey Luvollo as look ahead to 2016 with him.
Joe and Rob Bradford talk with Red Sox catcher Blake Swihart who had his first career multi home run game as the Red Sox beat the Yankees 10-4 and extend their winning streak to a season high 5 games.
DJ Bean checks in live from TD Garden after the Bruins 6-2 loss to the Winnipeg Jets in the season opener. Ken Laird anchors from the WEEI.com Podcentre
WEEI Bruins reporter DJ Bean joins Ken Laird in the WEEI Podcentre to answer six pressing questions about the B's in advance of Thursday's season opener at the Garden
DJ Bean joins Butch Stearns and Rob Bradford in studio with the pre-season ending to discuss the upcoming season's line combinations and the changes made in the offseason.
Dino, Gerry and Kirk talk with Curt about the MLB playoffs, his future with ESPN and the reaction to Jessica Mendoza as his replacement.
Melrose joins Dino, Gerry and Kirk to discuss the upcoming season for the Boston Bruins and local prodigy, Jack Eichel.
All the latest stories brought to you by Chris Curtis.
Matt Barnes of the Memphis Grizzlies drove 95 miles to fight Knicks head coach Derek Fisher over Barnes' ex-wife. Also, Skip Bayless is reportedly not very happy with how things are going over at First Take.
Pierre McGuire of NBC Sports joins Ordway, Merloni and Fauria to talk about the start of the NHL season and to give a little insight on the new additions to this Bruins team.
Glenn, Lou and Christian talk about last night's Cubs/Pirates Wild Card game and how they wish Joe Kelly could have a similar career path as Jake Arrieta. Also, Lou rants about how much he hates the one game playoff.
Dale, Michael and Jerry are live from the Harp for Bruins opening night and we're breaking down what to expect from the black and gold.
We close out the day with some of the best in sound that you may have missed out on.
We await opening night and talk B's with DJ Bean live from the Harp.
Mikey is back for another season of Patriots-related parody songs, this time he's calling out the Cowboys.
The final hour of the show is nothing if not entertaining
Mikey takes all kinds of phone calls from Patriot fans with the utmost confidence.
DJ Bean checks in live from TD Garden after the Bruins 6-2 loss to the Winnipeg Jets in the season opener. Ken Laird anchors from the WEEI.com Podcentre
WEEI's Scott McLaughlin and Mike McMahon of College Hockey News and TheMackReport.com preview all things Hockey East and take a look at Harvard as well. Nate Leaman, head coach of the defending national champion Providence College Friars, joins the show as well.
WEEI Bruins reporter DJ Bean joins Ken Laird in the WEEI Podcentre to answer six pressing questions about the B's in advance of Thursday's season opener at the Garden
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|Número de publicación
|Tipo de publicación
|Número de solicitud
|Fecha de publicación
|3 Ago 2010
|Fecha de presentación
|17 Ene 2006
|Fecha de prioridad
|17 Ene 2006
|Número de publicación
|Jun Wu, Zhengzhu Feng, Quji Guo, Zhe Qian
|Cesionario original
|Google Inc.
|Exportar cita
|BiBTeX, EndNote, RefMan
|Citas de patentes (37), Otras citas (3), Citada por (22), Clasificaciones (9), Eventos legales (2)
|Enlaces externos: USPTO, Cesión de USPTO, Espacenet
1. Field of the Invention
The present invention relates to techniques for classifying documents, such as web pages. More specifically, the present invention relates to a method and an apparatus for classifying documents based on user inputs to facilitate subsequent queries involving the documents.
2. Related Art
Electronic commerce is a big business. The total volume of sales through the Internet in the United States is estimated to have reached nearly 70 billion dollars in 2004. A large portion of these sales resulted from search engine referrals. To obtain search engine referrals, a user typically enters keywords of interest into a search engine, and the search engine uses these keywords to search for and return "relevant" web pages to the user.
A large fraction of all searches are related to only a few commonly-occurring topics, in particular, entertainment-related topics, such as computer games, movies and music. Unfortunately, "spam pages" are a significant problem for searches related to these commonly occurring topics. A large percentage (sometimes 90%) of web pages returned by search engines for these commonly occurring topics are "spam pages," which exist only to misdirect traffic from search engines. These spam pages are purposely designed to mislead search engines by achieving high rankings during searches related to common topics. However, these spam pages are typically unrelated to topics of interest, and they try to get the user to purchase various items, such as pornography, software, or financial services.
Spam pages are bad for search engine users because they make it hard for the users to retrieve the information that they need, which causes a frustrating search experience. Furthermore, spam pages are bad for search engines because they consume valuable web-crawling time and distort web page rankings in search engine results.
Unfortunately, it is very hard to determine which pages are spam pages because spam pages are purposely designed to achieve high rankings. They are also typically designed to circumvent automatic techniques for detecting spam pages. Consequently, existing techniques for automatically detecting spam web pages are generally ineffective.
Hence, what is needed is a method and an apparatus for effectively determining whether a web page is a spam page.
One embodiment of the present invention provides a system that automatically classifies documents (such as web pages) based on both topics and user inputs. During operation, the system obtains a "classified" set of documents which are classified as relating to a specific topic. The system also obtains queries related to the specific topic. These queries produce "query results" which enable the user to access documents related to the query. The queries also include "click information" which specifies how one or more users have accessed the query results. The system uses this click information to identify documents in the classified set of documents which are not related to the specific topic or are off-topic. If such "pseudo-related" documents are identified, the system shifts the identified documents so that they are regarded as off-topic and/or spam, and removes the identified documents from the classified set of documents.
In a variation on this embodiment, obtaining the classified set of documents involves: (1) obtaining an initial set of queries for the specific topic; (2) using a search engine to retrieve an initial set of documents for the initial set of queries; (3) producing an initial feature vector from the initial set of documents; (4) using the initial feature vector to classify a corpus of documents to produce the classified set of documents; and (5) extracting a new feature vector from the set of documents generated in step (4), and repeating the process until the set of documents generated in consecutive iterations are substantially identical. (More specifically, the process can be repeated as long as more than a pre-specified threshold percentage (or portion) of documents have been shifted to another topic.)
In a further variation, classifying a document involves annotating the document to indicate whether the document is related to the specific topic.
In a further variation, an annotation in a given document indicates whether the given document: (1) is related to the specific topic; (2) is a spam document; or (3) is not related to the specific topic or is off-topic. (Note that a spam document (or spam page) is defined as a document (or web page) which is designed to misdirect traffic from a search engine.)
In a variation on this embodiment, if more than a pre-specified threshold percentage (or portion) of documents have been shifted to another topic, the system produces an updated feature vector from the updated classified set of documents. The system then repeats the method using the updated feature vector instead of the initial feature vector.
In a variation on this embodiment, the click information includes: a "click-through rate," which indicates the number of times a given document is selected divided by the number of times the given document is presented for selection. It also includes a "click duration," which indicates an amount of time that a user remains on a given document while accessing query results.
In a variation on this embodiment, the system processes a new query by first determining whether the new query is related to the specific topic. The system then searches for documents that match terms in the new query to produce query results. While producing these query results, if the new query is related to the specific topic, the system adjusts relevancy scores for documents based on annotations associated with the documents.
In a further variation, determining whether the new query is related to the specific topic involves applying a query detector that uses Bloom filters to terms in the new query. (Note that in general other types of lookup structures, such as a hash table, can be applied to terms in the new query to determine if the new query is related to the specific topic.)
In a variation on this embodiment, prior to receiving the new query, the system constructs the Bloom filter by: (1) identifying queries which trigger documents in the classified set of documents; (2) identify common n-grams in the identified queries; (3) excluding commonly occurring n-grams from the identified n-grams; and (4) building a Bloom filter based on the remaining identified n-grams. (Note that the term "n-gram" refers to a specific string of n consecutive words in a document.)
In a variation on this embodiment, adjusting relevancy scores involves boosting relevancy scores for documents which are annotated as being related the specific topic, and reducing relevancy scores for documents which are annotated as being spam documents, and changing the rankings of search results based on the adjusted relevancy scores.
The following description is presented to enable any person skilled in the art to make and use the invention, and is provided in the context of a particular application and its requirements. Various modifications to the disclosed embodiments will be readily apparent to those skilled in the art, and the general principles defined herein may be applied to other embodiments and applications without departing from the spirit and scope of the present invention. Thus, the present invention is not limited to the embodiments shown, but is to be accorded the widest scope consistent with the principles and features disclosed herein.
The data structures and code described in this detailed description are typically stored on a computer-readable storage medium, which may be any device or medium that can store code and/or data for use by a computer system and/or a switch in a telecommunication system. This includes, but is not limited to, magnetic and optical storage devices such as disk drives, magnetic tape, CDs (compact discs) and DVDs (digital versatile discs or digital video discs).
Existing techniques for classifying web pages only focus on the content of the web pages and references contained within the web pages. For example, centroid-based document classification has been widely used to facilitate information retrieval (see E. Han and G. Karypis, "Centroid-Based Document Classification: Analysis & Experimental Results," PKDD 2000, pp. 424-431). Other methods have been used, such as Bayesian network classifiers (see N. Freidman, D. Geiger, and S. Goldszmidt, "Bayesian Networks Classifiers," Machine Learning, 29, pp 131-161, 1997) and Latent Semantic Analysis (LSA) based methods (see Bellegarda, J. R., "A Multi-Span Language Modeling Framework for Large Vocabulary Speech Recognition," IEEE Transactions on Speech and Audio Processing, 6(5) 1998, pp. 456-467.)
The present invention improves upon these existing classification techniques by using humans inputs, in particular queries and associated navigational operations, to further refine the classification process.
In one embodiment of the present invention, we first pick several user queries of a topic (Q0) and extract all documents (C0) containing keywords in the queries automatically, for example by using a search engine. We then construct a feature vector from this set of documents and use it to classify the entire corpus or index of documents in the search engine. This produces a more complete set (C1) of documents for the initial topic (Q0).
We then look at the user inputs, or queries and identify those inputs (Q1) which match documents in the selected set (C1). Next, we use "click information" associated with queries in Q1, such as the number of clicks and the total click duration for each document in C1 to filter the documents in C1. For example, if the click duration of a document is too short or the number of clicks on a document is too small, we can consider the document to be "off-topic." Note that by using human inputs in this way, the present invention produces a higher classification accuracy than prior art techniques.
A direct application of the present invention is in web searching. For example, we can build a query filter to determine if a query is related to a specific topic of interest. If so, we can overweight pages (documents) on this topic, while underweighting the off-topic pages, even those that contain keywords in the query.
This new technique is described in more detail below.
Classifying Web Pages
One embodiment of the present invention provides a new process for classifying web pages based on user inputs. Referring to the diagram in
The system then feeds this initial set of documents 106 into a document analyzer 108 to produce a "feature vector" 110 for the initial set of documents 106 (step 206). Note that a number of different types of feature vectors can be produced to represent multi-dimensional data. One embodiment of the present invention uses a feature vector 110, which has elements derived from the frequencies of specific "terms" (words) which occur in the initial set of documents 106. Note that feature vector 110 can also include similar elements for pairs of terms (bi-grams) occurring in a document, and in general can include elements for n-grams occurring in the document.
For example, in one embodiment of the present invention, a feature-vector element for a given term t can be TF(t)*IDF(t), wherein TF(t) is the "term frequency" for the term t, which indicates the average number of times the term t occurs in each document in the initial set of documents 106, and wherein IDF(t) is the "inverse document frequency" for term t, which reduces the effects of terms that occur frequently across all documents. For example, in one embodiment of the present invention IDF(t)=log(|D|/|Dt|), wherein |D| is the total number of documents and |Dt| is the number of documents containing the term t. Note this formulation for an element in the feature vector can be generalized for n-grams containing n terms. Also note that TF(t) may be smoothed to avoid a data sparseness problem. For example, TF(t) can be smoothed by using the Good-Turing discounting technique.
Next, the system feeds feature vector 110 into a classifier 114, which uses feature vector 110 to classify a corpus of documents 112 (step 208). This can involve calculating feature vectors for all documents in the corpus, and then classifying documents which have feature vectors which are similar to feature vector 110 as being related to the topic of interest. This process produces a "classified" set of documents 116 which have been classified as relating to the topic of interest.
Note that these classified documents can be "annotated" to indicate they relate to the specific topic of interest. For example, these annotations can indicate that a given document: (1) is related to the specific topic; (2) is a spam document; or (3) is not related to the specific topic or is off-topic.
Next, the system obtains queries 122 related to the specific topic of interest (step 210). In one embodiment of the present invention, this involves identifying queries 122 (from query logs with session information 118) which generate query results that match documents in the classified set of documents 116.
Next, the system feeds "click information" 124 from the identified queries 122 into a document-filtering module 126 which filters out irrelevant/spam pages. For example, this click information 124 can include a "click-through rate," which indicates the number of times a given document is selected divided by the number of times the given document is presented for selection. It can also include a "click duration," which indicates an amount of time that a user remains on a given document while accessing query results. If either of these rates is low, the associated web page is likely to be a spam page.
Document-filtering module 126 uses this click information 124 to identify documents in the classified set of documents 116 which are not related (according to user actions) to the specific topic or which are spam documents (step 212). Note that for computer-game-related queries, 80% to 90% of all pages returned by a search can be spam pages, which can be filtered out by using this process.
The system then filters/removes these identified documents to produce an updated classified set of documents 128 (step 214). This can involve changing the annotations on these documents to indicate that the identified documents are not related to the specific topic, or that the identified documents are spam documents.
The system then feeds the updated classified set of documents 128 into document analyzer 108 to produce a new feature vector 110 (step 217).
Next, the system determines if the percentage (or portion) of documents that have been shifted exceeds a threshold (step 218). If not, very few documents have been shifted. In this case, it is not worthwhile doing further processing, and the process terminates.
Otherwise, the system then returns to step 210 to repeat the process.
Constructing a Bloom Filter
Search Engine
First, a new query 302 is fed into a specific query detector 305, which uses Bloom filter 306 to determine if new query 302 is related to a specific topic. If the new query 302 is related to the specific topic, the system annotates the query with a "specific topic tag" and sends the annotated query to search engine 304. Otherwise, if the new query is not related to the specific topic, the new query is sent to search engine 304 without being annotated.
Search engine then performs a search 311 for the query across a corpus of documents pages (web pages) 312. If the query is tagged to indicate that it is related to the specific topic, results generated by the query are ranked differently than those for a regular query. This process is described in more detail below with reference to
Bloom Filter
Processing a New Query
However, if the new query 302 is related to the specific topic of interest, the system processes the new query 302, and in doing so, adjusts the relevancy scores for documents based on annotations associated with the documents (step 508). This can involve boosting relevancy scores for documents which are annotated as being related the specific topic, and reducing the relevancy scores for documents which are annotated as being spam documents. (Relevancy scores for other documents which are not related to the specific topic are not adjusted.)
The foregoing descriptions of embodiments of the present invention have been presented only for purposes of illustration and description. They are not intended to be exhaustive or to limit the present invention to the forms disclosed. Accordingly, many modifications and variations will be apparent to practitioners skilled in the art. Additionally, the above disclosure is not intended to limit the present invention. The scope of the present invention is defined by the appended claims.
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Owner name: GOOGLE, INC., CALIFORNIA
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text:
Cancer Health Center
Cancer Deaths in Men Decline for First Time
Although white women develop breast cancer more frequently than women of other racial or ethnic groups, black women are still most likely to die of the disease. For women overall, the number who die of cancer continues to rise slightly, primarily due to the consistent rise in deaths among women due to lung cancer. Breast and colorectal cancer deaths among women are dropping.
Why the disparity between men and women? "The reason it's happening in men first [the drop in death], we can speculate, is that men have shown the improvement in lung cancer first. Men started smoking first, men started quitting first. The downturns in lung cancer death rates, as well as incidence rates, occurred in men first. We're hoping to see the same thing in women," Schellenbach says.
She has one warning, though, in light of the current downswing in men being attributed to the decrease in lung cancer deaths: "The current upturn in teen-age smoking would alarm us to think that this trend might reverse itself. ... It's basically, bottom line, a terrific story, but it always contains the warning: If we don't do something about teen-age smoking today, the good trends could easily be reversed."
Vital Information:
- After 70 years of increases, the number of overall deaths from cancer among men has declined, according to statistics from the American Cancer Society.
- For women, the number of cancer deaths continues to rise, and black women and black men are more likely to die from cancer than other racial groups.
- An important reason for the decline in deaths is a downturn in lung cancer, but this trend could easily be reversed, since smoking among teen-agers continues to rise.
Today on WebMD
WebMD Special Sections
- Facing Chemotherapy? Here's What You Need to Know
- Dealing with Breast Cancer?
- Living With Multiple Myeloma
- Hodgkin Lymphoma: Treatment Choices for Refractory or Relapsed Disease
- How to Talk With Your Healthcare Team About Chronic Lymphocytic Leukemia
- Stem Cell Transplants for Blood Cancers
- Understanding Cancer and Bone Metastasis
- What Are Neuroendocrine Tumors (NETs)?
- What Is Paroxysmal Nocturnal Hemoglobinuria (PNH)?


text:
Select Local Merchants
Picture PeopleRead MoreBefore looking through the camera lens, the expert photographers at Picture People spend time getting to know their subjects and establishing a strategy for conveying their personalities in print. Then, picture perfect clients pose in the bright camera room, smiling amid colorful backdrops and creative props. Following the photo shoot, subjects make their way to the selection station to choose their favorite poses from their session, which may be treated with sepia tones, color accents, and decorative borders to suit any wall, wallet, wallpaper pattern, or trophy walleye. Picture People offers a variety of creative tips to help enhance mantel-dominating final results. The studio ensures satisfaction with a 100% guarantee on finished products.1000 Ross Park Mall Dr.Pittsburgh, PA US
Miller FrameRead MoreHead to Miller Frame in Pittsburgh with an open mind and leave with some stylish and comfortable furniture for your home or office. Give your walls some love. This store has fun decorations including mirrors. Whether you're an artist or just an admirer, come check out the collection of exclusive handcrafted artwork. At Miller Frame, you can safely park just around the corner. A new piece of furniture can really brighten up a room so head over to Miller Frame in Pittsburgh and browse the furniture collection.6020 Penn Cir SPittsburgh, PA US
Pittsburgh Wedding DVDRead MoreLaptops, computer parts, computer monitors, printer_copier_scanner_string, and desktop computers are just some of the amazing and affordable computers that this store has to offer. You don't have to be worried about parking. If you are heading to Pittsburgh Wedding DVD, there are plenty of options nearby.2024 Reis Run RdPittsburgh, PA US
Frame GalleryRead MoreThe museum at Frame Gallery hosts amazing pieces of art and culture from the past in Pittsburgh. Looking for a bite to eat? This museum also has an awesome restaurant. Parking is plentiful, so patrons can feel free to bring their vehicles.1001 Main StPittsburgh, PA US
Rossier's Art GalleryRead MoreRossier's Art Gallery houses paintings and prints by local and internationally recognized artists. Pieces feature a range of subjects, from landscapes, florals, and wildlife to sports and vistas of Pittsburgh's sweeping savannahs. The staff also curates an extensive collection of household decor, such as wire sculptures, glass art, and paperweights. But one of the gallery's most creative spheres is its custom-framing department. Customers bring their own artwork and family portraits to be encircled by Rossier's sophisticated array of frames, but they don't stop at the two-dimensional. The staff is equally adept at framing memorabilia such as sports jerseys, medals, and military flags.11279 Perry Hwy.Wexford, PA US


text:
Neoseeker : Games : Playstation : Strategy : Turn-Based : Saiyuki: Journey West
BackgroundBased on the Chinese popular legends of the Monkey King, Saiyuki is an RPG about the monk Sanzo's journey from China to India and back. On the way, he recruits Son Goku (the Monkey King) as well as a cast of other members, and leads them through an epic journey of danger and discovery.
Official URLOfficial Site
Recent threads
- Saiyuki Characters Oct 10
- kinrei & ginrei Oct 4
- Introductions Mar 8
- emperor Dec 15
Mrgrimmz and 2 others played Saiyuki: Journey West
Mrgrimmz and 6 others own Saiyuki: Journey West
Demonasauradded 2 cheats
May 29, 05 1:23am
Demonasauradded a cheat
May 28, 05 1:19am
SerialZeroadded 21 new screenshots
Nov 02, 04 3:00am
Feb 15, 02 11:45pm
Saiyuki Journey west
I think this is the first strategy game which I have played that is anywhere near the...
Guestadded 10 new screenshots
Jun 08, 01 9:05pm
- Genre: Turn-Based Strategy (PSX)
- Developer: Koei
- Publisher: Koei
Released North America Aug 14, 2001


text:
Recetas Para Meriendas
Recetas Para Meriendas
- 17 Pins
Snack idea: Van's All-Natural Multigrain Waffle with fruit preserves, #snacks
Vans All Natural, Fruit Preserves, Food Ideas, Healthy Snacks, All Natural Multigrain, Snacks Food, Fresh Berries, Snacks Ideas, Multigrain Waffles
24 awesome healthy snack food ideas
healthy snacks under 200 calories: all natural multigrain whole wheat waffle with fruit preserves ( or honey or fresh berries)
Snack idea: Van's All-Natural Multigrain Waffle with Fruit Preserves, Honey, or Fresh Berries
Snack idea: 1/2 cup cottage cheese with vegetables for dipping, #snacks
Cups Cottages, Half Cups, Lowfat Cottages, Healthy Snacks, Cottages Cheese Dips, Low Fat Cottages, Grape Tomatoes, Cherries Tomatoes, Snacks Ideas
Snack idea: 1/2 cup cottage cheese with vegetables for dipping, #snacks..so good.
Healthy snack ideas
healthy snacks under 200 calories: half cup of low fat cottage cheese seasoned with chives and pepper w/ tomatoes and celery for dipping
Veggies with cottage cheese dip
Cottage Cheese with Grape Tomatoes & Celery
Low-fat Cottage Cheese With Chives and Pepper, plus Celery and Cherry Tomatoes for dipping. Healthy snack.
Snack idea: piece of low-fat cheese, small peach & a piece of dark chocolate, #snacks
Chocolates Snacks, Small Peaches, Healthy Snacks, 200 Calories, Dark Chocolates, Healthy Eating, Minis Meals, Low Fat Cheese, Snacks Ideas
Most perfect snack ever! YUMMY! Snack idea: piece of low-fat cheese, small peach & a piece of dark chocolate, #snacks
healthy snacks under 200 calories: 1 piece of low fat cheese, 1 small peach and 1 small piece of dark chocolate
Mini meal: a peach, low-fat cheese, and a piece of dark chocolate. More smart snacks at Real Simple.
Snack idea: half a cucumber sliced plus 3 tablespoons hummus
Low Calories Snacks, Cucumber Slices, Tablespoon Hummus, Recipe, Tasti Low Calories, Healthy Eating, Lowcalori Snacks, Snacks Ideas, Easy Healthy Snacks
Easy, healthy snacks.
Cucumber with hummus | 98 cal | by Real Simple | Recipe: 1/2 cucumber sliced with 3 Tbsp hummus
Cucumber with hummus- Low calorie snacks from Real Simple
Grapes soaked in wine, rolled in sugar and frozen. Definitely making these for the holidays!
Frozen Grapes, Sugar Grape, The Holidays, Grape Soaking, Grape Marine, Frozen Wine Grape, Summer Wedding Food, Wedding Shower Food, Adult Beverage
Grapes marinated in wine, rolled in sugar and frozen. I love frozen, sugared grapes... but adding the wine is brilliant!
Frozen wine grapes
Grapes marinated in wine, rolled in sugar and frozen. I love frozen grapes anyway, definitely making these for the holidays!
Grapes soaked in wine, rolled in sugar and frozen. Definitely making these for the holidays! I LOVE FROZEN GRAPES!!
Grapes marinated in wine, rolled in sugar and frozen. Wedding shower food
Cute healthy snack for kid party or summer
Idea, Rainbows Fruit Skewers, Rainbowfruit, Food, Rainbows Fruit Kabobs, Rainbows Parties, Snacks, Fruit Kebabs, Fruitkabob
Three cheers for HEALTHY rainbow party food ideas Put in snack zip lock bags to sell at Relay
Rainbow Fruit Kebabs, this might be a wonderful appetizer idea for finger foods at the reception
Rainbow Fruit Skewers - Fun snack idea.
Great snack idea - St. Patrick's Day - Rainbow Fruit Kabob
fruitkabobs! (more wedding ideas)
Rainbow fruit, great idea for a brunch! #fruit #fruitonskewer #rainbowfruit #brunchideas
Delicious No-Cook #Holiday #Appetizers: Goat Cheese and Chive-Stuffed Peppadews
Cheese Stuffed Peppers, 15 Delicious, No Cooking Appetizers, Nocook Appetizers, Parties Appetizers, Goats Cheese Appetizers, Parties Recipe, Dips Appetizers, Holidays Appetizers
no cook appetizers
Yummy goat cheese appetizer
goat cheese stuffed peppers
15 Delicious No-Cook Holiday Appetizers
Best of iVillage: Party Appetizers - iVillage
Easy Party Recipes: Dips, Appetizers, Cocktails and More! - iVillage
Pear Dunkers with Cashew-Cinnamon Yogurt Sauce. Healthy #snack for kids.
Sauces Recipe, Yogurt Sauces, For Kids, Healthy Snacks, Yummy Food, Cashew Cinnamon Yogurt, Yogurt Dips, Pears Dunker, Kids Friends Snacks
Cashew-Cinnamon Yogurt Dip
Pear Dunkers with Cashew-Cinnamon Yogurt Sauce #recipe Yum!
Chickpea Poppers. The perfect healthy #snack. www.ivillage.com/...
Poppers Recipe, Healthy Snacks, Late Night Snacks, Food, Parties Appetizers, Chickpeas Poppers, Every Mom Need, Healthy Appetizers, Parties Recipe
nice late night snack
Get this delicious and easy-to-follow Chickpea Poppers recipe at Food Network.
Healthy Appetizers - Chickpea Poppers. The perfect healthy #snack. http://www.ivillage.com/best-ivillage-party-appetizers/3-b-66958#
"Easy Recipes Every Mom Needs: Chickpea Poppers, Katie Workman, author of The Mom 100 Cookbook shares recipes every Mom needs in her back pocket -- like this healthy and easy snack"
Healthy Chickpea Poppers: Party Appetizers. #Recipe
Mini Tenderloin Sandwiches. #appetizer www.ivillage.com/...
Sandwiches Wraps, Tenderloins Sandwiches, Instant Parties, 24 Amazing, Sandwiches Cookies, Minis Tenderloins, Appetizers Ideas, Parties Food, 3 Ingredients Appetizers
great new party foods: biscuits, sandwiches, cookies, nuts!
Mini Tenderloin Sandwiches
Instant Party! 24 Amazing 3-Ingredient Appetizers
easy appetizer ideas - iVillage
Cajun-Spiced Peanuts. #snack www.ivillage.com/...
Cups Olives, Olives Oil, Cajun Sp Peanut, Easy Appetizers, Cups Peanut, Cajun Seasons, Appetizers Ideas, Roasted Peanut, Cajun Peanut
easy appetizer ideas - iVillage
Cajun Roasted Peanuts - iVillage
Cajun Peanuts
Dried Apricots with Blue Cheese and Walnuts. #snack #appetizer www.ivillage.com/...
Appetizers Snacks, Easy Recipe, Blue Cheese, Instant Parties, Appetizers A, Cream Cheese, Appetizers Ideas, Appetizers Dips, Dry Apricot
Instant Party! 24 Amazing 3-Ingredient Appetizers
easy appetizer ideas - iVillage
Rollos asiáticos de primavera con salsa de maní. Rice paper summer roll with peanut sauce
Sauces Recipe, Peanut Dips Sauces, Cooking Recipe, Peanut Sauces, Summer Rolls, Asian Spring, Con Salsa, Dinners Ideas, Spring Rolls
Asian Spring Rolls with Peanut Dipping Sauce Not your everyday fare, these Asian shrimp, herb and noodle wraps will delight your friends and family with their clean, fresh flavors. The tangy peanut sauce acts as the perfect foil for these no-cook rolls.
Asian spring rolls w/ peanut dipping + 19 other no cook recipes
Asian Spring Rolls with Peanut Dipping Sauce | iVillage | 25 Easy, No-Cook Dinner Ideas
Asian Spring Rolls with Peanut Dipping Sauce Recipe.
Rollos asiáticos de primavera con salsa de maní
Copas vegetarianas de lechuga y tofu Hoisin. Lettuce cups with Hoisin tofu
Tofu Lettuce Wraps, Lettuce Cups, Vegetarian Food, Vegetarian Recipe, Veggies Tofu, Healthy Recipe, Healthy Dinners Recipe, Favorite Recipe, Vegetarian Dinners
Hoisin Veggie Tofu Lettuce Cups (71 Healthy Dinner Recipes to Try)
Vegetarian Food
Hoisin Veggie-Tofu Lettuce Cups. #vegetarian #dinner http://www.ivillage.com/vegetarian-recipes/3-b-143744#384254
Vegetarian Recipes - iVillage Hoisin Veggie-Tofu Lettuce Cups
Plato vegetariano de hummus y tzatziki. Veggies with hummus and tzatziki dip
Plato Vegetariano, Healthy Snacks, Snacks Food, Tzatziki Veggies, Vegetarian Recipe, Parties Snacks Healthy, Dinners Parties, Veggies Platters, Healthy Foodgen
Vegetarian Recipes - iVillage
Hummus and Tzatziki Veggie Platter
would be great for a dinner party before dinner
Another favorite snack food, hummus and anything I can dip in - veggies, pita, crackers.. I love hummus
Hummus & Tzatziki recipes - pair with fresh veggies - great healthy snacks!
Receta de plato vegetariano de hummus y tzatziki
Higos horneados con canela y miel. Roasted figs with cinnamon and honey
Desserts Recipe, Delect Desserts, Cinnamon, Baking Figs, Yummy Sweet, Honey Recipe, Ice Cream, Families Recipe, Thanksgiving Desserts
Baked Figs with Cinnamon and Honey from "The Illustrated Kitchen Bible: 1,000 Family Recipes from Around the World" by Victoria Blashford-Snell on iVillage - My husband loves figs. They're really good for you too. Can't wait til we get our forever home so I can grow em!
Baked Figs with Cinnamon and Honey Recipe - Edamam
Baked Figs with Cinnamon and Honey Thanksgiving Dessert Recipes
Baked figs are a delectable dessert on their own or paired with something creamy like ice cream or mascarpone. Recipe from Cookstr, found at www.edamam.com
Crema de limón Zesty Meyer con frutas y galletas. Meye lemon dip with fresh fruit


text:
- Product Information
Product Description
Spread the word that you're celebrating a birthday with our assorted color metallic Happy Birthday confetti. Our confetti is great for the party invitation and for the table tops. Our Happy Birthday confetti comes in a 2.5 ounce bag. Please order in increments of 1 bag.
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Customer Reviews
- would recommened this product to friends Review by None
I really can't comment on this product because where we had the party they wouldn't let us use any confetti anywhere.
(Posted on 5/31/11)
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