Latest Posts

Building and Labeling Image Data Sets For Data Science Projects

For pipelines, benchmarking new models and various competitions usage of standardized computer vision datasets is a good idea. There are plenty of ways to design an image database according to your choice. You can also download or take screenshots of the picture you like the most on the web.

Once you have download images and label them in an excel spreadsheet, here are some tips to make the entire process busier and straightforward.

Steps needed once the download process gets completed

At first, you need the last number of images for search that is useful and relevant for your purpose. After this, you need to follow the steps, which are as follows

Filter out small images

When you download the images from the web, check the size of each image whether it Fits your purpose or not. The size of all images is not the same, so you need to filter out the images which are below a specific threshold. Generally, image models Take images ranges between 224×224 and 512×512; with the Help of the filter out option, you can cut the lower quality images.

Manual pruning

This feature allows removing known relevant or low-quality data from different phases of computer vision datasets. Once you finish the review mode, the images that you haven’t thrown out earlier will be left, so from here, you can just copy all these images into a new class that contains clear and quality images.

Remove duplicates

In your project, you will find plenty of similar duplicates; filter these duplicates with the help of resnet18. It is essential. Note that this feature does not make it practically possible on large computer vision datasets, but with 1-10K images, it is the best option to choose.


By using the PyimageSearch method, you simply make multi-task problems, so it is necessary to mark different labels for each URLs set you have downloaded earlier. According to your project, you may also need to add some additional labels along with essential class names.

What Points Should You See When You Are Finalizing Your House In Florida?

A house is a place where you are going to invest a large portion of your life and that is the place where you could get a sense of relaxation in your life. So now, when you are in the list of cash home buyers in florida then you should also get the full right to choose the house accordingly that is best for you!

There are many small and big factors that you should consider while buying the house, and that is what can help you to make a wise decision for this process. Some of the points are mentioned below, and you can surely go through them without wasting any of your time.

Select the area that you like

A city can have different areas which can have different possible advantages and disadvantages of their own. Therefore, when you are selecting the place to live and want to spend your life in there, then you should always make a wise decision and should buy the house in the best area which suits you!

Check the amenities

Well, a person is not the alone one who will live in that house, and there is a wise chance that you will start a family over there. Now, when you want to find your family in such an area, you should always focus on whether the amenities they are providing you are up to the mark or not?

Consider the worth

Buying a house is not that cheap as you think it is! You will have to spend all your savings on it, and that is only how you should easily get your dream house ready. Now when you are investing this much money into it, then it is really very important for you to find that whether the house is worth the money that you want to invest or not!

How To Find Best Online Psychic Reading Websites For Accurate Psychic Predictions?

It is not unusual to be lost in ordinary life and seek guidance from visionaries. It is one or more things you can understand without disclosing everything about your situation. Today, you come to work, messages, and live recordings online and can contact online tarot card reading at any time you need. To acquire a mystical understanding of meetings online, you don’t need to disrupt your everyday schedule. From a large number of mystics on the web, you may search and read the reviews to find the top among many.

What To Search To Find Your Best Psychics?

There are incredible clear-sighted people on the web. However, they are not unusually straightforward to detect. The peak point of Google search may be documented with online clairvoyants reading phases with promotion. You could believe that the evaluations of online tarot card reading teach us how happy the customers are to help. Inexperience, that’s not right. Fewer audits can lead to some becoming counterfeit and having a position among the farsighted experts themselves. To seek actual help, verify whether the site has been reviewed by sufficient numbers of customers, then consider the general assessment of the aid at that time. The pursuers may be real if most pursuers from a mystic stage have received a decent assessment from several customers.

The Bottom Line

You could assume that readings make working with the farsighted easier than online lectures. While the readings profit from some advantages, the benefits of a Web-based interpretation of the unconnected mystical readings are effectively diminished. Day after day, you can acquire a sense of it. You can choose the best pursuer from a range of options. You may check out some customer audits with online tarot card reading before you arrange a review. Most stages give a few free times when you purchase online lectures. You may choose the perfect perusal class and are not bound by your geography. 

Do Eyelash Growth Products Really Work

As consumers we have all got stung buying a product that promises a lot but, fails to deliver. It has made us more wary shoppers and we really want to know if a product works before we invest our hard earned money into something.

Still, we all long for products that will make us look and feel better about ourselves and so we all want to know the bottom line about these types of products. In the last few years there has been so much hype about eyelash growth products.

While it is only natural that those of us who were not blessed with long eyelashes would want to rush out and buy one of these products the cautious side of us find ourselves asking Do eyelash growth products really work?

What Causes Short Eyelashes?

In order to understand whether or not eyelash growth products really work it helps to understand just what causes some women to have short sparse eyelashes to begin with. The truth is there are several things that contribute to eyelashes being short but, it all boils down to one thing. Unhealthy and brittle lashes.

That’s right eyelashes like the hair on your head has growth spurts and old lashes fall out to make room for new lashes. In many cases, your eyelashes simply don’t have the chance to grow out to their full length because they are pulled out or break before they finish growing. Then they fall out before they can again attempt to reach their full natural length and the new lashes of course must then grow before they can reach their new length and they too get broken or pulled out.

Wearing mascara, washing off eye make up, and rubbing your eyes can all pull out your eyelashes or cause them to break. If your lashes lack the vitamins and minerals necessary to be moist and pliable the easier they will be damaged. Keeping all this in mind let’s look at what eyelash growth products do.

What Eyelash Enhancement Products Do For Your Lashes

Eyelash growth products are not all the same. Some of these products actually contain ingredients which will cause your lashes to grow a bit faster while some only condition your lashes making them healthier and better able to grow to their full potential. Still other eyelash enhancement products combine making your lashes healthier with ingredients that help your lashes grow faster as well.

Then there are the eyelash growth products that do cause your eyelashes to grow rapidly but, at a risk to your eyes. These products contains some form of prostaglandin which is a key ingredient in glaucoma medication and is known to cause rapid eyelash growth. It is also considered unsafe as it can cause severe irritation to the tissue surrounding your eyes and your eyes themselves as well as cause vision impairment, and darken both your irises and the skin of your eyelids. These types of products should be avoided at all costs.

Eyelash growth products that condition your eyelashes and help them grow a bit faster are usually considered safe although some do contain ingredients that can irritate sensitive eyes. The best enhancement products are those that both stimulate eyelash growth and condition your eyelashes to keep them from breaking.

Choosing The Right Eyelash Growth Product

Keep in mind that even the best eyelash growth product isn’t going to be equally effective for everyone. However, you can increase your chances of finding a good eyelash growth product by visiting the websites, studying their lists of ingredients to ensure that the product does not contain any ingredients that you might be sensitive to. You next want to check for clinical studies, testimonials and reviews regarding each specific product you are interested in and take note, not just regarding whether or not the product works but, whether or not there are negative side effects from using any given product.

One eyelash growth product that always seems to get excellent reviews is Idol lash. Most reviews on this product show that it does work for the vast majority of the people who try it and that it delivers on it’s promises. In addition, the official site offers a complete list of it’s ingredients, a clinical study and testimonials showing that this product works. In addition, there have been no negative side effects reported from using this product.

So, to make a long answer short. There are definitely some eyelash growth products out there that do work but, you have to invest the time and effort to find the really goods ones like Idol Lash.

5 Magic Questions About Your Inner Voice

Now I know that it sounds weird but these 5 questions can be the single difference between great social interactions with gurls and terrible ones!

So have you ever heard the saying that we all have an inner voice within us? Well guess what, its true and that inner voice is always there and constantly talking.

And what is it? Well that inner voice is you… your subconscious… the “silent” decision maker.

It influences and most times even decides on the course of action that you take. Sounds kind of scary but the truth is that in most daily situations we really have little to no conscious control of the decisions we make. We simply seem to automatically react to certain events and make decisions daily decisions without much thought at all.

Think about it…

We naturally train our minds to make most mental decisions quickly and without much thought. But what we are actually training is our subconscious. We are constantly training our subconscious to make most of our daily decisions for us.

Now the sad thing is that our inner voices are subject to more outer influences than inner! What that means is that a lot of conditioning of our inner voice is made by the world around us and not by you! And this is where these 5 questions take effect!

Therefore being able to answer these 5 questions alone will allow you to take control of the most important part of your body, YOUR MIND. And only by doing so can you really learn to control your confidence, charm and personality; all of which are essential to long term great social interactions with gurls.

So let’s review these 5 important questions:

1. Can I Hear My Inner Voice?

Believe it or not, it is very possible to hear your inner voice. And believe it or not, hearing your inner voice is as easy as pausing a moment before making a decision!

Therefore analyzing your train of thought after pausing before making a decision is the best way to hear your inner voice and it is the first step to learning to control it.

2. When Should I listen To My Inner Voice?

The best time to listen to your inner voice is when you are in a heightened emotional state. Now although you can listen to your inner voice anytime, it is loudest under moments of distress or high activity!

And the truth is that you really don’t have to take control of your subconscious in all cases; because your subconscious is more like a shortcut or a road map to quick and easy everyday living.

Simply take a minute to imagine every decision you make from the moment you wake up… now imagine stopping yourself before you make those decisions and then proceeding to question your motives behind the decisions you were going to make. Yup, it gives me a headache as well just thinking about it but that’s how it would be like if you shut of the control that your subconscious self has over your life.

Now getting back on topic, the reason you want to training yourself to occasionally listen to your inner voice, especially when in a heightened emotional state, is because when you are emotionally charged it usually your body and mind’s way of warning you that this situation requires conscious decision making as the decisions you make are very important to you.

3. Does My Voice Advice Me Towards Confidence/Negativity?

Now the reason you are learning to listen to your inner voice is not so you can say that you hear voices in your head! No, the reason for learning to listen to your subconscious self is so that you can first learn to identify whether you are feeding yourself confidence or fear and doubt!

Fact: “Your Subconscious Mindset Dictates Your Conscious Way of Living.”

The simple concept of mind of matter comes into play here as what you think is what you are. So if your subconscious keeps feeding you negativity, doubt and fear, then your conscious actions will be along the same lines of negativity, doubt and fear.

Whereas a positive subconscious way of thinking will result in you making conscious actions that are full of physical confidence and positivity.

4. So Why Is My Inner Voice Full Of Confidence/Negativity?

Well this can be explained simply by quoting: “Birds of a Feather Flock Together”.

So look and around at the people you socialize with, the friends you keep, the music you listen to, the programs you watch on TV and if you are painfully honest with yourself you will realize the influences that your subconscious mind is modeled around.

5. How do I Take Control Of My Inner Voice And Remodel It Into What I Want?

Taking control of your inner voice is not brain surgery and is not as difficult as it sounds.

It is actually more of conditioning than anything else!

The thing you must realize is that humans are beasts of habit and just about everything we do normally, we do out of habit. And this is what makes conditioning of your mindset very possible.

In a nutshell, there are 3 ways of accomplishing the desired confident and positive mindset and all 3 MUST go hand in hand:

The 1 st way is all about adopting the right kind of habits that create positivity and confidence in your everyday life and sticking to those actions long enough for your mind to think it normal and natural to keep to these actions up; and the habit is born. And so, the confidence and positivity of those habits will become a part of your everyday life.

way is all about adopting the right kind of habits that create positivity and confidence in your everyday life and sticking to those actions long enough for your mind to think it normal and natural to keep to these actions up; and the habit is born. And so, the confidence and positivity of those habits will become a part of your everyday life. The 2nd way is learning to personally feed your mind positivity by becoming your own personal cheerleader. Whenever you hear your inner voice being negative, say no to that way of thinking and feed positive and confident thoughts to yourself.

Purpose to act in a positive and confident manner in all situations and keep telling yourself that this is who you are and before long this way of thinking will indeed become natural for you!

The 3rd way of gaining a confident and positive inner voice is changing your flock.

Now chances are that your speech will betray the true nature of your mindset. If all you tend to talk about are complaints and fears about everything then you have a fearful and doubtful mindset, and you probably are not the best company to be around.

The old saying that birds of a feather flock together is all so true! Therefore change your current company and start hanging around with positive natured people!

Don’t believe me? Then simply go out there and spend a day with that negative guy that we all know. I’m sure you know who I mean; we all have an acquaintance who is always complaining about this and that and is never satisfied or happy with any of life’s events. And after spending a full day with that person tell me just how positive you feel…

So just by hanging around positive people you will gradually adopt their way of thinking; with time it will feel unnatural to speak of negativity and fear and natural to speak positively and confidently!

Is Curling Bad For Eyelashes

Most women want attractive eyelashes and will do almost anything to make the most of what they do have. For many women they curl their eyelashes in because it makes them look somewhat longer and more attractive.

However, what many don’t know is that curling your eyelashes is actually bad for them leading to unhealthy and damaged lashes.

What Bending Your Lashes Does

For starters, eyelash curlers bend your lashes sharply at an angle. This is not a gently curve but, a distinct bend that when done repeatedly day after day can break off your eyelashes much the same as bending a thing wire back and forth will eventually break it. The more often you curl your lashes, the more breakage there is bound to be.

Using Heat To Keep The Curl

On top of repeatedly bending your eyelashes many women use a heated curler to help hold in that eyelash curl. Just like that curling iron damages the hair on your head from heating your hair strands a heated eyelash curler will also dry out your lashes making them far more brittle and unhealthy which leads to even more breakage.

What this means is that this effort to have beautiful eyelashes often results in your eyelashes looking less than attractive because they are short and stubby and brittle. Instead of continuing to damage their lashes in order to make them more beautiful, many women are using eyelash growth product to get longer and thicker lashes that are truly attractive.

What’s Good About Eyelash Growth Products

One thing that is good about most eyelash growth products is that they contain conditioners that will actually help your lashes recover from the damage that those eyelash curlers have inflicted. Many of these products contain vitamins and minerals that repair damage, build stronger lashes, and add moisture making your lashes look and feel softer and healthier.

The more conditioned and healthy your lashes are, the better chance you have of growing long thick lashes that are truly beautiful. In addition, many eyelash growth products also combine various helpful ingredients that actually encourage your eyelashes to grow faster. This means that your eyelashes will not only feel better but will look better as well without the damage that a curler can do.

Choosing The Right Product

Of course, choosing the right eyelash growth product is important since not all of these products are created equal. You are going to want to find a product that not only contains conditioners to repair that curler damage and promote more rapid eyelash growth but, also want that is safe to use.

Some eyelash conditioners contain medications or irritants that burn and redden your eyes or eyelids or even blur and damage your vision. While others may not cause any burning at all but, also do nothing to improve the condition or length of your lashes.

Idol lash is one eyelash growth product that has been proven to be both safe and effective. This product conditions lashes, helps them grow faster, and has no negative side effects. So why damage your lashes with eyelash curlers when you get have beautiful and healthy lashes?

Commercial Cleaning Supplies You Need To Have

Most people acknowledge that a home looks much better when commercial cleaners do the job, but you can get similar results if you have commercial cleaning supplies of your own.

These are everything you will need if you want to be more professional at cleaning your home:

Trash Can Supplies

The first rule of cleaning is to avoid unnecessarily accumulating trash inside your rooms, and for that you will need trash cans and other assorted supplies.

1. Trash cans for every room of the house, so that you can easily dispose of your various trash items. Having no trash can inside the room you are in can be a problem, as you may feel too lazy to get up and find one outside.

2. Trash can liners. These can be bought in a store, or you can just use your used grocery bags. Using these is much easier than cleaning your trash cans.

3. Trash cans for items which can be recycled. Separate these items before you place them in your trash can, because it can get quite icky later on if you do it later.

4.Baking soda, which is great reducing or even eliminating the odors emitted by your trash cans. Just place some baking soda in the bottom of the liners, and it can even absorb spills as well.

Dusting Equipment

Dusting is perhaps the most common way of cleaning a room, and if you want to do it in a more professional manner you’ll need something beyond just your rags.

5. Microfiber cloths, which are specially designed to attract dust when you wipe surfaces.

6. A dusting attachment for your vacuum cleaner, so that you can reach your ceiling and the upper part of your walls. You can also dust corners with it.

7. Dusting spray and

8. Furniture polish, both of which give your furniture a nice clean look.

Cleaning Equipment for General Surfaces

Just about every surface in your home will get its share of spills, smudges, and sticky spots. Get rid of them with the following pieces of equipment:

9. An all-purpose cleaner. This will work on most surfaces, and they are generally quite effective.

10. Special wipes for the kitchen.

11. Special wipes for the bathroom.

12. Cleaning cloths, sponges, and paper towels

13. Gloves, since some won’t come off unless you directly use your hands. The best ones for this purpose are disposable gloves.

14. Scrubbers

Cleaning Equipment for Special Surfaces

Most houses have some surfaces or items which will need a bit more attention if you want to keep them clean. Here are the supplies you need to make it so:

15. Laundry soap, stain remover, and additives

16. Bleach

17. Toilet bowl cleaner

18. Dish soap and detergent

19. Wood, silver, and metal polish

20. Air freshener, since the air can get somewhat smelly with all this cleaning taking place.

Floor Cleaning Equipment

The floor is obviously among the top places where most the dirt congregates. Do this last when you clean, so that the dirt and dust you scrub off settles on the floor first.

21. Broom and dustpan

22. Vacuum cleaner

23. Mop and bucket

24. A mopping solution suitable for your floor surface

25. Polish

Do Guys Like Girls With Longer Eyelashes

In today’s world men like women who think like a man, enjoy the great out of doors and a variety of sports but, can still look feminine while doing it all. A woman with long eyelashes looks incredibly feminine no matter what she is wearing or what activity she is engaged in and men are drawn to that look of feminine look.

In many men’s eyes long lashes provides a woman with a great flirting tool and an air of mystery all which attracts most men like a moth to a flame.

There is nothing that a man finds more amusing or more personally appealing that a woman who bats her long lashes in his direction. Having those lashes shade her eyes and fan her cheeks often gives women a look of innocence that is vastly appealing. Long lashes also provide beautiful frames for a great pair of eyes making a woman’s eyes appear both larger and as though there is some deep mystery hidden into her depth.

Women have long noted men’s attraction to women with longer lashes and for that reason for centuries women have tried almost everything they can think of to try and increase the length of their lashes or at least make their lashes appear longer and thicker than they really are. Let’s face it the eyes are the windows to the soul and everything around those windows can enhance or detract from the total look of a woman’s face.

Think of the number of poets who have written sonnets about a woman’s eyes. Do you think they would have composed stanza after stanza of lyrics about a woman whose eyes were surround by short stubby lashes? Then of course there are the novelists who always make mention of watching the heroine sleep her lashes fanning her cheeks.

Sure you don’t hear many men talk about the women they like having a really great pair of eyelashes but, that is because the length of a woman’s eyelashes seems to be almost a guilty pleasure for most men. They simply don’t like mentioning to other men that notice what should be surely a small detail. However, ask any woman with truly long lashes and they will tell you that they have probably received a good number of male compliments on the length of their lashes.

The simple truth is that while a man can certainly fall in love with a woman with short eyelashes guys do like longer lashes on women and they definitely notice those women who have long lashes be they straight or curly. And while your particular guy may not write sonnets to the beauty of your eyes or your eyelashes, he will notice their length particularly if you have longer than average eyelashes.

So it really isn’t a wonder that century after century women whether they are young or old, rich or poor seek to have longer and longer eyelashes to bring out their feminine side.

Bioxyte Intranasal: Upper Respiratory, Sinus, Ear Infections

Bioxyte Intranasal Disinfection Mode

  • Infections: Upper Respiratory, Sinus, Ear
  • Path: Olfactory Receptors

Signs & Symptoms:

These two conditions; Upper Respiratory infections, and Sinus Infection, run their course contiguously more often than not.

And more often than not, these same patient suffer from Otitis Media; Middle Ear Infections, sleep apnea, imsomnia


As these maladies where not enough, SLEEP APNEA is also present in an elevated percentage of patients. (Almost all of them…)


In order is to understand where the root of all of these problems lay. More yet, how to successfully treat and resolve these conditions for good!

The illustration of the “human head” (SAGITAL CUT) present a clear view of the location of the “sinus”. Notice their location in reference to the nose and forehead.

In total, the “sinus” that we are concerned with, are three: An UPPER or SUPERIOR CONCHAE, a MEDDIAL CONCHAE, and a VESTIBULAR CONCHAE.

Their combined function is of conditioning and humidifying the air we intake, prior to entering the bronchus and the lungs.

All air inside of these system is warmed up, and allow to pick-up moisture. It is also check, by exposure to certain cells (Dendritic Cells), for virus, bacteria, pollutants, fungus, etc.

Dendritic Cells belong to the IMMUNE SYSTEM. Once the Immune System can no longer “control” the constant bombardment with toxic, poisonous, infected molecules, day after day, it break down, and an INFECTION take a strong hold of the UPPER RESPIRATORY SYSTEM.

Later on, and after several “rounds” of PETROCHEMICAL ANTIBIOTICS, the un-resolved infection can be said, become “CHRONIC SINUS INFECTION”.

These type of infections diminish considerably the QUALITY OF LIFE of millions and millions of people. Not just in our Country, but worldwide as well. It is so crippling that “demands” a form of “life adaptation” to barely survive.

With time, up to severe behavioral changes are often recorded from patients of these forms infections. And there are well founded reasons for that, and more.

Returning to the illustration of the human head, observe the enlarged “window” area, and its location in reference with the FRONTAL LOBE OF THE HUMAN BRAIN.

Notice that embedded in a scarce 1/8” of an inch layer of mucus (normal conditions), are the terminal ends (dendrites) of the very OLFACTORY NERVE.

Observe that the Olfactory Nerve ascends, and penetrate a very thin and porous (1/8” thick), barrier-bone, upon which the FRONTAL LOBE of the brain rest.

The “bundles” of OLFACTORY NEURONS (Olfactory tract) culminate embedded in the Frontal Lobe itself (See Video).

Once the infection “settles” deep into the Superior Conchae (Refer to video), and after repeated unsuccessful antibiotics regimes, the infection more than proves to be VIRAL IN NATURE.

Typical of several virus (All?) is to “hide” under the mayelid sheath that cover the axon of all neurons.

Mayelid is very much like the insulation you see covering all electrical wires. It is designed to insulate from the outside.

Consequently virtually impossible to be penetrated , and/or be reached by an external agent.

Viral presence within the human body is counteracted with INFLAMMATION, and a RISE OF TEMPERATURE. ALSO WITH PUTREFACTION AND DECOMPOSITION.


Because of the PHYTOAGENTS FORMULATED IN BIOXYTE, disinfection and sanitation is now a simple protocol away.

Studies Suggest Why Motorcyclists Are Likely To Be Accident Victims

Many motorcyclists living near Atlanta, Georgia, can’t wait for the warm season when they can ride regularly. Unfortunately, with more riding comes a greater risk of accidents, which are often more devastating for motorcyclists than for the people in other involved vehicles. Sadly, in many cases, motorcyclists are not even at fault in these accidents.

Recent studies point to two reasons that motorcyclists may have a higher risk of being accident victims than motorists in other vehicles. It’s obvious that motorcycles are smaller than other vehicles and less common to see. In surprising ways, these qualities may raise the risk of other drivers failing to recognize motorcyclists or misjudging the type of maneuvers they can make safely.

Drivers struggle to recognize rare objects

A study published in 2014 by researchers from Monash University in Australia suggests drivers are slow to detect motorcycles because motorcycles are a relatively uncommon sight. According to materials from the study, researchers asked participants to identify motorcycles and buses that appeared during a driving simulation. Half of the participants were given a simulation with a high frequency of buses, while the other half saw more motorcycles. Researchers found the following:

Participants were biased to detect whichever type of vehicle they were exposed to more frequently.

Participants with infrequent exposure to motorcycles had to be 51 meters closer, on average, to detect them.

At speeds of less than 40 miles per hour, this gave the participants with frequent motorcycle exposure an extra 3 seconds of reaction time.

These findings suggest that the start of the riding season, when most drivers are not accustomed to seeing motorcyclists, may be especially dangerous. Unfortunately, prevalence is not the only factor that makes other drivers more likely to cause motorcycle accidents.

Size affects perception of speed

A second study from Texas Tech University, which was published in fall 2013, found that the brain might underestimate the speed of motorcycles because of their size. According to materials published on Science Daily, study participants were asked to watch a simulation in which a distant large object and a small close object approached. Although the simulation was programmed so that the small object would hit first, participants consistently identified the large object as the one that would arrive first.

According to the researcher behind this study, this likely happened because the brain uses shortcuts when judging speed. The brain can most accurately judge speed by observing the expansion of the image of the object that is projected onto the retina. However, the brain can also use the size of the retinal image as a proxy for distance, which means the brain is biased to think larger objects are closer.

This cognitive shortcut may cause drivers to underestimate how close a motorcycle is or how rapidly it is approaching. When a motorist is judging whether there is enough time to pull out or change lanes in front of a motorcycle, a misjudgment can lead to an accident the motorcyclist is powerless to avoid.

Preventing or handling accidents

Based on these findings, drivers should focus on watching for motorcyclists and leaving plenty of time or space during traffic maneuvers near motorcycles. Riders, meanwhile, should recognize that other drivers have cognitive blind spots and do their best to avoid dangerous situations.

Unfortunately, knowledge and caution are not always enough to prevent accidents. Any motorcyclist who is harmed in an accident caused by another driver should consider meeting with an attorney to discuss the accident and means of seeking compensation.