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Dplyr is the new manipulator
Welcome, R enthusiasts. Today, we will learn data manipulation using R language. So, let's get started.
According to the R documentation, Dplyr provides a flexible grammar of data manipulation. It's the next iteration of plyr, focused on tools for working with data frames (hence the d in the name).
It has three main goals:
- Identify the most important data manipulation verbs and make them easy to use from R.
- Provide blazing fast performance for in-memory data by writing key pieces in C++ (using Rcpp)
- Use the same interface to work with data no matter where it's stored, whether in a data frame, a data table or database.
Dplyr is also known as the Grammer of data manipulation. It is a powerful data manipulation package that is used extensively in the Data Science and statistics Community. Dplyr contains a set of verbs( or function). These verbs are used in order to transform the raw data into meaningful insights. These verbs are:
- Select
- Mutate
- Filter
- Summarise
- Join
- Group by
In this post, will learn how to use dplyr and its function and transform our data in order to gain meaningful insights.
First, we will load the dplyr package.
We will use the Google play store dataset in this tutorial. This dataset contains the details of the application of the google play store. You can download the dataset from here.
First, we will analyse the structure of the dataset.
In [1]:
In [2]:
In [3]:
# read the dataset using the read.csv function
In [4]:
data=read.csv(file.choose(), header = T)
In [5]:
# check the structure of the dataset using the str function
In [6]:
'data.frame': 10841 obs. of 13 variables:
$ App : Factor w/ 9660 levels "- Free Comics - Comic
$ Category : Factor w/ 34 levels "1.9","ART_AND_DESIGN",..:
$ Rating : num 4.1 3.9 4.7 4.5 4.3 4.4 3.8 4.1 4.4 4.7 .
$ Reviews : Factor w/ 6002 levels "0","1","10","100",..:
$ Size : Factor w/ 462 levels "1,000+","1.0M",..: 55 30
$ Installs : Factor w/ 22 levels "0","0+","1,000,000,000+",
$ Type : Factor w/ 4 levels "0","Free","NaN",..: 2 2 2
$ Price : Factor w/ 93 levels "$0.99","$1.00",..: 92 92
$ Content.Rating: Factor w/ 7 levels "","Adults only 18+",..: 3
$ Genres : Factor w/ 120 levels "Action","Action;Action &
$ Last.Updated : Factor w/ 1378 levels "1.0.19","April 1, 2016".
$ Current.Ver : Factor w/ 2834 levels "","0.0.0.2","0.0.1",..:
$ Android.Ver : Factor w/ 35 levels "","1.0 and up",..: 17 17
It has 13 columns(or variables) and 10841 rows (or observation).
This dataset is based on the applications in the Google Play Store. Each column in the dataset represents the significant attribute of the application. The column names are explained below:
App: Name of the application.
Category: Category in which it is defined ( Arts, Business, Books, Games, Medical, Social etc).
Rating: Rating received by the application (1 to 5).
Reviews: customer reviews of the application.
Size: Total size of the application.
Installs: Total number of installation of the application on devices.
Type: Paid or free app.
Price: Price in $.
Content: Rating App target audience (teenagers, all etc).
Genres: It is the category of the application.
Last: Updated App was last updated on "date".
Current.Ver: The current version of the app available for download.
Android.Ver: Android version for which the app is defined.
Using the head function we can have a glimpse of the dataset.
In [7]:
head(data) # top 5 observation of the dataset
The Select() Function.
The select verb is used to select the data which matches the condition from the original dataset.
The syntax of select() function: select(dataset , Condition).
In [8]:
# select the App column from the dataset
In [9]:
app_name = select(data,App)
In [10]:
In [11]:
# check the dimension of the output using the dimension function
In [12]:
1. 10481
2. 1
In [13]:
# Display the data by removing the columns from rating to size
In [14]:
There are some built-in functions which helps us to select the data in the select function.
Function Description
starts_with() : Starts with a prefix.
ends_with() : Ends with a prefix.
contains() : Contains a literal string.
matches() : Matches a regular expression.
num_range() : Numerical range like x01, x02, x03.
everything() : All the variables.
Select the variable in which the variable name (column name starts with "A").
In [16]:
Name_Start_A = select(data, starts_with("A"))
Select the data in which the variable name (column name ends with "s")
In [18]:
Name_End_s = select(data, ends_with("s"))
Select the variable which contains the name "app".
In [19]:
# select the variable where the column name that contains with "app"
In [20]:
Name_App = select(data, contains("app"))
Select the data in which the name matches "Rating".
In [21]:
# select the data where the column name that matches with "rating"
In [22]:
Name_App = select(data, matches("rating")) # column name that matches the keyword rating
Select the data range from the 5 to 10.
In [23]:
# select the data where the column range from column 5 to column 10
In [24]:
Name_range = select(data, 5:10)
Select the data where the rating comes first then the rest of the data.
In [25]:
# Display the data where the first column is RATING and then the rest of the columns.
In [26]:
Name_everything = select(data, Rating, everything() ) # column name that contains the keyword app
Some other functions regarding the selection.
- Distinct
The distinct function is used to remove the duplicate from the dataset.
In [27]:
# select the distinct data from the dataset
In [28]:
x_distinct = distinct(data)
In [29]:
1. 10358
2. 13
The output shows 10358 observation and 13 variables. It has been reduced from 10841 observation. There are many observation that contains the duplicates.
The .keep_all function in the distinct argument is used to retain all other variables in the output data.frame.
In [30]:
# distinct with .keep_all argument
In [31]:
x2 = distinct(data, Index, .keep_all= TRUE)
2. Sample_frac
Sample_frac(data, x%)
It returns the x% of the data.
In [32]:
In [33]:
Filter Function
The filter is used to filter out the dataset which matches the condition
We can filter rows and retain only those values in which rating is equal to 4.0.
In [33]:
# filter function
In [34]:
rating_4 = filter(data, Rating == 4)
In [35]:
Out [35]:
1. 568
2. 13
Or we can filter out data which contain only the category as the game.
In [36]:
Category_game = filter(data, Category == "GAME")
In [37]:
Out [37]:
1. 1144
2. 13
We can also use multiple conditions in a single statement.
In [38]:
and_filter = filter(data, Category == "GAME" & Rating == 4)
In [39]:
Out [39]:
1. 55
2. 13
In [40]:
or_filter = filter(data, Category == "GAME" | Rating == 4)
In [41]:
Out [41]:
1. 1657
2. 13
The %in% operator
It can be used to select specific items in a column.
In [42]:
In_function = filter(data, Category %in% c("BEAUTY", "BUSINESS"))
Pattern Matching Using The filter function
GREPL function is used for searching the keyword in the dataset for pattern matching.
In [43]:
Grepl_funs = filter(data, grepl("one", App))
In [44]:
Out [44]:
1. 163
2. 13
Sort Data
In order to sort the data, we use the arrange() function. The default condition is to sort in ascending order. We can specify to sort in descending order. In this example, we are sorting data by multiple variables. It's syntax is:
arrange(dataset, variable name)
In [45]:
# sort the data
In [46]:
#Ascending order sorting
In [47]:
arrange(data, Rating, App) # here we sort using multiple column names
Suppose you need to sort by descending order.
In [48]:
Mutate() Function :
It is used in order to create new columns or variables with custom values. Its syntax is:
mutate(dataset , conditions)
New rating system
We will create a new rating system where the rating is given between 0 to 0.5.
For this, we will use the mutate function.
In [49]:
# Mutate function
In [50]:
New_data = mutate(data, Rating_new = Rating/10)
# display the new rating and then the rest of the table
select(New_data, Rating_new, everything())
Out [50]:
group_by() function :
It is used to group the dataset by the column. Its syntax is:
group_by(data, variables)
In [51]:
# Group by function
In [52]:
#group by price
In [53]:
group_Price = group_by(data, Price = 0)
In [54]:
#group by category
In [55]:
group_design = group_by(data, Category = "ART_AND_DESIGN")
Out [55]:
Thank you for sticking till the end. This is the end of this article but not about the dplyr. In the Dplyr 2.0, you will learn about the Pipe operator and summarise and join function. Stay tuned to Incedge.com.
Source code can be found on Github. I am happy to hear any questions or feedback.
Hope you like this article!! Don't forget to like this article and share with others.
Thank You


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Rental home in country setting! Two bedrooms, kitchen, dining room, living room, and two full bathrooms upstairs. Family room, two other finished rooms, utility room, and a half bathroom in walk-out basement. Hardwood floor in living and dining room. Paved driveway, deck and small patio out side.


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The Agency is recruiting for a US Tax Specialist on behalf of a professional services firm based in the Cayman Islands.
This dynamic role requires the individual to effectively manage a team of US tax professionals to provide US tax compliance, US tax research, and prepare complex written materials often with multiple deadlines. We want highly motivated individuals with excellent problem-solving skills and the ability to prioritize shifting workloads in a rapidly changing industry. An effective communicator, you'll be a confident team player that collaborates with people from various teams while looking to develop your career in a dynamic organization.
- Compile and present quarterly reporting
- Enable accurate and timely forecasting of the group tax rate and acceleration of tax reporting close
- Review of tax provisions
- Advising on bespoke tax planning
- Succession Planning
- Remuneration packages
- Liaising with third party professionals including solicitors, other accountant, tax advisers and independent financial advisers
- A degree in economics, finance, tax or accounting
- CPA or similar certification with a minimum of 5 years' experience in a similar role
- Prior experience handling Corporate Tax
- Experience of GAAP and IFRS required
- Good verbal/written communication skills
- Strong organizational, project management and analytical skills.
- Strong drive to excel professionally, and to guide and motivate others
- Coordination and prioritization, resourceful
- Independent in managing own workload, ability to work under pressure and to keep things moving and to juggle multiple tasks
- Excellent team player
Salary based on your experience plus benefits as per Cayman Labour Law.
If this sounds like a good match for you and you would like to learn more, we would welcome your application. Go ahead and apply.


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The main thing that is inherently clear when scouting out FabCBD (which is a super new brand by the way that only just got started this year), is that they've made a pretty serious effort to develop a modern lifestyle brand. If you take a look at their website, everything from the web design to the brand labeling to the text they use screams modern and hip.
The current level of growth in the CBD market is leaving most companies overwhelmed. Poorly run CBD distributors are not set up to provide a high level of service. As a result, many retailers find themselves dealing with delayed orders, missing product, and unreturned phone calls. As you choose a CBD partner, choose a company that has a level of service that leaves you feeling confident.
I have tried CBDPure as I mentioned, I have tried out HB Naturals, along with a few others like PureKana(which is one of my favorites) but as far as helping many people out and to give them a better supply of CBD Oil at a Free or lesser of charge product, with premium organic properties, then HB Naturals is the one. Plus, I've grown with them the past couple of months and I like their philosophy and unique products. They are worth checking out.
Hemp Bombs makes some of the best low-priced CBD vape oil in the world. With enticing, delicious flavors like Sugar Cookie Kryptonite and Glazed Chocolate Donut, this is sure to be your new favorite CBD e-liquid. With prices starting at only $14.99 for a 16.5ml bottle, it's going to be hard to find a much better deal than this on reputable CBD oil. The cool thing about Hemp Bombs is that they also have a line of high-concentration CBD oil. If the standard strengths aren't working for you, then maybe a bottle of 4000mg high-strength CBD will do the trick.
Recent studies have shown that CBD massively reduces the bodies cortisol levels. Because cortisol is the hormone produced by the body to manage stress and when stress occurs, muscle growth is slowed or stopped. CBD Oil helps to reduce cortisol levels (and stress) which then allows energy supply to the body. This improves stamina and endurance so using CBD Oil before working out will help lower cortisol levels and improve your overall performance and output.
With all of the information inundating the internet about CBD oil, many people are curious, can CBD help with weight loss? A study done in 2012 documented the way that cannabinol and cannabidiol affected the feeding patterns in rats. After dosing rats with CBD, the scientists observed that they ate less; this set the stage for more research to be done to continue to show the weight loss opportunities with CBD. It also brought into light a new use for CBD as an appetite suppressant. In addition to that, a report in India Times in 2016 said that cannabis users show a lower rate of obesity and diabetes. Science has also demonstrated links between the use of cannabis and metabolism for many years.
There has been a raised concern of the effects and hidden dangers of inhaling the chemical propylene glycol, which is widely used to mix with CBD vape oil. Propylene glycol is a thinning compound and is also the primary ingredient in a majority of nicotine-infused e-cigarette solutions. At high temperatures, propylene glycol converts into toxic nanoparticles which are known for causing damage to respiratory organs and said to cause cancer, asthma, and other illnesses.
It is highly recommended to consult your doctor before assuming the best dosage per day, but based on customer testimonials, it is said you can vape CBD oil as often as you'd like and up to as many milligrams per day that your body requires or can handle. Since vaping CBD hemp oil doesn't get you high, you are basically only consuming the medicinal benefits of CBD vape oil.
Populum's CBD oil utilizes a full-spectrum of cannabinoids. It has a subtle orange flavor and contains antioxidants, natural ingredients, and neuroprotectants. It is free from GMOs and gluten. The label shows that this product is made with several oils in addition to hemp oil, including grapeseed, orange, and virgin coconut oils. It also contains stevia extract for a sweet flavor.
Diamond CBD gets 'save buy nod' to consider for your source of CBD products. We came to this conclusion based on a few key areas: Selection, Price, and Shipping. Diamond CBD offers the best wholesale pricing we have found so far for CBD products. They have one of the largest selections of products available as well including, vapes, edibles, drinks, pets, topicals, oils. Basically everything you need under one roof. Plus they have top-notch shipping and get it to you as fast as possible. They will assign you with a dedicated account manager to make ordering, reordering, and pricing as easy as possible too. Check out the Diamond CBD Wholesaler Program here
No statements in this article have been evaluated by the US Food & Drug Administration. No products in this article are intended to diagnose, treat, cure or prevent any disease. Basically any and everything I say here should NOT be taken as medical advice. I personally feel that if you give the body what it needs and craves it is perfectly capable of healing itself naturally.
Serenity's products are manufactured right here in the US. They don't import any products or buy used hemp since they are affiliated with reliable American farmers that do it for them. They also have a 'supplement facts' sticker on the back of the bottle should you want to know the specific details of the ingredients. If you are eager to buy your pet a reliable, fresh and effective product, then Serenity has your back!
To obtain the CBD-packed hemp extract from its organic crop, Highland Pharms uses a process called "supercritical CO2 extraction." This method eliminates the need for more harmful solvents, while it also, the company says, yields CBD oil of an outstanding purity and efficacy. Those wanting to see for themselves can take their pick from Highland Pharms' positively reviewed variety of tinctures – the strongest concentration of which measures up at 1,250 mg – as well as capsules and edibles. And if those potential customers have no idea exactly how much CBD they should be imbibing, then they can get themselves up to speed at the Texas-based company's website, which offers a user-friendly guide to serving sizes and methods of CBD oil intake, among other common queries.
Other potential side effects include low blood pressure, lightheadedness, and drowsiness, but these have typically only occurred in patients who have exceeded doses of 1,500 mg daily for a period of 4 weeks or more; far more than the average person will need take on a daily basis for chronic pain symptoms. (In fact, the majority of CBD users claim they find an effective dose to be anywhere between 10 and 40 mg daily).
With all of the information inundating the internet about CBD oil, many people are curious, can CBD help with weight loss? A study done in 2012 documented the way that cannabinol and cannabidiol affected the feeding patterns in rats. After dosing rats with CBD, the scientists observed that they ate less; this set the stage for more research to be done to continue to show the weight loss opportunities with CBD. It also brought into light a new use for CBD as an appetite suppressant. In addition to that, a report in India Times in 2016 said that cannabis users show a lower rate of obesity and diabetes. Science has also demonstrated links between the use of cannabis and metabolism for many years.
Full spectrum CBD oil consists of CBD or cannabidiol, terpenes and 0. 3 percentage of the psychoactive cannabinoid, tetrahydrocannabinol (THC). Even though the full spectrum oil consists of THC, it does not impose any intoxication effects because it is below 0.3 % which is legally approved for use in the United States and around 30 different countries Internationally.
Newcomers to CBD oil should leave Hemplucid's website better informed than they were before visiting. That's because the company offers a helpful and thorough guide to recommended dosages, depending on need; it also provides a handy breakdown of the methods by which users can consume CBD oil and explanations of the contents of Hemplucid's products. And for those unsure as to whether CBD oil use is all above board, Hemplucid's "due diligence" section ought to put minds at rest, since it relays exactly how the brand's goods "exist within the language of the law" – with relevant court judgments included. Anyone subsequently convinced to consider trying the company's wares for themselves can, moreover, choose from its extensive range. This includes lotions, softgels, gummies, a vape additive – and a water-soluble, full-spectrum oil that is able to easily be added to drinks.
Due to the influence of big pharma,the FDA has refused (until recently) to investigate the benefits of phytocannabinoid oil for humans or pets. We are not allowed to say or imply that phytocannabinoid has any medical benefits, however the 1st Amendment also protects our right to tell you about our experiences with phytocannabinoid helping our own pets, and the fact that there have been more than 1500 clinical studies regarding the effectiveness of phytocannabinoids.*The owners and staff of Innovet believe, but cannot legally claim or imply, that countless dogs and cats have used phytocannabinoid oils for many conditions.
If your weight loss regimen entails a lot of hard and intense workouts, using marijuana might not be your first choice to make it easier. However, you'd be surprised by how many of CBD's anti-inflammatory benefits could be right for you. If you're dealing with muscle soreness after a workout, having a strong and natural anti-inflammatory added to your post-gym smoothie could help you recover faster.
CBD oil products needn't be expensive, as Canabidol proves. The company's pure cannabis oil drops, for example, sell from $28 for 10 ml, making them an affordable choice for new users still unsure about what CBD could do for them. That's not to say that Canabidol's goods aren't up to scratch, though, as the business aims to ensure their quality through both its own bespoke method of analysis and by sending its oil to third-party labs. Among the products on offer, meanwhile, are innovative CBD Gel-Tabs, which feature a specially developed slow-release system designed to improve the body's absorption of the active ingredient. And this, Canabidol claims, is "now the best-selling CBD cannabis oil product in the U.K."
Serenity's products are manufactured right here in the US. They don't import any products or buy used hemp since they are affiliated with reliable American farmers that do it for them. They also have a 'supplement facts' sticker on the back of the bottle should you want to know the specific details of the ingredients. If you are eager to buy your pet a reliable, fresh and effective product, then Serenity has your back!
If you're ready to get your CBD on, picking any of these high-quality vape liquids will give you the best possible introduction to this wildly popular substance. The VaporVanity editorial team has verified that these are some of the best CBD vape oils on the market today, so you can rest easy knowing that as long as you choose from this list, any choice you make is certain to be a good one.
Another thing to look for is 3rd Party Lab Testing. Here at CBD Oil Solutions all of our CBD Vape Oil products have been 3rd Party Tested with the lab results available right here on the site. With so many different CBD Oil products made for vaping on the market today, there are discrepancies. Not all products are created equal and that's why we ensure that the CBD content of every product from CBD Cartridges to Vape Pens is tested along with pesticide testing and heavy metal analysis all up to industry leading standards.
The company's website offers a great deal of information for interested wholesalers. An application can be sent through their website. Aside from basic information, it asks several questions from potential wholesalers such as the preferred type of phytocannabinoid hemp products, quantity, how quickly the order is needed, the purpose for purchasing bulk products, and current supplier.
Quick review: We love CBDistillery for the value. With quality CBD oils starting at $20, CBDistillery offers good products at a great price. This affordability has made CBDistillery one of the fastest growing companies in the hemp space. Their Colorado-grown product line is also comprehensive, including various oil concentrations, salves, edibles, and suppositories.
Cannabidiol, otherwise known as CBD, is one of the abundant cannabinoids found in the Cannabis Sativa L. plant. Both industrial hemp and medical marijuana can be processed from this plant. CBD, however, is a compound found throughout the whole plant inclusive to the seeds it starts as. In hemp-based extractions, you'll find strains containing over 99% pure cannabidiol and <1% delta-9-tetrahydrocannabinol (THC) content.
To be clear, there is no one specific test, scan, or anything else of the sort that you can do to determine whether or not you need CBD oil for pain. Also, since cannabis is not yet recognized by the FDA, you unfortunately can't really go to your doctor either and have them recommend it; until marijuana is FDA-approved, it cannot be prescribed by physicians.
How does CBD oil work? CBD interacts with the endocannabinoid system in your body. How taking CBD oil for weight loss works involves this system. CBD stimulates different components in your body to help your body break down more fat, it helps burn more calories all the way down to the cellular level, decreases lipid production, suppresses appetite, and increases your metabolism. Currently, there is still a lot to learn about CBD and weight loss, but the results we've seen for far go to show that this is a great option for anyone who needs weight loss help.
Like any medications, overdosing can lead to potential risks for pets. "The most significant is THC toxicity, meaning, essentially, they are high," Richter says. "Depending on how significantly a pet has been overdosed, the effects of that can be quite long-lasting, even days." During these episodes, a pet may not be able to stand or eat. If you suspect an overdose, take your pet to the veterinarian immediately.
If you're after an absolutely premium product and aren't too bothered about cost, you can go to the top end of the market. In this case it's the Native Botanics CB1 and CB2 Full Spectrum oil, with a peppermint flavour. The peppermint hides the biggest issue with the high purity CBD oils – the incredibly bitter It's not the cheapest, but it's basically peerless when it comes to its reviews.
According to the 4 Corners Cannabis website, co-owners Justin and Brian Jasiewicz have 30 years of cannabis growing experience between them. That expertise gives them the know-how, the company claims, to make sure that the entire production process of 4 Corners' CBD oil is run correctly – all the way from field to store. And while that may result in products that are a little more expensive than equivalents on the market, there could be room for that to change if enough people lobby for lower prices; 4 Corners, for one, emphasizes that it "[listens] to the demands from [their] customers to better serve them in the future." Meanwhile, the company makes picking the right product that little bit easier through its innovative labeling. This makes it plain at a glance for potential purchasers to see which of the 4 Corners range are designed to improve mental well-being and which, by contrast, are targeted at those with active lifestyles.
The common consensus among vape pen CBD oil users is that it's a healthier option than other methods of consumption — namely smoking. Also, most users would probably agree that quality vape liquid produces more potent (and ultimately more effective) therapeutic results. This is even the case for some patients that suffer from debilitating chronic conditions like pain, inflammation, and severe forms of depression and anxiety.
CBD oil has been scientifically proven to reduce stress. It combats stress both psychologically and physically. Psychologically, it levels out your brains cortisol levels. Cortisol is the stress hormone, and high levels are associated with chronic depression, anxiety, and low immune function. Whenever you get stressed out, your body produces excessive amounts of the chemical.
Innov8tion is a brand that has put the happiness of our pets first. They know how difficult it can be to trust brands that try and feed your dogs anything. You can't know what the manufacturer puts into the CBD, and Innova8tion has made sure time and time again that they list all the specific ingredients. Their goal is to provide dog-owners with products that are of high-quality, showing the owners everything that goes into making it. This gives a sense of transparency and a peace of mind to the owners; you will be able to fully examine what goes into each bottle of CBD that you get from Innova8tion, and if you are not satisfied, you have a 100% money back guarantee waiting for you.
Hemp-based CBD, on the other hand, is sourced from industrial hemp plants that contain very small amounts of THC. With the proper licensure, these types of plants can be legally grown under the 2018 U.S. Farm Bill in all 50 states. If you are going to be buying oils for anxiety from an online seller, for example, you will likely be purchasing a product that has been sourced from hemp rather than marijuana.
In terms of medication, there are many antidepressants that can have positive effects on anxiety disorders. These include drugs like Prozac, Lexapro, Xanax, and Klonopin. Of course, these medications are by no means considered a "quick cure for anxiety." Often, lifestyle adaptations should be considered prior to beginning medication. This can help maintain a healthy and stress-free lifestyle, and can prevent anxiety outbreaks. Lifestyle adaptations include:
Green Roads World is a far cry from the market's standard "cut-&-dry" CBD resellers. Do a little online homework, and you'll see that they consistently rank among the nation's "top CBD lists" due to their high-quality products. Green Roads is the only brand we're aware of that employs a full-time licensed pharmacist, and they have truly done amazing things for the CBD market in terms of improving product quality and transparency.
There are dozens of benefits that come with using CBD. It can prevent cancer, help keep cancer at bay, reduce anxiety, help with separation anxiety, improve skin and coat conditions, help heal skin disorders, help relieve pain, keep chronic diseases at bay and overall reduce stress and keep energy levels down. CBD can also be used to calm your pup in social situations such as birthday parties, Christmas celebrations, family get-togethers and even if you want to take your pup out trick or treating (find some great halloween dog costumes!).
Along those same lines, most over-the-counter medications have side effects. At this point, the side effects from CBD have been very minimal and very minor. There have been some complaints of tiredness, upset stomach and a few cases of diarrhea. Outside of those few side effects most people have stated they have encountered minor side effects or none at all.
As a Woocommerce CBD Oil Distributor, you'll setup an online website store and place all of your CBD oil products inside it. Note that you have to find out if your terms and conditions of your state if it's legal to sell CBD oil products and especially within Woocommerce. Failure to do so can result in closure of your store. I recommend looking back at the top 10 steps to starting your CBD oil Business video up above.
If you read through the company terminology, you'll see that PureKana Natural CBD oil is a dietary supplement for "increased health and vitality." Due to its full-spectrum infusion of hemp phytochemicals, it seems to have a relatively quick effect. All products go through laboratory testing to ensure safety and potency, and of course, PureKana CBD oils will always be non-psychoactive. They deliver to all 50 states, as well as several countries globally.
The demand for CBD oil and CBD-infused products has exploded in popularity. Thanks to the countless reports supporting CBD benefits, America has become interested in CBD oil now more than ever! Last year, experts from the World Health Organization (WHO) released a study endorsing CBD benefits for several conditions including anxiety, pain, inflammation, neurological diseases, and many more. The WHO committee also emphasized how CBD displayed no indicative effects of abuse or the potential for dependence.
King Kanine is a professional company that produces 100% pure CBD oil for dogs, that their customers love. All of it is made in the USA, is free of synthetics, pesticides, metals, and other contaminants. They take their hemp from USA farms that are located around Canada and Colorado and are very proud of the quality of the hemp they choose. They are well-known for using a special make of bottles that help get the most out of the product inside without it dripping. They achieve this by manufacturing pump bottles that give an exact dosage of the CBD that you need to give to your dog.
Dietary changes are the most important action individuals can choose to get off the roller coaster. But CBD could lend a hand in the process. A 2018 study showed that the cannabinoids THC, CBD and CBN enhance cells' ability to take up glucose. And they perform even better than metformin, a common pharmaceutical prescribed to lower elevated blood glucose.
Our endocannabinoid system (ECS) may be a recent find for scientists, but it sure is essential for our health. Controlling mental variables such as mood and appetite, and physical variables like pain, bone health and immune system response, a balanced ECS is key for good, all-round health. In a nutshell, CBD is an ECS regulator, and can be used as a health supplement in the form of CBD vape juice.
Yet again we come back to the self-made brand made big by their own, rigorous efforts. This time, Serenity offers the general public a CBD oil mixed with other extracts. Their passion is to achieve high-quality CBD products that are natural and without side-effects. Since pure, clear CBD oil can be too intense for some dogs, Serenity decided to sell a mixed-bottle. It's more of a mix of vegetable oil, including grapeseed and hemp seed oils on the side. If you have noticed that your dogs cannot handle the full-dose of pure CBD oil, this is the next best thing.
The endocannabinoid system appears to have an essential role in regulating basic human functions like sleep, eating, metabolism, and more. When this system is not functioning correctly, weight gain can occur. CBD helps to restore homeostasis to the cells of the body and can be very useful in reducing fat accumulation and subsequent health risks related to excess body weight.
The CB1 receptors are mostly present in the brain, but some are located throughout your body. These receptors deal with movement and coordination, emotions, thinking, memories, pain, mood, appetite, and other function. The CB2 receptors are mostly in the immune system. They affect pain and inflammation. CBD works in two ways. It attaches itself to these receptors while stimulating the body to produce more cannabinoids on its own naturally. Amazingly, CBD assists the body in learning to heal itself.
I am Julie Ryan, a Pain Management Blogger, Surviver and Advising expert. Besides an expert blogger, I also research about CBD oil and its medical benefits. My intention with this website is to share what I have been learning about CBD oil from my researches and experiences. So the objective of my presence here is to make you well educated about CBD oil.
The effects of slow metabolism stretch beyond impeding weight loss. It can cause high cholesterol, high blood pressure, high blood sugar, and chronic fatigue. There are many different kinds of metabolism support pills on the market, as well as pills and a myriad of other products to help you lose weight. Each of these come with their own problems: Do they work? What are the side effects? To avoid the guesswork, we recommend you try CBD for weight loss. When you decide to do so, there are two important things to consider.
Hemp Bombs makes some of the best low-priced CBD vape oil in the world. With enticing, delicious flavors like Sugar Cookie Kryptonite and Glazed Chocolate Donut, this is sure to be your new favorite CBD e-liquid. With prices starting at only $14.99 for a 16.5ml bottle, it's going to be hard to find a much better deal than this on reputable CBD oil. The cool thing about Hemp Bombs is that they also have a line of high-concentration CBD oil. If the standard strengths aren't working for you, then maybe a bottle of 4000mg high-strength CBD will do the trick.


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Walt Leger, D-New Orleans, who was handling Senate Bill in the House, was wrapping up his arguments about the importance of preventing young women from being taken, exploited or sexually compromised. Sam Jones, D-Franklin, asked whether Leger would put a maximum age on dancers. The House, which is 87 percent male, laughed raucously.
Kenny Havard, of Jackson, awaits the vote on one of his bills. Am I the only one who heard about state Rep. That legislation is an entirely serious proposal to raise the minimum age to 21 in an effort to crack down on human trafficking and reported abuse of homeless youths and foster children who have aged out of the system.
Helena Moreno said House colleague Kenny Havard's infamous "stripper amendment joke" may have been offensive, but she believes it helped catapult her campaign to elevate women's issues in Louisiana. Havard, R-St. Francisville, submitted an amendment earlier this month requiring exotic dancers to be 28 or younger and weigh no more than pounds, saying he wanted to "trim the fat" at strip clubs.
They come to your house, you think you're getting arrested, and you just get a lap dance that is usually uninspired! She continued her bit: "I hired police stripper for my grandma's 80th, and he wouldn't even feel her up I hate this injustice, hence the shirt.
Kenny Havard, R-Jackson, proposed to a bill raising the minimum age of dancers at strip clubs, was found by many House members to be inappropriate and offensive. The bill passed without the amendment. Katrina Jackson, right, D-Monroe, on the floor of the House Chamber before adjournment Thursday, May 19,the day after a 'joke amendment' by a fellow Representative about weight and maximum age limitations for strippers proposed as an amendment to a bill raising the minimum age for dancers at strip clubs.
His women colleagues describe this kind of locker room banter as part of a much larger problem faced by women in politics. Pressure has mounted for Harvard to apologize. It is clear that jokes like this only work in a context of misogyny, which often intersects with fatphobia.
Stripper jokes 3 jokes about strippers. Bob works hard and spends most evenings bowling or playing basketball at the gym. His wife thinks he is pushing himself too hard, so for his birthday she takes him to a local strip club.
A father of one of the team members says the girls employed the stripper as a joke, and that the stripper didn't totally disrobe at Friday evening's event at the Des Moines Social Club. Roeder says a club employee asked the stripper to leave, deeming the appearance inappropriate for the students. The Sharks synchronized swimming club is run and funded by students in grades nine through World globe An icon of the world globe, indicating different international options.
Kenny Havard said of the amendment. Louisiana Republican Rep. Kenny Havard is refusing to apologize after provoking outrage with his proposal that strippers should be no older than 28 and no heavier than pounds.
Cletus is passing by Billy Bob's hay barn one day when, through a gap in the door, he sees Billy Bob doing a slow and sensual striptease in front of an old John Deere tractor. He performs a slow pirouette, and gently slides off first the right strap of his overalls, followed by the left. He then hunches his shoulders forward and in a classic striptease move, lets his overalls fall down to his hips, revealing a torn and frayed plaid shirt.


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Specification Size Info
|Synthetic Turquoise
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Synthetic Turquoise Bracelets, with Nylon Cord and Hematite Beads, HotPink
Size: about 12mm in diameter, hematite beads, 10~12mm in diameter, inner diameter: 63mm.
Fashion bracelets are attention-grabbing on wrists and on display counters. Special style make this a great piece for covering transitions: from day to night, summer to autumn, casual to formal, and more. It can be worn as is or embellished with different beads or pendants that you like.
Please Note: Due to stock variety, color or shape of mixed products may vary from photo sample shown on our website.
Priced per 5 pcs
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Parallel has launched two cannabis products, for humans and pets, respectively, with creative and package design by Sausalito-based agency BSSP.
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For weeks, the LSU defense has been under scrutiny by both fans and national media alike. That narrative may have changed as LSU (12-0, 8-0 SEC) beat Texas A&M (7-5, 4-4 SEC) 50-7 in Tiger Stadium.
On Saturday night, the LSU defense was a dominant force, holding Texas A&M to 169 total yards on 60 plays. The Aggies finished with 72 rushing yards and 97 passing yards. Texas A&M quarterback Kellen Mond was sacked five times and his replacement, James Foster, was sacked once, giving the defense a total of six on the night. The defense also forced three turnovers, all interceptions.
"I thought we rushed the passer very well," said LSU coach Ed Orgeron. "We put pressure on the quarterback and did not allow them to beat us one-on-one. It was just an overall tremendous night."
The defensive effort was led by sophomore linebacker K'Lavon Chaisson, who finished with six total tackles and 1.5 sacks. Junior defensive back Kary Vincent was also crucial to the defensive success, adding four total tackles and an interception. The other two interceptions were made by junior safeties JaCoby Stevens and Grant Delpit.
Along with the six sacks, LSU also had five quarterback hits along with eight tackles for loss. Chaisson said he thinks it was the most he rushed all year. He added that when he rushes, he feels LSU usually gets pressure.
One of the biggest reasons LSU was placed behind Ohio State in the College Football Playoff rankings was because of its defense and the questions surrounding the unit. Many of the defensive players for the Tigers felt like they needed to make a statement to the committee. Many agreed that they thought that statement was made on Saturday night, including Stevens.
"We as a defense took the rankings as a challenge." Stevens said. "We knew we had to play a complete game and I feel like we did that today. We did a great job defensively, I think."
Another big key for LSU's defensive efficiency was holding Texas A&M to 2-for-13 on third-down conversions. They also held the Aggies to 1-for-3 on fourth-down conversions.
LSU will face Georgia next in the SEC Championship Game in Atlanta on Saturday at 2:30 pm.


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For the sixth year, CCC is proud to support the annual Toys for Tots collection. All toys were collected from a truly generous Elk Grove… [Read More]
November 2019 Character Recognition
Our monthly recognition is for one of our own CCC members, Tammy Miller. She is one incredible person. Newly retired from the Elk Grove Village… [Read More]
Photos: Halloween Fest 2019
October 2019 Character Recognition
The CCC Recognition for October 2019 goes to Dr. Brian Homann and Dr. Jennifer Silc along with their staff for the Free Dental Day they… [Read More]
Photos: 2019 Hometown Parade
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It's fascinating to imagine, however this apparently fast-transferring impeachment inquiry could furthermore merely if truth be told be in a "lull" as a consequence of Congress has been on recess. Well, Congress is encourage in session on Tuesday, so study on and assemble trained sooner than things if truth be told decide off.
Giuliani said to be underneath investigation
Federal prosecutors in Ny are investigating whether or no longer President Trump's personal lawyer, Rudolph W. Giuliani, broke lobbying regulations in his dealings in Ukraine, in line with two folks conversant in the inquiry.
The investigators are inspecting Mr. Giuliani's efforts to undermine the American ambassador to Ukraine, Marie L. Yovanovitch, one amongst the folks said. She used to be recalled within the spring as allotment of Mr. Trump's broader campaign to stress Ukraine into serving to his political potentialities.
The investigation into Mr. Giuliani is tied to the case against two of his friends who were arrested this previous week on campaign finance-connected charges, the folks conversant in the inquiry said. The friends, Lev Parnas and Igor Furman, were charged with funneling unlawful contributions to a congressman whose encourage that they had sought in casting off Ms. Yovanovitch.
Right here's a recordsdata to the Ukraine saga's rising solid of characters.
A extinct ambassador to Ukraine speaks
Ms. Yovanovitch advisable impeachment investigators on Friday that a top Declare Department excellent had advisable her that Mr. Trump had pushed for her elimination for months even supposing her employer, the Declare Department, believed she had "accomplished nothing inferior."
She brushed off as "fictitious" accusations that she had been disloyal to Mr. Trump, which she said had been circulated by allies of Mr. Giuliani.
Ms. Yovanovitch, testifying in defiance of Declare Department orders and prone to losing her job, delivered a scathing indictment of how the Trump administration conducts foreign policy, warning that personal affect and personal scheme delight in usurped diplomats' judgment and could furthermore undermine the nation's pursuits.
Ms. Yovanovitch said of her time in Ukraine: "Our efforts were supposed, and evidently succeeded, in thwarting execrable pursuits in Ukraine, who fought encourage by selling baseless conspiracy theories to anybody who would listen. Sadly, any individual used to be listening, and our nation is the worse off for that."
To clutch with trends on a in style basis, join the Impeachment Briefing here.
Rick Perry gets a subpoena
The energy secretary used to be requested for records that would furthermore shed gentle on any role he can delight in played in Mr. Trump's attempts to stress the Ukrainian govt.
The Protection Department and the Net page of enterprise of Management and Finances furthermore received subpoenas for documents about the Trump administration's choice to grab $391 million in security succor for Ukraine.


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 "Cocaine is glamorous but also dangerous — like the blonde femme fatales you see in the movies", Eusebio Megías, Technical Director of Spain's Foundation against Drug Addiction (FAD) explains emphatically.

 "What international observers often don't take into account when looking at drug use in Spain is the cultural aspect.

 "For about 25 years, or up until 2008, Spaniards experienced many changes in terms of politics and culture."

 Mejías is referring to the period when post-dictatorship Spain reinvented itself as a modern, prosperous and liberal-minded nation.

 "There was an emphasis on free time and enjoying the moment. It was a splendid time for Spain economically, and cocaine was a symptom of that."

 "Our society became very permissive and limitless; people thought 'I can take anything I want'."

 "Cocaine is the perfect drug in that cultural climate. It's a recreational drug that prolongs pleasure," adds the FAD director.

 FAD campaign against cocaine use: "Coke goes straight to the brain, from the first line, even if you don't notice it, even if you think you can control it. Use your brain, turn your nose up at coke."

 Europe's biggest coke users?

 More than 13 percent of Spaniards between the ages of 15 and 34 have tried cocaine at least once in their lifetime, an EU drugs report from 2012 states.

 That's the highest figure for the EU: the average is 6.3 percent.

 Spain's youth are also the most habitual coke snorters in Europe, with 4.4 percent admitting they've consumed the drug in the last year and 2 percent in the last month.

 "It's impossible to get accurate results (on usage) when studying illegal substances," says Araceli Manjón Cabeza, former technical director of Spain's National Plan against Drugs and currently a professor in criminal law at the Complutense University of Madrid.

 "You have to keep in mind not everybody will own up to consuming drugs and there's no way of determining the exact amount which is circulating around Spain and elsewhere.

 "What I do know for a fact is that it's easier for a 16-year-old in Spain to get hold of illegal drugs than it is of alcohol and cigarettes," Manjón affirms.

 Spain's former number two in the fight against drugs — her boss was Spanish super judge Baltasar Garzón — has actually carried out studies in which she handed teenagers a €50 note (equivalent to $67) and asked them to see what substances they could buy with the money.

 "The kids would find it easier to score ecstasy pills or coke than they would to buy a bottle of rum or a pack of cigarettes over the counter.

 "Drugs are readily available and no dealer is going to ask a potential client for ID," she explains.

 "That's just one of the reasons why I changed my stance in the fight against drugs and am now in favour of their controlled legalization."

 Spain: Europe's cocaine gateway

 "If Spain is the gateway of cocaine and other drugs into Europe it's purely because of its geographical positioning," Manjón tells The Local.

 "Whether it's cocaine from Latin America or hashish from northern Africa, we're just the ones closest.

 "Galicia (northwest Spain) already had the infrastructure for tobacco smuggling, allowing local drug traffickers to work with South American drug cartels from the 90s on.

 "We also have a lot of coast, which may explain in part why there are so many drug heists in Spain," she adds.

 But the law professor is careful to play down the importance of some of these heists: "The Spanish press aren't always accurate when reporting on the fight against drugs. Every drug bust they write about is bigger than the last one, and when you look at the figures afterwards the numbers simply don't add up."

 "According to the UN, only 5 percent of illegal drugs are seized globally. That leaves you wondering whether waging the war on drugs are doing their job properly or not," explains Manjón.

 "What I want to make clear is that there's no way prohibition is going to reduce drug trafficking and consumption in Spain or anywhere else for that matter.

 "It's allowing drug cartels to have a monopoly on the business," she says.

 "They in turn can reduce the quality of the drugs, turning them into poison.

 "And society's most vulnerable, from children to those who are desperately living without jobs or homes, are consuming them or facing jail time for using them."

 Map of cocaine prevalence in Europe (darker green countries are the biggest users). Click here to see detailed map of drug prevalence across the continent.

 End of an affair?

 After a prolonged spell of popularity, it seems cocaine may finally be falling out of favour in Spain.

 In 2009, a record 10.2 percent of all Spaniards aged 15 to 64 said they had tried the drug once in their lifetime, according to the European Monitoring Centre for Drugs and Drug Addiction (EMCDDA).

 But 2011 that figure had dipped to 8.8 percent, the first fall in nearly two decades.

 For Megías at FAD, it's all about the state of Spain's economy: "After 2008 things changed. That was because of the crisis," he explains

 "There is more anxiety and depression now and people are reaching for drugs that calm them down, like alcohol, and tranquilizers."

 "People are depressed and scared, and are now spending less on all recreational drugs, including cocaine, because they have less money."

 Problems with cocaine remain, however.

 "Until recently cocaine was seen in Spain as a fashionable, high profile and relatively low risk substance," Julian Vicente, the head of the EMCDDA's Prevalence, Consequences and Data Management unit told The Local via email.

 "(But) there are still social and health costs due to cocaine use in Spain."

 "A number of people pass from being occasional and recreational users to intensive users, which creates social, economic and health problems."

 A 2012 EMCDDA report cited figures showing there may be as many as 121,130 problem cocaine users in Spain.

 This is based on the idea that a problem user is anyone who has used cocaine on 30 or more days in the last 12 months.

 And while even the EMCDDA admits it is difficult to define what makes someone a problem cocaine user, one fact remains clear.

 Spain's love affair with cocaine is not yet completely a thing of the past.


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Direct hire opportunity offering health, vision, and dental benefits!


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Vintage Glass Cake Stand
- Compliance
- Dimensions
- Packaging
This cake stand has been made from vintage glass and has an antique mercury finish. It features a strong pedestal, large base, clear design and scalloped edges. It is the perfect way of displaying a selection of cakes in a simple yet glamorous way.
Timber Compliances:
This product is made using sustainable resources under certified commercial plantation programme.Evironmental Compliances:
This product complies with the Eco friendly treatment as the pest control used on the timber is environmental safe, this is called Bi flex.Packaging Compliances:
As part of UK's Waste Packaging Regulations, this product has a waste packaging component of 0.5KG (Box weight 1.7 KG minus product weight 1.2) KG.Aftercare:
Timber: Avoid placing your furniture under direct sunlight and/or near radiators. Also, occasionally polish the non-painted furniture parts with bees wax to retain sheen and for longer lifespan.Caution:
All weight and dimensions might vary from the given specifications as all products are handcrafted individually. This furniture piece is exclusively handcrafted using 100% solid fruit wood with no veneers or laminations whatsoever hence features like grain patterns, knots, minor movements or variations are natural occurrences and should not be treated as defects.
|18 cm
|23 cm
|26 cm
|31 cm
|26 cm
|31 cm
|0.02 Cubic Meters
|1.2 Kg
|1.7 Kg
Our team have been working hard to ensure that our packaging is fully enhanced. We always strive to provide you with a better service, which is why we have added a more structural method; this typically includes thermocol, strong condensed cardboard edges, further layers of protections, secured hardware packaging etc, to make sure that your items are delivered safely with our drop-ship program. Last update – October 2018
Country of Origin India


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System uses video from 3 phones to find shooters
A new system can locate shooters through video and audio from 3 smartphones, which could help protect human rights workers and journalists.Byron Spice-Carnegie Mellon | Nov. 20, 2019 | futurity
~5 mins
Tags: science-and-technology guns machine-learning mobile-devices sounds video violence weapons
What does Disney+ mean for the future of streaming?
With the launch of Disney+, how will the battle between streaming services change? An expert digs into the competition and how it affects viewers.Julian Cardillo-Brandeis | Nov. 11, 2019 | futurity
~1 mins
Tags: society-and-culture business consumers internet video
WiFi system identifies people through walls by their walk
A system called XModal-ID can use video of a person walking and determine whether that same person is behind a wall using WiFi and their unique movement.Sonia Fernandez-UCSB | Oct. 1, 2019 | futurity
~5 mins
Tags: featured science-and-technology imaging-technology surveillance video wifi
Watching the news on smaller screens saps its impact
Watching news videos on your phone may keep you from paying attention in the same way you would with a larger screen size.Jared Wadley-Michigan | July 10, 2019 | futurity
~2 mins
Tags: society-and-culture attention journalism mobile-devices video
Face quirks unmask deepfake videos
Deepfake videos could cause serious problems in the near future, but reserchers have created a new tool that could help root out the doctored videos.Kara Manke-UC Berkeley | July 2, 2019 | futurity
~7 mins
Tags: featured science-and-technology society-and-culture artificial-intelligence faces internet video
A.I. vision guides fake video detection
A new system can pick out the best reference frame to help experts fight deepfake videos, and could also boost driverless cars and drones.Kate McAlpine-Michigan | June 23, 2019 | futurity
~5 mins
Tags: featured science-and-technology algorithms artificial-intelligence imaging-technology video
Edit video like it's text with this algorithm
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~7 mins
Tags: science-and-technology algorithms ethics images videos
To thwart deep fakes, add these digital 'watermarks'
Deep fakes—super-realistic looking fake videos—pose a major threat, but "digital watermarks" could help stop them.James Devitt-NYU | May 29, 2019 | futurity
~4 mins
Tags: science-and-technology artificial-intelligence images internet photography video
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Cobweb Forest Macro Insect Spider Close Nature
The maximum size of image 3888×2592 pixels, you can download with JPEG format. This photo was shooting by Canon EOS 400d Digital camera with shooting mode 70.0-300.0 mm - 271.0mm · ƒ/5.6 · 1/250s · ISO 400. Archived in the category "Animals" and our photographer was tagged: Cobweb, Spider, Close, Insect, Nature, Forest, Macro.
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