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Transcript:

Welcome dear creative. My name is Phil Svitek and it is my mission with this series to help you master mental fortitude because it takes way more than just skills and talent to succeed in the entertainment industry. If you don’t then the proverbial wheels will come off the wagon.

In this lesson, I chose to discuss something that we all face at one point or another and that is the creative rut. It’s the stage where we’ve been doing something and all of a sudden we don’t know how to continue. You can call it writer’s block. Or creative fatigue. Perhaps burnout. Maybe it can be even as severe as depression.

This is what I’m referring to when I speak about mental fortitude. A creative rut has levels of asperity. It can be mild or dire. Ideally, you’d be able to pull yourself out of a creative rut before you spiral into a deep existential crisis. But let’s be honest with each other, sometimes a creative rut can lead to that where you’re questioning your sense of purpose. In fact, it happens to a lot of people who find success. It’s called the achiever’s curse. It leaves the person feeling with a sense of what’s next? Where’s it all heading? What’s it all mean?

So let’s begin with option one. Many people who get stuck creatively do so because of routine. Don’t get me wrong, having a routine can be extremely beneficial. By sticking to a routine your mind gets in a creative rhythm. But there can come a certain point where doing the same thing over and over diminishes the returns. You might feel like you’re just going through the motions and able to predict everything that comes. And because of it, your mind gets stuck and can’t think of anything exciting or new. It’s always the same thing. What was once fun now begins to be viewed as a laborious cycle. This phenomenon is a symptom of the law of diminishing returns.

To counteract this repetition, vary your routines and try new activities. Part of the reason you can’t think different thoughts is because you’ve trenched yourself in and now need to take a more bird’s eye view of the situation. Science has shown humans crave variety. Having habits calms us and can set us up for success, but our minds need to be stimulated with new experiences. That’s the goal of switching things up – to engage your mind. If you take the same walk every day with your dogs, stop. It’s become a default where you don’t think about it. Take a new route instead and observe the world around you.

There are so many ways to ignite your brain. It can be little things, like moving your desk to a new part of the room, to bigger alterations such as working at night instead of in the day. Whatever you can think of, try it. Maybe you eat the same breakfast everyday. Stop and enjoy some new flavors. I’m sure you can think of other ways to vary your day. So go ahead. Write them all down and test them out. It doesn’t matter how many of them you try. Just alter something because as my mentor, Bar Rescue’s Jon Taffer likes to say, “If you do tomorrow what you did today, you’re stuck.” Isn’t that after all why you’re listening to this lesson? Because you’re stuck?

Now let’s discuss option two which is to do physical activity. Our bodies carry our tensions in the form of stress. These need to be released so they don’t bog us down. There’s a great quote form Reese Witherspoon’s character in Legally Blonde that goes, “Exercise gives you endorphins. Endorphins make you happy. Happy people just don’t shoot their husbands.”

The last part of that is a joke, but it does ring true if you think about it. You can’t be in a creative rut if you’re happy. Being in a creative rut is synonymous with low, sluggish energy. Even people who aren’t so intuitive can read a person’s body language and know if someone is in a state of emptiness. The passion is gone from them. But if you’re happy, it’s the opposite. You look vibrant and excited. There’s a joy to what you do.

Plus when you exercise, you’re giving your brain a rest. You’re focusing on something else entirely which activates other parts that are integral to creating breakthroughs. Many people state that they gain insights because of exercise. This is true because as I said, you’re not only releasing the stress you’ve been carrying but allowing new perspectives to enter. You begin to focus more on the present moment rather than worrying about the past or future. Exercise is a great way to essentially unlock yourself while maintaining better health. Which, don’t get me started on the benefits of health in terms of a creative lifestyle. Just trust me that there are many. I mean, without our health, what have we really got, right?

But anyway, the point being, get out there and do something. Doesn’t matter what – hiking, biking, golfing, ultimate frisbee, basketball, swimming, bowling, soccer, whatever. The point is do it. And here’s my suggestion to you – I’ve never been someone who likes to go to the gym. In fact I hate it. It feels like a chore. A means to an end. What I much rather enjoy doing is being competitive with people and playing something. Pick-up leagues are great for that. I find a lot of groups on the Meet-up app that I get together with and enjoy playing with. It’s not to say you can’t do the gym, it’s just not my cup of tea and it may not be yours and so I wanted to offer an alternative. Because to me, playing sports with people is more fun than me on a treadmill. There’s that added human element. Again though, up to you.

Number three – gain a fresh perspective. Part of why we feel stuck creatively is because we haven’t seen ourselves progress. There’s a sameness associated with all the things we do. To rid yourself of that sameness, it helps to be able to see the world in an altered light. Sometimes I literally lie down on the floor and think because it forces me to examine the space around me differently. How often do you stare up? Probably not a lot. Most of us are either looking eye level or down. This is just one small example of being able to shift your perspective.

Other ways to expand your horizons as some call it is to watch a documentary, read a book, whether fiction or nonfiction. Watch a TV show or see a movie. But if you do the last two, I encourage you to do it undistracted. Really focus on the content, rather than looking at your phone or anything else because it dissipates your level of involvement.

The idea is that you’re not paying attention to yourself, you’re observing things around you.

Gaining a fresh perspective is in a way about slowing things down. You can gain new perspective by stargazing at night. It doesn’t matter.

See what’s happening is that after a certain point creatively, you’ve given it all you got and expended yourself. So you need to now inhale because for far too long you been exhaling. Creative coach Mark McGuinness during my interview with him talked about this idea where the last 20% of creative work is for your audience and not for you. I encourage you to listen to the full interview if you haven’t done so already. But anyway, the idea being that when you’ve worked on a project mentally for an extended period of time whether that be 6 months, a year, a year and a half, two years, maybe more, well, you’ve gone through that mental exercise for yourself but the project is not finished. You need to drag yourself to the finish line for the audience’s benefit, not yours. It’s this disconnect that creates a feeling of drudgery and why you’re losing passion and finding it hard to overcome small hurdles with the project. But finish it you must because a true artist must bring his or her work to life.

Seeing the world in fresh ways allows you to be reinvigorated and remind yourself why you started the project in the first place. It fills your lungs with the air you need to finish out this so called marathon.

See how all these are interconnected? I hope so because the fourth option ties in with each of these and that’s to get into nature. The outdoors has such positive effects on our souls that it’s ridiculous. Beyond the idea of how we’re not meant to be just indoor creatures, nature allows us to see the interconnectivity of the world, to inhale fresh air that we may have been missing, to feel the sun on our skin which nourishes the body. On and on the benefits go.

The fifth option I have for you may seem contradictory but once we explore it, I promise it’s not. The fifth method is to continue working on your craft and/or project daily. Set aside time and even if you don’t get a lot accomplished, just sit there for that time. Author Neil Gaiman adheres to this principle. He makes it a rule where he can either write or do nothing. It’s okay if he doesn’t write, but he can’t go on social media. He just has to sit. Or write.

What you’ll find in time by doing this, is even if you’re not getting much done, the act of trying will create habit and momentum, however small.

Many people talk about the importance of showing up. This falls into that category. You must show up to work. We all have bad days but like with our regular jobs, we’re expected to clock in and clock out. Treat your art the same way.

A good rule of thumb is that anything can be changed or adjusted provided that there’s something to begin with. You can’t revise something if there’s nothing to tweak. So no matter what amount you accomplish, do it. Make yourself accountable and tackle your creative passion daily.

That might sound intimidating but it doesn’t have to be. Start small. Be there for your friends and family when they need you. Volunteer at a local charity. It will give you a sense of purpose and take away focus from yourself. It can literally make you feel you have a sense of purpose on this earth. Why do you think so many people love volunteering? For this very reason. And because of the connections you can make and the bonds you can strengthen, the more support you’ll have around you in turn. That’s the beautiful thing about helping others. They’ll want to help you when you need it.

You cannot numb yourself through alcohol, drugs, sex, movies or any other form of escapism to release yourself from the creative rut. If you do, it will be short lived and the tidal-wave of negative effects will approach you soon after. Sure, there are many artists who have medicated and created great art. But why not strive to be good and happy? There are plenty of examples of that kind of artist as well. You don’t need to be a tragedy to be considered a genius. So avoid recklessness. Addiction is really anything that disrupts your life to the point that the outcome is overall negative. Gambling can be fine as long as it doesn’t control your life. Having a beer or wine is fine so long as you’re not craving it all day everyday. You get the sentiment, but please, understanding it is one thing, adhering to it is another. I don’t mean to get preachy on you but there’s so many people in the world that suffer from isolation, loneliness, depression and any other kind of suffering and that very well may be you. And I want you to know that you’re not alone. The human condition, which is life itself, is something we’re all navigating as best as we can and trying to figure it out. Ask for help, seek help if you’re at a really low point in your life. There is no shame in it. You are loved somewhere by somebody. I guarantee it. You and I don’t know each other most likely, but you have my compassion, my sympathies, my support. If nothing else, connect with me via my website or social media and I’ll help however I can. But I am almost certain there is someone else in your life that cares. Perhaps someone you least expect.

But let’s not end this lesson on a low note because as I started, the good news is you can get out of a creative rut. Here are two more ideas for you to try if you’re stuck creatively which I think you’ll get a lot of benefit from.

The first of the two is to look to other industries for inspiration. Perspective yet again. But seriously, sometimes there are solutions to our problems that exist in other trades that don’t exist in our own. Studying them may be the key to unlocking what you’ve been missing.

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How To Get The Last Element Of A List In Python?

In this article, we will show you how to get the last element of the input list using python. Now we see 4 methods to accomplish this task −

Using negative indexing

Using slicing

Using pop() method

Using For loop

Assume we have taken a list containing some elements. We will return the last element of the given input list using different methods as specified above.

Method 1: Using negative indexing

Python allows for “indexing from the end,” i.e., negative indexing.

This means that the last value in a sequence has an index of −1, the second last has an index of −2, and so on.

When you want to pick values from the end (right side) of an iterable, you can utilize negative indexing to your benefit

Syntax list[len − 1]: By definition, points to the last element. list[−1]: Negative indexing starting from the end Algorithm (Steps)

Following are the Algorithm/steps to be followed to perform the desired task −

Create a variable to store the input list

Get the last element of the list using the “length of list – 1” as an index and print the resultant last element of the list.

Get the last element of the list using − 1(negative indexing) as the index and print the resultant last element of the list.

Example

The following program returns the last element of the input list using negative indexing −

inputList

=

[

5

,

1

,

6

,

8

,

3

]

print

(

“Input list:”

,

inputList

)

print

(

“Last element of the input list using len(list)-1 as index = “

,

inputList

[

len

(

inputList

)

1

]

)

print

(

“Last element of the input list using -1 as index = “

,

inputList

[

1

]

)

Output

On executing, the above program will generate the following output −

Input list: [5, 1, 6, 8, 3] Last element of the input list using len(list)-1 as index = 3 Last element of the input list using -1 as index = 3 Method 2: Using slicing

List slicing is a frequent practice in Python, and it is the most commonly utilized way for programmers to solve efficient problems. Consider a Python list. To access a range of elements in a list, you must slice it. One method is to utilize the simple slicing operator, i.e. colon (:)

With this operator, one can define where to begin slicing, where to end slicing and the step. List slicing creates a new list from an old one.

Syntax List[ start : end : step] Parameters

start– index from where to start

end – ending index

step – numbers of jumps to take in between i.e stepsize

Algorithm (Steps)

Following are the Algorithm/steps to be followed to perform the desired task −

Get the last element of the input list using slicing and create a variable to store it.

inputList[-1:][0] represents getting the first element by slicing it from the end of the list

Print the last element of the input list.

Example

The following program returns the last element of the input list using slicing −

inputList

=

[

5

,

1

,

6

,

8

,

3

]

print

(

“Input list:”

,

inputList

)

lastElement

=

inputList

[

1

:

]

[

0

]

print

(

“Last element of the input list = “

,

lastElement

)

Output Input list: [5, 1, 6, 8, 3] Last element of the input list = 3 Method 3: Using pop() method Algorithm (Steps)

Following are the Algorithm/steps to be followed to perform the desired task −

Give the input list

Using the pop() function(removes the last element from a list and returns it), for getting the last element of the list

print the resultant last element of the list.

Example

The following program returns the last element of the input list using the pop() function −

inputList

=

[

5

,

1

,

6

,

8

,

3

]

print

(

“Input list:”

,

inputList

)

print

(

“Last element of the input list = “

,

inputList

.

pop

(

)

)

Output Input list: [5, 1, 6, 8, 3] Last element of the input list = 3 Method 4: Using For loop Algorithm (Steps)

Following are the Algorithm/steps to be followed to perform the desired task −

Use the for loop, to traverse till the length of the list using the len() function(The number of items in an object is returned by the len() method)

Use the if conditional statement, to check whether the iterator value is equal to the length of the list -1.

Print the corresponding element of the list, if the condition is true.

Example

The following program returns the last element of the input list using the for loop −

inputList

=

[

5

,

1

,

6

,

8

,

3

]

print

(

“Input list:”

,

inputList

)

for

k

in

range

(

0

,

len

(

inputList

)

)

:

if

k

==

(

len

(

inputList

)

1

)

:

print

(

“Last element of the input list = “

,

inputList

[

k

]

)

Output Input list: [5, 1, 6, 8, 3] Last element of the input list = 3 Conclusion

We learned how to get the last element of a list using four different methods in this article: negative indexing, pop() function, negative indexing, and looping. We also learned how to use the pop() function to remove the last element from a list.

How To Return A Steam Game And Get A Refund

A lot of gamers have a fear of going digital because they believe it is not possible to get a refund for a recently purchased game that they do not enjoy, or if it fails to work properly on their system. This was the case in the past, but things have changed as Steam has long allowed its users to request refunds.

How to return a Steam game and get a refund?

This feature is important because since many games do not give potential buyers the option of playing a demo, a person can purchase a game with surety that if they do not like it, then it wouldn’t be hard to recoup their losses.

Here is when you request a refund successfully

How to get your refund for games

Let us discuss this in more detail.

1] Here is when you request a refund successfully

Note that there are a few requirements for demanding a refund for your game, and you must follow these rules or else your bid will fail. OK, so the first thing is to make sure the game was purchased within 14-days. The second is to make sure the game was played for less than two hours.

Users who meet the above requirements will find little problems with getting a refund. However, if you do not fully meet the requirements, Valve will look into your account and determine if you should be refunded regardless. Going this route is not a safe bet, therefore, we suggest avoiding at all cost.

We should point out that it is not possible to refund games purchased outside of Steam that was added to the platform. If you want a refund, then go on ahead and request it via the original retailer and hope they have a policy for that.

Many gamers tend to purchase Steam keys from third-party retailers due to added savings. However, despite the fact that these keys are tied to Steam, that doesn’t mean you can go through the Steam process to get your money back, it just won’t work.

Here’s where things get interesting. You see, if you’re the type of person who refunds a lot of games in a short span of time, Valve may view your actions as abuse, and from there, refuse to consider refund requests in the future.

Since the company does not specify what it views as abuse, we recommend users to be careful and try to keep themselves in the right as best as possible.

Finally, if you buy a game today for $60, but in the next few days the game goes on sale for a lower price, you can ask for a refund. However, if the game was not played for less than two hours, then collecting that refund would be more difficult.

Read: How to stop Steam launching automatically after Windows 10 boot.

2] How to get your refund for games

When it comes down to going through the process of having your money returned to you, we suggest opening the Steam client then navigate directly to the Help link at the top, and then select Steam Support.

Under the section that says Recent Products, please select the game you want to get rid of. Bear in mind that Recent Products will only show titles you’ve recently played.

Alternatively, one could go to the Purchases section to view all the titles under your belt that were bought in the last 6 months.

Steam will now check if you are eligible for a return of cash.

An email will be sent to you confirming the request. If the request has been granted, then another email will appear confirming the return of your money.

Now read: How to pin Steam games to Taskbar or Desktop.

Get Medieval: How To Build A Metal Forge

Forging steel is significant for several reasons. It’s one of the oldest metal-forming operations in existence. Blacksmiths throughout history have (and continue to) forge steel to create things ranging from practical to beautiful and everywhere in between. Industrial processes often involve forging not only for the efficiency with which it forms metal, but also for the way in which it strengthens the part by aligning the grains in the steel along the lines of its shape. Did you know that you could be doing this same time-tested technique at home? Here is how I built my own propane forge.

After finding out how easy this was to do, I was hooked on the idea of forging at home. I needed three things to start. A hammer, an anvil and a forge. One of the things that I find most fascinating about blacksmiths is that they traditionally build all the rest of their tooling starting with those three simple items, and in so doing, learn their trade. The hammer and the anvil are easy to obtain. Lets look at how to construct a simple propane forge.

Propane Forge

The forge, assembled.

We need two things for our forge: A box to hold heat and a burner to make heat.

Lets look at the burner first. There is an awful lot of forge related and other information on Ron Reil’s page, including the details of just how and why his propane burner works so well. If you want to cut to the chase, as I’m going to do here, then start with this set of plans for the Reil Burner. I also recommend reading at least some of the supporting documentation on the site, such as this page about the EZ-Burner.

Propane Forge

The forge, assembled.

I made my burner very slightly differently than the Reil burner. Using an idea I stole years ago from someone else’s forge page (I cannot remember exactly where or I would cite it), I used a MIG welding tip as the propane gas jet instead of a #60 drill hole. In theory, that would have allowed me to adjust the fuel / air mixture by changing welding tips, though I never did. I’m fairly certain that either method will work equally well. I also mounted my 1/8″ gas tube through the pipe reducer rather than on the face of it. Again, I don’t think this makes any difference in the function of my burner. It just seemed like a cleaner way to assemble the burner.

To build this burner, you will need to acquire the following:

8″ long, 3/4″ black pipe nipple

1 1/2″ to 3/4″ pipe reducer

3″ long, 1/8″ pipe nipple (I used brass here because I ended up sourcing parts at Home Depot and that was what they had. Either brass or steel will work fine.)

1/8″ pipe cap (of the same material as the 1/8″ nipple)

1/8″ to 1/4″ NPT bushing (same material as above)

1/4″ ball valve

An 0.040″ or 0.045″ MIG welding tip (if you decide to use this as the gas jet)

3″ of 1″ I.D. pipe

5 3/4″ long #4 set screws.

If you are mounting the 1/8″ nipple used to the face of the pipe reducer, you will only need 3 of the above set screws. You will also need two small U-brackets suitable for holding the 1/8″ pipe nipple and 4 machine screws of a suitable size to use with those brackets.

The pipe reducer must be modified slightly to accept the 1/8″ pipe nipple that will carry the gas flow. If you choose to follow the construction of my burner, drill two 7/16″ holes in the sides of the reducer such that the pipe nipple can pass through the center of the large end. This is the arrangement pictured. You will also need to drill and tap two holes for set screws in the back of the reducer. These set screws retain the pipe nipple.

Alternately, pipe hold-down clamps can be used to attach the 1/8″ pipe nipple. This will require four holes to be drilled and tapped so that the clamps can be bolted to the back of the reducer.

Propane Forge

The forge, assembled.

The 1/8″ pipe nipple itself must also be modified. This pipe provides the gas flow to the burner and contains the gas metering jet. In the simplest implementation of this design, a #60 wire size hole in the pipe nipple is sufficient (really small drills are given numerical sizes called wire sizes. You will probably have to order this drill if you do not already have one, unless you have a great local hardware store). I decided to make my life a bit more complicated – probably needlessly so – and drilled and tapped this pipe nipple to accept a MIG-welding-gun tip.

After the pipe reducer and the 1/8″ pipe nipple have been prepared, the rest of the burner basically bolts together.

Propane Forge

The forge, assembled.

Propane Forge

The forge, assembled.

The last bit of fabrication in the burner is the cone. This requires some forging. You can either improvise with an oxy-acetylene torch and a rosebud tip, use someone else’s forge, or wait until yours is set up to make this last piece. When you do make it, following the Reil burner plans, flare one end to be about 1/8″ larger all around. After the cone has cooled, you’ll need a way to attach it to the business end of the burner. Drilling and tapping for three set screws 120 degrees apart worked well for me. Ron Reil’s EZ-Burner page gives instructions for positioning this cone on the burner to give a properly tuned flame.

At this point, you have a working basic burner. There are many refinements that could be made (the idle circuit some people use would be a great improvement), but you have at least enough of a burner to begin forging. So now let’s build the box.

Propane Forge

The forge, assembled.

When shopping for a propane regulator and fittings, make sure to get a tank connection that looks like the one attached to the regulator in the picture. The new-style connection, pictured sitting next to the regulator, has a safety feature built in that shuts down the propane flow if it thinks you have a massive gas leak. This is good for BBQ grills, but unfortunately for us, this burner behaves a lot like a massive gas leak. The older style connection won’t trouble you with that “safety” feature.

Propane Forge

The forge, assembled.

The forge itself is basically a box made of refractory material and the steel needed to contain and support it. In my forge, I used refractory brick purchased from a friend with a ceramics supply and kiln repair business. If there is no such business near you, you can order a variety of refractory material.

Propane Forge

The forge, assembled.

As you can see in the pictures, I built a very simple and small forge. I wasn’t sure how much forging I actually planned to do, and I didn’t want to go overboard. This size was adequate for everything I did, even though a larger forge would have been convenient at times. Were I to do it again, I would build a forge that was longer, with two burners to keep it uniformly heated, and wider as well. This forge’s width was dictated by the length of my brick. A wider design would call for either different refractory material, or an arch-like arrangement of the bricks to span the distance. Also, while I left the back of my forge open to accommodate longer work pieces, I would close all but a window in the back of a larger forge. I would probably also build a door for the front. This forge loses a lot of heat through the front and back. I address this partly by piling extra refractory bricks in front of and behind the forge when I am working.

Propane Forge

The forge, assembled.

Refractory brick is easy to work with in that it is very easy to cut and drill. It’s hard to work with in that it is brittle. Buy a bit more material than your forge design will actually require on the assumption that you will destroy some of it.

To construct the forge, come up with a design that works for your expected needs. Plan the layout of the refractory material you have chosen. Then design an outer support of steel that will keep that refractory material in place once assembled. On the inside, your layout of refractory material must support itself. As you can see in my design, I went with a very simple arrangement of the bricks that is held in by a minimal frame of angle. Your design will depend on the size and shape you’ve chosen for your forge.

Propane Forge

The forge, assembled.

Finally, you need to combine your burner or burners with the forge you’ve built. Choose a central location for the burners and determine how they will attach to the frame of the forge. In my design, a piece of flat bar bent into a U shape clamps the 3/4″ black pipe of the burner to the forge frame. (There are U clamps available for black pipe like this 3/4″ pipe, but I didn’t have one on hand when I was building the forge.)

Propane Forge

The forge, assembled.

A hole needs to be cut where the end of the burner passes through the refractory material. The fire brick is so soft that I was able to easily use a hole saw by hand to make this hole.

Propane Forge

The forge, assembled.

Once everything is assembled, you’re ready to fire up the forge and begin forging. If you find that it captures your attention, you can learn more about the art in many places. One good place to start is Anvil Fire and another is ABANA.

A Note About Safety:

Please pay attention to safety. The forge is HOT. The metal coming out of the forge will be HOT. Keep in mind that, while we’ve shown you have to build a forge here, no information has been provided as to how to forge. You must do your research and learn these techniques before you jump in. Keep in mind that this forge burns propane and produces waste gasses including Carbon Monoxide. Only use the forge outside or in a very well ventilated indoor space. Use your common sense and always wear eye protection.

Commands To Get Min, Max, Median, And Mean Of A Dataset

When working with datasets, it’s important to understand characteristics of data. One of most fundamental aspects of a dataset is its central tendency – point around which data tends to cluster. This can be quantified in a number of ways, including minimum, maximum, median, and mean.

In this article, we’ll explore these different measures of central tendency and show you how to calculate them using a variety of programming languages.

What is Minimum of a Dataset?

The minimum of a dataset is smallest value in set. This value is useful for understanding lower bounds of data and can help identify outliers that fall below typical range of values.

Example

To calculate minimum of a dataset, you can use built-in functions in most programming languages. For example, in Python, you can use min() function like this −

dataset = [1, 2, 3, 4, 5] minimum = min(dataset) print(minimum)

This code will output 1, which is minimum value in dataset.

What is Maximum of a Dataset?

The maximum of a dataset is largest value in set. Like minimum, this value is useful for understanding upper bounds of data and can help identify outliers that fall above typical range of values.

Example

To calculate maximum of a dataset, you can use max() function in most programming languages. Here’s an example using Python −

dataset = [1, 2, 3, 4, 5] maximum = max(dataset) print(maximum)

This code will output 5, which is maximum value in dataset.

What is Median of a Dataset?

The median of a dataset is middle value when data is arranged in order. It’s useful for understanding central tendency of data and can be more robust to outliers than mean.

Example

To calculate median of a dataset, you first need to sort data. Then, you can find middle value (or average of two middle values if dataset has an even number of elements). Here’s an example using Python −

dataset = [1, 2, 3, 4, 5] sorted_dataset = sorted(dataset) length = len(dataset) if length % 2 == 0: # Average of middle two values median = (sorted_dataset[length else: median = sorted_dataset[length print(median)

This code will output 3, which is median value in dataset.

What is Mean of a Dataset?

The mean of a dataset is average value of all data points. It’s useful for understanding central tendency of data and is most commonly used measure of central tendency.

Example

To calculate mean of a dataset, you can add up all data points and divide by number of points. Here’s an example using Python −

dataset = [1, 2, 3, 4, 5] mean = sum(dataset) / len(dataset) print(mean)

This code will output 3, which is mean value in dataset.

Additional Measures of Central Tendency

While minimum, maximum, median, and mean are most common measures of central tendency, there are a few other measures you may encounter in your data analysis work. Here are a few examples −

Mode − mode is most common value in a dataset. It can be useful for identifying values that occur frequently or for identifying peaks in a distribution. In Python, you can use mode() function in statistics module to calculate mode of a dataset.

Example import statistics dataset = [1, 2, 2, 3, 4, 4, 4, 5] mode = statistics.mode(dataset) print(mode)

This code will output 4, which is mode value in dataset.

Geometric Mean − geometric mean is a type of average that is useful for calculating central tendency of values that are related multiplicatively. For example, geometric mean is commonly used in finance to calculate average return on an investment. In Python, you can use fmean() function in statistics module to calculate geometric mean of a dataset.

Example import statistics dataset = [1, 2, 3, 4, 5] geometric_mean = statistics.fmean(dataset) print(geometric_mean)

This code will output 2.605, which is geometric mean value in dataset.

Harmonic Mean − Harmonic mean is another type of average that is useful for calculating central tendency of values that are related reciprocally. For example, harmonic mean is commonly used in physics to calculate average velocity of an object moving at varying speeds. In Python, you can use harmonic_mean() function in statistics module to calculate harmonic mean of a dataset.

Example import statistics dataset = [1, 2, 3, 4, 5] harmonic_mean = statistics.harmonic_mean(dataset) print(harmonic_mean)

This code will output 2.189, which is harmonic mean value in dataset.

When to Use Each Measure

Each measure of central tendency has its own strengths and weaknesses, and measure you choose to use will depend on characteristics of your data and questions you are trying to answer. Here are some general guidelines for when to use each measure −

Minimum and Maximum − Use minimum and maximum to understand range of values in your dataset and to identify outliers.

Median − Use median to understand central tendency of your data when data is skewed or has outliers that affect mean.

Mean − Use mean as default measure of central tendency when data is roughly symmetrical and doesn’t have extreme outliers.

Mode − Use mode to identify most common value in your dataset or to identify peaks in a distribution.

Geometric Mean − Use geometric mean when calculating average of values that are related multiplicatively.

Harmonic Mean − Use harmonic mean when calculating average of values that are related reciprocally.

Summary

In summary, minimum, maximum, median, and mean are all useful measures of central tendency in a dataset. By understanding these characteristics of your data, you can gain insights into range, central tendency, and potential outliers in your dataset. These measures can be easily calculated using built-in functions in most programming languages, making it easy to incorporate them into your data analysis workflows.

How To Get Verified On Twitter: A Detailed Step

Have you been a Twitter user for a long time? Garnered a decent following? And are now wondering how to get verified on Twitter? Well, you have come to the right place. After a prolonged 3-year hiatus, Twitter recently restarted its verification program and now lets users apply for verification to get the blue tick. Many Twitter users consider the company’s blue checkmark the gold standard for being a notable personality on the platform. So in this article, we will talk about the basic requirements to get verified on Twitter, the steps involved to apply for verification, and some helpful tips to easily get verified on Twitter in 2023.

Get Verified on Twitter (Updated May 2023) Twitter Verification Eligibility Criteria

To be eligible to apply for the blue tick on Twitter, your account should come under one of the following six categories:

Government

Companies, brands, and organizations

News organizations and journalists

Entertainment

Sports and gaming

Activists, organizers, and other influential individuals

Some common factors across all categories include having a public Twitter account and having three or more media references within the past six months. In addition, Twitter requires companies, brands, organizations, and activists to have their follower count in the top .05% of active accounts located in the same geographic region. You can read more on Twitter’s criteria for specific categories on the company’s support page.

How to Apply for Twitter Verification

1. Open the Twitter app and tap on “Settings and Privacy” from the hamburger menu on the left. From here, tap on “Account” to access your account settings.

2. You will now see an option titled “Request Verification”. Tap on it to access the verification settings page. If you don’t see it, you will have to wait for a while because Twitter is still in the process of rolling it out. From the page that appears, choose the appropriate category for your account.

3. You should now choose a method to verify your identity. You will need to upload a government-issued ID, add an official business email address, or an official website that directly references your Twitter account. Pick the verification method that best suits you, and then submit your application.

Note: If you are concerned about your privacy, Twitter mentions that it does not get or store a copy of your government ID on an official FAQ page. The company relies on a trusted third party to “verify the authenticity of your ID” and decide whether your account is eligible for verification or not.

4. Once you have submitted the application, you will see a confirmation screen similar to the one you can see below.

Can I Reapply for Twitter Verification, If Rejected?

Now, let’s say you applied for verification on Twitter and didn’t manage to secure the blue tick on the first try. What should be your next move? Well, don’t be disheartened if you fail on the first attempt. You can reapply to get verified on Twitter.

On its official FAQ page, Twitter states you can “reapply for verification 30 days after rejection if you feel that your application should not have been rejected.” Also, there is no restriction on the number of times you can apply for verification.

That means you can essentially apply for verification every 60-odd days. We came to that number by assuming that Twitter gets back to you with your application status in 30 days, and then you have to wait another 30 days to reapply. Ultimately, you can apply to get verified on Twitter almost 5 to 6 times a year, barring that new applications are not on pause.

Best Tips to Get Verified on Twitter

Complete and Optimize Your Twitter Profile

Applicants must have filled in all the details in their profile, including the profile name, profile picture, cover photo, and bio. In the user bio, it is always wise to add how the general public should recognize you. This could be a job title or notable achievement.

For example, my colleague Anmol’s Twitter profile clearly shows his name, profile and cover photo, and the job description. It is always a good idea to include the @account name of your employer in the bio. You can also include links to your blog posts or any mentions on the web on your profile.

Make Sure Your Account is Active

Twitter requires verified accounts to be active on the platform. You must have at least logged into the account in the past six months. While you are at it, make sure you tweet regularly and engage with other Twitter users through tweet replies and DMs. It sounds like a simple tip but will greatly help you build a brand and get one step closer to getting verified on Twitter.

Build Credibility on Twitter

Confirmed Email Address and Number

You should have a confirmed email address or phone number for security reasons. In addition, we would recommend enabling two-factor authentication for Twitter to add another layer of security to your account.

Follow Twitter Rules

This might seem obvious, but Twitter requires applicants not to have had a 12-hour or 7-day lockout for violating the Twitter Rules in the past year.

Steps to Get the Blue Tick on Twitter

While you are here, check out the best Twitter tips and tricks to elevate your social media experience. You should also learn how to use Twitter Fleets and Twitter Spaces to engage with your followers in new ways.

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