VALUABLE LESSONS/QUESTIONS: WHAT TIME IS TEACHING US?

How 24 hours passes in a day?

Can we able to calculate every minute in a day? Not ruthlessly, but more often in a proper schedules.

How we are simply passing the time in a day?

The above particular question is very important. We would definitely say, this year 2021 gonna we superb year. But if we follow most of our time every day in a certain way to learn and explore. That would be great.

Why am I writing this content?

Almost 3 months over in 2021, what is the oath?

What are the resolutions we took this year?

What is the progress and results so far over the last 3 months?

Why some days are good (allocating 24 hours in a good and productive manner) or some aren’t?

So how can we make our progress and results better by taking advantage of our 24 hours in a day?

You could see in my earlier blog posts, I keep on saying every day is important and every minute is too important. Sometimes, we could probably waste couple of minutes or even an hour also. That’s quite okay.

How far we are more conscious about 24 hours in a day?

It is not simply to run along the time. Let’s know, from our schedules.

What is going on in our watch while we see?

Let’s watch our time and let’s see.

If we are really good and productive with time, there could be no regret when we are lying in our bed at every night. We can probably close our eyes and sleep well.

I could define allocating time in three ways:

1. Wasting the time with no impact on the work.

2. Investing the time with something good ways, but it wasn’t related to your work. That’s good too.

3. Following the strict schedules in our related work. No matter what. Too good.

Are we consistent with our time on every day?

So far, I started realising, proper time management with consistency brings great results.

Let’s count the time (spending and wasting).

With respect.

VALUABLE LESSONS: LIFE HITS HARDER.

Sometimes, life hits harder than ever before.

Tolerating the hard moment is fine too. But if we are unaware of “what to do next”. The disastrous moment could be even more.

To fight, we should foremost, move out from that particular place and think, think and think.

What’s next?
What are my plans?
What’s my plan-B?
What’s wrong with me?
What’s my progress and results?
How can I learn more to fight this particular situation?
What I am learning from this experience?
How can I avoid in future?
How can I reach my destination even though my path is gets changed?
How can I convey this situation to my mentors/my well-wishers?

These are all some of the questions, that are supposed to be answered for our development.

The reality is, I think, there could be someone who share your pain and motivate you to move forward.

Sometimes, you must learn to rise. Because people may not come for you.

So it is your life. If you aren’t brave enough to proceed further. That’s the real problem in your life.

Do not lose yourself.

Still, good things await.

Life isn’t over yet. Life often gives us problems, we must be ready to solve. I think, if we are ready, half of the problem would be solved. We must show eagerness to fight with our problems.

Two rules to fight with our problems in our life.

Rule no: 1 – Don’t be lazy.

Rule no: 2 – Do not hesitate.

Whether you decided to live a peaceful life or settle down in your professional carrier, no matter what.

It is up to you.

We could able to view, every problem is an opportunity for us to prove ourselves.

With respect.

VALUABLE LESSONS: LET’S KNOW ABOUT DATASET.

In the initial times, when I started learning about data and data science, I am still in chaos regarding what is dataset.

Sometimes, it hard to go through the dataset or researching about dataset. More often, still clarity is missing. I started looking and searching and started applying and applied once in R programming language. I struggled and paused in the midst. But, still I have mind-set and curiosity to learn.

Very few questions, I started asking myself.

How to understand the dataset?

How to clean it?

How to go through large dataset?

How the dataset been formed/created?

How to identify the pitfalls and major mistakes?

I completely misunderstood. A dataset supposed to be only in Microsoft Excel format. I was completely wrong.

A dataset could be images, videos and even more precisely in Excel CSV and XLSX too.

Please correct me, if I am wrong, downloading, cleaning and sometimes manipulating, mining datasets and forming the appropriate algorithms (for example, Machine learning algorithms) with predictive analytics “the output will be derived.

So, here are some of the concept of dataset and let’s have a look and download some of the most common datasets.

What is a dataset?

A dataset, or data set, is simply a collection of data.

The simplest and most common format for datasets you’ll find online is a spreadsheet or CSV format — a single file organized as a table of rows and columns. But some datasets will be stored in other formats, and they don’t have to be just one file. Sometimes a dataset may be a zip file or folder containing multiple data tables with related data.

A data set consists of roughly two components. The two components are rows and columns. Additionally, a key feature of a data set is that it is organized so that each row contains one observation.

How are datasets created?

Different datasets are created in different ways. In this post, you’ll find links to sources with all kinds of datasets. Some of them will be machine-generated data. Some will be data that’s been collected via surveys. Some may be data that’s recorded from human observations. Some may be data that’s been scraped from websites or pulled via APIs.

Whenever you’re working with a dataset, it’s important to consider: how was this dataset created? Where does the data come from? Don’t jump right into the analysis; take the time to first understand the data you are working with.

Creating a Dataset

It’s easy to create a dataset on Kaggle and doing so is a great way to start a data science portfolio, share reproducible research, or work with collaborators on a project for work or school. You have the option to create private datasets to work solo or with invited collaborators or publish a dataset publicly to Kaggle for anyone to view, download, and analyze.

Types of Datasets

Kaggle supports a variety of dataset publication formats, but we strongly encourage dataset publishers to share their data in an accessible, non-proprietary format if possible. Not only are open, accessible data formats better supported on the platform, they are also easier to work with for more people regardless of their tools.

This page describes the file formats that we recommend using when sharing data on Kaggle Datasets. Plus, learn why and how to make less well-supported file types as accessible as possible to the data science community.

7 public data sets you can analyze for free right now.

1. Google Trends.

2. National Climatic Data Center.

3. Global Health Observatory data.

4. Data.gov.sg.

5. Earthdata.

6. Amazon Web Services Open Data Registry.

7. Pew Internet.

SOURCE: https://www.dataquest.io/blog/free-datasets-for-projects/ https://towardsdatascience.com/what-is-a-data-set-9c6e38d33198 https://www.kaggle.com/docs/datasets https://www.tableau.com/learn/articles/free-public-data-sets.

With respect.

VALUABLE LESSONS: TERRIBLE BREAK IN MY BLOGGING.

I still have no idea, where to start the lessons that I have learned over a week.

It took a week to back and blog and started focusing on the works that I had been doing so far.

Couple of days before, I had a 9 hours travel from noon to night to visit my room where I stayed. Looks pretty ugly. Because I am quite happy to visit my place (my room) where I worked and my favourite place to study and the environment and everything.

After opening the door, I could not able to enter. Not even a step. Cockroaches were roamed very well and finally died even more spider conquered and well settled.

Oh almighty. But thank you almighty. My books are absolutely clean in my wardrobe. But newspapers and my whiteboard seems too nasty to clean.

Finally, I cleaned it in five hours in a determined way. I haven’t slept the whole night. Again, by the next day, back to my hometown. No sleep, while travelling. Just thinking about what I forgot. Precisely, which book I forgot. Keep on thinking.

Then the next five consecutive days, I could not sleep that leads to blur on my each and every work. I just start the day by writing journal (Some point, I miss, But I do write separately every night) or reading or watching a documentary. I could not give my full attention to any of the particular activity. That caused over the last 7 days. Severe sleep deprivation.

Yesterday, my eyes was uncomfortable. I just look into my mirror. I, eye gazed myself and noticed down to my eyes looks swelling. Very bad to look at my face.

Then I started a bit by bit and started learning and thinking deeper.

What’s wrong with me?

Why I again started not follow my 6 hours of my sleep schedule?

Just last two days, I was trying to write. There is no clarity within myself. My mind just roaming. I do have few contents to start. But I could not focus at all.

I said to myself, I should I have proper 24-hours schedule. If not sometimes, that’s okay. But not too suffering.

Even I am writing this content in the mid-night only.

I should change my time of blogging. In order to smooth and consistent process in my future blogs.

Why am I writing my personal story here?

The lessons are, the 24 hours-cycle in our human body and our productivity supposed to in chronological way.

Some of them who are doing night-shifts differs.

I would sincerely suggest to all of my respected readers, having 6 hours of perfect sleep and work 75% productively in 18 hours. Remaining 25% of 18 hours is the leisure times.

To me, I totally stumbled here in this process over a week.

Ladies and gentleman, my extreme apologize to “the most respected readers”.

With respect.

VALAUBLE QUESTIONS: WHAT’S WRONG WITH ME?

Is there something wrong with me?

Or.

I’m really good.

Or.

Am I simply keeping the burden which not at all to be carried?

Or.

Should I really applying the principle “let it go”?

Foremost, I started feeling like my performance has been deteriorating?

Is it true?

Or false.

Why my mind getting too agitated?
Why I started having enormous concentration dismissals?
What kind of mentality do I have to hold?
What kind of new and old habits I should have?
Should I really need a break or relaxation during the day?

Am I too concerned and stringent about time?
Where my most of my time spends?
Am I really talking less and working more?
Do I have a strong optimism?
Am I balancing the tasks or simply thinking myself I am balanced?
Am I too rushed to perform?
Am I too ruthless to improve?

Or.

Do I have a gradual and consistent improvement?
What is going on 24- hours?
What is going on within me in 24- hours?
Do I have vast priorities?

Or.

Will my every priorities are getting done every day?
Should I learn to take deep breath and deep calmness?

Or.

Should I have to have adequate aggressiveness and patience?
How can I follow/maintain the flow of work?
Am I getting the deeper understanding to becoming wise?
Am I living or worrying about the perform every day?
Should I have to learn to new approach about the “art of living”?
Can I take this day as an opportunity granted?
Should I have to take one brighter step towards the altruism?

These questions arose within me over the last 35 minutes. I believe and I knew I have the answers. I have to learn search within me.

If I could able to arise a questions, definitely I could able to find the answers too.

Respected readers, if you approached my 26 questions.

Will these questions impacted your life?

Please note it down and find an answer within yourself too.

With respect.