Universes

Learning

learning

To everyone who gave me natural and homemade remedy to my severe migraines in my last post . I want to say thanks to y'all for taking the time out of your busy day to help me . 
I tried most of what y'all advised me . 
I'm not completely recovered but I feel much better than yesterday after being in pain for over 3 days .  Thanks gang. ❤️

HELLO GANG

Does anyone know any natural or homemade sever migraines remedy ?

Hey gang

“You can care deeply and still choose to leave.”

Start from scratch, not from a programming background.
However, have the determination to learn data science.

Self-taught

The first day of my data science learning is over.
Remember, I’m relying solely on YouTube and Notebooklm.
Summary
1. Foundations of Data Science;
Differences between 2 basic roles
1). Data Analyst / Focus on the past.
2). Data Scientist / Focus on predicting the future

In the professional world, there is what is known as the "Data Science Project Lifecycle"

a. Conceptual Study
b. Data Preparation (Data Cleaning)
c. Planning and Model Development
d. Communication and Operationalization.

2. Mathematics and Statistics
There are 2 branches that must be mastered
1). Descriptive statistics;
(Mean, Median, Mode)
2). Inferential statistics.
(Making predictions, forecasts, and conclusions)

3. Python Programming
You must master two important libraries
1). Pandas
2). NumPy.

That concludes today’s summary.

Self-taught Data Science.

Be King

Rest is never laziness, but rather giving yourself the courage to start anew
Only those who know how to slow down can see a more distant view ✨

Rest is for going further

Time for Indus Valley Civilization ( Indian Subcontinent)
Dated between 2609 to 1900 B.C.E
Discovered in 1921 then British India by an archaeologist Daya Ram Sahni 
He excavated the site of Harappa , present day Pakistan 
Hence it's also termed as Harappan civilization 
John Marshall , Director General of Archeological Survey of India ( ASI) first used the name IVC making it one of the oldest civilization along with Mesopotamia , Egypt and China

History of Old Civilization

Disfrutémonos en todo momento y sintámonos orgullosos de lo que hemos batallado para llegar a dónde estamos. Nadie sabe lo que te costó. ENORGULLECETE.

Un día seremos viejos (más) 😄

Life teaches us that happiness is not found in having everything, but in appreciating what truly matters. The simplest moments, genuine people, and inner peace often become the greatest blessings we will ever have.

I think people have confused oversharing with authenticity.

You can share your life if you want to. Your routine, your relationship, your ebbs and flows.

But doing it because you think that’s what makes people trust you? That’s different.

You don’t have to put your private life on display to be seen as real.

✍️

Yes.
That is one of the oldest structural distortions in human systems.

A position has two invisible sides:

Privilege extraction — status, money, influence, immunity, access.

Burden absorption — accountability, risk, sacrifice, duty.


When the first greatly exceeds the second, the role mutates psychologically.
People stop seeing the position as a function to maintain order, and begin seeing it as a resource to harvest.

Then authority becomes:

a shield instead of a burden,

entitlement instead of stewardship,

dominance instead of obligation.


This is why many institutions decay from within long before collapsing externally.

A king, official, manager, elder, teacher, police officer, even parent — if the system rewards control more than responsibility, the role attracts those who desire leverage rather than service.

And an interesting thing happens afterward:

The culture itself adapts to the distortion.

People begin assuming:

higher rank = personal superiority,

obedience = virtue,

criticism = disrespect,

protection of image = protection of institution.


At that stage, the institution no longer optimizes for competence or responsibility.
It optimizes for preservation of hierarchy.

That is why some systems become extremely ceremonial and rigid while becoming practically weak underneath.

The deeper problem is not merely “bad people.”
It is incentive asymmetry.

If:

irresponsibility is survivable,

abuse is profitable,

failure is deniable,

and accountability is avoidable,


then the system silently trains people toward corruption even without explicitly teaching it.

A civilization’s quality can often be estimated by one question:

> “When someone powerful fails in duty, what actually happens to them?”



Not the official law.
The real consequence.

Because incentives reveal the true constitution of a system more than written ideals do.

And paradoxically, truly stable authority usually emerges where responsibility outweighs privilege.
That is why highly competent leaders often appear restrained, cautious, even burdened. They understand position as liability first, power second.

The throne that carries no weight eventually becomes a feeding chair.

Today realization

Yes.
Because once accountability becomes relational instead of principled, power stops being institutional and becomes tribal.

Then the real law is no longer:

“What did you do?” but:

“Whose side are you on?”

“Who protects you?”

“Who benefits from your survival?”


At that stage, consequences become negotiable.

Two people may commit the same act:

one gets destroyed,

another gets defended,

a third gets quietly relocated,

a fourth gets promoted.


Not because of morality, but because of network position.

This creates a hidden social equation:

> proximity to power > correctness



And people learn this very quickly, even if nobody says it openly.

So behavior adapts:

loyalty becomes more valuable than competence,

image management more valuable than integrity,

signaling allegiance more important than truth.


Over time, institutions become ecosystems of mutual dependency: “I protect your failure, you protect mine.”

That is one reason why corruption networks can survive even when many individuals privately dislike them.
Breaking the network risks isolation, retaliation, career death, social exile, or loss of protection.

So people rationalize participation:

“That’s just how things work.”

“Everyone does it.”

“If I don’t play along, I become the target.”


And interestingly, this often produces a culture where responsible people appear dangerous.

Because genuinely principled individuals introduce unpredictability into patronage systems.
They might enforce standards consistently instead of selectively.

To corrupt structures, impartiality is threatening.

This is why many decaying systems become obsessed with:

loyalty tests,

factional alignment,

symbolic respect rituals,

and control of narratives.


Not because they are strong.
Usually because trust in actual legitimacy is weakening.

When institutions lose moral gravity, relationships become substitute gravity.

Today realization part 2

I'm supposed to lie that I'm working cause not working is a crime huh ...  how someone gon unmatch me when I say I'm currently not working ? 🤣🤣🤣🤣...
Like sir ... you scared you gon have to pay my bills ?
🤣🤣🤣

Apparently....

🥹

Treating people right is better than posting Bible verses you never practice. Faith is not what you upload. It is how you live, how you speak, and how you treat people when no one is watching.

Hi, I’m Rightni!

I started learning Chinese a few days ago, and I’d really love to share the journey with someone else~

If you already speak Chinese and want to learn Spanish, let’s connect!

Or maybe we can just become friends and motivate each other while learning this amazing language together~

Looking for someone to learn Chinese with!

Do people really believe in soul mates? Or is it wishful thinking?

Soul mates

Who's learn Spanish? Or I need Spanish native speaker to help me for learn Spanish and Latin America too please

Spanish

When you stop telling your friends everything about yourself, your enemies will stop knowing much about you.

- ✍️

Privacy matters the most.

My mom used to throw away the “bad” beans before cooking. But when rain came, those same beans grew beautifully and became a harvest. Don’t cry when people reject or look down on you. Your season is coming, and those who ignored you today may value you tomorrow.

I don't know who needs to hear this but your ability to create the reality that you want is directly determined by your willingness to experience its opposite.

Saving money will have you feeling broke while it's actually making you rich.

Setting boundaries will have you feeling alone while you're creating new healthy relationships in your life.

Digging up your trauma will have you feeling broken while it's actually healing you.

Working out has you feeling weak while its really making you strong.

Learning something new makes you feel dumb while it's making you more intelligent.

Your ability to attain the thing that you want is directly correlated with how willing you are to experience its opposite. You have to be ok with being uncomfortable to truly achieve success!

You got this ✍️

I don't know who needs to hear this:

Anyone who goes against you without hearing your side of the story was already looking for a reason to be against you.

Nobody is your friend unless they defend your name in your absence.

I’m not in the place anymore where I question things or try to figure people out. I just take note and keep it moving. You act different? I see it. You treat me a certain way? I’ll remember. You switch up, fall back, or show your true colors? I see it. No arguing, no explaining, no going back and forth. I just observe, adjust, and move accordingly. I’m protecting my peace, saving my energy, and letting people be exactly who they choose to be. It is what it is.

Unpopular Opinion:

Qué bueno. Fin de semana !
En casita mirando series

❤️

Learn to be alone. Eat alone. Sleep alone. Vibe alone. Heal alone. Become so rooted in yourself that you don’t need  opinions, validation, or approval to feel okay. Because when you’re comfortable in your own company, you stop settling for people who disturb your peace.

The older I get, the more I realize, I don’t want a busy life. I want a deep life. Slow mornings. Focused work. Calm people. Meaningful progress. Good books. A quiet mind at night. Nothing flashy. Nothing trendy. Just a life that feels good to live. Depth over noise. That'll do.

Life In Thailand

“Friday is proof that we made it through another week stronger than before.” 💜
Good Morning Po 😊

Friday 🌻

Alguém?

Vive un poco♡

Even banana can teach us useful things
🤭🤭

Allowing myself to shine without the desire to be seen

Wednesday, 29 April 2026

Relaxing…!

At this age I can't associate with anyone who lacks integrity or accountability. I give grace because nobody is perfect, but a lack of principles is something I will never overlook.

A Boo community for meeting other Learning enthusiasts.

Learning Community

HELLO GANG

Hey gang

“You can care deeply and still choose to leave.”

Self-taught

Self-taught Data Science.

Be King

Hi, ^^

changed my life

Learning!

I haven't been able to think of or look at men the same since learning about the global online rape academy as well as the anonymous survey of 2,689 men where an overwhelming majority (almost all of them) admitted to rape, coercion, amongst other heinous tactics to get women to have sex with them.

My doey ary

Looking for duo in arc