mneshdave

To serve for the greater good| A positive influencer of my generation| System Analyst| Data Analyst| Data Engineer | Data Scientist| TechSavvy.

[LaughBreak: Dad Jokes ‘N More @MediocreJoker85]

A lost dog wanders into a jungle. A lion spots him from a distance and thinks to himself, “That thing looks edible. I’ve never seen one of those before.”

The lion starts charging toward the dog. The dog notices and begins to panic, but just as he’s about to run, he spots a pile of bones nearby.

An idea hits him.

He looks at the bones and says loudly, “Mmm… that was some good lion meat.”

The lion abruptly stops. “Whoa,” he thinks. “This guy’s tougher than he looks. I’d better get out of here.”

Watching from a nearby tree, a monkey has seen the whole thing. He realizes he can profit from the situation by telling the lion what really happened.

The monkey catches up to the lion and tells him the truth.

Furious, the lion growls, “Get on my back. We’ll go get him together.”

The lion tears back through the jungle with the monkey riding on his back.

The dog sees them coming and panics even more. Then he gets another idea.

He looks around and yells, “Where the hell is that monkey? I told him to bring me another lion an hour ago!”

[Ezekiel @ezekiel_aleke]

Data Analyst + Excel = Entry Level Job

Data Analyst + Excel + SQL = Mid Level Job

Data Analyst + Excel + SQL + Power BI = Senior Level Job

Data Analyst + Excel + SQL + Power BI + Python = High Paying Job

Data Analyst + All Tools + Portfolio + Network = Dream Job

Data Analyst + All Tools + Communication + Storytelling = Leadership

Data Analyst + All Tools + Business Knowledge + Strategy = Consultant

[𝗩𝗶𝗴𝗶𝗹𝗮𝗻𝘁𝗲 𝗩𝗮𝗻𝗴𝘂𝗮𝗿𝗱 @vinguard254]

This is more deep.💉💉

[Massimo @Rainmaker1973]

Baby boy realizes that he is happy for the wrong team and immediately corrected the situation.

[Najam Ali @najam_ali]

USA: We are considering sending ground troops.
Iran: We will be waiting.

USA: Surrender unconditionally.
Iran: Not to the Epstein gang.

USA: Iran wants to talk but it is too late now.
Iran: Here is the middle finger.

USA: After that we will help choose a new leader and Make Iran Great Again.
Iran: You can’t even choose Mayor of New York

USA: The big wave of attacks is yet to come.
Iran: So is the response.

Iran is also winning in rhetoric.

[Reads with Ravi @readswithravi]

This paragraph from Carl Jung hits so hard.

“The world is full of people suffering from the effects of their own unlived life. They become bitter, critical, or rigid, not because the world is cruel to them, but because they have betrayed their own inner possibilities. The artist who never makes art becomes cynical about those who do. The lover who never risks loving mocks romance. The thinker who never commits to a philosophy sneers at belief itself. And yet, all of them suffer, because deep down they know: the life they mock is the life they were meant to live.”

[Rina Lu🇷🇺 @rinalu_]

Propaganda has everything to do with language. You don't even notice it happening. The way information is framed shapes how you think about it before you've had a chance to actually think.

Watch how this works.

When the USSR acted, Western media said it "invaded" or "occupied." When the US acted, they "liberated" or "brought democracy."

Same action but with different wording it has completely different emotional response in your brain.

Russia "annexes" Crimea. The US "integrates" territories. Russia has "propaganda outlets." The West has "independent media" and "think tanks." Russia has "oligarchs." The West has "entrepreneurs" and "philanthropists."

Notice the pattern? Same with Iran.

And you absorbed all of this without questioning it. That's the entire point. You've been taught to see certain countries as threats and others as heroes simply through word choice repeated ten thousand times across every outlet you trust.

The information might be factually correct. But the framing makes you feel a certain way about it. And that feeling becomes your opinion.

[Massimo @Rainmaker1973]

Two thousand years ago, Roman engineers discovered a secret that modern science is only beginning to understand: a concrete that gets stronger with time.

Their legendary “marine concrete” was made by mixing volcanic ash, lime, and seawater — a combination that allowed structures like harbor piers and breakwaters to not only survive millennia of ocean waves but actually strengthen underwater.

Modern research has revealed the secret ingredient: a rare chemical reaction that produces aluminum tobermorite, a mineral that forms and expands over time, sealing cracks and reinforcing the material.

While modern cement crumbles in decades, Roman concrete endures for centuries. Engineers today are studying these ancient formulas to design self-healing, eco-friendly concretes that could revolutionize the building industry and drastically cut CO₂ emissions.

[Willis Evans Otieno @otienowill]

It is under this regime that Kenya is witnessing one of the most aggressive waves of privatisation in its post-independence history, eclipsing even the reckless asset-stripping witnessed under apartheid South Africa. State-owned enterprises, painstakingly built over decades through public sweat, taxation and sacrifice, are being disposed of at breathtaking speed and with disturbing opacity.

What is presented as “reform” bears the classic hallmarks of liquidation: rushed timelines, suppressed valuation debates, minimal public participation, and an executive-heavy process that sidelines Parliament and the public.

[MAVERICK X @MAVERIC68078049]

What Socrates said about democracy more than 2000 years ago.

He said that demoracy must fall because it will try to tailor to everyone.

The poor will want the wealth of the rich, and democracy will give it to them.

Young people will want to be respected as elderly and democracy will give it to them.

Women will want to be like men and democracy will give it to them

Foreigners will want the rights of the natives and democracy will give it to them.

Thieves and fraudsters will want important government functions, and democracy will give it to them.

And at that time, when thieves and fraudsters finally democratically take authority because criminals and evil doers want power, there will be worse dictatorship than in the time of any monarchy or oligarchy.

Socrates (470-399 b.c.)

[Ricardo @Ric_RTP]

The real reason the US is invading Venezuela goes back to a deal Henry Kissinger made with Saudi Arabia in 1974.

And I'm going to explain why this is actually about the SURVIVAL of the US dollar itself.

Not drugs. Not terrorism. Not "democracy."

This is about the petrodollar system that has kept America the dominant economic power for 50 years.

And Venezuela just threatened to end it.

Here's what really just happened:

Venezuela has 303 billion barrels of proven oil reserves.

The largest on Earth.

More than Saudi Arabia.

20% of the entire world's oil.

But here's the part that matters:

Venezuela was actively selling that oil in Chinese yuan. Not dollars.

In 2018, Venezuela announced it would "free itself from the dollar."

They started accepting yuan, euros, rubles, anything BUT dollars for oil.

They were petitioning to join BRICS.

They were building direct payment channels with China that bypass SWIFT entirely.

And they were sitting on enough oil to fund de-dollarization for decades.

Why does this matter?

Because the entire American financial system is built on one thing:

The petrodollar.

In 1974, Henry Kissinger made a deal with Saudi Arabia:

All oil sold globally must be priced in US dollars.

In exchange, America provides military protection.

This single agreement created artificial demand for dollars worldwide.

Every country on Earth needs dollars to buy oil.

This lets America print unlimited money while other countries work for it.

It funds the military. The welfare state. The deficit spending.

The petrodollar is more important to US hegemony than aircraft carriers.

And there's a pattern of what happens to leaders who challenge it:

2000: Saddam Hussein announces Iraq will sell oil in euros instead of dollars.

2003: Invaded. Regime change. Iraq's oil immediately switched back to dollars. Saddam lynched.

The WMDs were never found because they never existed.

2009: Gaddafi proposes a gold-backed African currency called the "gold dinar" for oil trade.

Hillary Clinton's own leaked emails confirm this was the PRIMARY reason for intervention.

Email quote: "This gold was intended to establish a pan-African currency based on the Libyan golden Dinar."

2011: NATO bombs Libya. Gaddafi sodomized and murdered. Libya now has open slave markets.

"We came, we saw, he died!" Clinton laughed on camera.

The gold dinar died with him.

And now Maduro.

With FIVE TIMES more oil than Saddam and Gaddafi combined.

Actively selling in yuan.

Building payment systems outside dollar control.

Petitioning to join BRICS.

Partnered with China, Russia, and Iran.

The three countries leading global de-dollarization.

This isn't coincidence.

Challenge the petrodollar. Get regime changed.

Every. Single. Time.

Stephen Miller (US homeland security advisor) literally said it out loud two weeks ago:

"American sweat, ingenuity and toil created the oil industry in Venezuela. Its tyrannical expropriation was the largest recorded theft of American wealth and property."

He's not hiding it.

They're claiming Venezuelan oil BELONGS to America because US companies developed it 100 years ago.

By this logic, every nationalized resource in history was "theft."

But here's the DEEPER problem:

The petrodollar is already dying.

Russia sells oil in rubles and yuan since Ukraine.

Saudi Arabia is openly discussing yuan settlements.

Iran has been trading in non-dollar currencies for years.

China built CIPS, their own alternative to SWIFT with 4,800 banks in 185 countries.

BRICS is actively building payment systems that bypass the dollar entirely.

The mBridge project lets central banks settle trades instantly in local currencies.

Venezuela joining BRICS with 303 billion barrels of oil would accelerate this exponentially.

That's what this invasion is really about.

Not stopping drugs. Venezuela accounts for less than 1% of US cocaine.

Not terrorism. There's zero evidence Maduro runs a "terror organization."

Not democracy. The US supports Saudi Arabia, which has zero elections.

This is about maintaining a 50-year-old agreement that lets America print money while the world works for it.

And the consequences are terrifying:

Russia, China, and Iran are already denouncing this as "armed aggression."

China is Venezuela's biggest oil customer. They're losing billions.

BRICS nations are watching a country get invaded for trading outside the dollar.

Every nation considering de-dollarization just got the message:

Challenge the dollar and we will bomb you.

But here's the problem...

That message might accelerate de-dollarization, not stop it.

Because now every country in the Global South knows what happens if you threaten dollar hegemony.

And they're realizing the only protection is to move FASTER.

The timing is insane too:

January 3rd, 2026. Venezuela invaded. Maduro captured.

January 3rd, 1990. Panama invaded. Noriega captured.

36 years apart. Almost to the day.

Same playbook. Same "drug trafficking" excuse.

Same real reason: control of strategic resources and trade routes.

History doesn't repeat. But it rhymes.

What happens next:

Trump's press conference at Mar-a-Lago sets the narrative.

US oil companies are already lined up. Politico reported they've been approached about "returning to Venezuela."

The opposition will be installed. Oil will flow in dollars again.

Venezuela becomes another Iraq. Another Libya.

But here's what nobody's asking:

What happens when you can no longer bomb your way to dollar dominance?

When China has enough economic leverage to retaliate?

When BRICS controls 40% of global GDP and says "no more dollars"?

When the world realizes the petrodollar is maintained by violence?

America just showed its hand.

The question is whether the rest of the world folds or calls the bluff.

Because this invasion is an admission that the dollar can no longer compete on its own merits.

When you have to bomb countries to keep them using your currency, the currency is already dying.

Venezuela isn't the beginning.

It's the desperate end.

What do you think?

[Sony Thăng @nxt888]

You are asking the wrong question.

It is not "will the U.S. take control of these gold reserves?"

It is: how much of Venezuela's wealth has already been stolen, frozen, or put under foreign lock and key the moment it stopped obeying?

A big chunk of Venezuela's gold was not even in Caracas.

It was parked in "safe" Western vaults and got magically reclassified as collateral for regime change the second Washington anointed a fake president.

That was the trial run. Legal piracy in a suit and tie.

The 161 tons you are talking about are not just shiny bars.

They are a balance sheet argument for why Venezuela must never be allowed to be sovereign.

Every ounce that stays under Venezuelan control is future leverage.

Every ounce that leaves is future collateral for someone else's empire.

Will the US try to control that gold?

Of course.

By sanctions, court rulings, asset freezes, "anti-corruption" narratives, and compliant judges in London and New York.

If they cannot roll tanks in, they will roll lawyers in.

But the deeper point is this:

When you say "controlling Venezuela is set to produce hundreds of billions of revenue for the US," you are already speaking in imperial grammar.

You are treating Venezuelan gold as a line item on America's future income statement.

The real scandal is not whether they will take it.

The real scandal is that everyone has been trained to talk about another nation's reserves as something Washington is naturally entitled to "control" if it plays its cards right.

Venezuela's gold is not a missed opportunity for U.S. profit.

It is Exhibit A in a century-long pattern:

First they call you a narco.

Then they call you a dictator.

Then they "protect" your assets from your own people.

And one day you wake up and your reserves belong to a court in London and a senator's speech in Washington.

[Massimo @Rainmaker1973]

How to fold a paper airplane that loops back to you — fun for kids to play with.

[mneshdave @mnenedavid]

@tech_crafters Data

[Name Cannot be Blank💀 @NotyouAde]

Let's be honest about something most people won't admit

you've probably spent hours watching coding tutorials, nodding along, typing exactly what the instructor types, and at the end you felt... nothing. Maybe a bit accomplished for finishing, but also kind of empty.

Here's why:you didn't learn anything. You just proved you can copy.

I know that sounds harsh, but think about it. When you follow along step-by-step, your brain is on autopilot. You're not making decisions. You're not problem-solving. You're basically a human Ctrl+C, Ctrl+V machine. And the second you close that tutorial, everything is gone. All of it.

Real learning happens in the uncomfortable middle ground where you're trying to remember what to do next, and you can't. That moment when you think, wait, why did they use a LEFT JOIN here instead of an INNER JOIN?" — that's when your brain actually wakes up.

Here's how I learn, and it should work for you, too.

After you finish a tutorial, close it. Don't rewatch it. Don't peek at the code. Instead, grab a different dataset — it could be from Kaggle, could be your own data, doesn't matter — and try to solve a similar problem from memory.

You're going to fail. You're going to forget the steps. You're going to write code that doesn't work. Perfect. That's exactly where learning lives.

When you get stuck, then go back and check. But only after you've tried. Because that struggle — that annoying, frustrating feeling is your brain actually building the skill.

You'll be slow. You'll make mistakes. You'll wonder if you learned anything at all from that tutorial. But here's what's happening: you're forcing your brain to retrieve information instead of just recognizing it. Retrieval is what builds real memory.

If this changes how you think about learning, follow me for more honest takes.

[🧬Maxpein🧬 @maximumpain333]

🤭

[Splendor of SQL 🇬🇧🇩🇪💖 @iam_Uchenna]

In SQL, A NULL value is a non-value.

If you are talking about numeric data, a null value is not the same as zero. Zero is a definite value. It is one less than one.

If you are talking about character data, a null value is not the same as a blank space.

A blank space is also a definite value. If you are talking about Boolean data, a null value is not the same as FALSE. A false Boolean value is a definite value too.

A null value is the absence of a value.

[mneshdave @mnenedavid]

@Kenyan_Coco @JumahKhalif_ Entiende