IdenticalGsteR

[Kemmy @vslkemo]

Make una listen to this port harcourt guy first time smoking experiences 😂

[OLUWA @Oluwa22km]

Wetin he go find for there in the first place😂😂💔

[Mrdream @_mrdreams]

No matter the problem or situation, no thief oo😂😂

[Nani @Big_Nanie]

Ohh lord 🫦🥴🌧️

[Tips Excel @gudanglifehack]

🚀 Want to build your own AI Agent but don’t know where to start?

Here’s your step-by-step blueprint—from defining the goal to deploying with MLOps.

Master AI, one block at a time. 🧠💻

[Florah @FayChep476320]

Class dismissed 😂😂😂

[DAMI FOREIGN🥶 @TheDamiForeign]

Wow! A rare video of Wizkid playing with his kids😂❤️

[Jobs with Aramide @AramideOyekunle]

Chevron pays so well.

[INDUSTRY MACHINE ⚙️ @Odumodublvck_]

BRUNO FERNANDES

PFA MY FOOT

ALL THOSE STUPID INSHA ALLAH CROSSES

I TOLD YOU GUYS.

ONLY REASON WHY THAT MAN IS STAT PADDING IS CAUSE HIS TEAM IN MANCHESTER IS SHIT

NO OTHER STAR PLAYER SO EVERYTHING COMES THROUGH HIM.

DISASTER OF A WORLD CUP.

[Tips Excel @gudanglifehack]

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[Anabella💙❤️ @AnabellaMarvy]

Is this the assist Rashford fans are calling simple? He had to bend his leg as a decoy to make sure the ball reached Harry Kane.

Most players would have passed backwards, but he didn’t. I’m so moved 😮‍💨

[Timilehin @Timsedx]

📌 PART 1 : How Data Analysts Collect Company Data (Beginner-Friendly Guide)

Lately I’ve been talking to a lot of new analysts who feel confused about what to actually do when a company says:
“Help us analyze our data.”

I’ve been there, unsure of where to start, what questions to ask, or how real analysts collect business data.

So today, I want to break it down in the simplest way possible.
If you’re a beginner, read this carefully and save it.

1️⃣ Start With a Requirements Discovery Call

Before touching Excel, SQL, or Power BI, your first job is to understand the business, not the dataset.

Ask the company questions around:

Business Goals

• What problem are we solving?
• What decisions will this analysis improve?
• What does success look like?

Data Needs

• What data sources exist?
• Where is the data stored (Excel, SQL, CRM, POS)?
• What time period should be analyzed?

Output Expectations

• Dashboard, report, or cleaned dataset?
• Which KPIs matter the most?
• Should the report update weekly or monthly?

Access & Security

• Will you need login access?
• Any sensitive columns to anonymize?

This is how professionals avoid confusion and build trust early.

2️⃣ Ask for the Right Data Files

Depending on the industry, request the correct tables:

Retail / E-commerce

Orders, Customers, Products, Inventory, Returns.

Finance

Transactions, Ledger, Forecasts, Budgets.

Healthcare

Appointments, Billing, Encounters, Lab results.

HR

Employees, Payroll, Hiring funnel, Performance.

Always request the files in Excel or CSV, with proper column names.
And ask for a data dictionary, it explains what each column means.

👉 If this helped you, watch out for Part 2 where I’ll break down cleaning, analyzing, and delivering insights like a pro.

[IdenticalGsteR @IdenticalGsteR]

@Mel16471534 @allGunners_ @WhosM19 How do you treat it?

[JOKER @jok13037]

when you’re acting G@y just to crack girls 😂😭😭

[ARISE NEWS @ARISEtv]

Remi Tinubu’s Akara Business Advice Sparks Outrage

A viral clip of First Lady, Remi Tinubu telling Nigerian women that starting an Akara business “doesn’t take much money” as part of her Renewed Hope Initiative grants programme has set social media on fire!

The remarks have sparked debate on social media, with many Nigerians questioning whether an Akara businesses can still thrive amid rising food prices and the high cost of living.

Watch What’s Trending With @OjyOkpe

[YabaLeftOnline @yabaleftonline]

"While other nations are creating infrastructures to develop their people, you want us to sell kuli-kuli" — DJ Switch slams First Lady Remi Tinubu over her akara and kuli-kuli business advice.

[DJ Cruzz 🪎♊️ @Big_Djcruzz]

This guy is a fuckerholic, bro too real 😂😂😭

[Lead Her Logic @LeadHerLogic]

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[Massimo @Rainmaker1973]

Visual representation of someone pretending to help whilst causing pain.

[emmani @everybody8emma]

Lmao.
Data annotation, just did mine. 😂
For mathematics.
40$/hr