#datavisualization

𝚜𝚢𝚜.𝚜𝚌𝚊𝚗 → 𝚜𝚒𝚐𝚗𝚊𝚕_𝚝𝚢𝚙𝚎: [𝙲𝙾𝚁𝚁𝚄𝙿𝚃𝙴𝙳]…

𝚠𝚊𝚟𝚎𝚏𝚘𝚛𝚖: 𝚒𝚗𝚏𝚒𝚗𝚒𝚝𝚎…

𝚘𝚛𝚒𝚐𝚒𝚗: 𝚞𝚗𝚔𝚗𝚘𝚠𝚗…

The real AO3 data analysis

(as decided by me, someone who neither reads mpreg nor ABO)

Data gathered on January 4th 2026

Out of 136,484 works published under the tag mpreg

And 281,304 works published under some form of ABO dynamics

Only 49,735 works include both

I thought the common ground would be much larger

That means 63.5% of mpreg fics occur under some other circumstances that make it possible

And that only 17.7% of ABO fics lead to [male] pregnancy

As depicted in my Venn Diagram

Thank you for coming to my ted talk

Every single one of us is the center of our own secret universe. We pull people into our gravity, push threats to the extreme periphery, and spin a complex web of lovers, workers, rivals, and muses around our core.

But Andy Warhol didn't just have a social orbit—he built an industrialized, star-studded, volatile multiverse that defined the trajectory of American pop culture.

Based on computational network mapping of his life span from the 1950s to the 1980s, let’s unpack the definitive anatomy of the Warholiverse. 🚀

🎨 PART 1: The Cosmic Architecture (The 4 Quadrants)

Just like our personal universes change over time, Andy’s orbit was strictly divided into four distinct geological eras, each defined by a specific color palette and cultural atmosphere:

🟨 The 1950s Commercial Art Era (Gold/Top-Right): The dawn of his gravity. Long before the soup cans, Andy was an ambitious commercial illustrator in Manhattan, building a quiet foundation with intimate romantic interests and early travel confidants

.⬜ The 1960s Silver Factory Era (Silver/Top-Left): The chaotic, explosive big bang of Pop Art. A silver-foiled industrial loft where rock stars, radical activists, and street-level eccentrics collided under high-voltage creative friction.

🟫 The 1970s Business Art Era (Bronze/Bottom-Right): The corporate restructuring phase. The birth of Andy Warhol Enterprises and Interview magazine. The open-door policy was replaced by a pristine, high-society elite, corporate accounts, and the jet-set crowd of Studio 54.

🌸 The 1980s Pop Renaissance (Neon Pink/Bottom-Left): His late-life creative rebirth. A vibrant era where Andy stepped up as a mythic godfather figure, actively mentoring and collaborating with a brilliant new generation of street-art vanguards.

📐 PART 2: The Social Taxonomy (The 5 Core Cosmic Roles)

In our own lives, we categorize people by how they affect our energy. In the Warholiverse, these roles were hard-coded into dynamic systemic structures:

💎 Diamonds (♦) = The Romantic Anchors

The real emotional substrate of Andy’s life. Because of his profound public discretion, these men held the tightest, most intimate inner radius to his personal core:

Edward Wallowitch (1950s): The foundational pre-pop love. A brilliant photographer who provided the raw images Warhol used for his famous early shoe illustrations.

Jed Johnson (1960s–1970s): The longest-running lifemate (12 years). He entered the Factory as a courier, moved in with Andy, and spent years as his dedicated caregiver after the 1968 shooting before stepping up as an interior designer.

Jon Gould (1980s): His final, deep, late-life obsession. A handsome Paramount executive who kept the romance strictly closeted from Hollywood. He is the heartbreakingly frequent emotional core of The Warhol Diaries.

📐 Squares (■) = The Factory Machinery

The operational, commercial, and physical backbones of his output. Warhol’s personal life was seamlessly linked to his production machine:

Billy Name: The literal architect of the Silver Factory. He lined the walls with tinfoil, lived in the darkroom, and curated the visual aesthetic of the 1960s.

Gerard Malanga: The hands-on producer who physically operated the silkscreen presses for the iconic Campbell’s and Marilyn prints.

Paul Morrissey: The business-minded film director who actually structured and commercialized Warhol’s avant-garde movie catalog (Flesh, Trash).

Fred Hughes: The legendary, dapper business manager who ran Andy Warhol Enterprises with a corporate iron fist throughout the 70s and 80s.

Bob Colacello: The long-time Editor-in-Chief of Interview magazine, serving as Andy’s premier high-society bridge to $25,000 portrait clients.

Steve Kaufman: The young 1980s assistant (nicknamed "Sman") who mastered the silkscreen techniques directly from the source to advance the legacy of Pop Art.

🔺 Triangles (▲) = The Catalytic Muses & Protégés

High-energy, non-romantic fixations that rapidly accelerated Warhol's artistic evolution but burned out intensely under immense psychological friction:

Edie Sedgwick (1960s): The ultimate "Poor Little Rich Girl." The silver-haired superstar who mirrored Andy’s style and brought aristocratic fashion into the underground, before burning out tragically.

Jean-Michel Basquiat (1980s): The defining late-life protege. Andy gave the young neo-expressionist street prodigy a studio and institutional validation; in return, Basquiat’s fierce brilliance taught Andy "how to paint with a brush again."

Keith Haring (1980s): The subway graffiti pioneer who viewed Andy as a pop-art deity. Andy championed his commercial ventures and guided him through the complex global art market.

Francesco Clemente (1980s): The Italian transavantgarde master who joined forces with Warhol and Basquiat for their historic, multi-layered three-way collaborative paintings.

🔮 Circles (●) & Arrows (▼) = The Cultural Nodes

The peer groups and status-symbols that provided artistic dialogue or premium public relations value:

Jasper Johns & Robert Rauschenberg: The older neo-Dada contemporaries. Their usage of everyday items heavily inspired Andy, but their relationship was complex; they initially dismissed Andy as "too commercial" and camp, pushing him to abandon painterly styles entirely for industrialized screens.

Lou Reed / The Velvet Underground: The raw sonic heartbeat of the 60s Exploding Plastic Inevitable multimedia shows.

Grace Jones & Bianca Jagger: The absolute faces of international nightlife, defining the glamorous Hollywood-meets-Manhattan celebrity shield.

Steve Rubell: The mastermind behind Studio 54, serving as the ultimate curator of the nighttime playground where Andy was a permanent fixture.

❌ The Outlier Threat Node (X) = Valerie Solanas

Every universe faces a destructive cosmic rupture. Placed on the extreme outer periphery of the 1960s quadrant is Valerie Solanas (the radical writer of the SCUM Manifesto). Her extreme distance reflects her lack of daily intimacy with the inner circle, yet her trajectory was devastating.

On June 3, 1968, feeling slighted over a lost script, she shot Andy Warhol, physically shattering his universe. The shooting permanently killed the open-door policy of the Silver Factory, replacing a free-flowing haven with locked doors, security cameras, and an underlying sense of lifetime psychological trauma.

🏁 Mind Your Own Gravity

The Warholiverse proves that a life is not a random collection of moments, but a highly structured, transactional, and emotional ecosystem. Andy curated his world like a living canvas—turning assistants into producers, lovers into safe havens, and street artists into structural revivals.

We all run our own factories. We all manage our own muses. Look at your own map: Who sits in your inner core, and who belongs on the outer boundary? 🌌🛰️

───

🚀 THE 5 STAGES OF THE WARHOLIVERSE: A Chronological Cosmic Deep Dive 🌌📊

As seen in the analytical network matrix above, a human life is not static. Our personal universes expand, contract, fracture, and recalibrate over time.

By mapping the exact geographic, emotional, and commercial coordinates of Andy Warhol's network, we can watch his universe evolve across five defining historical phases.

Let’s unpack how the gravitational pulls shifted from a lonely room in Pittsburgh to the most exclusive network in Manhattan. 👇

🟨 PHASE 1 (1928–1949): The Root & Formation Phase (Pittsburgh)

Cosmic Atmosphere: Insular, dense, and hyper-isolated.

The Gravity Center: 🖤 Julia Warhola (Mother)

The Narrative:

Following his birth in a working-class immigrant neighborhood in Pittsburgh, young Andy lives a deeply protected life. Stricken with a severe neurological childhood illness (Sydenham's chorea), he spends months bedridden.

During this period, his universe is almost entirely comprised of his mother. She feeds him Campbell’s soup, cuts out Hollywood magazine clippings with him, and fuels his initial creative escapism. At this stage, no external muses, workers, or rivals exist—it is a closed, pure, two-node ecosystem.

🟨 PHASE 2 (1950–1959): The Commercial Art Era (Early New York)

• Cosmic Atmosphere: Commercial expansion and hidden personal intimacy.

Key Addition: 🔷 Edward Wallowitch (First Major Partner)

The Narrative:

Andy breaks out of Pittsburgh and transitions to Manhattan, quickly transforming into one of the most celebrated and highly-paid commercial shoe and magazine illustrators of the 1950s. His mother moves in with him to maintain a protective domestic anchor.

For the first time, Andy opens up a sector of his universe to a romantic interest: photographer Edward Wallowitch. Operating tightly within the inner core, Wallowitch provides the literal blueprints for Warhol's art, taking photographs that Andy traces directly into his award-winning ad campaigns.

⬜ PHASE 3 (1960–1968): The Silver Factory Explosion (The Big Bang)

Cosmic Atmosphere: High-voltage creative friction, open-door chaos, total accessibility.

Key Additions: 🔺 Edie Sedgwick (Muse), 🟩 Billy Name (Architect), 🟩 Gerard Malanga (Silkscreen Producer), ❌ Valerie Solanas (The Threat)

The Narrative:

The definitive, mythic pop-art universe explodes into a silver-foiled industrial loft. Andy delegates manufacturing to his workers (Gerard Malanga on the silkscreen presses, Paul Morrissey on avant-garde film cameras). The mid-orbit is crammed with the high-society glamour of Edie Sedgwick and the raw, underground sonic heartbeat of Lou Reed.

While elite contemporaries like Jasper Johns and Robert Rauschenberg provide competitive rivalry from the upper boundaries, the open-door policy proves fatal: on June 3, 1968, outer threat node Valerie Solanas enters the orbit and shoots Andy, clinically killing his first open universe.

🟫 PHASE 4 (1969–1979): The Business Art Era (The Corporate Fortress)

Cosmic Atmosphere: Secure, calculated, commercial-elite, transactional.

Key Additions: 🔷 Jed Johnson (Longest Partner), 🟩 Fred Hughes (Manager), 🟩 Bob Colacello (Editor), 🟡 Bianca Jagger (Jet-Set), ⚫ Liza Minnelli (Pop-Culture Icon)

The Narrative:

Traumatized by the shooting, Andy permanently abolishes the open-door policy. The chaotic silver ecosystem is replaced by an iron-clad corporate office running Andy Warhol Enterprises. The radical underground is cast out, replaced by wealthy portrait clients and the elite jet-set of Studio 54. This era is defined by his deep cultural friendships with Hollywood royalty like Liza Minnelli and fashion icons, who perfectly balanced his hunger for celebrity prestige. Business manager Fred Hughes and Interview editor Bob Colacello police the commercial access lines. In his private life, Jed Johnson acts as a loyal, protective lifemate for 12 years to shelter Andy from the excessive nightlife engine of Steve Rubell

🌸 PHASE 5 (1980–1987): The Pop Renaissance (The Myth & The Mentors)

Cosmic Atmosphere: Generational mentorship, late-life revival, complete systemic equilibrium.

Key Additions: 🔺 Jean-Michel Basquiat (Core Protege), 🔺 Keith Haring (Protege), 🔷 Jon Gould (Final Love)

The Narrative:

The final, fully populated master-state of the Warholiverse before his sudden death in 1987. Andy steps into his ultimate role as a living mythic godfather of modern art. He opens up a brand-new creative quadrant (Neon Pink) to mentor the fierce 1980s East Village street art vanguard. He forms an intense, collaborative bond with Jean-Michel Basquiat, who teaches Andy "how to paint with a brush again," while guiding Keith Haring through the art market. His hidden private life is anchored by his final romantic obsession, Jon Gould, completing a magnificent, multi-layered lifelong cycle of art, labor, trauma, and gravity.

📊 The Revised 5-Phase Matrix (Including Candy Darling)To complete the picture, Candy Darling has been permanently integrated into the phase matrix. She appears in Phase 3 (Silver Era) at the mid-range, remains active in Phase 4, and completes the evolutionary masterpiece in Phase 5.

The ultimate paradox of any personal cosmos is that at the very end of a life, the entire Warholiverse collapses not because the stars fade away, but because the gravitional center itself vanishes—leaving a beautifully interconnected, glittering web of muses, lovers, and workers floating in the dark, frozen in the permanent orbit of a missing center.

Ultimately, the time will come for each of us when we, as the center of our own universe, will collapse, leaving nothing behind but the fading thought of who we were—a quiet reminder of a cosmos that once shone, even if we left no grand masterpiece in the wake of our light.

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“Ever wondered what a memory feels like when it’s breaking?”

This isn't just glitch art. It's what your mind might look like if every emotion you've ever suppressed leaked out as static.

This chaos? It's not random. It's coded noise—whispers of forgotten data and corrupted dreams trying to break free.

You won’t believe the real story behind this image until you read it. I decoded everything.

In a world where managing different apps feels too chaotic, just envision if your customer gets a one-stop service to log into their business dashboard that contains tailored visuals, charts, and insights without switching here and there. Extra login, not needed. Redirection, not required. All of their requirements are baked together to experience the magic of one-stop solution. This magic can be created by embedding Power BI into websites and apps.

Now, comes the challenge. You must be thinking, this task will be filled of technical hassles and complexities. However, if you have got the right setup, there is no need to worry. Embedding Power BI into website and apps can be a game-changing enhancement for your product or service with the help of a smooth setup. Worried about being a non-technical professional? Just read through this guide, to understand how Power BI embedded analytics can unlock the full value of your business.

Integrating Insights: The Power of Embedded BI

Embedding Power BI can be like inviting it to reside into your own application instead of sending your users to visit a separate platform. Let’s see what are the two ways it can play out:

When everything is managed by the app itself. This works best when data is shared with external users like customers or partners. They don’t need Power BI accounts. The app handles all the access.                     

When the users already belong to an organization and have Power BI accounts. They get dashboards tailored just for them inside the tools they already use every day.

Why Embedding Power BI Matters

Let’s get to the real excitement of embedding. This is not only about making your dashboards visually appealing, in fact you actually put your dashboards on a really hard work to bring best insights to you.

Users stay focused. No more jumping between windows to pull reports. When the live data is at your fingertips, you are empowered to take best decisions for your business.  Embedding also helps to regulate that everyone just gets to see what they are supposed to see. Security is ensured with your locked tight data.

Dashboard blends really well with your app, matching the logo, color and branding of your product or service.

That’s how a white-label Power BI solution is hallmarked.  There are enough testimonials of businesses that show how embedding dashboards helps them. 

One product team shared how embedding dashboards helped their customer support team cut response times in half. Instead of juggling tools, agents had insights built into their workspace. Getting Set Up for Embedding Power BI Before you think to dive into this, keep few pieces in place: A Power BI license that fits the users. Pro works for smaller internal use.

Premium fits wider distribution. Azure Active Directory for managing logins and verifying identities. Reports already created in Power BI Desktop and published to the cloud. An app registered in Azure to handle secure logins and permissions. For large-scale apps, using a service account to handle access behind the scenes helps everything run smoother.

How the Embedding Power BI Process Works

You can start by choosing a setup that fits into your requirements, User-based for internal tools. App-based for customer-facing portals.

Your choice affects the verification of users and access management, After that, you can go ahead with building and publishing reports.

It should include:

Interactive visuals that make sense to end users

Filters and navigation to help people zero in on what matters

Data refresh settings to keep the information timely Now comes the technical preparation:

Register the app in Azure

Set up redirect links

Generate secret keys to handle permissions

After doing all these, it’s coding time. Secure tokens are helpful to restrict the users to only see what you want to allow them.

Your app talks to Power BI securely with the help of these tokens. At last, using JavaScript the front end pulls everything. 

The Power BI JavaScript API tutorial can guide developers step-by-step in connecting the visuals, handling load events, and creating seamless interactions.

Keeping Security Tight with Embedding Power BI

There is a detailed list of rules to dictate what Power BI allows your users to see in your data. All of this process works behind the scenes where it keeps a check on who is logged in and then respective filters are applied There are positive feedback about security measures in Power BI embedded analytics.

One company using this setup described how it allowed different clients to access the same dashboard while keeping their data siloed and safe.

The best practice is to create the tokens on the server, and not leave them exposed in the browser.

Secure storage, HTTPS, and time limits help protect everything.

Performance Tips When Embedding Power BI  

Keeping the visuals clear and focused helps. Use caching to reduce repeat load times. Design with mobile users in mind. Reports can adapt to screen size and orientation. Monitor loading speed and gather user feedback to tweak performance. 

Embedding Power BI in Multi-Tenant Apps

When there are multiple clients in a business, such scenario needs special care. Allotting separate workspace to each customer keep the things clean. Or, you have the option to use single workspace with smart filtering to show different data to different people. In the backend, for each tenant there can be tailored token. It gives the power of access management

Tracking and Monitoring Embedding Power BI Usage

Tracking can be added to understand the us of dashboards by the people. Clicking visuals and switching pages by users can be logged. Load times can be measured to spot slowdowns. The insights from these data can be helpful in the refinement of experience over time

Branding and Theming for Embedding Power BI

You just need to do few tweaks, and your dashboards perfectly blend with your app. Custom colors. Matching fonts. A layout that fits the existing interface. After all, branding is important to give the seamless experience.

Launching Embedding Power BI in Production

Use load balancing to keep performance steady. Protect apps with strong security policies. Plan for backups in case something goes sideways. Production setups should include disaster recovery plans, capacity monitoring, and token caching

Embedding Power BI for Interactive Dashboards on Website

Several teams are taking the advantage of embedded Power BI to build interactive dashboards on website platforms. Basically, your customer won’t feel the need to leave the page to explore data. So, transparency, engagement and better decision-making, all are integrated in one place.

Final Thoughts on Embedding Power BI

You are just making a tech upgrade while embedding Power BI

You are also upgrading the experience of the users

Your data comes to life in the very same tool that is being used everyday by the people.

Full potential of interactive dashboards is unlocked when Power BI report is embedded in website or app interfaces

When this is done well, you transform the decision-making, operation of the team, and engagement of the customers.

Embedding is actually worth the effort for any business that is looking to make data truly accessible.

Even in this guide, all you get to know is the surface of Power BI embedded analytics

With a clear vision and right setup, your data becomes the most powerful part of user experience

Where DataFlip Adds Value

Need help navigating the technical maze of Power BI embedding? DataFlip specializes in embedding solutions, white-label dashboards, and creating interactive reports tailored for your business or clients. From Azure setup to secure token flows, every step is simplified.