logo
Deep in the shadowlands: Check out YouTube's best-kept secrets

Deep in the shadowlands: Check out YouTube's best-kept secrets

Hindustan Times4 days ago

Most of YouTube looks nothing like the YouTube we know.
Dive below the surface layer of gaming clips, music covers, challenges and dares, product placement and stunt philanthropy, and one finds… Indian construction workers talking about how much they miss home, moving tributes to lost pets, children showcasing amateur but delightful rap skills through songs about the many moons of Neptune.
There are also intimate home-video-style vignettes of birthday parties, travel velfies, heartfelt messages to friends and raw footage from dashcams.
'YouTube is the default video arm of the internet, in large parts of the world,' says Ryan McGrady, senior researcher at the Initiative for Digital Public Infrastructure (IDPI) of the University of Massachusetts Amherst. 'Some of it looks familiar, some of it is strange, some of it is personal, and a lot of it is really just banal pieces of people's lives.'
McGrady stumbled into this vast landscape that most of us never encounter, in early 2022. He was setting out to study instances of hate speech on the platform, and thought he'd start by finding out how many videos YouTube actually hosted.
It turned out there was no official answer (YouTube has since released one estimate, this April, of 'more than 20 billion uploads').
'My co-author, (IDPI director) Ethan Zuckerman, calls these 'denominator problems',' McGrady says, 'in the sense that we have easy access to numerators — for instance, 10,000 videos that are popular — but denominators are hard to find.'
How does one go about gathering an estimate for a platform that sees about 20 million videos uploaded a day (according to more YouTube data from April)?
At IDPI, the attempt involved creating a software program that estimated the number of videos by randomly generating and testing tens of thousands of YouTube IDs. This is how they realised that most of YouTube — a world McGrady refers to as Deep YouTube — is made up of videos that have never been uplifted by an algorithm.
As of April, the scraper had found 19.4 billion videos hosted on the platform.
About 4% of these have no views at all, 74% have no comments, and 32% have no likes, the researchers found.
Videos with 10,000 or more views drive 94% of the site's traffic but make up less than 4% of total uploads.
While this clearly works as a business model— ad spend on the platform has risen sharply and consistently, and YouTube is the worlds second-most-visited website after Google — it also creates a sense of sameness that does not reflect the true nature of the content on the platform, McGrady says.
More than meets the AI
What is the true nature of the content on YouTube?
In a paper published in Journal of Quantitative Description: Digital Media in 2023, McGrady and his team traced a rich diversity in usage across the platform.
People who speak different languages, for instance, use the platform differently. A larger portion of videos in Hindi are intended for relatives and friends of the content creator (rather than a broader audience), their ongoing research shows. Many were photo slideshows set to popular music, IDPI found.
Videos uploaded in Korean and Russian, meanwhile, were found to contain more news-driven content. In Russia, the platform had emerged as the go-to resource for unfiltered news from around the world. 'Lately, YouTube has been throttled and is harder to access there, but it persisted for an amazingly long time. Perhaps it was too popular to ban outright,' McGrady says.
Meanwhile, worldwide, a fifth of all YouTube videos are videogame clips.
Fringe feeds
How strange are the strangest videos?
Some clips are just 10 seconds of part of someone's face as they try to figure out a new phone camera. There are snatches of inaudible martial-arts instruction. Two hours of choir practice.
The spookiest thing to him, McGrady says, are the videos with no views at all.
'You'd think at least the uploader would watch their own post, right?' he says. An explanation for this could be the third-party apps on phones and videogame consoles, which make it easy for people to create clips and upload them directly to YouTube in bulk.
Yet it is in these videos, the ones with few views or none at all, that real life is being archived, he adds.
A group of friends celebrating a birthday shouldn't have more than 20 views, as he puts it. It is only meant for, say, friends who couldn't make it. But it is such videos, more than the viral content, that serve as time capsules: of how we lived, what we wore, how we celebrated, the languages we spoke and people we loved.
Who we really were, in other words, when almost no one was watching.
'Humanity doesn't look like the most popular YouTube videos,' McGrady says. 'Humanity is much more like the family birthdays, selfies, work meetings, vacation footage… the bulk of the footage that actually makes up YouTube's content.'

Orange background

Try Our AI Features

Explore what Daily8 AI can do for you:

Comments

No comments yet...

Related Articles

Randeep Hooda says action sequences are designed around Sunny Deol, Salman Khan while Chris Hemsworth, John Cena rehearse for weeks: 'They're not as worshipped as...'
Randeep Hooda says action sequences are designed around Sunny Deol, Salman Khan while Chris Hemsworth, John Cena rehearse for weeks: 'They're not as worshipped as...'

Time of India

time34 minutes ago

  • Time of India

Randeep Hooda says action sequences are designed around Sunny Deol, Salman Khan while Chris Hemsworth, John Cena rehearse for weeks: 'They're not as worshipped as...'

Randeep Hooda reflects on the contrasting approaches to action in Bollywood and Hollywood, highlighting the tailored action sequences for stars like Salman Khan and Sunny Deol versus the rigorous rehearsals of Hollywood actors like Chris Hemsworth. He recounts his experience learning to throw punches for 'Extraction' and his upcoming project 'Matchbox' with director Sam Hargrave and John Cena. Randeep Hooda has carved a distinct niche for himself as a powerful action star—whether in Bollywood or on global platforms like Netflix's Extraction. In a candid new interview, the actor opened up about the contrasting worlds of Indian and international action cinema, the reverence surrounding stars like Salman Khan and Sunny Deol , and what it was like going punch-for-punch with Chris Hemsworth . From on-set revelations to personal friendships, Randeep offers a rare look behind the stunts and superstardom. In a recent interview with Mid-Day, Randeep shared his experience of working with iconic stars like Sunny Deol and Salman Khan, noting that action sequences are often tailored to suit their strong on-screen personas. He reflected on how their presence alone makes the action feel believable. The actor also spoke about the distinct charm of actors who rose to fame before the internet era, pointing out that unlike today's stars—whose every move is visible on social media—veterans like Sunny and Salman built a larger-than-life image that still commands attention. It's that old-school stardom, he said, that he tries to channel in his own performances. He further highlighted the contrasting approaches to action between Bollywood and Hollywood. He explained that stars like Sunny Deol and Salman Khan are at a stage in their careers where the action is crafted specifically around their personas, rather than them adapting to pre-set choreography. In contrast, he pointed out that Hollywood actors like John Cena and Chris Hemsworth follow a more disciplined process, often dedicating weeks to rehearsals. by Taboola by Taboola Sponsored Links Sponsored Links Promoted Links Promoted Links You May Like Memperdagangkan CFD Emas dengan salah satu spread terendah? IC Markets Mendaftar Undo Randeep noted that this extensive preparation lends authenticity to their performances. He also reflected on how the cultural pedestal Indian male stars are placed on can sometimes come at the cost of that grounded realism seen more often in the West. When Hooda began filming Extraction in 2019 alongside Chris Hemsworth, he had a moment of reckoning. Despite playing intense and tough characters for nearly two decades, he realised he had never actually thrown a punch on screen. The long action sequence in the film made him confront that gap—prompting him to learn the technicalities of both delivering and receiving punches. He likened the process to dance, where choreography and precision are key, and admitted that it made him reassess his earlier work with a fresh perspective. Randeep will soon reunite with Extraction director Sam Hargrave for the latter's action adventure comedy Matchbox, which also stars John Cena. It's slated to release in cinemas next year. Randeep recently locked horns with Sunny Deol in Jaat, whereas he's worked with Salman Khan in three films so far — Sajid Nadiadwala's Kick (2014), Ali Abbas Zafar 's Sultan (2016), and Prabhu Deva's Radhe: Your Most Wanted Bhai (2021). He also shared that Salman has become a close friend over the years. He described him as intelligent, creative, and somewhat isolated in recent times. Randeep also acknowledged that Salman has often offered him sincere advice—especially about being kind and helpful to others—even though he hasn't always followed it. Still, he believes Salman's guidance comes from a place of genuine care and goodwill.

'I'm not Canadian, man!': iShowSpeed hilariously fails at hockey in viral clip
'I'm not Canadian, man!': iShowSpeed hilariously fails at hockey in viral clip

Time of India

time34 minutes ago

  • Time of India

'I'm not Canadian, man!': iShowSpeed hilariously fails at hockey in viral clip

iShowSpeed tries hockey, wipes out, and drops the most Canadian excuse ever iShowSpeed has tried a lot of things on livestream: soccer, boxing, even setting off fireworks inside his own room (seriously, don't ask). But this time, the chaos king of YouTube laced up for something new: hockey. And while he wasn't exactly NHL-ready, Speed actually held his own on the ice until he let out the now-iconic line that broke the internet. Speed laced up the skates and immediately blamed Canada for what happened next In a now-viral clip, Speed tries hockey and his reaction… 'I'm not Canadian, man!' 😅 — BR_OpenIce (@BR_OpenIce) And just like that, the internet got another classic Speed moment. No goals. No slapshots. Just chaos. And when he realizes hockey isn't going to be his thing, he throws up his hands and blurts: 'I'm not Canadian, man!' It's the most Speed reaction ever funny, dramatic, and low-key iconic. Even fans who've never touched a puck could relate. Fans are calling the clip 'peak Speed' and absolutely losing it online Twitter and IG reels ran wild with the moment, with fans dropping comments like: To be fair, hockey's no joke. Skating alone is a full-body workout. Then add a stick, a puck, and 10 people trying to knock you over? Yeah, not for everyone. Speed might've been clowning, but anyone who's ever stepped on a rink knows: the ice doesn't care who you are. And honestly, blaming Canada might be the most accurate response ever. by Taboola by Taboola Sponsored Links Sponsored Links Promoted Links Promoted Links You May Like 2025 Top Trending local enterprise accounting software [Click Here] Esseps Learn More Undo He's gone viral for goal celebrations, boxing mishaps, and everything in between but this hockey moment might be one of Speed's funniest fails yet. No apologies. No edits. Just a quick trip onto the ice and a classic exit line that's now immortalized in meme history. And honestly? That's good enough for us. Also read - Fans call Sam Bennett's parade speech 'cringe' and 'classless' after viral mic-drop moment For real-time updates, scores, and highlights, follow our live coverage of the India vs England Test match here . Game On Season 1 kicks off with Sakshi Malik's inspiring story. Watch Episode 1 here

Beyoncé Lights Up Paris In Manish Malhotra Chaps Featuring 10,000 Swarovski Crystals
Beyoncé Lights Up Paris In Manish Malhotra Chaps Featuring 10,000 Swarovski Crystals

News18

time40 minutes ago

  • News18

Beyoncé Lights Up Paris In Manish Malhotra Chaps Featuring 10,000 Swarovski Crystals

Last Updated: For the Cowboy Carter Tour, Beyoncé dazzled on stage in a bespoke black bodysuit paired with chaps. Beyoncé gave the Cowboy Carter Tour a taste of Indian craftsmanship. During the final show in Paris, the global icon performed in a dazzling custom creation by Asia's leading designer, Manish Malhotra. Another iconic moment was when Jay-Z joined the Grammy-winning singer on stage to perform the song Crazy in Love among other hitmakers. Bold and bespoke, the creation was a bold fusion of country grit and couture artistry, envisioned specially for the queen of reinvention. Reimagining the spirit of the Wild West, Beyoncé 's onstage look featured chaps that were crafted in the style of classic cowboy pants. Transforming it into a shimmering spectacle was the intricate hand embroidery, embellished with Manish Malhotra's signature sequins and over 10,000 Swarovski crystals. The iconic statement chaps were paired with a sleek black bodysuit, also encrusted with Swarovski. Fierce and futuristic, the Manish Malhotra creation was perfectly in sync with the bold, high-fashion narrative of the Cowboy Carter Tour. Beyonce was styled by Shiona Turini and assisted by Erica Rice and Tara Greville. Rihanna Rihanna's iconic MET Gala 2025 ensemble featured ruby buttons from Manish Malhotra High jewellery. The buttons were set with over 102 carats of rubies. This is the second time Rihanna has celebrated Manish Malhotra jewellery in her stylish appearances. For the Fenty Hair launch in 2024 in Los Angeles, Rihanna wore Manish Malhotra High Jewellery featuring a ruby choker, crafted in 18k Gold. Encrusted in diamonds and custom-cut rubies, the stunning choker exuded Indian craftsmanship and artistry. Coco Jones Coco Jones Grammy-winning singer, songwriter, and actress Coco Jones wore a custom creation by Manish Malhotra for The MET Gala 2025. Inspired by the rebellious spirit of the 1930s zoot suit, the ensemble featured a tailored satin blouse, pearl-encrusted trousers, and a sweeping cape that was hand-embroidered over six months. Crafted from laser-cut organza and heirloom French lace, the cape shimmers with over 200,000 Swarovski crystals and pearls, its motifs drawn from the atelier's Flora and Fauna Pearl Story captured in intricate threadwork. Coco completed the look with a crown jewel necklace from Manish Malhotra Jewellery. The centrepiece is a striking 20.05 carat Tanzanite, surrounded by a harmonious composition of over 47.3 carats of Tanzanites and over 47.6 carats of Diamonds. Halsey During her visit to India in 2024, American singer-songwriter Halsey wore a striking coral sequin sculpted Manish Malhotra saree. She complemented the Indian drape with Manish Malhotra jewellery. Jennifer Lopez The iconic Jennifer Lopez celebrated her birthday in Bridgerton style, wearing Manish Malhotra couture. Crafted by 40 artisans over 3,490 hours, the corset and the regency skirt with vintage brocade featured a floral motif moulded by hand from sequins and over half a million crystals. Petal and ring-shaped metal sequins were especially treated to preserve their hue to craft this ensemble, a celebration of intricate artistry and Indian craftsmanship. Also, at the Atlas movie premiere, Jennifer Lopez enhanced her monochrome look with Manish Malhotra High Jewellery featuring the iconic ILENA necklace set featuring special cut 165 ct emeralds and an array of trillion-cut diamonds. First Published: June 23, 2025, 19:53 IST News lifestyle Beyoncé Lights Up Paris In Manish Malhotra Chaps Featuring 10,000 Swarovski Crystals

DOWNLOAD THE APP

Get Started Now: Download the App

Ready to dive into a world of global content with local flavor? Download Daily8 app today from your preferred app store and start exploring.
app-storeplay-store