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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "British ruled over India for …" 6 comments
First, the British came to rule over our India. Now that we are coming, your asses are on fire.
First, the British came to rule over our India. Now that we are coming, your asses are on fire.
Identity Attack0.29188538
Insult0.50440645
Profanity0.6242122
Threat0.33294448
Severe Toxicity0.16960317
Toxic 0.74954444 Low Con 0.186 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
British ruled over India for more than 190 years and now our people going there working hard to earn money, got better lifestyle these white people had problem in that also 😂
British ruled over India for more than 190 years and now our people going there working hard to earn money, got better lifestyle these white people had problem in that also 😂
Identity Attack0.41222036
Insult0.16053712
Profanity0.119731516
Threat0.010783645
Severe Toxicity0.01573815
Moderate 0.3666224 Moderate Con 0.34 Comparative_Framing
Feb 24, 2026 Inside Canada's Indian Invasion...
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
In 19th century british rule india, but in future indians rule canada, australia definately And local people just barking on them , there is slogan like when elephant moves dog will always bark. But elephant …
In 19th century british rule india, but in future indians rule canada, australia definately And local people just barking on them , there is slogan like when elephant moves dog will always bark. But elephant have to ignore them and move towards his goal
Identity Attack0.10221587
Insult0.0808917
Profanity0.019348921
Threat0.009618527
Severe Toxicity0.004425049
Low Tox 0.18649188 Moderate Con 0.309 Comparative_Framing
Feb 28, 2026 Inside Canada's Indian Invasion...
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted over £45 trillion worth of wealth from India, in addition to priceless artefacts, precious stones, and cultural treasures stolen, many of which remain in the British Museum to this day. India was subjected to foreign rule for nearly a thousand years, culminating in English colonial rule. During this time, countless Indians were enslaved, shackled, and forcibly transported to distant English colonies to work as indentured labourers under inhumane conditions. " Hindu tax ' was imposed on every Indian, and English rulers collected the tax on gunpoint for centuries. Those who did not have money were used as slaves in English households. Ancient India, once a beacon of knowledge and wisdom, was known as a subcontinent of learning and prosperity, contributing up to 38% of the world’s GDP at its height. For centuries, Indians struggled for their freedom, drawing strength from the timeless values of truth and non-violence embedded in our culture. The freedom movement, led through non-violent resistance, ultimately led to India's independence in 1947. However, the residual grip of colonial influence continued until around 1956. By the end of colonial rule, India’s sacred and ancient universities had been dismantled, and the country—once among the richest—was reduced to one of the poorest nations in the world. Widespread poverty, illiteracy, disease, social divisions, and national humiliation were the tragic legacies of foreign rule. If might and brawn continue to justify exploitation, it must be confronted with truth, non-violent justice, and a collective call for accountability.
Identity Attack0.16587129
Insult0.06634661
Profanity0.035399333
Threat0.01698343
Severe Toxicity0.005836487
Low Tox 0.17458448 Constructive 0.6 Comparative_Framing
Sep 19, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.