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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 #}

Comment Explorer

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Active: "We will conquer your country …" 18 comments
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...
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that …
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that is anti right in the sense its everything is a cop out because its maga. While we fight over left and right, These invaders will come in, use our social programs to amass massive amounts of wealth, power and control, and they will insert themselves into government, and convince you rejecting their wants and needs is racist, and wrong. it will tear you down and rip you apart. They are here to take over! Theres a world movement from muslims and Hindus and punjabs all fighting to tear down the colonialism that once conquered them, and the people in power are allowing it because they're DEI!
Identity Attack0.46614665
Insult0.5739874
Profanity0.5013569
Threat0.067232
Severe Toxicity0.17009245
Moderate 0.60311776 Moderate Con 0.425 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Sikhs dont workship monkey or cement cash collections for cash to run terrorist activities as Toronto Airport gold theft car thefts but india Killed over 50000 Sikh boys students and Sikh business men and Sikh …
Sikhs dont workship monkey or cement cash collections for cash to run terrorist activities as Toronto Airport gold theft car thefts but india Killed over 50000 Sikh boys students and Sikh business men and Sikh leaders ro stop independence of Sikh empire from indian and mughal Muslim occupation in Sikh country to leave al white race countries Sikhs have no problems leaving White race countries but cement cash collections terrorist wants to conquer now white race all countries
Identity Attack0.55044734
Insult0.41767508
Profanity0.18909787
Threat0.20938614
Severe Toxicity0.12809667
Moderate 0.47772613 Moderate Con 0.311 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
We will conquer your country 😂😂
We will conquer your country 😂😂
Identity Attack0.23467018
Insult0.0806213
Profanity0.11230402
Threat0.3993542
Severe Toxicity0.023505108
Moderate 0.37751234 Low Con 0.248 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Identity Attack0.39870077
Insult0.26957804
Profanity0.1612468
Threat0.035458352
Severe Toxicity0.024631912
Moderate 0.37340668 Low Con 0.181 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Just remember, the indians and other invaders have been weaponized by a certain group. They wage war by destabilizing and destroying western countries from within. It is the unchosen people. They have been warring with …
Just remember, the indians and other invaders have been weaponized by a certain group. They wage war by destabilizing and destroying western countries from within. It is the unchosen people. They have been warring with humanity for 2000 years. They fight in very unconventional ways. Soros, Wiseman, Blackrock, Century Initiative, etc They blackmail and corrupt politicians to put in their destructive policies. Divide and conquer. Every western country the same. Different erhnic groups. Weaponized flooding. Use pawns.
Identity Attack0.36942887
Insult0.26957804
Profanity0.08128801
Threat0.064969026
Severe Toxicity0.018126737
Moderate 0.3389984 Moderate Con 0.41
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
16:33 how do you listen to the "immigrant" say they will take over and you will have no choice, than say them wanting the country to change doesn't align with why they came here? They …
16:33 how do you listen to the "immigrant" say they will take over and you will have no choice, than say them wanting the country to change doesn't align with why they came here? They didn't come here to immigrate and join our country. They came to destroy our country. It is an invasion which we are paying them to undertake. They are conquering our nation without risking anything, and we are protecting them while they do it.
Identity Attack0.37879246
Insult0.16766082
Profanity0.027820412
Threat0.016638106
Severe Toxicity0.015286255
Moderate 0.32712606 Moderate Con 0.46 Fear_Threat
Sep 10, 2025 Why Canadians Are Turning Against …
😂 I love how these people accuse European settlers for killing the natives and conquering the land without even realising that without them Canada wouldn't even exist. Do you really think those Native tribes have …
😂 I love how these people accuse European settlers for killing the natives and conquering the land without even realising that without them Canada wouldn't even exist. Do you really think those Native tribes have the capability to create the advance infrastructure that we see today in Canada?? These people also complain about the wrong doings of the Europeans but have no shame in taking benefits this country provides which is not available in their native countries.
Identity Attack0.18391247
Insult0.076502606
Profanity0.023311393
Threat0.09776353
Severe Toxicity0.008468628
Low Tox 0.24442963 Moderate Con 0.496 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Get conquered peacefully. This is what suicidal empathy does to countries.
Get conquered peacefully. This is what suicidal empathy does to countries.
Identity Attack0.033784978
Insult0.033901088
Profanity0.035649836
Threat0.13815513
Severe Toxicity0.008926392
Low Tox 0.23667802 Low Con 0.198 Fear_Threat
Dec 24, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
India will conquer other countries through immigration. Becuz we will be the world.
India will conquer other countries through immigration. Becuz we will be the world.
Identity Attack0.23163283
Insult0.03885912
Profanity0.04291453
Threat0.044602267
Severe Toxicity0.01121521
Low Tox 0.22846605 Low Con 0.159 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The superpower of India is its unlimited Indians. The plan is to send these unlimited Indians to all developed countries, where they take root in every sector and send remittances back to India. This strategy …
The superpower of India is its unlimited Indians. The plan is to send these unlimited Indians to all developed countries, where they take root in every sector and send remittances back to India. This strategy repeats again and again: Indians go out, money comes in. The incoming funds are used to rebuild and strengthen India. Over time, this process creates a powerful India, one that not only rises on the global stage but also begins to take over developed nations from within. That’s how they conquer the world.
Identity Attack0.27171627
Insult0.08212569
Profanity0.051932767
Threat0.023026628
Severe Toxicity0.01159668
Low Tox 0.22445217 Moderate Con 0.399 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
There was a group of middle eastern men at a local gas station a few years ago, and they were getting loud and rude with one of the locals (smaller town,) They weren't long finding …
There was a group of middle eastern men at a local gas station a few years ago, and they were getting loud and rude with one of the locals (smaller town,) They weren't long finding somewhere else to be when the local guy made a call and twenty plus guys showed up and advised these men that they were outnumbered and might want to remember that in the future, As they were leaving one of them said, you'll find out when we are the majority in this country. They don't want integration, they want to conquer the country and bring in sharia law and their religion based government.
Identity Attack0.10221587
Insult0.08434689
Profanity0.043916557
Threat0.011482717
Severe Toxicity0.005607605
Low Tox 0.1883923 Constructive 0.591 Unverified_Claim
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
This is what happens when you see a country that was conquered without a single shot fired looks like.
This is what happens when you see a country that was conquered without a single shot fired looks like.
Identity Attack0.007843546
Insult0.024124376
Profanity0.020920247
Threat0.19229786
Severe Toxicity0.006790161
Low Tox 0.1798404 Low Con 0.124 Fear_Threat
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's not about race or culture. It's just too much is too much. Too much for our health care system. Too much for our economy to handle. Too many jobs are now scarce. Too much …
It's not about race or culture. It's just too much is too much. Too much for our health care system. Too much for our economy to handle. Too many jobs are now scarce. Too much is bad for the people who have paid their taxes here forever, just so one particular immigrant group can use up resources that long time generations have built. I'm not saying any particular culture, but there are too many of them. This particular culture should also be reduced because they are exploiting every mistake the government makes (from their good hearts) or loopholes to stay. Not just stay but trying to transform a country into their own. That is wrong. Most immigrants from past generations didn't come here to conquer the country. They came here to be part of a great country. Contribute to it. Make it better, not make it worse. And now here we are. How are we going to fix this? Put a very long pause on immigeation. Get rid of international students from this particular country. They have no right to stay. Stop giving licenses to unqualified people that can't read, write, speak or even understand English. It's becoming a safety issue everywhere. Again, it's not about race. It's the "too many" factor that the country can not sustain.
Identity Attack0.11512129
Insult0.061626412
Profanity0.026454043
Threat0.010913103
Severe Toxicity0.005722046
Low Tox 0.16245349 Constructive 0.677
Aug 25, 2025 Why Canadians Are Turning Against …
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in …
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in their homeland. Why would they not accept coming here if they see potential for a brighter future ? Furthermore, they don’t have pathways to citizenship offered by the government; there are no well-defined courses or integration programs designed to help newcomers become fully part of the society. Instead, they are arriving in basically what is a new India. They are welcome with open arms and new rights as Canadians, without the responsibilities that SHOULD go with it. So, the entire culprit is our Canadian government. This situation is part of a much larger, global agenda aimed at sowing division among populations to weaken national unity. The phrase _Divide et Impera_ (Divide and Conquer) highlights this tactic. The Canadian government is orchestrating this strategy, intentionally aligned with the nefarious 2030 agenda. This agenda calls to flood the White Christian Western world with massive immigration, which will erode cultural and national identities. The ultimate goal is to strip nations of their cultural and historical identities, making their populations more dependent on the State to provide a new identity. This dependency is projected to lead to the implementation of digital identification systems, biometric tracking, and other dystopian technological measures. These politicians on both sides are NOT humanists. The overarching aim is not merely human advancement but transhumanism — merging humans with technology — which is pure evil, even demonic, a plan to transform human existence radically. A plot to erase humanity as we know it. This is also the real reason and rationale behind the trans agenda. You can be whatever you want if you identify with it. Now, how about a cyborg, the singularity or what is called humankind 2.0 ? They will try to get it with WW3. The mandates will be said to be good for us, as they will procure a false sense of security in every country on Earth. They need India to go against the Muslim world. Canada has accepted this for the novus ordo seclorum of nations. You probably heard the saying that governments are NOT elected, but selected. That’s true. Our system is an illusion of democracy. They needed these far-left Liberals for these objectives and many others. Then, when it will be too much and order for the chaos, they will count on the far right to go to war. There will be two coalitions: the Western nations + Israel 🇮🇱 + some arab countries like Saudi Arabia 🇸🇦, Jordan 🇯🇴, Syria 🇸🇾 + Ukraine 🇺🇦 + India 🇮🇳 + Japan 🇯🇵 + South Korea 🇰🇷 *VS* the Arab League + Russia 🇷🇺 + China 🇨🇳 + North Korea 🇰🇵. The worst in all of that is that Freemasonry controlled both sides and their political leaders. They play on both sides, as in WW1 and WW2.
Identity Attack0.12208464
Insult0.03588435
Profanity0.025907494
Threat0.007961469
Severe Toxicity0.003490448
Low Tox 0.13388206 Constructive 0.617 Unverified_Claim
Oct 12, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I agree with you to the extent of your understanding of Canadian culture. However, immigrants to Canada should be aware that the First Nations and indigenous people of Canada often have to seek a better …
I agree with you to the extent of your understanding of Canadian culture. However, immigrants to Canada should be aware that the First Nations and indigenous people of Canada often have to seek a better life in other countries because colonizers and their descendants show no regard for treaty rights and have disenfranchised First Nations. The government hides the facts about the plight of indigenous Canadians and lie to Canadian immigrants and citizens, always to divide and conquer. Immigrants often don't realize that most indigenous Canadians are living in worse conditions than what the immigrants themselves came from, and few live as comfortably as white Canadians. When white people talk about how hard they have it because of immigrants, they should think about what First Nations have to deal with everyday because of them. Why is there a French-speaking province and not a Cree or Anishnabe speaking province?
Identity Attack0.083355546
Insult0.05964688
Profanity0.014122557
Threat0.007521313
Severe Toxicity0.0029754639
Low Tox 0.11336674 Constructive 0.77
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just …
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just for them?
Identity Attack0.038167715
Insult0.028832749
Profanity0.012004685
Threat0.0079873605
Severe Toxicity0.0019454956
Low Tox 0.09308127 Constructive 0.551 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
“Divide and Conquer for Power and Profit” by politicians and financial elites. Now playing in any western country near you.
“Divide and Conquer for Power and Profit” by politicians and financial elites. Now playing in any western country near you.
Identity Attack0.007029593
Insult0.017163089
Profanity0.011048226
Threat0.0072882893
Severe Toxicity0.0010299683
Low Tox 0.037577134 Low Con 0.142
Nov 9, 2025 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.