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Canadian Immigration Dashboard [ CID ]
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: "Why you crying for us" 13 comments
Like racist , cruel shit bhenchod europeans kill all the indigenous people of us canda and call it theirs now crying .. ye madarchod euporeans chor bhenchod ab inki gand mein dard ho rha hai
Like racist , cruel shit bhenchod europeans kill all the indigenous people of us canda and call it theirs now crying .. ye madarchod euporeans chor bhenchod ab inki gand mein dard ho rha hai
Identity Attack0.7895903
Insult0.78882504
Profanity0.8326356
Threat0.5940531
Severe Toxicity0.8219337
Toxic 0.85333383 Low Con 0.184 Identity Attack Insult Threat Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
Identity Attack0.5075293
Insult0.6120431
Profanity0.6321197
Threat0.4326697
Severe Toxicity0.29050803
Toxic 0.7510937 Low Con 0.282 Identity Attack Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be …
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be here forever. Just get rolling with it.
Identity Attack0.30256465
Insult0.42881694
Profanity0.5188411
Threat0.13178273
Severe Toxicity0.06101104
Moderate 0.5566829 Moderate Con 0.354 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people work in every fast food joint ther is cause the owners can pay them minimum wage and they don’t cry about it most don’t act like ther in Canada they should adapt our culture not Thers dress like us young people have no we’re to find a job I see cars with punjab on them all over the place how about a Canada flag and some of our clothes I have my room me and my dog I can’t afford to live and cpp cuts me I’m in the lowest bracket ther is so this month I might be homeless they come here get everything I’m 67and I don’t have a pot to piss in o have medical problems and shouldn’t work but I’ve thought of going back to work the cost of living they take m PPP net from me cause they don’t care about us old people I need 7 cases of insure ninth cause I’ve lost to much Weight and now they want a hundred dollar bill for my drug plan a deductable I don’t get it also I’ll be homeless in sept 16 living in a room I won’t be able to find a room I m not a punjab put a Canadian flag on no car not punjab they come here to go to scool work 2 or 3 jobs to bring the rest of ther people here it’s a fact if you want to live here dress and t talk like us why did u leave if you want that culture leave it were you came from exactly leave it at the door
Identity Attack0.2308735
Insult0.4378843
Profanity0.07676199
Threat0.008789998
Severe Toxicity0.013607788
Moderate 0.3972142 Constructive 0.612 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Sad to see how unintelligent majority off humanity really are so superstitious and do not follow the evidence.. How can you worship sticks and stones and other earthly materials that which you carve with your …
Sad to see how unintelligent majority off humanity really are so superstitious and do not follow the evidence.. How can you worship sticks and stones and other earthly materials that which you carve with your own hands.. Why do they worship that which does not benefit them neither can do any harm to their enemies. You leave the one and only real God Allah who created everything in the heavens and earth and worship that which depends on your own hands or tounge(superstitious stories). Please wake up and stop worshipping idols stop following blindly like blind sheep your forefathers and ancestors. They were not educated neither they were guided.. this generation is more educated and have more access to real knowledge will You Still Believe milk is green just because your ancestors used to believe that reminds me of the following verses of the Holy Quran وَإِذَا قِيلَ لَهُمُ اتَّبِعُوا مَا أَنْزَلَ اللَّهُ قَالُوا بَلْ نَتَّبِعُ مَا أَلْفَيْنَا عَلَيْهِ آبَاءَنَا ۗ أَوَلَوْ كَانَ آبَاؤُهُمْ لَا يَعْقِلُونَ شَيْئًا وَلَا يَهْتَدُونَ When it is said to them: \\Follow what Allah has sent down.\\" They say: \\"Nay! We shall follow what we found our fathers following.\\" (Would they do that!) Even though their fathers did not understand anything nor were they guided? (Al-Baqarah 2:170)" وَمَثَلُ الَّذِينَ كَفَرُوا كَمَثَلِ الَّذِي يَنْعِقُ بِمَا لَا يَسْمَعُ إِلَّا دُعَاءً وَنِدَاءً ۚ صُمٌّ بُكْمٌ عُمْيٌ فَهُمْ لَا يَعْقِلُونَ And the example of those who disbelieve, is as that of him who shouts to the (flock of sheep) that hears nothing but calls and cries. (They are) deaf, dumb and blind. So they do not understand. (Al-Baqarah 2:171) And another place in Quran (sura ambia (prophets) /) Ibrahim (Abraham) asked the idol worshippers.... 52. When he said to his father and his people: "What are these images, to which you are devoted?" 53. They said:"We found our fathers worshipping them." 54. He said: "Indeed you and your fathers have been in manifest error." 55. They said: "Have you brought us the truth, or are you one of those who play about?" 56. He said: "Nay, your Lord is the Lord of the heavens and the earth, Who created them and of that I am one of the witnesses. 57. "And by Allah, I shall plot a plan (to destroy) your idols after you have gone away and turned your backs." 58. So he broke them to pieces, (all) except the biggest of them, that they might turn to it. 59. They said: "Who has done this to our aliha (gods)? He must indeed be one of the wrong-doers." 60. They said: "We heard a young man talking (against) them who is called Ibrahim (Abraham)." 61. They said: "Then bring him before the eyes of the people, that they may testify." 62. They said: "Are you the one who has done this to our gods, O Ibrahim (Abraham)?" 63. [Ibrahim (Abraham)] said: "Nay, this one, the biggest of them (idols) did it. Ask them, if they can speak!" 64. So they turned to themselves and said: "Verily, you are the Zalimun (polytheists and wrong-doers)." 65. Then they turned to themselves (their first thought and said): "Indeed you [Ibrahim (Abraham)] know well that these (idols) speak not!" 66. [Ibrahim (Abraham)] said: "Do you then worship besides Allah, things that can neither profit you, nor harm you? 67. "Fie upon you, and upon that which you worship besides Allah! Have you then no sense?" I pray to the true one and only God Allah guides us all. Ameen Love and Peace... Just to let the unintelligent Haters know , I do not come back to my comments I just write and move on and wish the BEST🌹
Identity Attack0.30103904
Insult0.39743927
Profanity0.07191269
Threat0.009981008
Severe Toxicity0.016319158
Moderate 0.37751234 Constructive 0.531
Jan 21, 2026 Inside Canada's Indian Metropolis (Brampton)
First the english, americaans,canadians, european invaded african,asian countries and when now tables turn and Asians got after hard working,, why european crying like a child 🤣😂 bro u ruled us and now ts time for …
First the english, americaans,canadians, european invaded african,asian countries and when now tables turn and Asians got after hard working,, why european crying like a child 🤣😂 bro u ruled us and now ts time for us to rule your countries in peace way 🤣
Identity Attack0.37953663
Insult0.18852992
Profanity0.06295506
Threat0.016638106
Severe Toxicity0.019611536
Moderate 0.3561489 Low Con 0.247 Comparative_Framing
Feb 12, 2026 4 likes Inside Canada's Indian Invasion...
Brother JamCan, this whole thing was predictable decades ago! I got to Canada in 1995 right after hell unfolded in the country of a thousand hills! I saw with my own eyes & felt from …
Brother JamCan, this whole thing was predictable decades ago! I got to Canada in 1995 right after hell unfolded in the country of a thousand hills! I saw with my own eyes & felt from personal experience how great my adopted country was! However, not everything was rosy! I saw and experienced the "not-in-your-face" anti-black racism, whether politically, socially, and most def in the employment market! At the same time, the establisment (read white folks) was busy encouraging & promoting east indians to take up leadership roles in all spheres of the society, thus making them the "model minority" in the country! This mess was bound to happen, and in the end, this is what got us here! My feeling is that white canada is totally responsible for this, and they should stop crying on TV, roll up their sleeves, and clean up the mess! Peace Out!
Identity Attack0.3817989
Insult0.20434737
Profanity0.12991914
Threat0.012751401
Severe Toxicity0.016512826
Moderate 0.32919475 Constructive 0.744 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Canadians that fought against this happening were labeled "racist, criminals and extremists" and, on usual, arrested for speaking out against all of this. While we screamed and cried and protested for our own security and …
Canadians that fought against this happening were labeled "racist, criminals and extremists" and, on usual, arrested for speaking out against all of this. While we screamed and cried and protested for our own security and safety, our system laughed, took our money, religous beliefs, living spaces, and jobs to people to hate us.
Identity Attack0.20680901
Insult0.27146968
Profanity0.021876704
Threat0.0091524795
Severe Toxicity0.007858276
Moderate 0.32182294 Constructive 0.585 Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
I cry every time I see my fellow Canadians living in tents, jobless , homeless, without doctors and hungry. We really need a break and compassion from what our own government has done to us …
I cry every time I see my fellow Canadians living in tents, jobless , homeless, without doctors and hungry. We really need a break and compassion from what our own government has done to us with this out of control insane mass immigration / invasion.
Identity Attack0.23542951
Insult0.24928534
Profanity0.020578653
Threat0.008789998
Severe Toxicity0.0077056885
Moderate 0.30502358 Constructive 0.541
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
canadians crying about their situation should always be laughed at because they begged for it and ruined the lives of people who were warning them. you deserve everything ur getting and ur just crying from …
canadians crying about their situation should always be laughed at because they begged for it and ruined the lives of people who were warning them. you deserve everything ur getting and ur just crying from the consequences all of us were warning u about. im glad i left the country and will never come back
Identity Attack0.27914262
Insult0.16780703
Profanity0.017982552
Threat0.025961896
Severe Toxicity0.01083374
Low Tox 0.2854937 Moderate Con 0.388
Aug 25, 2025 Why Canadians Are Turning Against …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean …
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean anyone came illegally. Is it our fault there are many of us? Most foreigners can’t even pass the IELTS to qualify for a study or work visa, so either accept it or move on.
Identity Attack0.055673428
Insult0.047349896
Profanity0.01627459
Threat0.0074565844
Severe Toxicity0.0027656555
Low Tox 0.12520397 Moderate Con 0.481 Moral_Argument
Sep 21, 2025 3 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.