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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
30,738 comments · Page 93 of 1230
I live in the maritimes in Canada. And I am a Acadian, and they are 100% moving in small Acadian communities and they put up a f***** sikh temple... if you build it, they will …
I live in the maritimes in Canada. And I am a Acadian, and they are 100% moving in small Acadian communities and they put up a f***** sikh temple... if you build it, they will come. They are trying to push us out!! Extremely scary. And the car accidents are INSANE !!! They cannot fcken drive !!!
Identity Attack0.39773783
Insult0.5130944
Profanity0.6242122
Threat0.042662576
Severe Toxicity0.23125283
Moderate 0.6491204 Constructive 0.592 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
JT broke the system and Liberals are still sold out on this immigration garbage.
JT broke the system and Liberals are still sold out on this immigration garbage.
Identity Attack0.38246045
Insult0.65129566
Profanity0.19155724
Threat0.008311004
Severe Toxicity0.023076924
Moderate 0.6491204 Low Con 0.194 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Ese blanco es bien racista como todos los blancos
Ese blanco es bien racista como todos los blancos
Identity Attack0.6458014
Insult0.57787937
Profanity0.18663849
Threat0.010680079
Severe Toxicity0.34954423
Moderate 0.6491204 Low Con 0.194 Identity Attack Insult Identity_Assertion
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
Bro, your mother is dirty. Disagree without dehumanizing. Criticize ideas, not entire races or nations. Verify before sharing. Refuse to amplify content that thrives on outrage, fear, or humiliation of others.
Bro, your mother is dirty. Disagree without dehumanizing. Criticize ideas, not entire races or nations. Verify before sharing. Refuse to amplify content that thrives on outrage, fear, or humiliation of others.
Identity Attack0.14875233
Insult0.6677319
Profanity0.30690086
Threat0.0138755
Severe Toxicity0.070156105
Moderate 0.6491204 Moderate Con 0.395 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a born Canadian…..I’ve seen a LOT of Canadian raised people disrespecting my country. The amount of trash left behind from born and bred hick Albertans is disgusting. But sure….blame immigrants for Canadian trashy behaviour …
As a born Canadian…..I’ve seen a LOT of Canadian raised people disrespecting my country. The amount of trash left behind from born and bred hick Albertans is disgusting. But sure….blame immigrants for Canadian trashy behaviour 🙄 Hate to break it every, but Canada IS a colony😂😂😂 Of course you’d bring up the Trucker Tantrums. You prejudicial, biased bigots joined forces with a two separatists and a racist 😂 So sick of your whinging.
Identity Attack0.54151535
Insult0.65129566
Profanity0.12903778
Threat0.00967031
Severe Toxicity0.045767322
Moderate 0.6491204 Moderate Con 0.38 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
The Sub-Saharan African people are terrible. Not verbatim. I can't stop laughing! 😂
The Sub-Saharan African people are terrible. Not verbatim. I can't stop laughing! 😂
Identity Attack0.69783735
Insult0.5129801
Profanity0.29053202
Threat0.024235269
Severe Toxicity0.23224114
Moderate 0.6491204 Moderate Con 0.399 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I've lived in Edmonton for years and they dont assimilate into Canadian culture or hire Canadians when they start businesses. Entire blocks of edmonton would smell like shit where they lived it was disgusting. You …
I've lived in Edmonton for years and they dont assimilate into Canadian culture or hire Canadians when they start businesses. Entire blocks of edmonton would smell like shit where they lived it was disgusting. You goto a public pool and its literally overflowing with Indians. I hated it
Identity Attack0.6007182
Insult0.5177041
Profanity0.541926
Threat0.018710058
Severe Toxicity0.1762085
Moderate 0.6491204 Constructive 0.54 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is a circus run by clowns... that's all.
Canada is a circus run by clowns... that's all.
Identity Attack0.38230872
Insult0.6798578
Profanity0.12158839
Threat0.0077802283
Severe Toxicity0.023076924
Moderate 0.6491204 Low Con 0.169 Insult Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
8:09 it aint a beautiful place it's a disgusting stinky place🤣🤣
8:09 it aint a beautiful place it's a disgusting stinky place🤣🤣
Identity Attack0.0775651
Insult0.4747285
Profanity0.33434898
Threat0.012337137
Severe Toxicity0.1465323
Moderate 0.6491204 Moderate Con 0.305 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
8:52 their god looks like a Monkey
8:52 their god looks like a Monkey
Identity Attack0.4054415
Insult0.57566804
Profanity0.39026237
Threat0.0113014765
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.199 Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
0:17 but you guys whose ancestors came from Europe to colonize canada, seem to be licking a$$holes with your tongue, but I've never seen an indian to do so. So who's dirty and rubbish now?
0:17 but you guys whose ancestors came from Europe to colonize canada, seem to be licking a$$holes with your tongue, but I've never seen an indian to do so. So who's dirty and rubbish now?
Identity Attack0.44690517
Insult0.6308392
Profanity0.39409557
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.259 Insult Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
In Canada, We now has filthy disgusting public bathrooms, thanks to Immigrants
In Canada, We now has filthy disgusting public bathrooms, thanks to Immigrants
Identity Attack0.58743036
Insult0.5935568
Profanity0.20808282
Threat0.008052089
Severe Toxicity0.07805709
Moderate 0.6491204 Low Con 0.258 Identity Attack Insult Fear_Threat
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
🇮🇳💩Repulsive sewer rats
🇮🇳💩Repulsive sewer rats
Identity Attack0.40713623
Insult0.6675394
Profanity0.44890457
Threat0.08089764
Severe Toxicity0.44713756
Moderate 0.6491204 Low Con 0.215 Insult Identity_Assertion
Feb 16, 2026 5 likes Inside Canada's Indian Invasion...
muslims should be deported
muslims should be deported
Identity Attack0.71720207
Insult0.34203702
Profanity0.2453505
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.216 Identity Attack Identity_Assertion
Sep 9, 2025 Why Canadians Are Turning Against …
We must stop being such suckers! Enough already help our own people now!!!
We must stop being such suckers! Enough already help our own people now!!!
Identity Attack0.041261412
Insult0.6336687
Profanity0.44431314
Threat0.00951496
Severe Toxicity0.02514347
Moderate 0.6491204 Low Con 0.286 Insult Call_To_Action
Mar 2, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canadá tá ferrado.
Canadá tá ferrado.
Identity Attack0.45610145
Insult0.5129801
Profanity0.6370159
Threat0.009178371
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.334 Insult Fear_Threat
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
EATING POO IS CRAZY BS MAN learn about indian culture and ig maybe you should move and calling yourselfs highter is crazy
EATING POO IS CRAZY BS MAN learn about indian culture and ig maybe you should move and calling yourselfs highter is crazy
Identity Attack0.2831485
Insult0.5130944
Profanity0.4113413
Threat0.027170537
Severe Toxicity0.23224287
Moderate 0.6491204 Low Con 0.179 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
They come here with nothing from one of the poorest countries in the world. Yet when they get here somehow they're able to afford million dollar homes million dollar businesses tens of thousands of dollars …
They come here with nothing from one of the poorest countries in the world. Yet when they get here somehow they're able to afford million dollar homes million dollar businesses tens of thousands of dollars in cars expensive. Luxuries. All while still collecting taxpayers dollars from hard-working Canadians! There's a 1% of them who conform to our laws and our ways and the ways of the Canadians. The rest are just f****** savages who don't give a s*** who abuse our system.
Identity Attack0.41052565
Insult0.5739874
Profanity0.55356324
Threat0.013579931
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.421 Insult Unverified_Claim
Sep 20, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court …
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court yards.
Identity Attack0.5983441
Insult0.50440645
Profanity0.57236236
Threat0.13815513
Severe Toxicity0.3493117
Moderate 0.6491204 Low Con 0.267 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Im tired of seeing these god damn rainbow flags and foreigners getting getting with PDFile stuff (mostly Pakistanis). Canada needs to be aloud to own pistols for home defense
Im tired of seeing these god damn rainbow flags and foreigners getting getting with PDFile stuff (mostly Pakistanis). Canada needs to be aloud to own pistols for home defense
Identity Attack0.49584505
Insult0.5130944
Profanity0.6069483
Threat0.06690872
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.34 Insult
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
India is a pest
India is a pest
Identity Attack0.6458014
Insult0.54525656
Profanity0.33258784
Threat0.028206514
Severe Toxicity0.23226519
Moderate 0.64447093 Moderate Con 0.332 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Who the hell wants indians anyway let alone their country becoming indianized
Who the hell wants indians anyway let alone their country becoming indianized
Identity Attack0.57554024
Insult0.42167732
Profanity0.5150164
Threat0.044925548
Severe Toxicity0.25053838
Moderate 0.64447093 Low Con 0.135 Identity Attack Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
good one tyler expose these traitorus liberal gov scumbags destroying canada
good one tyler expose these traitorus liberal gov scumbags destroying canada
Identity Attack0.3072352
Insult0.67735565
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.0475607
Moderate 0.64447093 Low Con 0.229 Insult Call_To_Action
Jan 29, 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...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.