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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 70 of 1230
Indians and their love for poop💩 😂
Indians and their love for poop💩 😂
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.53014356
Profanity0.47001255
Threat0.033386398
Severe Toxicity0.35368225
Toxic 0.7105462 Low Con 0.169 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
We don't want their crap,they bring with them.
We don't want their crap,they bring with them.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1015541
Insult0.54471385
Profanity0.6242122
Threat0.0138755
Severe Toxicity0.044870634
Toxic 0.7105462 Low Con 0.18 Insult Identity_Assertion
Nov 3, 2025 1 likes Why Canadians Are Turning Against …
Id suggest the downfall of canada is not by liberal design, but the WEF who have controlled policy. The mentally deranged left are simply the useful idiots who do their bidding. Trudeau Jr. thought he …
Id suggest the downfall of canada is not by liberal design, but the WEF who have controlled policy. The mentally deranged left are simply the useful idiots who do their bidding. Trudeau Jr. thought he was a leader. He was just a brain dead puppet. Stupid people will do anything to be more popular, even though everyone laughs at them when they leave the room. Carney is sinister and has more brains, but just look at his family to see where his mind is at.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.20088354
Insult0.755201
Profanity0.26463717
Threat0.0113014765
Severe Toxicity0.023645958
Toxic 0.7105462 Low Con 0.3 Insult Unverified_Claim
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
@pwilla everytime you use '🖕🏻' emoji yho modrs vegne bloat and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male …
@pwilla everytime you use '🖕🏻' emoji yho modrs vegne bloat and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male I already tracked yo beatch ahh location now yho ahh will be greped endlessly along with yho modr and Your curryhole can only🖕🏻 and do whatever bs with yoself and yo restarded 304 modr ever , can never even touch anyone irl. 🖕🏻🖕🏻🖕🏻♾️ keep crying bot
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27991617
Insult0.58196646
Profanity0.47191826
Threat0.3733964
Severe Toxicity0.45895407
Toxic 0.7105462 Moderate Con 0.328 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Yo that place is so close to my house the big ass statute thing
Yo that place is so close to my house the big ass statute thing
Inside Canada's Indian Invasion... · 287: Cluster #286
Close reading → Discourse → Video sentiment →
Identity Attack0.021786476
Insult0.25998658
Profanity0.64460015
Threat0.010472948
Severe Toxicity0.06011435
Toxic 0.7105462 Moderate Con 0.324 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada forces its soliders to pay for their own gear. It's bullshit !!!!!!!!! They have to go !!!! Cansda is fed up and when you push canadians too far, they WILL fight back, i know …
Canada forces its soliders to pay for their own gear. It's bullshit !!!!!!!!! They have to go !!!! Cansda is fed up and when you push canadians too far, they WILL fight back, i know that for a fact !!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5130944
Profanity0.6242122
Threat0.061736204
Severe Toxicity0.19149859
Toxic 0.7105462 Moderate Con 0.356 Insult Call_To_Action
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Canadians are not against immigrants; we are just against the parasite, scammer and stinky kind.
Canadians are not against immigrants; we are just against the parasite, scammer and stinky kind.
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.38826546
Insult0.72868866
Profanity0.21673056
Threat0.009825659
Severe Toxicity0.024725812
Toxic 0.7105462 Moderate Con 0.323 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a western country , north america , that should only have native americans , arctic natives and white people in it!!!!! But yeah, you know only one s*** from an Indian person.On a public boss isn't a big deal that the numbers of public s**** have gone down!!!!! 🙄😮‍💨🤢!!!! Fuk those people. But raping, people. And being dumb AF . Is completely of.!¡! 😌
Inside Canada's Indian Invasion... · 66: Cluster #65
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.6001929
Threat0.5140729
Severe Toxicity0.51028454
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
as a Native American (indigenous, whatever the fuck ppl call us), being born and raised in Canada, i want these Indians, OUT of Canada.
as a Native American (indigenous, whatever the fuck ppl call us), being born and raised in Canada, i want these Indians, OUT of Canada.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.5678696
Profanity0.6242122
Threat0.05203775
Severe Toxicity0.35148153
Toxic 0.7105462 Moderate Con 0.392 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Thanks for bringing this issue to the forefront. Canadians are sick of these criminals, extortionist, scammers, incompetent cockroaches from the third world.
Thanks for bringing this issue to the forefront. Canadians are sick of these criminals, extortionist, scammers, incompetent cockroaches from the third world.
Inside Canada's Indian Invasion... · 89: Cluster #88
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.71027446
Profanity0.24341469
Threat0.012181788
Severe Toxicity0.16960317
Toxic 0.7105462 Moderate Con 0.413 Identity Attack Insult Fear_Threat
Feb 13, 2026 Inside Canada's Indian Invasion...
Hell no !!! WTF IS HAPPENING TO YOU
Hell no !!! WTF IS HAPPENING TO YOU
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.021585498
Insult0.34135336
Profanity0.6528205
Threat0.033386398
Severe Toxicity0.23226175
Toxic 0.7105462 Low Con 0.256 Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I guess we fna start getting on some goon shit.. back to face coverings to do what we gotta do.
I guess we fna start getting on some goon shit.. back to face coverings to do what we gotta do.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.14019285
Insult0.5130944
Profanity0.70864636
Threat0.049128212
Severe Toxicity0.16960317
Toxic 0.7105462 Moderate Con 0.315 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic Whiny Losers!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4139151
Insult0.72756535
Profanity0.19032755
Threat0.009540852
Severe Toxicity0.02439716
Toxic 0.7105462 Low Con 0.186 Insult Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Holy shit, someone finally said it on a larger scale.
Holy shit, someone finally said it on a larger scale.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012240025
Insult0.24928534
Profanity0.8255558
Threat0.008129764
Severe Toxicity0.067522444
Toxic 0.7105462 Moderate Con 0.365 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Praying to Krishna you’re a fool man😂😂😂😂
Praying to Krishna you’re a fool man😂😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.71027446
Profanity0.39409557
Threat0.011120236
Severe Toxicity0.044870634
Toxic 0.7105462 Low Con 0.163 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
8:25 this guy was honest lmao I can agree. Africans are not good!
8:25 this guy was honest lmao I can agree. Africans are not good!
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.47787863
Profanity0.29279903
Threat0.03856628
Severe Toxicity0.23226519
Toxic 0.7105462 Moderate Con 0.435 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
5:05 based. Muslims are the worst by far
5:05 based. Muslims are the worst by far
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.7207808
Insult0.48313886
Profanity0.29209393
Threat0.036149003
Severe Toxicity0.21596274
Toxic 0.7105462 Low Con 0.282 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
When an Asian woman says your driving sucks…
When an Asian woman says your driving sucks…
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.5274064
Insult0.5130944
Profanity0.57236236
Threat0.008181547
Severe Toxicity0.16960317
Toxic 0.7105462 Low Con 0.299 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Round them up and their accomplices and deport them all. Of course India is number one. Michelle made them look like fools.
Round them up and their accomplices and deport them all. Of course India is number one. Michelle made them look like fools.
IRCC Names India in Study Permit Fraud | … · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.72756535
Profanity0.27207452
Threat0.13262562
Severe Toxicity0.02491361
Toxic 0.7105462 Low Con 0.139 Insult
Sep 29, 2025 2 likes IRCC Names India in Study …
Idiots voted carney in forgot all the damage over the last 10 years. Meanwhile carney has literally gone against his platform. Signed a worse deal with trump and "elbows up" has disappeared. Good thing I …
Idiots voted carney in forgot all the damage over the last 10 years. Meanwhile carney has literally gone against his platform. Signed a worse deal with trump and "elbows up" has disappeared. Good thing I have a way to Mexico. Good reponsible law abiding tax payer done here in Canada after 34 years.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.058401883
Insult0.7344449
Profanity0.29209393
Threat0.009359611
Severe Toxicity0.023076924
Toxic 0.7105462 Constructive 0.51 Insult
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.48484445
Profanity0.64657205
Threat0.07016479
Severe Toxicity0.23224287
Toxic 0.7105462 Low Con 0.14 Identity Attack Fear_Threat
Sep 7, 2025 Why Canadians Are Turning Against …
Ohhhh Canada, plus a corrupt illegal migrant scam that runs deep into the government, 5 million recently unaccounted for in the country illegally. If they were of my genetic home of France I'd be even …
Ohhhh Canada,  plus a corrupt illegal migrant scam that runs deep into the government,  5 million recently unaccounted for in the country illegally. If they were of my  genetic home of France I'd be even more pissed because I could say something without being called a fucking racist. Adding an average if 70'000 to the 1.5 million city we live in 5 YEARS IN A ROW IS SIMPLE FUCKING ECONOMICS. In my neighborhood in 9 months 7 houses have burnt down, the same workers with different shell names come in and built the same 8 plex where a SINGLE HOME STOOD, they ONLY move in people from THEIR home country, they buy up business and ONLY hire people from their country. And THOSE ARE THE ONES WHO COME HERE LEGALLY from the same country that make up 90% the unaccounted 5 million in the education visas scam and other scams. I have evidence of so much, so so much.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6120431
Profanity0.5722072
Threat0.0824309
Severe Toxicity0.35368225
Toxic 0.7105462 Constructive 0.61 Identity Attack Insult Unverified_Claim
Aug 10, 2025 How Canada broke its immigration …
Bloody Indians
Bloody Indians
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.5935568
Profanity0.39409557
Threat0.06626215
Severe Toxicity0.35368225
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
Please do a video on khalistan once you'll do it you'll understand it's a completely idiotic ideology
Please do a video on khalistan once you'll do it you'll understand it's a completely idiotic ideology
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Video sentiment →
Identity Attack0.39773783
Insult0.58196646
Profanity0.44431314
Threat0.048158366
Severe Toxicity0.16960317
Toxic 0.7105462 Low Con 0.197 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Yuuuckk!! 🤢🤢🤮🤮🤮 Tyler! You could easily rent a room full of cockroaches in Brampton 🤣🤣🤣😆😆😆
Yuuuckk!! 🤢🤢🤮🤮🤮 Tyler! You could easily rent a room full of cockroaches in Brampton 🤣🤣🤣😆😆😆
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.084182754
Insult0.5130944
Profanity0.58072567
Threat0.029415153
Severe Toxicity0.35368225
Toxic 0.7105462 Low Con 0.239 Insult Humor_Satire
Feb 5, 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.